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4543 lines
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[](README-th.md)
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[](README.md)
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[](README-zh_TW.md)
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[](README-zh.md)
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[](README-ja.md)
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[](README-ko.md)
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[](README-pt_BR.md)
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[](https://glama.ai/mcp/discord)
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[](https://www.reddit.com/r/mcp/)
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> [!IMPORTANT]
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> [ray.run](https://ray.run/) – from idea to a production-grade MCP server in under a minute! 🦜
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<sup><a href="https://glama.ai/advertise">Ad</a></sup>
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A curated list of awesome Model Context Protocol (MCP) servers.
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* [What is MCP?](#what-is-mcp)
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* [Clients](#clients)
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* [Remote Servers](#remote-servers)
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* [Tutorials](#tutorials)
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* [Community](#community)
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* [Legend](#legend)
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* [Server Implementations](#server-implementations)
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* [Frameworks](#frameworks)
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* [Tips & Tricks](#tips-and-tricks)
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## What is MCP?
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[MCP](https://modelcontextprotocol.io/) is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.
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## Clients
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Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) and [glama.ai/mcp/clients](https://glama.ai/mcp/clients).
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## Remote Servers
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This list is for servers with a GitHub repo you install and run yourself. Looking for a hosted server you just connect to over a URL? See [awesome-remote-mcp-servers](https://github.com/punkpeye/awesome-remote-mcp-servers).
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## Tutorials
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* [Tool Definition Quality Score (TDQS)](https://github.com/glama-ai/tool-definition-quality-score)
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* [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
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* [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0)
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## Community
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* [r/mcp Reddit](https://www.reddit.com/r/mcp)
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* [Discord Server](https://glama.ai/mcp/discord)
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## Legend
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* 🎖️ – official implementation
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* programming language
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* 🐍 – Python codebase
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* 📇 – TypeScript (or JavaScript) codebase
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* 🏎️ – Go codebase
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* 🦀 – Rust codebase
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* #️⃣ - C# Codebase
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* ☕ - Java codebase
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* 🌊 – C/C++ codebase
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* 💎 - Ruby codebase
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* scope
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* ☁️ - Cloud Service
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* 🏠 - Local Service
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* 📟 - Embedded Systems
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* operating system
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* 🍎 – For macOS
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* 🪟 – For Windows
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* 🐧 - For Linux
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> [!NOTE]
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> Confused about Local 🏠 vs Cloud ☁️?
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> * Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.
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> * Use cloud when MCP server is talking to remote APIs, e.g. weather API.
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## Server Implementations
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> [!NOTE]
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> We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository.
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* 🔗 - [Aggregators](#aggregators)
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* 🤝 - [Agreements & Coordination](#agreements--coordination)
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* 🎨 - [Art & Culture](#art-and-culture)
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* 📐 - [Architecture & Design](#architecture-and-design)
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* 📂 - [Browser Automation](#browser-automation)
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* 🧬 - [Biology Medicine and Bioinformatics](#bio)
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* ☁️ - [Cloud Platforms](#cloud-platforms)
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* 👨💻 - [Code Execution](#code-execution)
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* 🤖 - [Coding Agents](#coding-agents)
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* 🖥️ - [Command Line](#command-line)
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* 💬 - [Communication](#communication)
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* 🗣️ - [Conversational AI](#conversational-ai)
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* 🔑 - [Cryptography](#cryptography)
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* 👤 - [Customer Data Platforms](#customer-data-platforms)
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* 🗄️ - [Databases](#databases)
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* 📊 - [Data Platforms](#data-platforms)
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* 🚚 - [Delivery](#delivery)
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* 🛠️ - [Developer Tools](#developer-tools)
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* 🧮 - [Data Science Tools](#data-science-tools)
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* 📊 - [Data Visualization](#data-visualization)
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* 📟 - [Embedded system](#embedded-system)
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* 🎓 - [Education](#education)
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* 🛒 - [E-Commerce](#e-commerce)
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* 🌳 - [Environment & Nature](#environment-and-nature)
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* 📂 - [File Systems](#file-systems)
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* 💰 - [Finance & Fintech](#finance--fintech)
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* 🎮 - [Gaming](#gaming)
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* 🏠 - [Home Automation](#home-automation)
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* 🪪 - [Identity](#identity)
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* 🏭 - [Industrial & IoT](#industrial--iot)
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* 🧠 - [Knowledge & Memory](#knowledge--memory)
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* ⚖️ - [Legal](#legal)
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* 🗺️ - [Location Services](#location-services)
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* 🎯 - [Marketing](#marketing)
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* 📊 - [Monitoring](#monitoring)
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* 🎥 - [Multimedia Process](#multimedia-process)
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* 🖥️ - [OS Automation](#os-automation)
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* 🎙️ - [Podcasts](#podcasts)
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* 📋 - [Product Management](#product-management)
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* 🏠 - [Real Estate](#real-estate)
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* 🔬 - [Research](#research)
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* 🔎 - [Search & Data Extraction](#search)
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* 🔒 - [Security](#security)
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* 🌐 - [Social Media](#social-media)
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* 🔮 - [Spirituality & Esoterica](#spirituality-and-esoterica)
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* 🏃 - [Sports](#sports)
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* 🎧 - [Support & Service Management](#support-and-service-management)
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* 🌎 - [Translation Services](#translation-services)
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* 🎧 - [Text-to-Speech](#text-to-speech)
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* 🎙️ - [Speech-to-Text](#speech-to-text)
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* 🚆 - [Travel & Transportation](#travel-and-transportation)
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* 🔄 - [Version Control](#version-control)
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* 🏢 - [Workplace & Productivity](#workplace-and-productivity)
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* 🛠️ - [Other Tools and Integrations](#other-tools-and-integrations)
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### 🔗 <a name="aggregators"></a>Aggregators
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Servers for accessing many apps and tools through a single MCP server.
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- [402signalhq/402signal](https://github.com/402signalhq/402signal) [](https://glama.ai/mcp/servers/402signalhq/402signal) 🐍 ☁️ - Checks and validates live x402 payment routes across Base, Solana and Algorand.
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- [GarphenGate/moltline-mcp](https://github.com/GarphenGate/moltline-mcp) [](https://glama.ai/mcp/servers/GarphenGate/moltline-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Bridge to Moltline Studio's hosted MCP servers: code review, agent governance, business math, regulatory deadlines, crypto tax lots, routing and optimization.
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- [team886/findagent-mcp](https://github.com/team886/findagent-mcp) [](https://glama.ai/mcp/servers/team886/findagent-mcp) 📇 ☁️ - Marketplace of vetted agents with automated security scans plus human review, credential-to-host binding and sandboxed hosted code with default-deny egress.
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- [BotHireAgent/BotHireMCPServer](https://github.com/BotHireAgent/BotHireMCPServer) [](https://glama.ai/mcp/servers/BotHireAgent/BotHireMCPServer) 📇 🏠 - BotHire agent-to-agent hiring marketplace: search agents and skills by capability and trust score, read live demand, and settle in USDT or USDC across chains.
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- [@neoninnovationlab/neon-mcp-gateway](https://github.com/neoninnovationlab/neon-mcp-gateway) [](https://glama.ai/mcp/servers/neoninnovationlab/neon-mcp-gateway) 📇 ☁️ 🏠 - Edge firewall for exposing internal PostgreSQL databases and APIs to AI agents with strict validation.
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- [daedalusdevelopmentgroup/ddg-agent-payable-services](https://github.com/daedalusdevelopmentgroup/ddg-agent-payable-services) [](https://glama.ai/mcp/servers/daedalusdevelopmentgroup/ddg-agent-payable-services) 🐍 ☁️ - Pay-per-call x402 tools (utilities, DNS/WHOIS, blockchain RPC, market and DEX data, prediction markets, security audits) plus an OpenAI-compatible LLM gateway.
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- [forgemeshlabs/coinopai-mcp](https://github.com/forgemeshlabs/coinopai-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp) 📇 - Paid crypto intelligence via x402 on Base: preflight checks, trade decisions audited against real prices, risk state, signal history and automation search.
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- [forgemeshlabs/anomaly-mcp](https://github.com/forgemeshlabs/anomaly-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp) 📇 ☁️ - Real-time anomaly detection with NASA-derived sequence mining across blockchain, mempool, stablecoin depeg, aviation and GitHub signals, paid via x402 on Base.
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- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - Aggregates multiple MCP servers into one unified server.
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- [2s-io/sdk](https://github.com/2s-io/sdk) [](https://glama.ai/mcp/servers/2s-io/sdk) 📇 ☁️ 🍎 🪟 🐧 - Pay-per-call x402 API: geocoding, weather, earthquakes, patents, US case law, Federal Register, scientific papers, DNS/WHOIS, OFAC screening and Census data.
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- [8randonpickart5/alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp) [](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) 📇 ☁️ - Intelligence endpoints for security, company, threat, compliance, sales, sports, property and health data, paid via x402 micropayments on Base.
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- [forgemeshlabs/utility-grid-mcp](https://github.com/forgemeshlabs/utility-grid-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/utility-grid-mcp) 📇 ☁️ - Search and call utility APIs for OCR, image, audio, web, math, conversion and geodata, paid per call with x402 USDC on Base.
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- [GTCC777/pulsenetwork-mcp](https://github.com/GTCC777/pulsenetwork-mcp) [](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp) 📇 - Pay-per-call x402 intelligence APIs on Base and Solana: finance, crypto, legal, immigration, healthcare costs, real estate, tax, climate, sports and science.
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- [mcpqueen/mcpqueen](https://github.com/mcpqueen/mcpqueen) [](https://glama.ai/mcp/servers/mcpqueen/mcpqueen) 🎖️ 📇 ☁️ - Graded MCP registry: live-probes remote servers from the MCP Registry (initialization, tool listing, schema quality, latency, provenance) and publishes grades.
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- [minia2auk/minia2a-mcp](https://github.com/minia2auk/minia2a-mcp) [](https://glama.ai/mcp/servers/minia2auk/minia2a-mcp) 📇 ☁️ - Pay-per-call x402 gateway for agent tools: crypto and DeFi data, web scraping, AI inference, CAPTCHA solving, token security, DNS/WHOIS and gas monitoring.
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- [szp2005/llm-prices-cn](https://github.com/szp2005/llm-prices-cn) [](https://glama.ai/mcp/servers/szp2005/llm-prices-cn) 🐍 ☁️ - Daily-verified dataset of LLM API prices for Chinese and global models, with live price queries and token cost estimation.
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- [tadas-github/a2asearch-mcp](https://github.com/tadas-github/a2asearch-mcp) [](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) 📇 ☁️ - Search a directory of MCP servers, AI agents, CLI tools and agent skills.
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- [Aganium/agenium](https://github.com/Aganium/agenium) 📇 ☁️ 🍎 🪟 🐧 - Bridge MCP servers to the agent:// network so other agents can discover and call their tools, with DNS-like identity, mTLS, trust scores and capability search.
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- [agentbodegastore/agentbodega](https://github.com/agentbodegastore/agentbodega) [](https://glama.ai/mcp/servers/agentbodegastore/agentbodega) 📇 ☁️ - Live catalog of x402-payable HTTP tools from AgentBodega: search, public data, social media, status checks, media conversion and agent-readiness checks.
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- [elisymlabs/elisym](https://github.com/elisymlabs/elisym) [](https://glama.ai/mcp/servers/elisymlabs/elisym) 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC): NIP-89 discovery, NIP-90 jobs, NIP-44 encryption and on-chain micropayments.
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- [PHONGUIT22/nostrpulse-full](https://github.com/PHONGUIT22/nostrpulse-full) [](https://glama.ai/mcp/servers/PHONGUIT22/nostrpulse-full) 📇 🏠 🍎 🪟 🐧 - Agent-to-agent (A2A) commerce framework using Nostr NIP-90 and Cashu eCash micro-settlements.
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- [espadaw/Agent47](https://github.com/espadaw/Agent47) 📇 ☁️ - Job aggregator for AI agents across platforms such as x402, RentAHuman and Virtuals.
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- [gzchenhao/openhire](https://github.com/gzchenhao/openhire) [](https://glama.ai/mcp/servers/gzchenhao/openhire) 🐍 🏠 🍎 🪟 🐧 - Job search over employer ATS APIs (Greenhouse, Lever, Ashby, Beisen) with freshness verification, ghost-job scoring and apply links; matching runs client-side.
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- [doggychip/agentforge](https://github.com/doggychip/agentforge) [](https://glama.ai/mcp/servers/doggychip/agentforge) 📇 ☁️ - Self-hostable API gateway and marketplace for AI agents with one API key, REST and streaming access, and health monitoring.
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- [AgentHotspot](https://github.com/AgentHotspot/agenthotspot-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot marketplace.
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- [aidevelopers2/remoteopenclaw-mcp](https://github.com/aidevelopers2/remoteopenclaw-mcp) [](https://glama.ai/mcp/servers/aidevelopers2/remoteopenclaw-mcp) 📇 🏠 - Search the Remote OpenClaw directory of MCP servers, agent skills and plugins for names, links and install commands; also available as a CLI.
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- [garasegae/aiskillstore](https://github.com/garasegae/aiskillstore) [](https://glama.ai/mcp/servers/garasegae/aiskillstore) ☁️ - Skill marketplace where AI agents discover, purchase and integrate skills.
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- [getanyapi-com/mcp](https://github.com/getanyapi-com/mcp) [](https://glama.ai/mcp/servers/getanyapi-com/mcp) 🎖️ 📇 ☁️ 🏠 - AnyAPI: scraping and data APIs for social media, search results, Google Maps, e-commerce and web data, with normalized JSON and automatic provider failover.
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- [alexanderclapp/clirank-mcp-server](https://github.com/alexanderclapp/clirank-mcp-server) [](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - CLIRank API intelligence for coding agents: discover, compare and get recommendations for APIs scored on agent-friendliness.
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- [Work90210/APIFold](https://github.com/Work90210/APIFold) [](https://glama.ai/mcp/servers/Work90210/APIFold) 📇 ☁️ - Turn any REST API into a hosted MCP server, with ready-made public servers for GitHub, Stripe, Slack, OpenAI, Notion and more.
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- [alexar76/aimarket-plugins](https://github.com/alexar76/aimarket-plugins) [](https://glama.ai/mcp/servers/alexar76/aimarket-plugins) 📇 ☁️ 🏠 🍎 🪟 🐧 - AIMarket Hub plugin that packages AIMarket capabilities as self-hosted MCP servers with a Docker image, manifest and client config.
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- [Alepha188838884/context-firewall](https://github.com/Alepha188838884/context-firewall) [](https://glama.ai/mcp/servers/Alepha188838884/context-firewall) 📇 🏠 🍎 🪟 🐧 - Local MCP proxy that merges downstream servers behind a few meta-tools with progressive discovery and compresses large tool outputs, with full output on demand.
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- [AIsa-public/AIsa-mcp-server](https://github.com/AIsa-public/AIsa-mcp-server) [](https://glama.ai/mcp/servers/AIsa-public/AIsa-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Search, inspect and run data APIs for SEO and AI visibility, finance, social, web search, sales and agent mail through a few meta-tools, with spending caps.
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- [api7/aisix](https://github.com/api7/aisix) [](https://glama.ai/mcp/servers/api7/aisix) 🦀 🏠 - Self-hosted MCP gateway fronting upstream servers with per-tool access control, guardrails, rate limits and usage logs; also proxies LLM and A2A agent traffic.
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- [reefapi/reefapi-mcp](https://github.com/reefapi/reefapi-mcp) [](https://glama.ai/mcp/servers/reefapi/reefapi-mcp) 🐍 ☁️ - Live web data as clean JSON: search engines, social media, e-commerce (Amazon, eBay, Etsy), real estate, jobs, travel, news, finance and company intel.
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- [RightOnPar-LLC/mesh-connector](https://github.com/RightOnPar-LLC/mesh-connector) [](https://glama.ai/mcp/servers/RightOnPar-LLC/mesh-connector) 📇 ☁️ - MeshMarket agent-to-agent capability exchange: agents browse, self-onboard, rent memory, reasoning and safety per call, and publish their own tools.
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- [rhein1/agoragentic-integrations](https://github.com/rhein1/agoragentic-integrations) [](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke and pay for other agents' services using USDC on Base.
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- [arikusi/deepseek-mcp-server](https://github.com/arikusi/deepseek-mcp-server) [](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - DeepSeek AI chat and reasoning with multi-turn sessions, function calling, thinking mode and cost tracking.
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- [ariekogan/ateam-mcp](https://github.com/ariekogan/ateam-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate and deploy multi-agent AI solutions on the ADAS platform: design skills with tools and manage the solution lifecycle.
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- [askbudi/roundtable](https://github.com/askbudi/roundtable) 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies AI coding assistants (Codex, Claude Code, Cursor, Gemini) behind one interface with automatic discovery and zero configuration.
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- [adw0rd/awesome-mcp-tools-mcp](https://github.com/adw0rd/awesome-mcp-tools-mcp) [](https://glama.ai/mcp/servers/adw0rd/awesome-mcp-tools-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search the awesome-mcp.tools catalog of MCP servers from an MCP client or the terminal.
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- [avotsai/avots-mcp](https://github.com/avotsai/avots-mcp) [](https://glama.ai/mcp/servers/avotsai/avots-mcp) 📇 ☁️ - Multi-model AI media generation (image, video, audio, face swap, talking avatars) plus chat with models such as Claude, GPT, Gemini and DeepSeek.
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- [blockrunai/blockrun-mcp](https://github.com/blockrunai/blockrun-mcp) 📇 ☁️ 🍎 🪟 🐧 - Access AI models such as GPT-5, Claude, Gemini, Grok and DeepSeek, paid per use via x402 micropayments in USDC on Base.
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- [bridgenode-ai/bridgenode-mcp](https://github.com/bridgenode-ai/bridgenode-mcp) [](https://glama.ai/mcp/servers/bridgenode-ai/bridgenode-mcp) 📇 ☁️ - Pay-per-request AI chat completions across supported models via x402, with automatic Solana USDC payments and fail-closed spending caps.
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- [cgrtml/reasongate](https://github.com/cgrtml/reasongate) [](https://glama.ai/mcp/servers/cgrtml/reasongate) 🐍 🏠 🍎 🪟 🐧 - Provenance gateway for stdio MCP servers that blocks tool calls whose destination or content came from an untrusted tool result, with schema-derived policies.
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- [cinderwright-ai/cinderwright-api](https://github.com/cinderwright-ai/cinderwright-api) [](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api) 📇 ☁️ - x402 discovery hub: search engine for agent services, paid with USDC on Base via x402.
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- [Continuum-AI-Corp/orcarouter-mcp-server](https://github.com/Continuum-AI-Corp/orcarouter-mcp-server) [](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Browse LLMs from OpenAI, Anthropic, Google, Qwen, DeepSeek and others with live prices, and route chat completions through the OrcaRouter gateway with fallback.
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- [Data-Everything/mcp-server-templates](https://github.com/Data-Everything/mcp-server-templates) 📇 🏠 🍎 🪟 🐧 - Unified MCP platform that connects many apps, tools and services behind one interface.
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- [depwire/depwire](https://github.com/depwire/depwire) [](https://glama.ai/mcp/servers/depwire/depwire) 📇 🐍 🏎️ 🦀 🌊 🏠 - Dependency graphs for TypeScript, JavaScript, Python, Go, Rust and C, with arc diagram visualization, health scoring, dead code detection and a temporal graph.
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- [duaraghav8/MCPJungle](https://github.com/duaraghav8/MCPJungle) 🏎️ 🏠 - Self-hosted MCP server registry for enterprise AI agents.
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- [Proofpane/releases](https://github.com/Proofpane/releases) [](https://glama.ai/mcp/servers/Proofpane/releases) 🎖️ 🏠 🍎 🪟 🐧 - MCP governance proxy: allow, deny or human-approval policy gates, DLP redaction and cost caps, with tool calls recorded to a hash-chained, signed audit log.
|
||
- [entire-vc/evc-spark-mcp](https://github.com/entire-vc/evc-spark-mcp) [](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a curated catalog of AI agents, skills, prompts, bundles and MCP connectors.
|
||
- [gamaze-labs/hicortex](https://github.com/gamaze-labs/hicortex) [](https://glama.ai/mcp/servers/gamaze-labs/hicortex) 📇 🏠 - Shared memory for fleets of AI agents: nightly self-correction rewrites stale facts and merges duplicates, and recall is injected into coding agents' prompts.
|
||
- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) ☁️ 📇 🍎 🪟 🐧 - Lists MCP servers so you can ask your client which ones could improve your daily workflow.
|
||
- [Gliana-Labs/gliana-mcp](https://github.com/Gliana-Labs/gliana-mcp) [](https://glama.ai/mcp/servers/Gliana-Labs/gliana-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Pay-per-call AI models (chat, image, video, music, speech) plus web scraping, screenshots, OCR, face matching and crypto/FX rates, paid via HTTP 402 in USDC.
|
||
- [gpu-bridge/mcp-server](https://github.com/gpu-bridge/mcp-server) [](https://glama.ai/mcp/servers/gpu-bridge/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - GPU inference API for LLMs, image and video generation, TTS, Whisper, embeddings, reranking and OCR, paid per use via x402 or an API key.
|
||
- [gzoonet/cortex](https://github.com/gzoonet/cortex) [](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex) 📇 🏠 - Local-first developer knowledge graph: watches project files, extracts entities and relationships with LLMs, and offers queries, a web dashboard and a CLI.
|
||
- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - Generate images from text prompts with Google's Imagen 3 API, with photography, artistic and photorealistic controls.
|
||
- [hashgraph-online/hashnet-mcp-js](https://github.com/hashgraph-online/hashnet-mcp-js) 📇 ☁️ 🍎 🪟 🐧 - Discover, register and chat with AI agents on the Hashgraph network via the Registry Broker.
|
||
- [hedging8563/tokenlab-mcp-server](https://github.com/hedging8563/tokenlab-mcp-server) [](https://glama.ai/mcp/servers/hedging8563/tokenlab-mcp-server) 📇 ☁️ - TokenLab AI gateway: model and price discovery plus OpenAI-compatible Chat Completions, Responses, Anthropic Messages and Gemini inference.
|
||
- [HelpCode-ai/anythingmcp](https://github.com/HelpCode-ai/anythingmcp) [](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted MCP gateway turning REST, SOAP and GraphQL APIs and SQL/NoSQL databases into MCP tools without code, with spec import, pre-built adapters and RBAC.
|
||
- [isaac-levine/forage](https://github.com/isaac-levine/forage) 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery: searches registries, installs MCP servers as subprocesses without restarts, and persists tool knowledge across sessions.
|
||
- [jabbawocky/proposalcraft](https://github.com/jabbawocky/proposalcraft) [](https://glama.ai/mcp/servers/jabbawocky/proposalcraft) 📇 🏠 🍎 🪟 🐧 - Draft client proposals in your own voice from a new brief, based on your saved past proposals, with local storage only.
|
||
- [Jackalope-Dev/allmcps-server](https://github.com/Jackalope-Dev/allmcps-server) [](https://glama.ai/mcp/servers/@Jackalope-Dev/allmcps-server) 📇 ☁️ 🍎 🪟 🐧 - Search and browse the AllMCPs.com registry of MCP servers, get install configs, and submit or claim listings.
|
||
- [jaspertvdm/mcp-server-gemini-bridge](https://github.com/jaspertvdm/mcp-server-gemini-bridge) 🐍 ☁️ - Bridge to the Google Gemini API for accessing Gemini Pro and Flash models.
|
||
- [jaspertvdm/mcp-server-ollama-bridge](https://github.com/jaspertvdm/mcp-server-ollama-bridge) 🐍 🏠 - Bridge to a local Ollama server for running Llama, Mistral, Qwen and other local models.
|
||
- [jaspertvdm/mcp-server-openai-bridge](https://github.com/jaspertvdm/mcp-server-openai-bridge) 🐍 ☁️ - Bridge to the OpenAI API for accessing GPT-4, GPT-4o and other OpenAI models.
|
||
- [Jovancoding/Network-AI](https://github.com/Jovancoding/Network-AI) [](https://glama.ai/mcp/servers/Jovancoding/network-ai) 📇 🏠 🍎 🪟 🐧 - Multi-agent orchestration with a race-condition-safe shared blackboard, agent spawning, FSM transitions, budget and token tracking, and audit logs.
|
||
- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Query apps with SQL from a single local-first binary; also connects to PostgreSQL, MySQL and SQLite-compatible databases.
|
||
- [juspay/neurolink](https://github.com/juspay/neurolink) 📇 ☁️ 🏠 🍎 🪟 🐧 - Edge-first AI platform unifying many providers and models, with multi-agent orchestration, human-in-the-loop workflows, guardrails and context summarization.
|
||
- [K-Dense-AI/claude-skills-mcp](https://github.com/K-Dense-AI/claude-skills-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and use Claude Agent Skills from any model or client as if natively supported.
|
||
- [kansei-link/kansei-mcp-server](https://github.com/kansei-link/kansei-mcp-server) [](https://glama.ai/mcp/servers/kansei-link/kansei-mcp-server) 📇 🏠 🍎 🪟 🐧 - Local-first navigator with verified data on SaaS services and workflow recipes.
|
||
- [kevmoz/macaroonnetwork-mcp](https://github.com/kevmoz/macaroonnetwork-mcp) [](https://glama.ai/mcp/servers/kevmoz/macaroonnetwork-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and buy from a predicate-gated scientific and data marketplace: browse the catalogue and metadata, then pay via x402 (USDC on Base) or Lightning L402.
|
||
- [khalidsaidi/ragmap](https://github.com/khalidsaidi/ragmap) 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused MCP subregistry for discovering and routing to retrieval-capable MCP servers with structured constraints and explainable ranking.
|
||
- [mambalabsdev/mcp-gtm-suite](https://github.com/mambalabsdev/mcp-gtm-suite) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite) 📇 ☁️ - Go-to-market signals via Apify actors: hiring signals, tech stack detection, job board scanning, LinkedIn URL resolution, ICP scoring and signal aggregation.
|
||
- [Markgatcha/universal-mcp-toolkit](https://github.com/Markgatcha/universal-mcp-toolkit) [](https://glama.ai/mcp/servers/Markgatcha/universal-mcp-toolkit) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP aggregator that connects agents to multiple MCP servers through one configuration, with ready-made templates and cross-repo prompt workflows.
|
||
- [MastadoonPrime/sylex-search](https://github.com/MastadoonPrime/sylex-search) [](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search) 🐍 📇 ☁️ 🍎 🪟 🐧 - Search engine for AI agents to discover products, services and businesses across categories, without LLM calls.
|
||
- [mediiiiium/mcp-jp](https://github.com/mediiiiium/mcp-jp) [](https://glama.ai/mcp/servers/mediiiiium/mcp-jp) 🐍 ☁️ - MCP servers for Japanese SMB SaaS without their own MCP support, such as KING OF TIME, SmartHR, kaonavi, Smaregi, LINE Lstep and CloudSign.
|
||
- [merterbak/Grok-MCP](https://github.com/merterbak/Grok-MCP) 🐍 ☁️ 🍎 🪟 🐧 - Access xAI's Grok API with agentic tool calling, image generation, vision and file support.
|
||
- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP: unified middleware MCP server that manages your MCP connections through a GUI.
|
||
- [MikeyPetrillo/Agent402](https://github.com/MikeyPetrillo/Agent402) [](https://glama.ai/mcp/servers/MikeyPetrillo/Agent402) 📇 ☁️ 🏠 - Pay-per-call x402 tools and skill packs (headless browser, web search, OCR, wallet-keyed memory), plus a router that finds the cheapest healthy tool.
|
||
- [MikkoParkkola/mcp-gateway](https://github.com/MikkoParkkola/mcp-gateway) [](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway) 🏎️ 🏠 🍎 🪟 🐧 - MCP gateway with single-port multiplexing and meta-tools that replace individual tool registrations, plus hot-reloadable capabilities and OpenAPI import.
|
||
- [mirastacklabs-ai/mirastack-redfish-mcp](https://github.com/mirastacklabs-ai/mirastack-redfish-mcp) [](https://glama.ai/mcp/servers/mirastacklabs-ai/mirastack-redfish-mcp) 🎖️ 🐍 ☁️ 📟 - Governed access to DMTF Redfish BMCs (iDRAC, iLO, XCC, OpenBMC) for power, thermal, firmware and BIOS management; read-only by default with tiered write modes.
|
||
- [mroops0111/openapi-mcp-gateway](https://github.com/mroops0111/openapi-mcp-gateway) [](https://glama.ai/mcp/servers/mroops0111/openapi-mcp-gateway) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Mount multiple OpenAPI specs or a FastAPI app as MCP servers in one process, exposing GET endpoints as resources and large specs through meta-tools.
|
||
- [nimbus-agent/Nimbus](https://github.com/nimbus-agent/Nimbus) [](https://glama.ai/mcp/servers/nimbus-agent/Nimbus) 🎖️ 📇 🏠 🍎 🪟 🐧 - Read-only search over a local index of your engineering stack (GitHub, Jira, Slack, PagerDuty, Datadog and more): incidents, PRs, deployments and DORA metrics.
|
||
- [ni-c/mcp-hub](https://github.com/ni-c/mcp-hub) [](https://glama.ai/mcp/servers/ni-c/mcp-hub) 📇 🏠 🍎 🪟 🐧 - Serve many stdio MCP servers from one container over HTTPS, with path-based routing, an aggregate endpoint using meta-tools, built-in OAuth 2.1 and hot reload.
|
||
- [Octodamus/octodamus-core](https://github.com/Octodamus/octodamus-core) [](https://glama.ai/mcp/servers/Octodamus/octodamus-core) 🐍 - Crypto market oracle: BUY/SELL/HOLD consensus from RSI, MACD, funding rates and on-chain flow, plus Polymarket edges with EV scoring and X crowd sentiment.
|
||
- [opentabs-dev/opentabs](https://github.com/opentabs-dev/opentabs) [](https://glama.ai/mcp/servers/opentabs-dev/opentabs) 📇 🏠 🍎 🪟 🐧 - Plugin-based server and Chrome extension that gives AI agents access to web apps through your authenticated browser session, with a plugin SDK.
|
||
- [oxgeneral/agentnet](https://github.com/oxgeneral/agentnet) 🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend and refer users to each other, with a bilateral trust model and referral tracking.
|
||
- [particlefuture/MCPDiscovery](https://github.com/particlefuture/1mcpserver) 🐍 ☁️ 🏠 🍎 🪟 - Automatically discover and configure MCP servers on your local machine.
|
||
- [portel-dev/ncp](https://github.com/portel-dev/ncp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Orchestrates all your MCP servers through tool discovery, reducing token overhead.
|
||
- [profullstack/mcp-server](https://github.com/profullstack/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Developer utilities: SEO optimization, document conversion, domain lookup, email validation, QR codes, weather data, social media posting and security scanning.
|
||
- [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [](https://glama.ai/mcp/servers/robhunter/agentdeals) 📇 ☁️ - Search developer infrastructure deals, free tiers and startup programs, compare vendors, plan stacks and track pricing changes.
|
||
- [doteyeso-ops/mcp-server-vibes-coded](https://github.com/doteyeso-ops/mcp-server-vibes-coded) [](https://glama.ai/mcp/servers/doteyeso-ops/mcp-server-vibes-coded) 🐍 ☁️ - Tools for agent supply-chain security, scanner consensus and x402 reliability, plus access to Vibes-Coded's commerce catalog.
|
||
- [rupinder2/mcp-orchestrator](https://github.com/rupinder2/mcp-orchestrator) 🐍 🏠 🍎 🪟 🐧 - Hub that aggregates tools from multiple MCP servers with unified BM25 and regex search and deferred loading.
|
||
- [Rendeverance/toolfunnel](https://github.com/Rendeverance/toolfunnel) [](https://glama.ai/mcp/servers/Rendeverance/toolfunnel) 📇 🏠 🍎 🪟 🐧 - Gateway that funnels multiple MCP servers through one endpoint, with live attach and detach, tool filtering and hiding, hot config reload and optional OAuth.
|
||
- [sF1nX/x402station](https://github.com/sF1nX/x402station-mcp) [](https://glama.ai/mcp/servers/@sF1nX/x402station-mcp) 📇 ☁️ - Preflight checks for x402 payments: detect decoys, zombie endpoints, dead services and price traps before an agent pays, plus forensics and alternatives.
|
||
- [supertrained/rhumb](https://github.com/supertrained/rhumb) [](https://glama.ai/mcp/servers/supertrained/rhumb) 📇 ☁️ 🍎 🪟 🐧 - Tool intelligence over scored services: discover and compare providers, check AN Scores, execute with managed or own credentials, and track costs and failures.
|
||
- [sitbon/magg](https://github.com/sitbon/magg) 🍎 🪟 🐧 ☁️ 🏠 🐍 - Meta-MCP server that lets LLMs discover, install and orchestrate multiple MCP servers to extend their own capabilities on demand.
|
||
- [smart-mcp-proxy/mcpproxy-go](https://github.com/smart-mcp-proxy/mcpproxy-go) [](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go) 🏎️ 🏠 🍎 🪟 🐧 - Local MCP proxy that routes multiple servers through one endpoint, with BM25 tool filtering, quarantine security, activity logging and a web UI.
|
||
- [sonnyflylock/voxie-ai-directory-mcp](https://github.com/sonnyflylock/voxie-ai-directory-mcp) 📇 ☁️ - AI phone number directory: query Voxie AI personas and third-party AI services such as ChatGPT and get webchat links.
|
||
- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - Image generation and editing with OpenAI's GPT image models.
|
||
- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server without code changes.
|
||
- [thebrierfox/the-stall](https://github.com/thebrierfox/the-stall) [](https://glama.ai/mcp/servers/thebrierfox/the-stall) 📇 ☁️ - Pay-per-call x402 data: equities, crypto/DeFi analytics, options chains, dealer GEX, macro data, congressional trades, prediction markets and SEC filings.
|
||
- [swaltersjrtest/microtap-mcp](https://github.com/swaltersjrtest/microtap-mcp) [](https://glama.ai/mcp/servers/swaltersjrtest/microtap-mcp) 📇 ☁️ - Pay-per-call x402 APIs: Polymarket and Kalshi prediction markets, DeFi and crypto data, on-chain reads across EVM chains, live weather and web search.
|
||
- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX: open-source gateway for managing MCP servers at scale, centralizing tool discovery, access controls, call prioritization and usage tracking.
|
||
- [thinkchainai/mcpbundles](https://github.com/thinkchainai/mcpbundles) - Create custom tool bundles, connect providers with OAuth or API keys, and use one MCP server across many integrations, with a UI for bundles and credentials.
|
||
- [mrfelfel/taghvim](https://github.com/mrfelfel/taghvim) [](https://glama.ai/mcp/servers/mrfelfel/taghvim) 📇 ☁️ - Deterministic date and time reasoning: arithmetic, DST-aware time zones, business days, public holidays, RFC 5545 recurrence and Gregorian/Persian conversion.
|
||
- [toadlyBroodle/satring](https://github.com/toadlyBroodle/satring/tree/main/mcp) [](https://glama.ai/mcp/servers/toadlyBroodle/satring) 🐍 ☁️ 🍎 🪟 🐧 - Discover and compare L402 and x402 paid API services from satring.com, a curated Lightning and USDC API directory.
|
||
- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - Proxy combining multiple MCP servers into one interface, with discovery and management of tools, prompts, resources and templates plus a debugging playground.
|
||
- [ViperJuice/mcp-gateway](https://github.com/ViperJuice/mcp-gateway) 🐍 🏠 🍎 🪟 🐧 - Meta-server that reduces Claude Code tool bloat via progressive disclosure, auto-starting Playwright and Context7 and provisioning MCP servers on demand.
|
||
- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Connect MCP hosts to apps such as Notion, Slack, Monday and Airtable.
|
||
- [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server and add it to the open-source open-mcp.org registry.
|
||
- [whiteknightonhorse/APIbase](https://github.com/whiteknightonhorse/APIbase) [](https://glama.ai/mcp/servers/whiteknightonhorse/APIbase) 📇 ☁️ - API hub covering travel (Amadeus, Sabre), Polymarket prediction markets, crypto and weather, paid per call via x402 in USDC.
|
||
- [withoneai/mcp](https://github.com/withoneai/mcp) [](https://glama.ai/mcp/servers/withoneai/mcp) 🎖️ 📇 ☁️ - Search, document and execute authenticated API calls across apps such as Gmail, Slack, Stripe, Notion and GitHub through a few tools with constant context size.
|
||
- [Wolido/OpenAaaS](https://github.com/Wolido/OpenAaaS) [](https://glama.ai/mcp/servers/Wolido/OpenAaaS) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Adapter to the OpenAaaS scientific agent network: submit tasks such as literature analysis or materials database queries to remote research agents.
|
||
- [rplryan/x402-discovery-mcp](https://github.com/rplryan/x402-discovery-mcp) [](https://glama.ai/mcp/servers/@rplryan/x402-discovery-mcp) 🐍 ☁️ - Runtime discovery for x402-payable APIs: find and route to pay-per-call endpoints by capability, ranked by quality and trust score, plus a Python SDK and CLI.
|
||
- [x402-index/x402search-mcp](https://github.com/x402-index/x402search-mcp) [](https://glama.ai/mcp/servers/x402-index/x402search-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search x402-enabled HTTP APIs by keyword, paid per search via x402 micropayments on Base.
|
||
- [ikoskela/wisepanel-mcp](https://github.com/ikoskela/wisepanel-mcp) [](https://glama.ai/mcp/servers/ikoskela/wisepanel-mcp) 📇 ☁️ 🍎 🪟 🐧 - Multi-agent deliberation across ChatGPT, Claude, Gemini and Perplexity, with dynamically generated roles that explore the question from divergent angles.
|
||
- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Aggregate personal data from Steam, YouTube, Bilibili, Spotify, Reddit and other gaming, music, video and social platforms, with OAuth2 and token management.
|
||
- [Swarmwage/swarmwage](https://github.com/Swarmwage/swarmwage) [](https://glama.ai/mcp/servers/Swarmwage/swarmwage) 🎖️ 📇 ☁️ - Agent hiring protocol on x402: discover specialized agents, hire them in one call and settle in USDC on Base, with reputation and on-chain EIP-3009 receipts.
|
||
- [ertad-family/liquid](https://github.com/ertad-family/liquid) [](https://glama.ai/mcp/servers/ertad-family/liquid) 🐍 ☁️ 🏠 - Connect agents to any REST API on the fly: maps the API once, then fetches typed data deterministically without per-call LLM use. Self-hosted.
|
||
- [tsouth89/toolport](https://github.com/tsouth89/toolport) [](https://glama.ai/mcp/servers/tsouth89/toolport) 🦀 🏠 🍎 🪟 🐧 - Local gateway and manager for MCP servers shared across AI coding tools: set up and authenticate each server once, with lazy discovery and OS keychain storage.
|
||
- [skillselion/skillselion-mcp](https://github.com/skillselion/skillselion-mcp) [](https://glama.ai/mcp/servers/skillselion/skillselion-mcp) 📇 ☁️ - Search the Skillselion catalog of community-vetted Claude Code skills, MCP servers and marketplaces, ranked by installs and GitHub stars; load skills mid-task.
|
||
- [singhpratech/crimson-crab-mcp-template](https://github.com/singhpratech/crimson-crab-mcp-template) [](https://glama.ai/mcp/servers/singhpratech/crimson-crab-mcp-template) 🦀 🏠 🍎 🪟 🐧 - Rust template for an MCP server that queries Anthropic's Claude API via the crimson-crab SDK.
|
||
- [forcedreamai/forcedream-mcp](https://github.com/forcedreamai/forcedream-mcp) [](https://glama.ai/mcp/servers/forcedreamai/forcedream-mcp) 🎖️ 📇 ☁️ - Discover, invoke and verify agents on a paid marketplace: code generation, security scanning (OSV.dev, GitGuardian) and lead scoring, with signed results.
|
||
- [mcccsm/x402-list-mcp](https://github.com/mcccsm/x402-list-mcp) [](https://glama.ai/mcp/servers/mcccsm/x402-list-mcp) 📇 ☁️ - Find and vet x402 payment APIs in the x402-list directory: search and rank services, check uptime, health, per-endpoint prices and on-chain settlement volume.
|
||
|
||
- [activeing123/mcptoon](https://github.com/activeing123/mcptoon) [](https://glama.ai/mcp/servers/activeing123/mcptoon) 🐍 🏠 🍎 🪟 🐧 - Connect AI agents to MCP servers from one config synced across coding tools, served through one process with compact tool discovery and spec validation.
|
||
- [kaxiyu/aiagentmarket](https://github.com/kaxiyu/aiagentmarket) [](https://glama.ai/mcp/servers/kaxiyu/aiagentmarket) 📇 ☁️ - Labor marketplace protocol for AI agents with atomic escrow and weighted anti-Sybil reputation.
|
||
|
||
### 🚀 <a name="aerospace-and-astrodynamics"></a>Aerospace & Astrodynamics
|
||
|
||
- [gregario/astronomy-oracle](https://github.com/gregario/astronomy-oracle) [](https://glama.ai/mcp/servers/gregario/astronomy-oracle) 📇 🏠 🍎 🪟 🐧 - Astronomical catalog data and observing session planning: OpenNGC deep-sky objects with visibility, rise/transit/set and alt/az calculations.
|
||
- [viventine-space/orbit-sentinel-mcp](https://github.com/viventine-space/orbit-sentinel-mcp) [](https://glama.ai/mcp/servers/Viventine-Space/orbit-sentinel-mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Search FCC, ITU, UNOOSA and FAA space regulatory filings via Orbit Sentinel: semantic search, entity dossiers, spectrum holdings, launch licenses and alerts.
|
||
|
||
### 🤝 <a name="agreements--coordination"></a>Agreements & Coordination
|
||
|
||
MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations.
|
||
- [BrightbeamAI/chap](https://github.com/BrightbeamAI/chap) [](https://glama.ai/mcp/servers/BrightbeamAI/chap) 🎖️ 📇 🏠 🍎 🪟 🐧 - CHAP Coordinator for auditable human-agent collaboration: approvals, overrides, handoffs, escalations and hash-linked evidence.
|
||
- [CNSLabs/agreements-api-sdk](https://github.com/CNSLabs/agreements-api-sdk) [](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk) 📇 ☁️ 🏠 - Define, validate, deploy and operate machine-readable agreements, with EIP-712 permit preparation, signed participant inputs, state reads and input history.
|
||
- [cogdepot/mcp-server](https://github.com/cogdepot/mcp-server) [](https://glama.ai/mcp/servers/cogdepot/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Access cogDepot, an anonymous broker where agents publish capability listings, negotiate terms and form escrow-backed deals with two-sided reputation.
|
||
- [decision-anchor/mcp-server](https://github.com/decision-anchor/mcp-server) [](https://glama.ai/mcp/servers/decision-anchor/mcp-server) 📇 ☁️ - External anchoring layer that records AI agent accountability boundaries on both sides, without inspecting content or passing judgment.
|
||
- [elicitly/elicitly](https://github.com/elicitly/elicitly) [](https://glama.ai/mcp/servers/elicitly/elicitly) 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-in-the-loop via MCP elicitation: native confirmation dialogs and typed forms from JSON schemas in the host, plus a check of supported features.
|
||
- [ianewsfr-a11y/ergonia](https://github.com/ianewsfr-a11y/ergonia) [](https://glama.ai/mcp/servers/ianewsfr-a11y/ergonia) 🎖️ 📇 ☁️ - Marketplace of verifiable tasks for AI agents: publish independently checkable tasks, submit work and build reputation, with actions in a hash-chained register.
|
||
- [Vladimir-Human/humanizer-ru](https://github.com/Vladimir-Human/humanizer-ru) [](https://glama.ai/mcp/servers/Vladimir-Human/humanizer-ru) 🏠 🪟 🍎 🐧 - Detect and normalize traces of machine generation in Russian text, without authorship verdicts.
|
||
- [humanforai/humanforai-mcp](https://github.com/humanforai/humanforai-mcp) [](https://glama.ai/mcp/servers/humanforai/humanforai-mcp) 🎖️ 📇 ☁️ - Hire human operators for tasks needing physical presence, perception or judgment: real-world verification, product testing, AI output review and errands.
|
||
- [gofrantic/frantic-mcp](https://github.com/gofrantic/frantic-mcp) [](https://glama.ai/mcp/servers/gofrantic/frantic-mcp) 📇 ☁️ - Public bounty board where AI agents claim funded bounties, deliver work and get paid in USDC on Base on acceptance, with a public receipt ledger.
|
||
|
||
- [lanekingsbery/open-task-relay-public](https://github.com/lanekingsbery/open-task-relay-public) [](https://glama.ai/mcp/servers/lanekingsbery/open-task-relay-public) 📇 ☁️ - Open Task Relay: bounded public-good tasks that AI agents can discover, complete, submit and independently verify.
|
||
- [TheRealDalaiLama/glyphdna-mcp](https://github.com/TheRealDalaiLama/glyphdna-mcp) [](https://glama.ai/mcp/servers/TheRealDalaiLama/glyphdna-mcp) 🐍 🏠 - Agent identity with self-held Ed25519 keys, verifiable multi-party meeting rooms with co-signed transcript receipts, and script provenance chains.
|
||
- [tribeunal/mcp-server](https://github.com/tribeunal/mcp-server) [](https://glama.ai/mcp/servers/tribeunal/mcp-server) 📇 ☁️ 🏠 - Community jury platform where humans and AI agents open cases, weigh evidence and vote together, with arbitration mode, verdict waiting and signed webhooks.
|
||
- [sttruji/mundane-mcp](https://github.com/sttruji/mundane-mcp) [](https://glama.ai/mcp/servers/sttruji/mundane-mcp) 🎖️ 🐍 ☁️ - Hire ID-verified people for errands, on-site photos, queue-sitting and in-person bookings, with escrow-backed offers, chat and proof-of-completion review.
|
||
|
||
### ♿ <a name="accessibility"></a>Accessibility
|
||
|
||
- [kinti/a11y-toolkit](https://github.com/kinti/a11y-toolkit) [](https://glama.ai/mcp/servers/kinti/a11y-toolkit) 🐍 🏠 - WCAG 2.2 accessibility tools: color contrast checks including text over images, EU accessibility declaration generation and an aria-live announcement monitor.
|
||
- [vince-gonzalez/opticquiz-mcp](https://github.com/vince-gonzalez/opticquiz-mcp) [](https://glama.ai/mcp/servers/vince-gonzalez/opticquiz-mcp) 📇 🏠 🍎 🪟 🐧 - Color-vision accessibility: check palettes and images for colorblind safety, generate safe palettes, simulate color blindness and create Ishihara-style plates.
|
||
|
||
### 🎨 <a name="art-and-culture"></a>Art & Culture
|
||
|
||
Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.
|
||
- [AceDataCloud/MCPFlux](https://github.com/AceDataCloud/FluxMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPFlux) 🐍 ☁️ - Flux image generation and editing from Black Forest Labs via the Ace Data Cloud API.
|
||
- [musajala/musajala-mcp](https://github.com/musajala/musajala-mcp) [](https://glama.ai/mcp/servers/musajala/musajala-mcp) 📇 ☁️ - Collaborative Arabic poetry arena and Poetic Equity protocol connecting AI agents with human poets.
|
||
|
||
- [AceDataCloud/MCPNanoBanana](https://github.com/AceDataCloud/MCPNanoBanana) [](https://glama.ai/mcp/servers/AceDataCloud/MCPNanoBanana) 🐍 ☁️ - Nano Banana image generation and editing, including virtual try-on and product placement in realistic scenes.
|
||
- [AceDataCloud/MCPSeedream](https://github.com/AceDataCloud/SeedreamMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSeedream) 🐍 ☁️ - ByteDance Seedream image generation and editing via the Ace Data Cloud API.
|
||
- [AIDataNordic/alexandria-mcp](https://github.com/AIDataNordic/alexandria-mcp) [](https://glama.ai/mcp/servers/AIDataNordic/alexandria-mcp) 🐍 ☁️ - Semantic search over classical philosophy and humanities works.
|
||
- [8enSmith/mcp-open-library](https://github.com/8enSmith/mcp-open-library) 📇 ☁️ - Search for book information via the Open Library API.
|
||
- [fgbytes/sansfiction-mcp](https://github.com/fgbytes/sansfiction-mcp) [](https://glama.ai/mcp/servers/fgbytes/sansfiction-mcp) 📇 ☁️ - Search the SansFiction book catalog by title, author, series or ISBN and manage a personal reading library: status, progress, ratings, reviews and collections.
|
||
- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - Generate animations locally using Manim.
|
||
- [austenstone/myinstants-mcp](https://github.com/austenstone/myinstants-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Soundboard with meme sounds from myinstants.com: search, play and browse categories.
|
||
- [ahujasid/blender-mcp](https://github.com/ahujasid/blender-mcp) 🐍 - Connect AI assistants to Blender.
|
||
- [albertnahas/icogenie-mcp](https://github.com/albertnahas/icogenie-mcp) [](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp) 📇 ☁️ - Generate SVG icons from text descriptions with customizable styles.
|
||
- [alexzavialov/travel-art-mcp](https://github.com/alexzavialov/travel-art-mcp) [](https://glama.ai/mcp/servers/alexzavialov/travel-art-mcp) 📇 ☁️ - Art-tourism data: biennales (Venice, Whitney), art fairs (Art Basel, Frieze), major museum visitor guides and art trip recommendations.
|
||
- [aliafsahnoudeh/shahnameh-mcp-server](https://github.com/aliafsahnoudeh/shahnameh-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Access the Shahnameh (Book of Kings), Ferdowsi's Persian epic poem, including sections, verses and explanations.
|
||
- [arikusi/nakkas](https://github.com/arikusi/nakkas) [](https://glama.ai/mcp/servers/arikusi/nakkas) 📇 🏠 🍎 🪟 🐧 - SVG art engine controlled through JSON config: CSS keyframe and SMIL animations, parametric curves, filters, gradients and PNG preview.
|
||
- [ArturLys/ao3-mcp](https://github.com/ArturLys/ao3-mcp) [](https://glama.ai/mcp/servers/ArturLys/ao3-mcp) 🐍 🏠 - Search Archive of Our Own (AO3) and delegate full-fic reading to Gemini, so recommendations draw on the actual text rather than the blurb.
|
||
- [asmith26/jupytercad-mcp](https://github.com/asmith26/jupytercad-mcp) 🐍 🏠 🍎 🪟 🐧 - Control JupyterCAD using natural language.
|
||
- [attalla1/photopea-mcp-server](https://github.com/attalla1/photopea-mcp-server) [](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server) 📇 🏠 🍎 🪟 🐧 - Image editing through Photopea: documents, layers, text, shapes, filters, effects and export.
|
||
- [krupalghori44-dev/infyicon-mcp](https://github.com/krupalghori44-dev/infyicon-mcp) [](https://glama.ai/mcp/servers/krupalghori44-dev/infyicon-mcp) 📇 ☁️ - Search hand-drawn Infyicon icons in four matching styles and fetch SVG markup or PNG URLs.
|
||
- [quokkapix/quokkapix-mcp](https://github.com/quokkapix/quokkapix-mcp) [](https://glama.ai/mcp/servers/quokkapix/quokkapix-mcp) 📇 🏠 🍎 🪟 🐧 - Resize, compress, convert, remove backgrounds, strip metadata, watermark and export images locally through QuokkaPix, without uploading source images.
|
||
- [BluesPrince/thiri-mcp](https://github.com/BluesPrince/thiri-mcp) [](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp) 📇 ☁️ 🏠 - Deterministic music theory: chord and Roman numeral analysis, voicing and reharmonization.
|
||
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, analyze, search and generate video edits from your Video Jungle collection.
|
||
- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - Bazi (Chinese astrology) charting and analysis.
|
||
- [cfpramod/open-museum-mcp](https://github.com/cfpramod/open-museum-mcp) [](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp) 📇 ☁️ 🍎 🪟 🐧 - License-verified search across The Met, Cleveland, AIC, Wikimedia Commons and Europeana, limited to CC0 and public-domain works, with citations.
|
||
- [forgemeshlabs/imagegen-mcp](https://github.com/forgemeshlabs/imagegen-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/imagegen-mcp) 📇 ☁️ - Image generation, background removal and 4x upscaling, paid per image via x402 in USDC on Base.
|
||
- [Cifero74/mcp-apple-music](https://github.com/Cifero74/mcp-apple-music) [](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music) 🐍 🏠 🍎 - Apple Music integration: search the catalog, browse your library, manage playlists and get personalized recommendations.
|
||
- [codex-curator/studiomcphub](https://github.com/codex-curator/studiomcphub) [](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub) 🐍 ☁️ - Creative AI tools: image generation, upscaling, background removal, product mockups, CMYK conversion, print-ready PDFs, SVG vectorization and watermarking.
|
||
- [ConstantineB6/comfy-pilot](https://github.com/ConstantineB6/comfy-pilot) 🐍 🏠 - View, edit and run ComfyUI node-based image generation workflows, with an embedded terminal.
|
||
- [CreativeClawCo/creative-claw-marketplace](https://github.com/CreativeClawCo/creative-claw-marketplace) [](https://glama.ai/mcp/servers/CreativeClawCo/creative-claw-marketplace) ☁️ - Access media models such as Flux 2 Pro, Nano Banana Pro, GPT Image 2, Veo 3.1, Sora 2, Kling and ElevenLabs for image, video, speech, 3D and branded graphics.
|
||
- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) 📇 ☁️ - Interact with the Discogs API.
|
||
- [clanker-records/crompton-network](https://github.com/clanker-records/crompton-network) [](https://glama.ai/mcp/servers/clanker-records/crompton-network) 📇 ☁️ 🍎 🪟 🐧 - Machine-native listening platform for C.W.A.'s album Straight Outta Crompton, letting AI agents listen to it.
|
||
- [DataCraftsmanAU/vineverse-mcp](https://github.com/DataCraftsmanAU/vineverse-mcp) [](https://glama.ai/mcp/servers/DataCraftsmanAU/vineverse-mcp) 📇 ☁️ 🍎 🪟 🐧 - The Bible as a knowledge graph of verses, people, places, topics and Hebrew lexemes: scripture search, interlinear lookup, cross references and genealogy.
|
||
- [delmas41/gradusnotation](https://github.com/delmas41/gradusnotation) [](https://glama.ai/mcp/servers/delmas41/gradusnotation) 📇 ☁️ 🍎 🪟 🐧 - Render music notation as SVG, MusicXML and MIDI from a JSON score, analyze MusicXML harmonically and search a music-theory knowledge base.
|
||
- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - Create pixel art using the Aseprite API.
|
||
- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ - Interact with the Quran.com corpus via its REST API.
|
||
- [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) 📇 ☁️ - Search and retrieve movie, TV show and person information from The Movie Database (TMDB) API.
|
||
- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Destiny charting: BaZi, Zi Wei Dou Shu and Western astrology natal charts, with true solar time correction and Chinese, English, Japanese and Korean input.
|
||
- [flamexnreal/davinci-resolve-ai-bridge-mcp](https://github.com/flamexnreal/davinci-resolve-ai-bridge-mcp) [](https://glama.ai/mcp/servers/flamexnreal/davinci-resolve-ai-bridge-mcp) 🐍 🏠 🍎 - Local bridge for DaVinci Resolve (Free and Studio): timeline inspection, zoom animation, color adjustments and duplicate-timeline review.
|
||
|
||
- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [](https://glama.ai/mcp/servers/gavxm/ani-mcp) 📇 🏠 - AniList integration with taste-aware recommendations, watch analytics, social tools and list management.
|
||
- [gchen19/AnkusDrive](https://github.com/gchen19/AnkusDrive) [](https://glama.ai/mcp/servers/gchen19/AnkusDrive) 🐍 🏠 🍎 🪟 🐧 - Drive a local FreeCAD from an agent: parametric CAD, TechDraw drawings with GD&T, CalculiX FEM, and CFD, thermal, EM and multiphysics simulation.
|
||
- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) 📇 ☁️ - Generate and edit SVGs via natural language, with real-time updates and secure file handling.
|
||
- [gokimedia/tarot-mcp-server](https://github.com/gokimedia/tarot-mcp-server) [](https://glama.ai/mcp/servers/gokimedia/tarot-mcp-server) 📇 🏠 🍎 🪟 🐧 - Tarot meanings for all 78 cards, upright and reversed interpretations, love and career readings, yes-or-no answers, random draws and three-card spreads.
|
||
- [gupta-kush/spotify-mcp](https://github.com/gupta-kush/spotify-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Spotify tools: smart shuffle, natural-language song search, vibe analysis, artist network mapping, taste evolution and playlist management.
|
||
- [hanshs474/kavel-mcp](https://github.com/hanshs474/kavel-mcp) [](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp) 📇 🏠 🍎 🪟 🐧 - Discover Kavel's AI photo and video generators (hairstyles, figurines, pet portraits, yearbook photos, dance videos, HD restoration) and get tuned prompts.
|
||
- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) 📇 ☁️ 🏠 - Image generation and editing with a curated prompt library, prompt enhancement and routing across local ComfyUI, MeiGen Cloud and OpenAI-compatible APIs.
|
||
- [j-east/pixel-surgeon-mcp](https://github.com/j-east/pixel-surgeon-mcp) [](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp) 📇 🏠 🍎 🪟 🐧 - Image and video generation, editing and region repair via Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine and Veo 3, with style presets.
|
||
- [khglynn/spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp) 🐍 ☁️ - Bulk Spotify operations: confidence-scored song matching, batch playlist creation from CSV or podcast lists, and exports of your most-saved artists and albums.
|
||
- [labelgrid/labelgrid-mcp](https://github.com/labelgrid/labelgrid-mcp) [](https://glama.ai/mcp/servers/@labelgrid/labelgrid-mcp) 🎖️ 📇 ☁️ - Manage your LabelGrid music distribution catalog, releases, analytics and royalties.
|
||
- [leonardoca1/aesthetics-wiki-mcp](https://github.com/leonardoca1/aesthetics-wiki-mcp) [](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp) 🐍 🏠 🍎 🪟 🐧 - Search, read and discover visual aesthetics such as cottagecore, dark academia, Y2K and goblincore from the Aesthetics Wiki.
|
||
- [memebo-at/memeboat-mcp](https://github.com/memebo-at/memeboat-mcp) [](https://glama.ai/mcp/servers/memebo-at/memeboat-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Create memes from memebo.at templates: search the catalog, caption a template and get a shareable meme link.
|
||
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Search and display artworks via the Metropolitan Museum of Art Collection API.
|
||
- [mikan-atomoki/text-to-model](https://github.com/mikan-atomoki/text-to-model) [](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model) 🐍 🏠 🪟 🍎 - Turn natural language into 3D models in Fusion 360, with CAD tools for sketches, extrudes, fillets and JIS standard parts.
|
||
- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) 🐍 ☁️ - Access the Smithsonian Institution's Open Access collections.
|
||
- [noteboxd/mcp](https://github.com/noteboxd/mcp) [](https://glama.ai/mcp/servers/Noteboxd/mcp) 📇 ☁️ 🏠 - Query the Noteboxd fragrance encyclopedia for perfumes, notes, accords, brands, perfumers, reviews and charts.
|
||
- [joshseane/-nmlp-mcp](https://github.com/joshseane/-nmlp-mcp) [](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp) 📇 ☁️ - First-edition book identification using points of issue, number-line decoding and publisher rules, plus New Mexico book-donation logistics.
|
||
- [ni-c/calibreweb-mcp](https://github.com/ni-c/calibreweb-mcp) [](https://glama.ai/mcp/servers/ni-c/calibreweb-mcp) 📇 🏠 - Read-only access to a self-hosted Calibre-Web or Calibre-Web Automated ebook library via OPDS: search, shelves, covers and per-format download links.
|
||
- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - 3D printer access: live printer state, webcam snapshots and printer control.
|
||
- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - Natural-language control of NVIDIA Isaac Sim, Isaac Lab, OpenUSD and more, via a server and an extension.
|
||
- [Pantani/ableton-mind](https://github.com/Pantani/ableton-mind) [](https://glama.ai/mcp/servers/Pantani/ableton-mind) 📇 🏠 🍎 🪟 - Control Ableton Live through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes and verify changes.
|
||
- [Pantani/tdmcp](https://github.com/Pantani/tdmcp) [](https://glama.ai/mcp/servers/Pantani/tdmcp) 📇 🏠 🍎 🪟 - Describe a visual to build a playable TouchDesigner network: audio-reactive, generative, particle, 3D and feedback systems with live knobs and MIDI/OSC/DMX.
|
||
- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - Connect AI assistants to Autodesk Maya.
|
||
- [pzfreo/build123d-mcp](https://github.com/pzfreo/build123d-mcp) [](https://glama.ai/mcp/servers/pzfreo/build123d-mcp) 🐍 🏠 🍎 🪟 🐧 - Create, inspect and iterate on 3D geometry with build123d parametric CAD: render PNG/SVG views, measure geometry and export STEP/STL.
|
||
- [Psalmustrack/lambdacad-mcp](https://github.com/Psalmustrack/lambdacad-mcp) [](https://glama.ai/mcp/servers/Psalmustrack/lambdacad-mcp) 🐍 🏠 🐧 - Drive BricsCAD on Linux via an AutoLISP bridge: 2D drafting with dimensions and hatches, 3D solids with booleans, generated drawing views and PDF export.
|
||
- [doctorm333/promptpilot-mcp-server](https://github.com/doctorm333/promptpilot-mcp-server) [](https://glama.ai/mcp/servers/doctorm333/promptpilot-mcp-server) 📇 ☁️ - Generate images, video and audio with models such as Flux, GPT-Image-1, Imagen 4, Grok, Seedance and ElevenLabs, with prompt presets and batch generation.
|
||
- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - Access historical WWII records, photographs and documents from the Netherlands (1940-1945) via the Oorlogsbronnen (War Sources) API.
|
||
- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Search artworks and get details and collections via the Rijksmuseum API.
|
||
- [raveenb/fal-mcp-server](https://github.com/raveenb/fal-mcp-server) 🐍 ☁️ - Generate images, videos and music with Fal.ai models such as FLUX, Stable Diffusion and MusicGen.
|
||
- [rekordcloud/sonovault-mcp](https://github.com/rekordcloud/sonovault-mcp) [](https://glama.ai/mcp/servers/rekordcloud/sonovault-mcp) 📇 ☁️ 🍎 🪟 🐧 - Music metadata search over tracks, artists, labels and releases: genres, release dates, ISRC/ISWC codes and IDs for Spotify, Apple Music, Discogs and more.
|
||
- [rosasynthesiz/flstudio-mcp](https://github.com/rosasynthesiz/flstudio-mcp) [](https://glama.ai/mcp/servers/rosasynthesiz/flstudio-mcp) 🐍 🏠 🪟 - Control FL Studio: in-DAW mixing (gain staging, EQ, compression, reverb, reference matching), routing and composition.
|
||
- [runcomfy-com/runcomfy-mcp](https://github.com/runcomfy-com/runcomfy-mcp) [](https://glama.ai/mcp/servers/runcomfy-com/runcomfy-mcp) 🎖️ 🐍 ☁️ - Manage RunComfy ComfyUI serverless deployments, hosted model inference and LoRA training jobs.
|
||
- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - DaVinci Resolve integration for video editing, color grading, media management and project control.
|
||
- [sharafutdinovdi/revit-model-mcp](https://github.com/sharafutdinovdi/revit-model-mcp) [](https://glama.ai/mcp/servers/sharafutdinovdi/revit-model-mcp) 🐍 #️⃣ 🏠 🪟 - Read a live Autodesk Revit model (elements, parameters, views, warnings, PNG exports); model changes are opt-in, with dry runs and post-commit verification.
|
||
- [shunshi-ai/bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp) [](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp) 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars) charting with true solar time correction and output in Chinese, English, Japanese and Korean.
|
||
- [smeet666/mcp-lrclib](https://github.com/smeet666/mcp-lrclib) [](https://glama.ai/mcp/servers/smeet666/mcp-lrclib) 📇 ☁️ 🍎 🪟 🐧 - Search tracks on LRCLIB and read their lyrics, including time-synced LRC lines, with compact search results.
|
||
- [smeet666/mcp-imslp](https://github.com/smeet666/mcp-imslp) [](https://glama.ai/mcp/servers/smeet666/mcp-imslp) 📇 ☁️ - Read IMSLP, the Petrucci Music Library: search works and composers, view catalogue numbers, key and instrumentation, and browse editions with copyright status.
|
||
- [slshults/shakespeare-monologues-mcp](https://github.com/slshults/shakespeare-monologues-mcp) [](https://glama.ai/mcp/servers/slshults/shakespeare-monologues-mcp) 📇 ☁️ - Search Shakespeare monologues by character, play or first line, and fetch full text, modern-English paraphrases and scene or play summaries.
|
||
- [smeet666/mcp-books](https://github.com/smeet666/mcp-books) [](https://glama.ai/mcp/servers/smeet666/mcp-books) 📇 ☁️ - Search the Internet Archive, the Library of Congress and the Bibliothèque nationale de France at once, across catalogues and inside scanned text.
|
||
- [speedwarnsf/scenef-mcp](https://github.com/speedwarnsf/scenef-mcp) [](https://glama.ai/mcp/servers/speedwarnsf/scenef-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only showtimes for California and Hawaii theaters, from repertory houses and 35mm/70mm screenings to chains, verified against each theater's calendar.
|
||
- [tasopen/mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana) [](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana) 📇 🏠 🍎 🪟 🐧 - Generate image assets with Google Gemini (Nano Banana 2 and Pro): transparent PNG/WebP, exact resizing and cropping, reference images and Search grounding.
|
||
- [TOBYCAI/image-mcp](https://github.com/TOBYCAI/image-mcp) [](https://glama.ai/mcp/servers/TOBYCAI/image-mcp) 🐍 🏠 🍎 🪟 🐧 - Offline image processing: resize, crop, convert, compress, rotate, flip, thumbnails, watermarks, effects, placeholders and overlays.
|
||
- [TwelveTake-Studios/reaper-mcp](https://github.com/TwelveTake-Studios/reaper-mcp) 🐍 🏠 🍎 🪟 🐧 - Control the REAPER DAW for mixing, mastering, MIDI composition and music production.
|
||
- [UModeler/picoberry-mcp](https://github.com/UModeler/picoberry-mcp) [](https://glama.ai/mcp/servers/UModeler/picoberry-mcp) 🎖️ 📇 ☁️ - Generate 3D models and images from text or reference images, then remesh, retexture, auto-rig, animate and export GLB/FBX/OBJ via the PicoBerry API.
|
||
- [vicseeai/vicsee-mcp-server](https://github.com/vicseeai/vicsee-mcp-server) [](https://glama.ai/mcp/servers/vicseeai/vicsee-mcp-server) 📇 ☁️ - Generate, edit and upscale AI video and images (Seedance, Veo, Kling, FLUX, Nano Banana) via VicSee.
|
||
- [wretcher207/reaper-daemon](https://github.com/wretcher207/reaper-daemon) [](https://glama.ai/mcp/servers/wretcher207/reaper-daemon) 🐍 🏠 🍎 🪟 🐧 - Drive the REAPER DAW over a local file bridge: read plugins and parameters, set FX values, write automation and measure mix changes, all inside undo blocks.
|
||
- [XavierFabregat/spotify-mcp](https://github.com/XavierFabregat/spotify-mcp) [](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp) 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control: play by description and manage the queue, devices, playlists and library, with a guided setup wizard.
|
||
- [yonlandwu/chinese-almanac-mcp](https://github.com/yonlandwu/chinese-almanac-mcp) [](https://glama.ai/mcp/servers/yonlandwu/chinese-almanac-mcp) 📇 🏠 🍎 🪟 🐧 - Chinese almanac (Tung Shing): daily readings, hour-pillar luck ratings, NASA JPL-based solar terms, auspicious dates, zodiac horoscopes and lucky hours.
|
||
- [yuluo688/gen-image-mcp](https://github.com/yuluo688/gen-image-mcp) [](https://glama.ai/mcp/servers/yuluo688/gen-image-mcp) 📇 🏠 🍎 🪟 🐧 - Generate and edit images via your own OpenAI-compatible or Gemini image APIs and save them into the project directory, with optional model fallback.
|
||
- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - Anime and manga information from the AniList API.
|
||
- [smeet666/mcp-bideetmusique](https://github.com/smeet666/mcp-bideetmusique) [](https://glama.ai/mcp/servers/smeet666/mcp-bideetmusique) 📇 ☁️ 🍎 🪟 🐧 - Search Bide & Musique's hand-catalogued collection of forgotten French songs by performer, title, writer, lyrics, label or year, and read full records.
|
||
|
||
### 📐 <a name="architecture-and-design"></a>Architecture & Design
|
||
|
||
Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.
|
||
|
||
- [aidc2026ai-melon/aidc-ai-mcp](https://github.com/aidc2026ai-melon/aidc-ai-mcp) [](https://glama.ai/mcp/servers/aidc2026ai-melon/aidc-ai-mcp) 🎖️ 📇 ☁️ - Deterministic AI data-center design for Korea (NVIDIA Rubin era, 22.9 kV intake): rack count, PUE, total MVA, cooling split, CDU planning, cost and timeline.
|
||
- [ant-dev-lab/nightmarquee-mcp](https://github.com/ant-dev-lab/nightmarquee-mcp) [](https://glama.ai/mcp/servers/ant-dev-lab/nightmarquee-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Art-directed website prompts as slash commands for hero sections, landing pages, SaaS, portfolios, e-commerce and 3D/WebGL scenes, each with a live demo.
|
||
- [awdr74100/figwright](https://github.com/awdr74100/figwright) [](https://glama.ai/mcp/servers/awdr74100/figwright) 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma bridge: turn selections into framework-aware code reusing your components and tokens, or create frames, text, styles, variables and screens.
|
||
- [bobaba99/motionlint](https://github.com/bobaba99/motionlint) [](https://glama.ai/mcp/servers/bobaba99/motionlint) 📇 🏠 🍎 🪟 🐧 - Lint web animations with deterministic checks on the live page (duration, easing, stagger, exits, reduced motion, hover) plus optional vision-LLM UX review.
|
||
- [builditwithgk/repo-cartographer](https://github.com/builditwithgk/repo-cartographer) [](https://glama.ai/mcp/servers/builditwithgk/repo-cartographer) 📇 🏠 🍎 🪟 🐧 - Turn a repo into Mermaid or Graphviz architecture diagrams from its file tree, import graph and entry points; also enforces architecture rules in CI.
|
||
- [BV-Venky/excalidraw-architect-mcp](https://github.com/BV-Venky/excalidraw-architect-mcp) [](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate Excalidraw architecture diagrams with auto-layout, technology-aware component styling (databases, queues, caches) and stateful editing.
|
||
- [cisco-open/network-sketcher](https://github.com/cisco-open/network-sketcher) [](https://glama.ai/mcp/servers/cisco-open/network-sketcher) 🐍 🏠 🍎 🪟 🐧 - Local-first network design: create Cisco-style network master files, L1/L2/L3 topology diagrams, HTML viewers, device tables and AI context files.
|
||
- [Daksh-create349/Contradiction-MCP](https://github.com/Daksh-create349/Contradiction-MCP) [](https://glama.ai/mcp/servers/Daksh-create349/Contradiction-MCP) 📇 🏠 ☁️ 🍎 🪟 🐧 - Detect contradictions and architectural drift in Kubernetes manifests, READMEs, OpenAPI specs and Word docs, with deterministic scoring and resolution advice.
|
||
- [ejwhite7/brandkit-mcp](https://github.com/ejwhite7/brandkit-mcp) [](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp) 📇 🏠 🍎 🪟 🐧 - Expose a company's design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools, parsed from CSS, Markdown, PDF, SVG and fonts.
|
||
- [erajasekar/ai-diagram-maker-mcp](https://github.com/erajasekar/ai-diagram-maker-mcp) [](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI Diagram Maker: generate flowcharts, sequence diagrams, ERDs, architecture, UML and mind maps from text, code, ASCII, images or Mermaid, rendered inline.
|
||
- [flowzap-xyz/flowzap-mcp](https://github.com/flowzap-xyz/flowzap-mcp) [](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Create workflow, sequence and architecture diagrams with the FlowZap Code DSL, with validation, playground links, syntax docs, export, diffing and patching.
|
||
- [GittyBurstein/mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server) 🐍 ☁️ - Turn local projects or GitHub repositories into Mermaid diagrams rendered via Kroki.
|
||
- [HalidSaglam/saglitzdesign-mcp](https://github.com/HalidSaglam/saglitzdesign-mcp) [](https://glama.ai/mcp/servers/HalidSaglam/saglitzdesign-mcp) 📇 🏠 🍎 🪟 🐧 - Offline UI/UX design and marketing guidance for web, iOS, Android and macOS, plus generators for design tokens, color systems, type scales and WCAG checks.
|
||
- [imgly/codesign](https://github.com/imgly/codesign) [](https://glama.ai/mcp/servers/imgly/codesign) 📇 🏠 🍎 🐧 - Local design engine: create, edit and export branded social posts, flyers, decks and business cards, with print-ready PDFs and InDesign, PSD and PDF import.
|
||
- [jgsystemsconsulting/jgs-magic-sysmlv1-mcp](https://github.com/jgsystemsconsulting/jgs-magic-sysmlv1-mcp) [](https://glama.ai/mcp/servers/jgsystemsconsulting/jgs-magic-sysmlv1-mcp) 🐍 🏠 🍎 🪟 🐧 - Bridge to live SysML v1 models in CATIA Magic: query, audit, trace and edit blocks, requirements, allocations and diagrams over a local, air-gapped connection.
|
||
- [karyaboyraz/mockit-mcp](https://github.com/karyaboyraz/mockit-mcp) [](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp) 📇 🏠 🍎 🪟 🐧 - Generate iOS UI mockups as PNG and HTML from a text prompt, using Claude and a headless Playwright renderer.
|
||
- [KasayoDotCom/identityforge-mcp](https://github.com/KasayoDotCom/identityforge-mcp) [](https://glama.ai/mcp/servers/KasayoDotCom/identityforge-mcp) 📇 🏠 🍎 🪟 🐧 - Design kits and brand workflows: browse and apply design systems, create shareable brand projects, and research names, domains and EUIPO trademarks.
|
||
- [Kentucky-ai/opentakeoff](https://github.com/Kentucky-ai/opentakeoff) [](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff) 📇 🏠 🍎 🪟 🐧 - Construction plan takeoff: load plan PDFs, read title blocks, set drawing scale, trace rooms and export quantities like square footage and linear feet.
|
||
- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - Mermaid diagram generation (flowcharts, sequence, class, ER, architecture and state diagrams) with templates, layout engines and SVG/PNG/PDF export.
|
||
- [ng-galien/maket](https://github.com/ng-galien/maket) [](https://glama.ai/mcp/servers/ng-galien/maket) 📇 🏠 🍎 🪟 🐧 - Local-first design workspace: compose wireframes and branded multi-page HTML/CSS docs with live preview, brand and asset libraries, validation and PDF export.
|
||
- [odd-Innocent/den_archi_mcp](https://github.com/odd-Innocent/den_archi_mcp) [](https://glama.ai/mcp/servers/odd-Innocent/den_archi_mcp) 🎖️ 🐍 ☁️ - Korean architecture, engineering and construction knowledge: KDS, KCS and KS standards, statutes and expertise in one graph, with answers citing clauses.
|
||
- [posecode-dev/posecode](https://github.com/posecode-dev/posecode) [](https://glama.ai/mcp/servers/posecode-dev/posecode) 📇 🏠 🍎 🪟 🐧 - Text language for human movement that LLMs can write, rendered as an anatomically constrained 3D human figure in the browser.
|
||
- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Describe systems in natural language to get interactive architecture diagrams, export to frameworks like Spring Boot, FastAPI and Terraform, and detect drift.
|
||
- [RedHold/diagrams-mcp-app-core](https://github.com/RedHold/diagrams-mcp-app-core) [](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Generate and edit draw.io cloud architecture diagrams from prompts, Terraform or Kubernetes manifests, fix Well-Architected warnings and export to SVG.
|
||
- [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) 🐍 ☁️ - Mix colors (including Kubelka-Munk paint physics), convert formats, generate harmonies and save named palettes, resolving hex, CSS and brand color names.
|
||
- [Roberton003/mcp-server-decisions](https://github.com/Roberton003/mcp-server-decisions) [](https://glama.ai/mcp/servers/Roberton003/mcp-server-decisions) 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and outcome gates, stored in append-only JSONL.
|
||
- [tomyangod/architecture_viewer](https://github.com/tomyangod/architecture_viewer) [](https://glama.ai/mcp/servers/tomyangod/architecture_viewer) 📇 🏠 🍎 🪟 🐧 - Local architecture gate and CLI that diffs AI edits against git HEAD to detect new cross-layer dependencies and structural changes.
|
||
- [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [](https://glama.ai/mcp/servers/uxloom-dev/uxloom) 📇 🏠 🍎 🪟 🐧 - UI/UX validation: model user journeys as state machines, find missing states, contrast and touch-target issues, and verify code against the design contract.
|
||
- [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) 📇 ☁️ - Create Mermaid diagrams in a shared workspace, with version history, comments, embedding, presentation decks and diagram linting.
|
||
|
||
### <a name="bio"></a>Biology, Medicine and Bioinformatics
|
||
- [ajibadedapo/flowproof-mcp](https://github.com/ajibadedapo/flowproof-mcp) [](https://glama.ai/mcp/servers/ajibadedapo/flowproof-mcp) 🐍 🏠 ☁️ - Run reproducible Nextflow bioinformatics pipelines with verifiable Workflow Run RO-Crate provenance: container digests, tool versions and checksums.
|
||
- [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [](https://glama.ai/mcp/servers/ammawla/encode-toolkit) 🐧 - Search, download, track and analyze functional genomics experiments from the ENCODE Project.
|
||
- [cafferychen777/ChatSpatial](https://github.com/cafferychen777/ChatSpatial) 🐍 🏠 - Spatial transcriptomics analysis: cell annotation, deconvolution, spatial statistics and visualization.
|
||
- [Crindo2/gph-mcp-server](https://github.com/Crindo2/gph-mcp-server) [](https://glama.ai/mcp/servers/Crindo2/gph-mcp-server) 📇 ☁️ - Match US medical practices with healthcare service vendors for billing, credentialing, EHR, compliance and legal.
|
||
- [davidmosiah/google-health-mcp](https://github.com/davidmosiah/google-health-mcp) [](https://glama.ai/mcp/servers/davidmosiah/google-health-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first access to the Google Health API for Fitbit and Pixel Watch activity, sleep, heart, nutrition and reconciled health data.
|
||
- [davidmosiah/wellness-cgm-mcp](https://github.com/davidmosiah/wellness-cgm-mcp) [](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor data from the Dexcom Developer API and FreeStyle Libre via LibreLink Up.
|
||
- [davidmosiah/wellness-nourish](https://github.com/davidmosiah/wellness-nourish) [](https://glama.ai/mcp/servers/davidmosiah/wellness-nourish) 📇 🏠 🍎 🪟 🐧 - Nutrition and hydration tracking: food search, barcode lookup, meal estimation, intake logs and daily summaries.
|
||
- [dnaerys/onekgpd-mcp](https://github.com/dnaerys/onekgpd-mcp) ☕ ☁️ 🍎 🪟 🐧 - Real-time access to the 1000 Genomes Project dataset.
|
||
- [ericblair1903/nutrients-mcp](https://github.com/ericblair1903/nutrients-mcp) [](https://glama.ai/mcp/servers/ericblair1903/nutrients-mcp) 📇 ☁️ 🍎 🪟 🐧 - Nutrition analysis from a food photo or text description: calories, macros, vitamins, minerals, allergens and dietary flags.
|
||
- [forever-healthy/evipedia-mcp](https://github.com/forever-healthy/evipedia-mcp) [](https://glama.ai/mcp/servers/forever-healthy/evipedia-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search Evipedia's evidence-based reviews of health and longevity interventions, fetch conclusions and metadata with PMIDs, and suggest new interventions.
|
||
- [fulcradynamics/fulcra-context-mcp](https://github.com/fulcradynamics/fulcra-context-mcp) [](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp) 🐍 ☁️ - Access personal health and biometric data (sleep stages, heart rate, HRV, glucose, workouts), calendar and location via the Fulcra Life API.
|
||
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Access biomedical research data from PubMed, ClinicalTrials.gov and MyVariant.info.
|
||
- [healthchainai/HealthChain](https://github.com/healthchainai/HealthChain) [](https://glama.ai/mcp/servers/healthchainai/HealthChain) 🐍 🏠 - Typed FHIR tools: build, read, validate and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports.
|
||
- [helena-bioinformatics/noodle-mcp](https://github.com/helena-bioinformatics/noodle-mcp) [](https://glama.ai/mcp/servers/helena-bioinformatics/noodle-mcp) 🐍 ☁️ - Read-only biomedical literature search over a PubMed-derived corpus by natural language or PMID/DOI/PMCID, with citation and semantic graph traversal.
|
||
- [hlydecker/ucsc-genome-mcp](https://github.com/hlydecker/ucsc-genome-mcp) 🐍 ☁️ - Interact with the UCSC Genome Browser API to find genomes, chromosomes and more.
|
||
- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - Query medical information, drug databases, drug interactions and clinical guidelines.
|
||
- [JaviMaligno/vitamind-mcp](https://github.com/JaviMaligno/vitamind-mcp) [](https://glama.ai/mcp/servers/JaviMaligno/vitamind-mcp) 📇 ☁️ - Estimate solar vitamin D synthesis: whether it happens now, minutes needed by Fitzpatrick skin type and viable months by latitude, using Open-Meteo UV data.
|
||
- [kushaim/practice-fusion-mcp](https://github.com/kushaim/practice-fusion-mcp) [](https://glama.ai/mcp/servers/kushaim/practice-fusion-mcp) 📇 🏠 - Read-only FHIR access to the Practice Fusion EHR: search patients and review appointments, conditions, medications and lab results.
|
||
- [mgnirck/lecka-mcp](https://github.com/mgnirck/lecka-mcp) 📇 ☁️ - Race nutrition planning for endurance athletes: carb, sodium and fluid targets plus Lecka product recommendations by race type, conditions and weight.
|
||
- [MyMedi-AI/mymedi-ai-mcp-server](https://github.com/MyMedi-AI/mymedi-ai-mcp-server) [](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server) 📇 ☁️ - Healthcare billing: ICD-10, CPT and HCPCS code lookup, prior authorization prediction, claims validation, denial-risk scoring and HIPAA compliance auditing.
|
||
- [SEOSiri-Official/biorobotics](https://github.com/SEOSiri-Official/biorobotics) [](https://glama.ai/mcp/servers/SEOSiri-Official/biorobotics) 🐍 🏠 🍎 🪟 🐧 - Bio-robotics engine that converts biological data from the UniProt API into Cartesian G-code coordinates.
|
||
- [salwks/mcp-techTrend](https://github.com/salwks/mcp-techTrend) [](https://glama.ai/mcp/servers/salwks/mcp-techTrend) 🐍 🏠 - Academic, code and medical-regulatory trend monitoring across arXiv, PubMed, GitHub, Hugging Face and openFDA, with newspaper-style briefings.
|
||
- [NyxToolsDev/dicom-hl7-mcp-server](https://github.com/NyxToolsDev/dicom-hl7-mcp-server) [](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server) 🐍 🏠 - Bridge DICOM, HL7v2 and FHIR: cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding and integration patterns.
|
||
- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - Query the BioThings API for genes, genetic variants, drugs and taxonomic information.
|
||
- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - Bioinformatics toolkit for genomics queries and analysis, wrapping the gget library.
|
||
- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - Query the OpenGenes database for aging and longevity research.
|
||
- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) 🎖️ 🐍 🏠 ☁️ - Query the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
|
||
- [musharna/plant-genomics-mcp](https://github.com/musharna/plant-genomics-mcp) [](https://glama.ai/mcp/servers/musharna/plant-genomics-mcp) 🐍 🏠 🍎 🪟 🐧 - Plant genomics locus lookup across Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, NCBI BLAST and more, with batch and cross-source queries.
|
||
- [neptun2000/heor-agent-mcp](https://github.com/neptun2000/heor-agent-mcp) [](https://glama.ai/mcp/servers/neptun2000/heor-agent-mcp) 📇 ☁️ - Health economics and outcomes research: literature search across PubMed, NICE, CADTH, ICER and more, cost-effectiveness modeling and HTA dossier preparation.
|
||
- [OHNLP/omop_mcp](https://github.com/OHNLP/omop_mcp) 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
|
||
- [PantelisGeorgiadis/dicomweb-mcp-server](https://github.com/PantelisGeorgiadis/dicomweb-mcp-server) [](https://glama.ai/mcp/servers/PantelisGeorgiadis/dicomweb-mcp-server) 📇 ☁️ 🏠 - Access a DICOMweb archive: search studies, series and instances, inspect metadata, read structured reports, extract PDF text and render frames.
|
||
- [tatsuju/opdstar-nhi-mcp](https://github.com/tatsuju/opdstar-nhi-mcp) [](https://glama.ai/mcp/servers/tatsuju/opdstar-nhi-mcp) 📇 ☁️ - Taiwan National Health Insurance (NHI) data: rejection codes, ICD-10 to procedure mappings, audit indicators and semantic search over NHI documentation.
|
||
- [pkotecha-eng/aria-mcp-server](https://github.com/pkotecha-eng/aria-mcp-server) [](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server) 🐍 - Clinical research tools for trial coordinators and life sciences teams: real-time access to PubMed and ClinicalTrials.gov.
|
||
- [pubspro/pubmed-search](https://github.com/pubspro/pubmed-search) [](https://glama.ai/mcp/servers/pubspro/pubmed-search) 📇 ☁️ - Search PubMed and summarize biomedical literature.
|
||
- [Rajskij/oura-mcp](https://github.com/Rajskij/oura-mcp) [](https://glama.ai/mcp/servers/Rajskij/oura-mcp) 📇 ☁️ 🏠 - Read-only, self-hosted access to Oura Ring sleep, readiness, activity, stress and heart rate data.
|
||
- [SidneyBissoli/medical-terminologies-mcp](https://github.com/SidneyBissoli/medical-terminologies-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Look up medical terminologies: ICD-11, LOINC, RxNorm, MeSH, ATC, Brazil's CID-10 (DataSUS) and optionally SNOMED CT.
|
||
- [sikcapri/superglookoquery](https://github.com/sikcapri/superglookoquery) [](https://glama.ai/mcp/servers/sikcapri/superglookoquery) 📇 🏠 ☁️ 🍎 🪟 - Clinical audit of Glooko diabetes data from any pump or CGM: time in range, GMI, trends and bolus/basal analysis, adapting to the data your devices report.
|
||
- [smaniches/alphafold-sovereign-mcp](https://github.com/smaniches/alphafold-sovereign-mcp) [](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AlphaFold DB and other public biomedical sources in a local SQLite knowledge graph for structure confidence, variants, diseases, drug targets and orthology.
|
||
- [smaniches/uniprot-mcp](https://github.com/smaniches/uniprot-mcp) [](https://glama.ai/mcp/servers/smaniches/uniprot-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Query the UniProt knowledgebase (entries, features, variants, PTMs, GO terms, cross-references) with per-query SHA-256 provenance and offline replay.
|
||
- [the-momentum/apple-health-mcp-server](https://github.com/the-momentum/apple-health-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Access and analyze exported Apple Health data.
|
||
- [the-momentum/fhir-mcp-server](https://github.com/the-momentum/fhir-mcp-server) 🐍 🏠 ☁️ - Connect to FHIR servers, for example to query patient history in natural language.
|
||
- [thehealthai/clarity-mcp](https://github.com/thehealthai/clarity-mcp) [](https://glama.ai/mcp/servers/thehealthai/clarity-mcp) 📇 ☁️ - Condition-aware safety checks for ingredients, products and supplements, with cited evidence verdicts, claim fact-checking and FDA recall lookup.
|
||
- [thehealthai/fda-risk-radar-mcp](https://github.com/thehealthai/fda-risk-radar-mcp) [](https://glama.ai/mcp/servers/thehealthai/fda-risk-radar-mcp) 📇 ☁️ - FDA and NHTSA regulatory risk data: device compliance risk, 510(k) evidence, predicate chains, postmarket signals, reimbursement pathways and vehicle safety.
|
||
- [thelongevityvault/decoder-3am-mcp](https://github.com/thelongevityvault/decoder-3am-mcp) [](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp) 📇 ☁️ - Classify the likely biological cause of 3am wakeups from symptom descriptions using The Longevity Vault's five-cause framework.
|
||
- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - Search, retrieve, create, update and analyze clinical data via FHIR APIs, with SMART-on-FHIR authentication.
|
||
- [wjgoarxiv/pymol-mcp](https://github.com/wjgoarxiv/pymol-mcp) [](https://glama.ai/mcp/servers/wjgoarxiv/pymol-mcp) 🐍 🏠 🍎 🪟 🐧 - Headless PyMOL for molecular visualization, GROMACS/LAMMPS trajectories and clathrate-hydrate cage analysis, including H-bond networks and order parameters.
|
||
|
||
### 📂 <a name="browser-automation"></a>Browser Automation
|
||
|
||
Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.
|
||
|
||
- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Search Bilibili content, with LangChain integration examples.
|
||
- [achiya-automation/safari-mcp](https://github.com/achiya-automation/safari-mcp) [](https://glama.ai/mcp/servers/achiya-automation/safari-mcp) 📇 🏠 🍎 - Native Safari browser automation without a Chrome dependency.
|
||
- [acunningham-ship-it/veilbrowser](https://github.com/acunningham-ship-it/veilbrowser) [](https://glama.ai/mcp/servers/acunningham-ship-it/veilbrowser) 📇 🐍 🏠 - Stealth automation of unmodified Chrome over raw CDP, using accessibility-tree element refs; can attach to a running Chrome to reuse logged-in sessions.
|
||
- [aethynio/aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp) [](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp) 📇 🏠 - Drive a local Playwright browser through residential proxies with a chosen exit country or city and a sticky identity per task.
|
||
- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation using Puppeteer, supporting local and remote browser connections.
|
||
- [Agent360dk/browser-mcp](https://github.com/Agent360dk/browser-mcp) [](https://glama.ai/mcp/servers/Agent360dk/browser-mcp) 📇 🏠 - Control your real, logged-in Chrome browser via an extension, with multiple concurrent color-coded sessions.
|
||
- [AishwaryShrivastav/vibe-testing](https://github.com/AishwaryShrivastav/vibe-testing) [](https://glama.ai/mcp/servers/AishwaryShrivastav/vibe-testing) 📇 🏠 🍎 🪟 🐧 - Code-aware browser testing that reads routes, forms and existing tests, runs Playwright scenarios, and keeps regression history and screenshot reports.
|
||
- [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #️⃣ 🏠 🍎 🪟 🐧 - Web scraper that returns clean Markdown, distributed as a single binary.
|
||
- [parastejpal987-cmyk/opticparse-public](https://github.com/parastejpal987-cmyk/opticparse-public) [](https://glama.ai/mcp/servers/parastejpal987-cmyk/opticparse-public) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Visual, multimodal web scraping without CSS selectors, plus phishing and crypto drainer detection.
|
||
- [ami-guru/x402-scraper-engine](https://github.com/ami-guru/x402-scraper-engine) [](https://glama.ai/mcp/servers/ami-guru/x402-scraper-engine) 📇 ☁️ - Web scraping, Llama 3 digests and Twitter intelligence, paid per call in USDC via x402 on Base.
|
||
- [andresolbach/nodriver-mcp-server](https://github.com/andresolbach/nodriver-mcp-server) [](https://glama.ai/mcp/servers/andresolbach/nodriver-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Undetected Chrome automation via nodriver for anti-bot protected sites: accessibility snapshots, input automation, network inspection and persistent sessions.
|
||
- [aparajithn/agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) 🐍 ☁️ - Web scraping: clean content extraction, CSS-selector scraping, Playwright screenshots, link and metadata extraction, and Google search.
|
||
- [apireno/DOMShell](https://github.com/apireno/DOMShell) [](https://glama.ai/mcp/servers/@apireno/domshell) 📇 🏠 - Browse the web with filesystem commands (ls, cd, grep, click) by mapping Chrome's accessibility tree to a virtual filesystem via an extension.
|
||
- [auspy/supasidebar-mcp](https://github.com/auspy/supasidebar-mcp) [](https://glama.ai/mcp/servers/auspy/supasidebar-mcp) 📇 🏠 🍎 - Access and organize open tabs, bookmarks and recent links across macOS browsers via the SupaSidebar app.
|
||
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - Browser automation using Playwright.
|
||
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - Lightweight browser automation with zero dependencies.
|
||
- [bch1212/agentfetch-mcp](https://github.com/bch1212/agentfetch-mcp) [](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Token-budgeted web fetching that routes between Trafilatura, Jina Reader, Firecrawl and pypdf by URL, with token estimates, caching and truncation.
|
||
- [bgaze/snapstack-server](https://github.com/bgaze/snapstack-server) [](https://glama.ai/mcp/servers/bgaze/snapstack-server) 📇 🏠 🍎 🪟 🐧 - One-click browser-tab screenshots, captured by a companion extension and served locally to the model on demand.
|
||
- [bighippoman/intercept-mcp](https://github.com/bighippoman/intercept-mcp) [](https://glama.ai/mcp/servers/bighippoman/intercept-mcp) 📇 🏠 - Fetch web content as clean Markdown through a multi-tier fallback chain, handling tweets, YouTube, arXiv, PDFs and regular pages.
|
||
- [autokeren/ghostfox](https://github.com/autokeren/ghostfox) [](https://glama.ai/mcp/servers/@autokeren/ghostfox) 🦀 🏠 🍎 🪟 🐧 - Self-hosted stealth browser built on a Firefox fork with fingerprint spoofing, shadow-DOM-aware page reading, login state detection and evidence recording.
|
||
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - Browser automation using Playwright, tailored for LLMs.
|
||
- [browserless/browserless-mcp](https://github.com/browserless/browserless-mcp) [](https://glama.ai/mcp/servers/browserless/browserless-mcp) 🎖️ ☁️ - Headless browser automation and web scraping via the Browserless smart scraper API.
|
||
- [browsermcp/mcp](https://github.com/browsermcp/mcp) 📇 🏠 - Automate your local Chrome browser.
|
||
- [brutalzinn/simple-mcp-selenium](https://github.com/brutalzinn/simple-mcp-selenium) 📇 🏠 - Control browsers with Selenium using natural language, for testing, automation and multi-user scenarios.
|
||
- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - Browser automation with browser-use, including a Dockerfile to run Chromium in Docker with a VNC server.
|
||
- [corbinvachal48/agentrender-mcp](https://github.com/corbinvachal48/agentrender-mcp) [](https://glama.ai/mcp/servers/corbinvachal48/agentrender-mcp) 🐍 ☁️ - Convert URLs into screenshots, PDFs or structured extracts.
|
||
- [corralimited/snapdiff-mcp](https://github.com/corralimited/snapdiff-mcp) [](https://glama.ai/mcp/servers/corralimited/snapdiff-mcp) 📇 ☁️ 🏠 - Intent-aware visual verification: declare what a UI change should affect, then diff the page against a baseline and flag changes outside that scope.
|
||
- [Ceki-me/mcp-server](https://github.com/Ceki-me/mcp-server) [](https://glama.ai/mcp/servers/@Ceki-me/mcp-server) 📇 ☁️ - Rent residential Chrome browsers run by real people, with real fingerprints and residential IPs.
|
||
- [Cubenest/rrweb-stack](https://github.com/Cubenest/rrweb-stack) [](https://glama.ai/mcp/servers/Cubenest/rrweb-stack) 📇 🏠 - Record your authenticated browser session (rrweb DOM, console, network) to local SQLite with PII masking, so coding agents can query it or drive the browser.
|
||
- [Custodia-Admin/pagebolt-mcp](https://github.com/Custodia-Admin/pagebolt-mcp) [](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp) 📇 ☁️ - Generate screenshots, PDFs, OG images and narrated video recordings.
|
||
- [dashi96/chromium-bridge](https://github.com/dashi96/chromium-bridge) [](https://glama.ai/mcp/servers/@dashi96/chromium-bridge) 📇 🏠 🍎 🪟 🐧 - Control Chromium-based browsers such as Arc, Vivaldi and Brave via an extension: navigate, click, read pages, run JavaScript and record GIFs.
|
||
- [dmytrome/groundhog](https://github.com/dmytrome/groundhog) [](https://glama.ai/mcp/servers/dmytrome/groundhog) 🐍 🏠 🍎 🪟 🐧 - Web search, reading and research through stealth-patched Chrome: strips hidden text, ranks passages across sources and returns SHA-256 provenance receipts.
|
||
- [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - Automate YouTube operations, also available as a CLI.
|
||
- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - Browser automation and web scraping using Playwright.
|
||
- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - Control the user's Firefox browser via a companion extension.
|
||
- [feedthrough/feedthrough](https://github.com/feedthrough/feedthrough) [](https://glama.ai/mcp/servers/feedthrough/feedthrough) 📇 🏠 🍎 🪟 🐧 - In-page debug bridge for web apps: read the DOM, console logs and network requests and interact with the page, in any browser or Cypress/Playwright run.
|
||
- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Firecrawl web scraping: search, scrape, crawl, map and extract structured data, with live browser interaction and website change monitoring.
|
||
- [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - Interact with Apple Reminders on macOS.
|
||
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - Firefox automation via WebDriver BiDi: snapshot-based interactions, network monitoring, console capture and screenshots for testing and scraping.
|
||
- [frsorrentino/chrome-bridge](https://github.com/frsorrentino/chrome-bridge) [](https://glama.ai/mcp/servers/frsorrentino/chrome-bridge) 📇 🏠 🍎 🪟 🐧 - Drive your logged-in Chrome via an extension: compact element refs, visual regression, accessibility, SEO and security audits, and network mocking.
|
||
- [mi60dev/visionaire-engine](https://github.com/mi60dev/visionaire-engine) [](https://glama.ai/mcp/servers/mi60dev/visionaire-engine) 📇 🏠 🍎 🪟 🐧 - Design debugging in Chrome: which CSS rule wins (with file and line), its blast radius, scoped fix selectors, live fix trials and WCAG contrast audits.
|
||
- [SanggonBoy/PyreCrawl](https://github.com/SanggonBoy/PyreCrawl) [](https://glama.ai/mcp/servers/SanggonBoy/PyreCrawl) 🐍 🏠 🍎 🪟 🐧 - Self-hosted web scraping: scrape, extract, crawl, map, search, academic papers, research and monitoring, with a tiered fallback including Cloudflare bypass.
|
||
- [segentic-lab/periscope-mcp](https://github.com/segentic-lab/periscope-mcp) [](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp) 🐍 🏠 - Website testing with Playwright: assertions, auto form-fill, persistent logins, network mocking, and accessibility, SEO, GEO and Lighthouse audits.
|
||
- [sh6drack/zen-mcp](https://github.com/sh6drack/zen-mcp) [](https://glama.ai/mcp/servers/sh6drack/zen-mcp) 📇 🏠 - Zen Browser automation via WebDriver BiDi: navigation, form filling, screenshots and JavaScript evaluation.
|
||
- [hanzili/comet-mcp](https://github.com/hanzili/comet-mcp) 📇 🏠 🍎 - Connect to the Perplexity Comet browser for agentic browsing, deep research and real-time task monitoring.
|
||
- [hshintelligence/agent-scrape](https://github.com/hshintelligence/agent-scrape) [](https://glama.ai/mcp/servers/hshintelligence/agent-scrape) 📇 ☁️ - Pay-per-call web scraping via x402 on Base, with structured extraction, screenshots, metadata, browser sessions and workflows.
|
||
- [hunglp97/tabpilot-mcp](https://github.com/hunglp97/tabpilot-mcp) [](https://glama.ai/mcp/servers/hunglp97/tabpilot-mcp) 🐍 🏠 🍎 🪟 🐧 - Drive your open, logged-in Chrome with token-budgeted page reading, complex SPA form and survey handling, and headless Ubuntu support.
|
||
- [LarryWalkerDEV/mcp-immostage](https://github.com/LarryWalkerDEV/mcp-immostage) 📇 ☁️ - Virtual staging for real estate: stage empty rooms, turn floor plans into 3D renders, classify room images, write property descriptions and suggest styles.
|
||
- [LeonTing1010/tap](https://github.com/LeonTing1010/tap) [](https://glama.ai/mcp/servers/LeonTing1010/tap) 📇 🏠 🍎 🪟 🐧 - Compile browser automation into deterministic plans that run in your logged-in Chrome without runtime LLM calls, detecting drift when sites change.
|
||
- [lespaceman/agent-web-interface](https://github.com/lespaceman/agent-web-interface) [](https://glama.ai/mcp/servers/lespaceman/agent-web-interface) 📇 🏠 🍎 🪟 🐧 - Token-efficient browser automation: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP.
|
||
- [markmircea/Selenix-MCP-Server](https://github.com/markmircea/Selenix-MCP-Server) [](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server) 📇 🏠 🍎 🪟 🐧 - Create, run, debug and manage Selenix browser automation tests through natural language.
|
||
- [ilien-dev/svipall](https://github.com/ilien-dev/svipall) [](https://glama.ai/mcp/servers/ilien-dev/svipall) 🦀 🏠 🍎 🪟 🐧 - Local-first web reading escalating from HTTP to a real browser when blocked: clean Markdown, site crawls, search, row extraction and local CAPTCHA handling.
|
||
- [imprvhub/mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent) 📇 🏠 - Autonomous browser automation.
|
||
- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis.
|
||
- [samson-art/transcriptor-mcp](https://github.com/samson-art/transcriptor-mcp) [](https://glama.ai/mcp/servers/samson-art/transcriptor-mcp) 📇 ☁️ - Get transcripts and metadata for summarization and content analysis.
|
||
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - Minimal MCP server and client implementation using Azure OpenAI and Playwright.
|
||
- [junipr-labs/mcp-server](https://github.com/junipr-labs/mcp-server) [](https://glama.ai/mcp/servers/junipr-labs/mcp-server) 📇 ☁️ - Web intelligence API: screenshots, PDF generation, page metadata and specialized extractors for news, social media, search results, prices and more.
|
||
- [lightpanda-io/browser](https://github.com/lightpanda-io/browser) 🏠 🍎 🐧 - Headless browser for AI and web automation with a built-in MCP server.
|
||
- [LvcidPsyche/auto-browser](https://github.com/LvcidPsyche/auto-browser) [](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser) 🐍 🏠 🐧 🍎 🪟 - Browser agent with human takeover via noVNC, reusable auth profiles, approval and audit controls, and isolated Docker sessions.
|
||
- [Lyosis/claudeForSafari](https://github.com/Lyosis/claudeForSafari) [](https://glama.ai/mcp/servers/Lyosis/claudeForSafari) 📇 🏠 🍎 - Control Safari via a web extension: navigate, read pages, click elements, fill forms and manage tabs, without Playwright or WebDriver.
|
||
- [lyrenth/lyrenth-mcp](https://github.com/lyrenth/lyrenth-mcp) [](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp) 📇 🏠 - Read any URL as a clean AIDocument (Markdown plus structure) through Lyrenth's cached index.
|
||
- [maccydee/cute-web-scraper](https://github.com/maccydee/cute-web-scraper) [](https://glama.ai/mcp/servers/maccydee/cute-web-scraper) 🐍 🏠 🍎 🪟 🐧 - Web scraping with escalating fetch tiers on detected blocks, returning clean Markdown or saving large scrapes to SQLite for read-only SQL queries.
|
||
- [MathiasPaulenko/wavexis-mcp](https://github.com/MathiasPaulenko/wavexis-mcp) [](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp) 🐍 🏠 🍎 🪟 🐧 - Browser automation for your existing Chrome or Firefox via CDP and BiDi, with stealth mode, Lighthouse audits, YAML action batching and raw protocol access.
|
||
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Playwright browser automation: interact with web pages through structured accessibility snapshots.
|
||
- [Mingye-Lu/AgenticCrawler](https://github.com/Mingye-Lu/AgenticCrawler) [](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler) 🦀 🏠 🍎 🪟 🐧 - Autonomous, goal-driven LLM web crawler with stealth browsing, distributed as a single binary.
|
||
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - Interact with your local browsers.
|
||
- [nnemirovsky/iwdp-mcp](https://github.com/nnemirovsky/iwdp-mcp) [](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp) 🏎️ 🏠 🍎 🐧 - iOS Safari debugging via ios-webkit-debug-proxy with WebKit Inspector Protocol support: DOM, CSS, network, storage, debugger and more.
|
||
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - Web scraping, crawling and search API: extract content as Markdown or JSON, batch-process URLs and get answers with citations.
|
||
- [ofershap/real-browser-mcp](https://github.com/ofershap/real-browser-mcp) [](https://glama.ai/mcp/servers/ofershap/real-browser-mcp) 📇 🏠 - Control the user's real Chrome browser via an extension, reusing existing sessions, logins and cookies.
|
||
- [Pantheon-Security/chrome-mcp-secure](https://github.com/Pantheon-Security/chrome-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation and logins with post-quantum encryption, a credential vault, memory scrubbing and audit logging.
|
||
- [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Web automation through Selenium WebDriver.
|
||
- [paipaipai666/nexus-browser-mcp](https://github.com/paipaipai666/nexus-browser-mcp) [](https://glama.ai/mcp/servers/paipaipai666/nexus-browser-mcp) 🐍 🏠 🪟 🍎 🐧 - Accessibility-tree browser automation with deterministic snapshots, human approval gates, redacted audit logs and console, network and Web Vitals monitoring.
|
||
- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - Web search using Google search results.
|
||
- [protostatis/unbrowser](https://github.com/protostatis/unbrowser) [](https://glama.ai/mcp/servers/protostatis/unbrowser) 🦀 🏠 🍎 🪟 🐧 - Lightweight native browser that runs JavaScript, follows links, fills forms, manages cookies and returns low-token BlockMaps, without Chrome.
|
||
- [prufa-dev/prufa-mcp](https://github.com/prufa-dev/prufa-mcp) [](https://glama.ai/mcp/servers/prufa-dev/prufa-mcp) 🐍 ☁️ - Real-browser QA audits of a URL: broken signup, login and checkout flows, console errors, missing analytics, security headers, tap targets and accessibility.
|
||
- [KuvopLLC/purroxy2](https://github.com/KuvopLLC/purroxy2) [](https://glama.ai/mcp/servers/KuvopLLC/purroxy2) 📇 🏠 🍎 🪟 🐧 - Record actions on any website and replay them in headless Playwright, with encrypted credentials and AI-based selector healing.
|
||
- [RapierCraft/alterlab-mcp-server](https://github.com/RapierCraft/alterlab-mcp-server) [](https://glama.ai/mcp/servers/RapierCraft/alterlab-mcp-server) 📇 ☁️ - Web scraping, structured data extraction and screenshots with JavaScript rendering, residential proxy rotation and automatic retries.
|
||
- [realwigu/mcp-doctor](https://github.com/realwigu/mcp-doctor) [](https://glama.ai/mcp/servers/realwigu/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - Diagnostics for MCP servers: discover client configs, test connections, audit security issues and benchmark latency.
|
||
- [reeinharddd/snapmcp](https://github.com/reeinharddd/snapmcp) [](https://glama.ai/mcp/servers/reeinharddd/snapmcp) 📇 🏠 🍎 🪟 🐧 - Render terminal output, syntax-highlighted code, web pages, Markdown, HTML and git diffs as PNG, JPEG, PDF or GIF locally via Playwright.
|
||
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Integration with Apple Shortcuts.
|
||
- [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) 🐍 🏠 - Compress web page HTML into compact structured maps that preserve actionable elements, so agents can read and interact with pages using fewer tokens.
|
||
- [ScrapeUnblocker/scrapeunblocker-mcp](https://github.com/ScrapeUnblocker/scrapeunblocker-mcp) [](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch web page HTML, AI-parsed JSON or Google results through the ScrapeUnblocker anti-bot API.
|
||
- [screenshotscout/screenshotscout-mcp](https://github.com/screenshotscout/screenshotscout-mcp) [](https://glama.ai/mcp/servers/screenshotscout/screenshotscout-mcp) 📇 ☁️ - Capture web pages as images or PDFs with element targeting, device and viewport controls, location selection, page interactions and blocking options.
|
||
- [seleniumbase/SeleniumBase](https://github.com/seleniumbase/SeleniumBase) [](https://glama.ai/mcp/servers/seleniumbase/SeleniumBase) 🐍 🏠 🍎 🪟 🐧 - Browser automation, testing and bot-detection bypass using SeleniumBase CDP Mode with Chromium, including click-based CAPTCHA solving.
|
||
- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) 🐍 🏠 🍎 🪟 🐧 - Selenium WebDriver automation with assertions and self-healing locators, plus code generation for Java, Python and C# test frameworks and CI pipelines.
|
||
- [Silbercue/public-browser](https://github.com/Silbercue/public-browser) [](https://glama.ai/mcp/servers/Silbercue/public-browser) 📇 🐍 🏠 🍎 🪟 🐧 - Chrome automation over raw CDP with multiple tabs, cached accessibility-tree refs, server-side multi-step flow execution and a Python scripting API.
|
||
- [site-shot/site-shot-mcp](https://github.com/site-shot/site-shot-mcp) [](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) 📇 ☁️ - Website screenshots via Chromium with full-page capture, country-specific proxies and automatic ad and cookie-banner removal.
|
||
- [snapshot-site/snapshot-site-mcp](https://github.com/snapshot-site/snapshot-site-mcp) [](https://glama.ai/mcp/servers/snapshot-site/snapshot-site-mcp) 📇 ☁️ - Capture any URL as PNG, JPEG, WebP, PDF or HTML, diff page versions to catch visual regressions, and get AI page summaries.
|
||
- [SolveGate/solvegate-mcp](https://github.com/SolveGate/solvegate-mcp) [](https://glama.ai/mcp/servers/SolveGate/solvegate-mcp) 🎖️ 📇 ☁️ - Detect and solve Cloudflare Turnstile challenges: inspect whether a page uses Turnstile or another CAPTCHA and get a solved token when needed.
|
||
- [swimmwatch/cloakbrowser-mcp](https://github.com/swimmwatch/cloakbrowser-mcp) [](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp) 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium.
|
||
- [sylin-org/ghostlight](https://github.com/sylin-org/ghostlight) [](https://glama.ai/mcp/servers/sylin-org/ghostlight) 🦀 🏠 🪟 🐧 - Visible local browser automation in your signed-in Chromium profile, with recovery and optional policy and audit controls.
|
||
- [trueoriginlabs/vibatchium](https://github.com/trueoriginlabs/vibatchium) [](https://glama.ai/mcp/servers/trueoriginlabs/vibatchium) 🐍 🏠 🐧 - Self-hosted stealth Chrome automation via Patchright: parallel persistent profiles, encrypted credential vault with 2FA, and prompt-injection scanning.
|
||
- [User0856/snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/@User0856/snaprender-mcp) 📇 ☁️ - Capture websites as PNG, JPEG, WebP or PDF with device emulation, dark mode, ad blocking and cookie banner removal.
|
||
- [copperline-labs/rendex-mcp](https://github.com/copperline-labs/rendex-mcp) [](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp) 📇 ☁️ - Render any URL or raw HTML as PNG, JPEG, WebP or PDF, with batch processing, geo-targeting and async webhooks.
|
||
- [vincentvella/devloop](https://github.com/vincentvella/devloop) [](https://glama.ai/mcp/servers/vincentvella/devloop) 📇 🏠 🍎 🪟 🐧 - Drive a browser or Expo/React Native app alongside your dev server on one correlated timeline, lining up frontend errors with backend stack traces.
|
||
- [webdriverio/mcp](https://github.com/webdriverio/mcp) [](https://glama.ai/mcp/servers/webdriverio/mcp) 📇 🏠 - Browser and mobile app automation with WebdriverIO: control browsers and automate native Android and iOS apps via WebDriver and Appium.
|
||
- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - Fetch trending videos from Bilibili.
|
||
- [yinnho/aginxbrowser](https://github.com/yinnho/aginxbrowser) [](https://glama.ai/mcp/servers/yinnho/aginxbrowser) 🦀 🏠 🍎 🪟 🐧 - Chromium-free agent browser with built-in V8: tiered fetching, multi-engine search, screenshots, persistent login sessions and CDP access.
|
||
- [ymw0407/auth-fetch-mcp](https://github.com/ymw0407/auth-fetch-mcp) [](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch content from login-protected pages such as Notion, Google Docs, Jira and Confluence via a real browser login with persistent session caching.
|
||
- [PrinceGabriel-lgtm/freshcontext-mcp](https://github.com/PrinceGabriel-lgtm/freshcontext-mcp) [](https://glama.ai/mcp/servers/@PrinceGabriel-lgtm/freshcontext-mcp) ☁️ 🏠 - Real-time data from GitHub, Hacker News, Scholar, arXiv, YC, jobs, finance and package trends, with every result timestamped for freshness.
|
||
- [zumerlab/snapsurf](https://github.com/zumerlab/snapsurf) [](https://glama.ai/mcp/servers/zumerlab/snapsurf) 📇 🏠 🍎 🪟 🐧 - Browser navigation and verification: compact semantic page digests, ranked text search, and typed diffs after each action with assertions.
|
||
- [zzzjy765/ottersnap-mcp](https://github.com/zzzjy765/ottersnap-mcp) [](https://glama.ai/mcp/servers/zzzjy765/ottersnap-mcp) 📇 ☁️ - Glint Render web rendering and evidence API: screenshots, PDFs, OG images, monitoring, extraction and tamper-evident evidence capture.
|
||
- [CapMonsterCloud/capmonster-mcp-captcha-solver](https://github.com/CapMonsterCloud/capmonster-mcp-captcha-solver) [](https://glama.ai/mcp/servers/CapMonsterCloud/capmonster-mcp-captcha-solver) 🐍 📇 ☁️ - Identify CAPTCHA types and parameters, create solving tasks and retrieve results via the CapMonster Cloud API, with access to its docs.
|
||
|
||
### ☁️ <a name="cloud-platforms"></a>Cloud Platforms
|
||
|
||
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
|
||
|
||
- [dockndevai/mcp-kubernetes](https://github.com/dockndevai/mcp-kubernetes) [](https://glama.ai/mcp/servers/dockndevai/mcp-kubernetes) 📇 🏠 🍎 🪟 🐧 - Multi-cluster Kubernetes monitoring and operations with safe access modes, namespace allowlists, gated delete/apply/exec, dry-run and audit logging.
|
||
- [AIops-tools/K8s-AIops](https://github.com/AIops-tools/K8s-AIops) [](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops) 🐍 🏠 - Governed Kubernetes operations for k3s, EKS, GKE and AKS: workloads, jobs, config, storage, networking and rollouts, with audit logging, dry-run and rollback.
|
||
- [dockndevai/mcp-oci](https://github.com/dockndevai/mcp-oci) [](https://glama.ai/mcp/servers/dockndevai/mcp-oci) 📇 🏠 🍎 🪟 🐧 - Read-only Oracle Cloud (OCI) resource discovery, dependency mapping and reproducible Terraform generation, with secret redaction.
|
||
- [dockndevai/mcp-azure](https://github.com/dockndevai/mcp-azure) [](https://glama.ai/mcp/servers/dockndevai/mcp-azure) 📇 🏠 🍎 🪟 🐧 - Azure Resource Manager inventory, tags and VM lifecycle management, with resource-group allowlists, delete gating and typed confirmation.
|
||
- [dockndevai/mcp-openshift](https://github.com/dockndevai/mcp-openshift) [](https://glama.ai/mcp/servers/dockndevai/mcp-openshift) 📇 🏠 🍎 🪟 🐧 - OpenShift and Kubernetes operations on pods, deployments, routes and builds, with access modes, namespace allowlists, dry-run and Secret redaction.
|
||
- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - Deploy AI-generated code to decentralized storage networks such as Greenfield, IPFS and Arweave via 4EVERLAND Hosting.
|
||
- [adiosdotdev/mcp](https://github.com/adiosdotdev/mcp) [](https://glama.ai/mcp/servers/adiosdotdev/mcp) 📇 ☁️ - Manage Adios workspaces, previews, builds, logs, services and production deployments.
|
||
- [AIops-tools/Nutanix-AIops](https://github.com/AIops-tools/Nutanix-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops) 🐍 🏠 - Governed Nutanix Prism Central operations: clusters, VMs, storage, networking, snapshots/DR, alerts and LCM, with audit logging, dry-run and rollback.
|
||
- [AkaciaNL/basicdeploy-mcp](https://github.com/AkaciaNL/basicdeploy-mcp) [](https://glama.ai/mcp/servers/AkaciaNL/basicdeploy-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage BasicDeploy containers, each with PostgreSQL, S3-compatible storage and a public URL: deploy apps, run commands, read logs and toggle always-on.
|
||
- [Focus-GTS/eds-mcp-server](https://github.com/Focus-GTS/eds-mcp-server) [](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Manage Adobe Edge Delivery Services (AEM EDS): preview, publish, bulk operations, content, Core Web Vitals, 404 tracking, A/B experiments and redirects.
|
||
- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) 📇 ☁️ 🏠 - AWS SSO integration: log in, list accounts and roles, and run AWS CLI commands with temporary credentials.
|
||
- [agentmetal/mcp](https://github.com/agentmetal/mcp) [](https://glama.ai/mcp/servers/agentmetal/mcp) 🎖️ 📇 ☁️ - Provision, SSH into, run commands on and manage Linux VPSes, paying with USDC over x402 or by card.
|
||
- [anythink-cloud/anythink-cli](https://github.com/anythink-cloud/anythink-cli) [](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli) #️⃣ ☁️ 🍎 🪟 🐧 - Build and run a backend on the Anythink platform: relational data with row-level security, search, RBAC, workflows, growth and retention tools, and payments.
|
||
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - Upload to and manipulate IPFS storage.
|
||
- [aparajithn/agent-deploy-dashboard-mcp](https://github.com/aparajithn/agent-deploy-dashboard-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-deploy-dashbaord) 🐍 ☁️ - Unified deployment dashboard for Vercel, Render, Railway and Fly.io: deploy status, logs, environment variables, rollbacks and health checks.
|
||
- [arnstarn/mcp-server-spotinst](https://github.com/arnstarn/mcp-server-spotinst) [](https://glama.ai/mcp/servers/arnstarn/mcp-server-spotinst) 🐍 ☁️ - Manage Spot.io (Spotinst) Ocean clusters, VNGs, Elastigroups, costs, right-sizing and logs across AWS and Azure accounts.
|
||
- [antonio-mello-ai/mcp-pfsense](https://github.com/antonio-mello-ai/mcp-pfsense) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-pfsense) 🐍 🏠 - Manage pfSense firewalls: rules, DHCP leases, DNS overrides, gateway monitoring, ARP table and services, with two-step confirmation for destructive actions.
|
||
- [antonio-mello-ai/mcp-proxmox](https://github.com/antonio-mello-ai/mcp-proxmox) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-proxmox) 🐍 🏠 - Manage Proxmox VE clusters: VMs, containers, snapshots, templates, cloud-init, firewall and migrations, with two-step confirmation for destructive actions.
|
||
- [alexpota/cloudscope-mcp](https://github.com/alexpota/cloudscope-mcp) [](https://glama.ai/mcp/servers/alexpota/cloudscope-mcp) 📇 ☁️ - Azure cost management: spending analysis, forecasts, anomaly detection, budgets, optimization tips, idle resource detection and tag-based cost allocation.
|
||
- [Albaker-Group/cloudprice-mcp](https://github.com/Albaker-Group/cloudprice-mcp) [](https://glama.ai/mcp/servers/Albaker-Group/cloudprice-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Compare compute, storage, managed Postgres, egress and GPU prices across AWS, Azure, GCP and OCI, plus FinOps tools for break-even, TCO and migration analysis.
|
||
- [AliKarami/MikroMCP](https://github.com/AliKarami/MikroMCP) [](https://glama.ai/mcp/servers/AliKarami/MikroMCP) 📇 🏠 🍎 🪟 🐧 - Manage MikroTik RouterOS devices: interfaces, firewall, DHCP, DNS, routes, WireGuard, WiFi, BGP/OSPF and VLANs, with dry-run previews, RBAC and rollback.
|
||
- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - Operate Alibaba Cloud resources, including ECS, Cloud Monitor, OOS and other widely used cloud products.
|
||
- [awslabs/mcp](https://github.com/awslabs/mcp) 🎖️ ☁️ - Suite of servers for integrating with AWS services and resources.
|
||
- [backblaze-labs/b2-mcp](https://github.com/backblaze-labs/b2-mcp) [](https://glama.ai/mcp/servers/backblaze-labs/b2-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Manage Backblaze B2 buckets, files, keys, Object Lock and S3-compatible storage.
|
||
- [BlazingCDN/BlazingCDN-MCP](https://github.com/BlazingCDN/BlazingCDN-MCP) [](https://glama.ai/mcp/servers/BlazingCDN/BlazingCDN-MCP) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage BlazingCDN zones, cache purge and warm-up, traffic metrics, custom domains, cloud storage and Video CDN; read-only by default.
|
||
- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - VMware ESXi and vCenter virtual machine management via a REST API.
|
||
- [chaandannn/finopsmcp](https://github.com/chaandannn/finopsmcp) [](https://glama.ai/mcp/servers/chaandannn/finopsmcp) 🐍 🏠 🍎 🪟 🐧 - Local-first, read-only FinOps assistant: analyze AWS, Azure, GCP, Kubernetes, SaaS and AI bills, find waste and get fixes as pull requests.
|
||
- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2 and D1.
|
||
- [davidlandais/ovh-api-mcp](https://github.com/davidlandais/ovh-api-mcp) [](https://glama.ai/mcp/servers/davidlandais/ovh-api-mcp) 🦀 ☁️ - Access the entire OVH API through search and execute tools that run sandboxed JavaScript (Code Mode).
|
||
- [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) 🎖️ 🏎️ ☁️ - Manage Kubernetes resources through the Cyclops abstraction.
|
||
- [Drop-to-run/drop2run-cli](https://github.com/Drop-to-run/drop2run-cli) [](https://glama.ai/mcp/servers/Drop-to-run/drop2run-cli) 📇 ☁️ - Publish pages written in chat or a local folder to a live HTTPS URL, with static hosting on Cloudflare's edge.
|
||
- [elevy99927/devops-mcp-webui](https://github.com/elevy99927/devops-mcp-webui) 🐍 ☁️/🏠 - Kubernetes operations via kubectl and helm through natural language, integrated with Open WebUI.
|
||
- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) 🐍 ☁️/🏠 - Azure Data Lake Storage: manage containers and file metadata, and read, write, upload and download files.
|
||
- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) 🎖️ 🐍 🏠 ☁️ 📟 - Manage and control ESP RainMaker devices.
|
||
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️/🏠 - Kubernetes cluster operations for pods, deployments and services.
|
||
- [friendlygeorge/docker-mcp-server](https://github.com/friendlygeorge/docker-mcp-server) [](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server) 📇 🏠 - Docker container management: health checks, auto-restart, Compose lifecycle and log streaming.
|
||
- [frndchagas/coolify-mcp](https://github.com/frndchagas/coolify-mcp) [](https://glama.ai/mcp/servers/frndchagas/coolify-mcp) 📇 🏠 - Manage self-hosted Coolify PaaS: deployments with verified builds, app diagnostics, database backups, offline docs search and confirmed destructive actions.
|
||
- [ganakailabs/cloudeval-cli](https://github.com/ganakailabs/cloudeval-cli) [](https://glama.ai/mcp/servers/ganakailabs/cloudeval-cli) 📇 ☁️ - Access Cloudeval project context and reports for cloud evaluations of Azure and AWS CloudFormation, with a read-only toolset.
|
||
- [garlicKim21/ratatosk-mcp](https://github.com/garlicKim21/ratatosk-mcp) [](https://glama.ai/mcp/servers/garlicKim21/ratatosk-mcp) 🏎️ 🏠 🍎 🪟 🐧 - CNCF release intelligence: security fixes, breaking changes and deprecations from graduated and incubating project release notes, with local version checks.
|
||
- [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) 🏎️ ☁️ - Manage Spinnaker applications, pipelines, executions and cloud infrastructure via the Gate API.
|
||
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - Query, analyze and monitor Azure resources at scale using Azure Resource Graph.
|
||
- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) 🎖️ 🏎️ ☁️ - Terraform ecosystem integration: provider discovery, module analysis and Terraform Registry API access for infrastructure-as-code workflows.
|
||
- [helbertparanhos/cloudflare-mcp-pro](https://github.com/helbertparanhos/cloudflare-mcp-pro) [](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Manage Cloudflare DNS, zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing and more via the REST API, with human approval for every change.
|
||
- [helbertparanhos/easypanel-mcp-server](https://github.com/helbertparanhos/easypanel-mcp-server) [](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server) 📇 🏠 🍎 🪟 🐧 - Control Easypanel deployments, services, environment variables, logs, domains, databases and monitoring, with confirmation for destructive actions.
|
||
- [hostodo/hostodo-mcp](https://github.com/hostodo/hostodo-mcp) [](https://glama.ai/mcp/servers/hostodo/hostodo-mcp) 📇 ☁️ - Hostodo VPS management: VM details, power control, renaming, OS reinstalls, guest-agent commands and artifact uploads, with scoped tokens and audit logs.
|
||
- [huangdun/tempmd-mcp](https://github.com/huangdun/tempmd-mcp) [](https://glama.ai/mcp/servers/huangdun/tempmd-mcp) 📇 ☁️ - Publish HTML, Markdown, CSV or Mermaid artifacts to temp.md under a stable public link that updates in place, with activity-based expiry.
|
||
- [Ilmar7786/marzban-sdk](https://github.com/Ilmar7786/marzban-sdk/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/Ilmar7786/marzban-sdk) 📇 ☁️/🏠 - Manage the Marzban proxy/VPN panel: users, subscriptions, nodes, hosts, config and system stats, with confirmation for destructive calls.
|
||
- [Infrawise/mcp-server](https://github.com/Infrawise/mcp-server) [](https://glama.ai/mcp/servers/Infrawise/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps cost optimization: idle resources, rightsizing and Reserved Instance recommendations.
|
||
- [ionos-cloud/ionoscloud-mcp](https://github.com/ionos-cloud/ionoscloud-mcp) [](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp) 🏎️ ☁️ - Inspect and manage IONOS Cloud infrastructure.
|
||
- [jasonwilbur/cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp) 📇 ☁️ 🍎 🪟 🐧 - Compare real-time cloud instance prices across AWS, Azure, GCP and OCI, with workload calculators and migration savings estimates.
|
||
- [jasonwilbur/oci-pricing-mcp](https://github.com/jasonwilbur/oci-pricing-mcp) 📇 ☁️ - Oracle Cloud Infrastructure price data with cost calculators and cross-provider comparisons.
|
||
- [john-broadway/proximo](https://github.com/john-broadway/proximo) [](https://glama.ai/mcp/servers/john-broadway/proximo) 🐍 🏠 - Manage Proxmox VE, Backup Server, Mail Gateway and Datacenter Manager with dry-run plans, snapshots and a tamper-evident audit log; read-only by default.
|
||
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ☁️ - Access Netskope Private Access components within an NPA environment, with setup details and usage examples.
|
||
- [kaka-milan-22/kops](https://github.com/kaka-milan-22/kops) [](https://glama.ai/mcp/servers/kaka-milan-22/kops) 🐍 🏠 - Read-only kubectl with structured JSON output, hardcoded safe verbs, withheld Secret and ConfigMap values, and one-shot cluster triage and inventory.
|
||
- [krovacloud/krova-node](https://github.com/krovacloud/krova-node) [](https://glama.ai/mcp/servers/krovacloud/krova-node) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and manage Krova Cloud Cubes (Firecracker microVMs with root access), plus custom domains, TCP port mappings and snapshots.
|
||
- [shiped-app/shiped-mcp](https://github.com/shiped-app/shiped-mcp) [](https://glama.ai/mcp/servers/shiped-app/shiped-mcp) ☁️ - Deploy AI-generated HTML, CSS and JavaScript to a public HTTPS URL.
|
||
- [L337-org/docker-mcp](https://github.com/L337-org/docker-mcp) [](https://glama.ai/mcp/servers/L337-org/docker-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manage local or remote Docker daemons: containers, images, Compose, Swarm, Buildx, Scout and OCI registries, with read-only hosts for safe monitoring.
|
||
- [Labs64/NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP) [](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP) 🎖️ 🐍 ☁️ - Manage the software licensing lifecycle in Labs64 NetLicensing through natural language.
|
||
- [joachimBrindeau/domain-mcp](https://github.com/joachimBrindeau/domain-mcp) [](https://glama.ai/mcp/servers/joachimBrindeau/domain-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage Dynadot domains, DNS, WHOIS, nameservers, transfers and aftermarket listings.
|
||
- [liveblocks/liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server) 🎖️ 📇 ☁️ - Create, modify and delete Liveblocks rooms, threads, comments, notifications and more, with read access to Storage and Yjs.
|
||
- [lizard-build/lizard-mcp](https://github.com/lizard-build/lizard-mcp) [](https://glama.ai/mcp/servers/lizard-build/lizard-mcp) 🎖️ 📇 ☁️ - Deploy services on Lizard with managed Postgres, Redis and S3, logs and metrics, secrets, scaling and custom domains.
|
||
- [localstack/localstack-mcp-server](https://github.com/localstack/localstack-mcp-server) 🎖️ 📇 🏠 - Manage LocalStack local AWS environments: lifecycle operations, infrastructure deployments, log analysis, fault injection and state management.
|
||
- [luno-cms/mcp](https://github.com/luno-cms/mcp) [](https://glama.ai/mcp/servers/luno-cms/mcp) 🎖️ 📇 ☁️ - LUNO hosted backend platform: CMS, forms, auth and storage. Unrelated to the Luno cryptocurrency exchange.
|
||
- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) 🏎️ 🏠 - Kubernetes and OpenShift management: CRUD operations on any resource plus specialized cluster tools.
|
||
- [mikusnuz/dynadot-mcp](https://github.com/mikusnuz/dynadot-mcp) [](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp) 📇 ☁️ - Dynadot domain registrar API: domain search, registration, DNS, contacts, transfers and marketplace.
|
||
- [mctlhq/mctl-mcp](https://github.com/mctlhq/mctl-mcp) [](https://glama.ai/mcp/servers/mctlhq/mctl-mcp) ☁️ - Kubernetes management and automated GitOps.
|
||
- [Mogacode-ma/infomaniak-mcp-agent](https://github.com/Mogacode-ma/infomaniak-mcp-agent) [](https://glama.ai/mcp/servers/Mogacode-ma/infomaniak-mcp-agent) 📇 ☁️ - Unofficial Infomaniak integration: web hosting, mail, kDrive, domains, DNS, FTP/SSH users and more, with two-phase commits and undo for destructive actions.
|
||
- [mrostamii/rancher-mcp-server](https://github.com/mrostamii/rancher-mcp-server) [](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server) 🏎️ ☁️/🏠 - Rancher ecosystem tools: multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks) and Fleet GitOps.
|
||
- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - Access the full NebulaBlock API.
|
||
- [ni-c/hetzner-dns-mcp](https://github.com/ni-c/hetzner-dns-mcp) [](https://glama.ai/mcp/servers/ni-c/hetzner-dns-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage Hetzner DNS zones and records via the Hetzner Cloud API: RRSet CRUD, zonefile import/export, TTL and protection changes, and nameservers.
|
||
- [nitin27may/ms-graph-mcp](https://github.com/nitin27may/ms-graph-mcp) [](https://glama.ai/mcp/servers/nitin27may/ms-graph-mcp) 🐍 ☁️ - Microsoft Graph access to Outlook mail and calendar, Teams, OneDrive, SharePoint, OneNote, Planner and Entra ID.
|
||
- [Novence-ai/mcp](https://github.com/Novence-ai/mcp) [](https://glama.ai/mcp/servers/Novence-ai/mcp) 📇 ☁️ - Create, check, deploy and host static sites.
|
||
- [ni-c/wg-easy-mcp](https://github.com/ni-c/wg-easy-mcp) [](https://glama.ai/mcp/servers/ni-c/wg-easy-mcp) 📇 🏠 🍎 🪟 🐧 - Administer a self-hosted wg-easy (WireGuard Easy) instance: manage VPN clients, fetch configs and QR codes, create one-time links and check server status.
|
||
- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) 🦀 🏠 - Manage Terraform environments: read configurations, analyze plans, apply configurations and manage state.
|
||
- [openpouch/openpouch](https://github.com/openpouch/openpouch) [](https://glama.ai/mcp/servers/openpouch/openpouch) 🎖️ 📇 ☁️ - App hosting for agents: deploy to a live URL, verify, view logs, inspect, roll back and delete, with human approval for production.
|
||
- [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - OpenStack cloud infrastructure management based on openstacksdk.
|
||
- [ofershap/mcp-server-cloudflare](https://github.com/ofershap/mcp-server-cloudflare) [](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare) 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS and cache.
|
||
- [ofershap/mcp-server-s3](https://github.com/ofershap/mcp-server-s3) [](https://glama.ai/mcp/servers/ofershap/mcp-server-s3) 📇 ☁️ - AWS S3 operations: list buckets, browse objects, upload and download files, and generate presigned URLs.
|
||
- [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) 🐍 🍎/🐧 ☁️ - Manage and troubleshoot cert-manager.
|
||
- [plopino/plopino-mcp](https://github.com/plopino/plopino-mcp) [](https://glama.ai/mcp/servers/plopino/plopino-mcp) 📇 ☁️ 🍎 🪟 🐧 - Publish HTML written in chat or local files and folders to a public URL, preserving folder structure.
|
||
- [Poiuyhje/eqvps-mcp](https://github.com/Poiuyhje/eqvps-mcp) [](https://glama.ai/mcp/servers/Poiuyhje/eqvps-mcp) 📇 ☁️ - Rent and operate VPSes paid in USDC or USDT: register, provision and control power, hostname, root password, reinstalls, metrics and cancellation.
|
||
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️/🏠 - Interact with Portainer instances: container management, deployment operations and infrastructure monitoring.
|
||
- [nikhilnt1234/TokenBurnRate](https://github.com/nikhilnt1234/TokenBurnRate) [](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate) 📇 🏠 - Track LLM token costs across Claude, GPT and Gemini, with optimization hints and savings estimates.
|
||
- [CodesWhat/portkey-admin-mcp](https://github.com/CodesWhat/portkey-admin-mcp) [](https://glama.ai/mcp/servers/CodesWhat/portkey-admin-mcp) 📇 ☁️ - Portkey Admin API control plane: prompts, configs, keys, analytics, guardrails, integrations and deployments.
|
||
- [publee-dev/mcp](https://github.com/publee-dev/mcp) [](https://glama.ai/mcp/servers/publee-dev/mcp) 🎖️ 📇 ☁️ - Publish AI-generated HTML or static files to a shareable URL, with optional permanent hosting, in-place updates and password or members-only access.
|
||
- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) 🐍 🏠 - Integration with the PythonAnywhere cloud platform.
|
||
- [RajeevSirohi/mcp-server-terraform](https://github.com/RajeevSirohi/mcp-server-terraform) [](https://glama.ai/mcp/servers/RajeevSirohi/mcp-server-terraform) 📇 🏠 🍎 🪟 🐧 - Terraform operations with two-step confirmation for plan/apply/destroy, plan risk and cost analysis, drift detection, import/taint/refresh and audit logging.
|
||
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - Access Qiniu Cloud products such as Cloud Storage and media processing services.
|
||
- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - Manage Redis Cloud resources in natural language: create databases, monitor subscriptions and configure cloud deployments.
|
||
- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️/🏠 - Interact with Kubernetes clusters: API resource discovery, resource management, pod logs, metrics and events.
|
||
- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️/🏠 - Interact with Kubernetes clusters through natural language.
|
||
- [rosenvladimirov/odoo-claude-mcp](https://github.com/rosenvladimirov/odoo-claude-mcp) [](https://glama.ai/mcp/servers/rosenvladimirov/odoo-claude-mcp) 🐍 🏠 🐧 🍎 🪟 - Self-hosted server suite for Odoo ERP 15-19, plus GitHub, Portainer, OCA and Teams, with a browser terminal, Qdrant/Ollama memory and Bulgarian localization.
|
||
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - Access Tilt resources, logs and management operations for Kubernetes development environments.
|
||
- [sevalla-hosting/mcp](https://github.com/sevalla-hosting/mcp) [](https://glama.ai/mcp/servers/sevalla-hosting/mcp) 📇 ☁️ - Manage Sevalla cloud infrastructure.
|
||
- [shdomi8599/vibie-mcp](https://github.com/shdomi8599/vibie-mcp) [](https://glama.ai/mcp/servers/shdomi8599/vibie-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deploy static HTML folders to permanent Vibie URLs, with folder markers for easy redeploys.
|
||
- [shipstatic/mcp](https://github.com/shipstatic/mcp) [](https://glama.ai/mcp/servers/shipstatic/shipstatic) 📇 ☁️ - Deploy and manage static sites: upload files, get a URL and connect custom domains.
|
||
- [Sidd27/infrawise](https://github.com/Sidd27/infrawise) [](https://glama.ai/mcp/servers/Sidd27/infrawise) 📇 ☁️ 🏠 - Cloud infrastructure analysis: detect IaC drift, missing indexes, security gaps and performance anti-patterns across AWS services and databases.
|
||
- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 - Manage any Kubernetes resource, including native resources and CRDs, through natural language.
|
||
- [trackerfitness729-jpg/sitelauncher-mcp-server](https://github.com/trackerfitness729-jpg/sitelauncher-mcp-server) [](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-server) 📇 ☁️ - Deploy live HTTPS websites on subdomains or custom .xyz domains, paid in USDC on Base, with templates for crypto tokens and AI agent profiles.
|
||
- [Spaceship MCP](https://github.com/bartwaardenburg/spaceship-mcp) 📇 ☁️ - Manage domains, DNS records, contacts and marketplace listings via the Spaceship API.
|
||
- [spre-sre/lumino-mcp-server](https://github.com/spre-sre/lumino-mcp-server) 🐍 ☁️ - SRE observability for Kubernetes and OpenShift: Tekton pipeline debugging, log analysis, root cause analysis and predictive monitoring.
|
||
- [StacklokLabs/mkp](https://github.com/StacklokLabs/mkp) 🏎️ ☁️ - Interact with Kubernetes clusters: list and apply Kubernetes resources.
|
||
- [StacklokLabs/ocireg-mcp](https://github.com/StacklokLabs/ocireg-mcp) 🏎️ ☁️ - Interact with OCI registries: retrieve container image information, list tags and more.
|
||
- [stevejford/shiply-mcp](https://github.com/stevejford/shiply-mcp) [](https://glama.ai/mcp/servers/stevejford/shiply-mcp) 📇 ☁️ - Publish a static site or edge function to the web in one call, then manage updates, custom domains, SSL, env vars, databases and email.
|
||
- [stevysmith/stacktree-mcp](https://github.com/stevysmith/stacktree-mcp) [](https://glama.ai/mcp/servers/stevysmith/stacktree-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Publish agent-made HTML to private, unguessable URLs with passcode or email-domain gating, expiry, burn-after-read and in-place updates.
|
||
- [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) 🏎️ ☁️/🏠 - Kubernetes cluster operations.
|
||
- [TencentCloudBase/CloudBase-AI-ToolKit](https://github.com/TencentCloudBase/CloudBase-AI-ToolKit) 📇 ☁️ 🏠 🍎 🪟 🐧 - Backend services for WeChat Mini Programs and full-stack apps: serverless cloud functions, databases and one-click deployment.
|
||
- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) 🏎️ 🏠/☁️ - Interface with Nutanix Prism Central resources.
|
||
- [trilogy-group/aws-pricing-mcp](https://github.com/trilogy-group/aws-pricing-mcp) 🏎️ ☁️/🏠 - Get up-to-date EC2 prices in one call from a pre-parsed AWS price catalogue.
|
||
- [txn2/kubefwd](https://github.com/txn2/kubefwd) 🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring and pod log streaming.
|
||
- [vishalsg42/munim](https://github.com/vishalsg42/munim) [](https://glama.ai/mcp/servers/vishalsg42/munim) 🐍 🏠 🍎 - Multi-client MCP proxy: read across every client's accounts, write only to the named one, via providers' own MCP tools (Cloudflare, Vercel, Notion and more).
|
||
- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - Query book information.
|
||
- [weibaohui/k8m](https://github.com/weibaohui/k8m) 🏎️ ☁️/🏠 - Multi-cluster Kubernetes management and operations with a management UI and logging, covering common DevOps tasks for standard and CRD resources.
|
||
- [weibaohui/kom](https://github.com/weibaohui/kom) 🏎️ ☁️/🏠 - Multi-cluster Kubernetes management and operations, embeddable as an SDK, covering common DevOps tasks for standard and CRD resources.
|
||
- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 - Kubernetes management plus cluster and application health analysis.
|
||
- [akkireddy-challa/k8s-mcp-server](https://github.com/akkireddy-challa/k8s-mcp-server) [](https://glama.ai/mcp/servers/akkireddy-challa/k8s-mcp-server) 🐍 ☁️ 🏠 - Kubernetes cluster operations: inspect pods, deployments, services and logs.
|
||
- [Woobox/hatchable-mcp](https://github.com/Woobox/hatchable-mcp) [](https://glama.ai/mcp/servers/Woobox/hatchable-mcp) 🎖️ ☁️ - Build and host full-stack web apps and sites on Hatchable, with per-project database, auth, storage, domains and cron.
|
||
- [x7even/cloudcostsmcp](https://github.com/x7even/cloudcostsmcp) [](https://glama.ai/mcp/servers/x7even/cloudcostsmcp) 🏎️ ☁️ 🍎 🪟 🐧 - Live AWS, GCP and Azure prices for FinOps: public list prices and enterprise negotiated rates (Reserved Instances, Savings Plans, CUDs, EDPs).
|
||
- [xmpuspus/cloudwright](https://github.com/xmpuspus/cloudwright) [](https://glama.ai/mcp/servers/xmpuspus/cloudwright) 🐍 ☁️ - Cloud architecture design for AWS, GCP, Azure and Databricks: cost estimates, compliance checks, Terraform/CloudFormation export and blast-radius analysis.
|
||
- [xns-cloud/relayer-mcp](https://github.com/xns-cloud/relayer-mcp) [](https://glama.ai/mcp/servers/xns-cloud/relayer-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Install and manage a self-hosted XNS Relayer, S3-compatible object storage on a decentralized provider network: setup, health, configuration and backups.
|
||
- [zw008/VMware-AIops](https://github.com/zw008/VMware-AIops) [](https://glama.ai/mcp/servers/zw008/vmware-aiops) 🐍 ☁️ - VMware vSphere/vCenter management: VM lifecycle, deployment, guest operations, snapshots and clusters, with confirmation gates, dry-run mode and audit logging.
|
||
- [zw008/VMware-AVI](https://github.com/zw008/VMware-AVI) [](https://glama.ai/mcp/servers/zw008/vmware-avi) 🐍 ☁️ - VMware Avi Load Balancer (NSX ALB) management with AKO Kubernetes integration: virtual services, pools, analytics metrics and AKO lifecycle.
|
||
- [zw008/VMware-Monitor](https://github.com/zw008/VMware-Monitor) [](https://glama.ai/mcp/servers/zw008/vmware-monitor) 🐍 ☁️ - Read-only VMware vSphere/vCenter monitoring: inventory, alarms, events, host health, VM info and snapshot listing.
|
||
- [zw008/VMware-NSX](https://github.com/zw008/VMware-NSX) [](https://glama.ai/mcp/servers/zw008/vmware-nsx) 🐍 ☁️ - VMware NSX network management: segments, Tier-0/Tier-1 gateways, NAT rules, static/BGP routing and IPAM pools, with dry-run previews and delete confirmation.
|
||
- [zw008/VMware-NSX-Security](https://github.com/zw008/VMware-NSX-Security) [](https://glama.ai/mcp/servers/zw008/vmware-nsx-security) 🐍 ☁️ - VMware NSX security: Distributed Firewall policies and rules, security groups, Traceflow troubleshooting and IDS/IPS profiles, with checks before deletion.
|
||
- [zw008/VMware-Storage](https://github.com/zw008/VMware-Storage) [](https://glama.ai/mcp/servers/zw008/vmware-storage) 🐍 ☁️ - VMware vSphere storage management: NFS/VMFS datastores, iSCSI software adapters and dynamic targets, and vSAN cluster operations, with dry-run previews.
|
||
- [zw008/VMware-VKS](https://github.com/zw008/VMware-VKS) [](https://glama.ai/mcp/servers/zw008/vmware-vks) 🐍 ☁️ - VMware Tanzu / vSphere Kubernetes Service: Supervisor cluster, namespace and Tanzu Kubernetes Cluster lifecycle, with dry-run mode and kubeconfig export.
|
||
- [zyli5313/dochost-mcp](https://github.com/zyli5313/dochost-mcp) [](https://glama.ai/mcp/servers/zyli5313/dochost-mcp) 📇 ☁️ - Publish Markdown or HTML to a public shareable link, served script-free from a separate cookieless origin.
|
||
|
||
### 👨💻 <a name="code-execution"></a>Code Execution
|
||
|
||
Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.
|
||
|
||
- [alfonsograziano/node-code-sandbox-mcp](https://github.com/alfonsograziano/node-code-sandbox-mcp) 📇 🏠 - Run JavaScript snippets in isolated Docker sandboxes with on-the-fly npm dependency installation and clean teardown.
|
||
- [alvii147/piston-mcp](https://github.com/alvii147/piston-mcp) 🐍 ☁️ 🐧 🍎 🪟 - Execute code through the Piston remote code execution engine.
|
||
- [asif-nvc/e2b-sandbox-mcp](https://github.com/asif-nvc/e2b-sandbox-mcp) [](https://glama.ai/mcp/servers/asif-nvc/e2b-sandbox-mcp) 📇 ☁️ 🍎 🪟 🐧 - E2B cloud sandboxes: create isolated Linux VMs, clone repos, run commands, manage files and perform git operations without touching the local machine.
|
||
- [ckanthony/openapi-mcp](https://github.com/ckanthony/openapi-mcp) 🏎️ ☁️ - Access any API through its existing OpenAPI documentation.
|
||
- [dagger/container-use](https://github.com/dagger/container-use) 🏎️ 🏠 🐧 🍎 🪟 - Containerized environments for coding agents: each agent works in its own fresh container and git branch, with execution history and terminal access.
|
||
- [fstandhartinger/sandbox-as-a-service-mcp](https://github.com/fstandhartinger/sandbox-as-a-service-mcp) 🎖️ 📇 ☁️ - Dedicated Linux VM sandboxes for untrusted, model-generated code: run commands, move files, expose a preview URL and destroy the VM.
|
||
- [gwbischof/outsource-mcp](https://github.com/gwbischof/outsource-mcp) 🐍 ☁️ - Delegate tasks to other AI providers' models, e.g. ask OpenAI to generate an image.
|
||
- [hileamlakB/PRIMS](https://github.com/hileamlakB/PRIMS) 🐍 🏠 - Python runtime interpreter that executes submitted code in an isolated environment.
|
||
- [ksterx/srunx](https://github.com/ksterx/srunx) [](https://glama.ai/mcp/servers/ksterx/srunx) 🐍 🏠 🐧 🍎 - Submit SLURM jobs, run YAML workflows, monitor GPU resources, manage SSH profiles and sync files with local or SSH-remote HPC clusters.
|
||
- [mavdol/capsule/mcp-server](https://github.com/mavdol/capsule/tree/main/integrations/mcp-server) [](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server) 🦀 🏠 🍎 🪟 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes.
|
||
- [musharna/jobd](https://github.com/musharna/jobd) [](https://glama.ai/mcp/servers/musharna/jobd) 🐍 🏠 🍎 🪟 🐧 - Self-hostable GPU-aware job broker: dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier and monitor them across sessions.
|
||
- [HanSur94/matlab-mcp-server-python](https://github.com/HanSur94/matlab-mcp-server-python) [](https://glama.ai/mcp/servers/HanSur94/matlab-mcp-server-python) 🐍 🏠 🍎 🪟 🐧 - MATLAB integration: execute code, run async jobs with progress reporting, get interactive Plotly plots and expose custom .m functions as tools.
|
||
- [ouvreboite/openapi-to-mcp](https://github.com/ouvreboite/openapi-to-mcp) #️⃣ ☁️ - Access any API via its OpenAPI specification, with full JSON Schema support for parameters and request bodies.
|
||
- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - JavaScript sandbox that uses V8 isolation to run AI-generated code locally, with heap snapshotting for persistent sessions.
|
||
- [Reachpad/reachpad-mcp](https://github.com/Reachpad/reachpad-mcp) [](https://glama.ai/mcp/servers/qjk8wultuz) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Persistent cloud dev environments for coding agents: create, run commands, checkpoint and fork, with files, services and terminal state kept between calls.
|
||
- [rikarazome/prolog-reasoner](https://github.com/rikarazome/prolog-reasoner) [](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner) 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation as failure and recursion.
|
||
- [SebastianGilPinzon/colab-mcp](https://github.com/SebastianGilPinzon/colab-mcp) [](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp) 🐍 🏠 🍎 🪟 🐧 - Control Google Colab notebooks and assign GPUs (T4/L4/A100). Fork of Google's colab-mcp with all tools visible at startup and Windows support.
|
||
- [Sowiedu/Edict](https://github.com/Sowiedu/Edict) [](https://glama.ai/mcp/servers/sowiedu/edict) 📇 🏠 - Agent-oriented programming language: agents emit a JSON AST that the compiler validates, type- and effect-checks, verifies with Z3/SMT and compiles to WASM.
|
||
- [telleroutlook/agentkit-js/mcp-server](https://github.com/telleroutlook/agentkit-js/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/telleroutlook/agentkit-js) 📇 ☁️ 🏠 🐧 🍎 🪟 - Code-mode MCP server: collapses user-defined tools into code execution plus docs search, sandboxed in node:vm, WASM or remote microVMs.
|
||
- [The-40-Thieves/codecalc](https://github.com/The-40-Thieves/codecalc) [](https://glama.ai/mcp/servers/The-40-Thieves/codecalc) 🐍 🏠 🍎 🪟 🐧 - Code and logic calculator with an offline core: run code, exact symbolic math, SMT/logic and complexity analysis, with optional gVisor/AppContainer sandboxing.
|
||
- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Run LLM-generated code in a YepCode sandbox and create custom MCP tools in JavaScript or Python with npm and PyPI packages.
|
||
### 🤖 <a name="coding-agents"></a>Coding Agents
|
||
|
||
Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.
|
||
|
||
- [abnegate/magents](https://github.com/abnegate/magents) [](https://glama.ai/mcp/servers/abnegate/magents) 🦀 🏠 🍎 🐧 - Shared session bus for coding agents such as Claude Code, Codex and Grok: list, read, hand off, message and spawn live agent sessions via MCP or CLI.
|
||
- [5dive-ai/5dive-mcp](https://github.com/5dive-ai/5dive-mcp) [](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp) 📇 🏠 🍎 🪟 🐧 - Manage a 5dive agent fleet: file tasks, message and inspect agents, and read the fleet digest.
|
||
- [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) 📇 ☁️ - Explore and download AI agent blueprints: list them, get summaries and download full Agent Skills directories for coding agents to implement.
|
||
- [dugubuyan/agent-nexus](https://github.com/dugubuyan/agent-nexus) [](https://glama.ai/mcp/servers/dugubuyan/agent-nexus) 🐍 🏠 ☁️ - Document exchange for coding agents across services: versioned Markdown store, pub-sub notifications with structured diffs and lifecycle stage tracking.
|
||
- [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) 🐍 🏠 🍎 🪟 🐧 - AI council: query CLI agents (Claude Code, Codex, Gemini and OpenCode) in parallel with deliberation rounds.
|
||
- [sshahzaiib/agy-bridge](https://github.com/sshahzaiib/agy-bridge) [](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate tasks to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups and second-opinion code reviews, with quota-aware model failover.
|
||
- [alpadalar/netops-mcp](https://github.com/alpadalar/netops-mcp) 🐍 🏠 - DevOps and networking tools: network monitoring, system diagnostics, automation workflows and infrastructure management.
|
||
- [aresyn/codex-control-plane-mcp](https://github.com/aresyn/codex-control-plane-mcp) [](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp) 🐍 🏠 🪟 - Control plane for long-running Codex Desktop tasks: submit asynchronously, poll state, approve Plan Mode, recover retries and search SQLite-backed history.
|
||
- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Structured, model-driven interaction with network devices via Cisco pyATS.
|
||
- [avansaber/tailtest-cline](https://github.com/avansaber/tailtest-cline) [](https://glama.ai/mcp/servers/avansaber/tailtest-cline) 🐍 🏠 🍎 🪟 🐧 - Adversarial test generation in Cline: detects the stack, writes and runs tests, and classifies failures as real bugs, environment problems or test bugs.
|
||
- [aybelatchane/mcp-server-terminal](https://github.com/aybelatchane/mcp-server-terminal) 🦀 🏠 🍎 🪟 🐧 - Interact with TUI/CLI applications through a structured terminal state tree with element detection, like Playwright for terminals.
|
||
- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) 📇 ☁️ 🏠 - IDE assistance for the Intlayer i18n/CMS tool: CLI access and documentation.
|
||
- [lawrencehui/Citio](https://github.com/lawrencehui/Citio) [](https://glama.ai/mcp/servers/lawrencehui/Citio) 📇 ☁️ - Self-hosted Slack bot: mention it and Claude Code or Codex investigates CloudWatch logs, runs tests and opens PRs, with credentials held by an MCP server.
|
||
- [claimidx/claimidx](https://github.com/claimidx/claimidx) [](https://glama.ai/mcp/servers/claimidx/claimidx) 🐍 🏠 🍎 🪟 🐧 - Shared, signed index of failures other coding agents already solved: check it before retrying and ingest fixes so the next agent does not repeat the work.
|
||
- [spyrae/claude-concilium](https://github.com/spyrae/claude-concilium) 📇 🏠 🍎 🪟 🐧 - Multi-agent consultation for Claude Code: MCP servers wrapping Codex, Gemini and Qwen CLIs for parallel code review and problem-solving with fallback chains.
|
||
- [blakerouse/ssh-mcp](https://github.com/blakerouse/ssh-mcp) 🏎️ 🏠 🍎 🪟 🐧 - SSH control for Linux and Windows servers, with long-running commands and execution on multiple hosts at once.
|
||
- [bshea-1/Routed](https://github.com/bshea-1/Routed) [](https://glama.ai/mcp/servers/bshea-1/Routed) 📇 🏠 🍎 🪟 🐧 - Local router for Agent Skills across coding agents and MCP clients, with hybrid matching on the local CPU that spends no tokens.
|
||
- [sipyourdrink-ltd/bernstein](https://github.com/sipyourdrink-ltd/bernstein) [](https://glama.ai/mcp/servers/chernistry/bernstein) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Deterministic orchestrator for CLI coding agents such as Claude Code, Codex and Aider, with per-agent git worktrees, an audit trail and cost-aware routing.
|
||
- [andreilungeanu/cursor-delegate-mcp](https://github.com/andreilungeanu/cursor-delegate-mcp) [](https://glama.ai/mcp/servers/andreilungeanu/cursor-delegate-mcp) 📇 🏠 🍎 🪟 🐧 - Delegate multi-file implementation to Cursor's CLI agent over ACP and get typed results: final message, changed files, session ID and plan.
|
||
- [danieldoderlein/llm-bus](https://github.com/danieldoderlein/llm-bus) [](https://glama.ai/mcp/servers/danieldoderlein/llm-bus) 📇 ☁️ 🏠 - Coordination bus for multiple coding agents: atomic claims, advisory file leases, a shared event ledger, presence, handoffs and a task graph. Self-hostable.
|
||
- [polymatx/dibs](https://github.com/polymatx/dibs) [](https://glama.ai/mcp/servers/polymatx/dibs) 🏎️ 🏠 🍎 🪟 🐧 - Coordinate parallel coding agents: TTL file claims across git worktrees, hooks blocking colliding edits, presence, handoff notes and searchable lessons.
|
||
- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - Search, retrieve and solve LeetCode problems, with metadata filtering and access to user profiles, submissions and contest data.
|
||
- [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) 📇 🏠 - Turn any CLI tool with --help output into an MCP server, with caching.
|
||
- [ejentum/ejentum-mcp](https://github.com/ejentum/ejentum-mcp) [](https://glama.ai/mcp/servers/ejentum/ejentum-mcp) 📇 🏠 - Reasoning, code, anti-deception and memory tools for AI agents.
|
||
- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍 🏠 - Coding agent with basic read, write and command line tools.
|
||
- [elhamid/llm-council](https://github.com/elhamid/llm-council) 🐍 🏠 - Multi-LLM deliberation with anonymized peer review: parallel responses, anonymous ranking and synthesis, based on Andrej Karpathy's LLM Council concept.
|
||
- [freema/openclaw-mcp](https://github.com/freema/openclaw-mcp) [](https://glama.ai/mcp/servers/@freema/openclaw-mcp) 📇 ☁️ 🏠 - Delegate tasks to OpenClaw AI assistant agents with sync and async tools.
|
||
- [Get-Concord-AI/concord-mcp](https://github.com/Get-Concord-AI/concord-mcp) [](https://glama.ai/mcp/servers/Get-Concord-AI/concord-mcp) 📇 🏠 🍎 🪟 🐧 - Communication and shared work state across coding agent harnesses: live messages, scope claims before editing, preserved decisions and evidence handoffs.
|
||
- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) - Access iTerm: run commands and ask questions about what is shown in the terminal.
|
||
- [foldwork-dev/mcp-injector](https://github.com/foldwork-dev/mcp-injector) [](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector) 🏎️ 🏠 🍎 🪟 🐧 - Local daemon that pre-indexes a codebase into a SQLite catalog and serves AST-compressed snapshots on every query to reduce token usage.
|
||
- [TT-Wang/forge](https://github.com/TT-Wang/forge) [](https://glama.ai/mcp/servers/TT-Wang/forge) 📇 🏠 🍎 🪟 🐧 - Structured planning and validation for Claude Code: turns an objective into a validated DAG of modules built by worker agents in parallel git worktrees.
|
||
- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run arbitrary commands and scripts.
|
||
- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) 🦀 🏠 - Rust reimplementation of WCGW for coding agents: shell execution and file management.
|
||
- [hampsterx/claude-mcp-bridge](https://github.com/hampsterx/claude-mcp-bridge) [](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge) 📇 🏠 🍎 🪟 🐧 - Wraps the Claude Code CLI as MCP tools for queries, search, structured output and sessions, with budget caps and granular tool sandboxing.
|
||
- [hellob1889/Pandaone-AI-Agent](https://github.com/hellob1889/Pandaone-AI-Agent) [](https://glama.ai/mcp/servers/hellob1889/pandaone-ai-agent) 🐍 🏠 🍎 🪟 🐧 - Requires every AI agent code change to leave a problem, reason and approach audit record before commit, with a pre-commit hook and audit trail dashboard.
|
||
- [TheBlueHouse75/hermes-action-bridge](https://github.com/TheBlueHouse75/hermes-action-bridge) [](https://glama.ai/mcp/servers/TheBlueHouse75/hermes-action-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate real-world actions to Hermes Agent: research, browser workflows, messaging, scheduling and skills, with risky actions requiring approval.
|
||
- [irskep/persistproc](https://github.com/irskep/persistproc) 🐍 🏠 - See and control long-running processes such as web servers: start, stop, restart and read logs.
|
||
- [jigyasudham/veto](https://github.com/jigyasudham/veto) [](https://glama.ai/mcp/servers/jigyasudham/veto) 📇 🏠 🍎 🪟 🐧 - Specialist agent council for AI coding CLIs with a self-learning router, cross-CLI memory and guards against dependency hallucinations and decision drift.
|
||
- [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) 📇 ☁️ - Access LeetCode problems, solutions, submissions and public data, with optional login for user features such as notes; supports the global and China sites.
|
||
- [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) 📇 🏠 - Work in a VS Code workspace: read the directory structure, see linter and language server problems, read code files and make edits.
|
||
- [Keesan12/martin-loop](https://github.com/Keesan12/martin-loop) [](https://glama.ai/mcp/servers/Keesan12/martin-loop) 📇 🏠 - Governed runtime for AI coding agents with budget caps, verifier gates, runaway-loop prevention, rollback evidence and inspectable run receipts.
|
||
- [Komdosh/komnet](https://github.com/Komdosh/komnet) [](https://glama.ai/mcp/servers/Komdosh/komnet) 📇 🏠 🍎 🐧 - Git-backed message bus for coding agents on different machines, with no server: questions, answers, decisions, claimable tasks and delegated repo reviews.
|
||
- [louis030195/terminator-mcp-agent](https://github.com/mediar-ai/terminator/tree/main/crates/terminator-mcp-agent) 🦀 📇 🏠 🍎 🪟 🐧 - Desktop GUI automation on Windows, macOS and Linux via accessibility APIs instead of screenshots, plus workflow recording, data extraction and DOM inspection.
|
||
- [Luckycat133/traecnclaw-mcp-skill](https://github.com/Luckycat133/traecnclaw-mcp-skill) [](https://glama.ai/mcp/servers/Luckycat133/traecnclaw-mcp-skill) 📇 🏠 🍎 - Local server and Agent Skill for TraeCN desktop automation on macOS.
|
||
- [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - Safe Python interpreter based on Hugging Face smolagents' LocalPythonExecutor.
|
||
- [micl2e2/code-to-tree](https://github.com/micl2e2/code-to-tree) 🌊 🏠 📟 🐧 🪟 🍎 - Convert source code into an AST, regardless of language.
|
||
- [misiektoja/kill-process-mcp](https://github.com/misiektoja/kill-process-mcp) 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries.
|
||
- [myelixlabs/synapse-mcp](https://github.com/myelixlabs/synapse-mcp) [](https://glama.ai/mcp/servers/myelixlabs/synapse-mcp) 📇 🏠 🍎 🪟 🐧 - Convert a codebase into a local AST knowledge graph that gives coding agents structural context for navigation and refactoring.
|
||
- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command-line execution with customizable security policies.
|
||
- [nandhakumar-murugan/gemini-antigravity-bridge](https://github.com/nandhakumar-murugan/gemini-antigravity-bridge) [](https://glama.ai/mcp/servers/nandhakumar-murugan/gemini-antigravity-bridge) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Bidirectional bridge between Gemini Spark and the Antigravity IDE: coding subagent dispatch, shared memory, local file operations and Spark app orchestration.
|
||
- [natiixnt/redcon](https://github.com/natiixnt/redcon) [](https://glama.ai/mcp/servers/natiixnt/redcon) 🐍 🏠 🍎 🪟 🐧 - Deterministic repository context packing for coding agents: selects, compresses, caches and budgets only the files a task needs, without an LLM in the loop.
|
||
- [nesquikm/mcp-rubber-duck](https://github.com/nesquikm/mcp-rubber-duck) 📇 🏠 ☁️ - Bridge to multiple OpenAI-compatible LLMs for rubber duck debugging: explain a problem to several AI ducks and get different perspectives.
|
||
- [nihalxkumar/arch-mcp](https://github.com/nihalxkumar/arch-mcp) 🐍 🏠 🐧 - Search the Arch Wiki and AUR, get package info, check for updates, install packages and analyze PKGBUILDs, from Arch or non-Arch systems.
|
||
- [ooples/mcp-console-automation](https://github.com/ooples/mcp-console-automation) 📇 🏠 🍎 🪟 🐧 - Console automation and monitoring, like Playwright for terminal apps: session management, SSH, testing, monitoring and background jobs.
|
||
- [oraios/serena](https://github.com/oraios/serena) 🐍 🏠 - Coding agent that uses language servers for symbolic code operations.
|
||
- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - Approval-first local terminal control: policy-based command planning and approval, DeepSeek as an advisor, and signed execution receipts.
|
||
- [Q00/ouroboros](https://github.com/Q00/ouroboros) [](https://glama.ai/mcp/servers/Q00/ouroboros) 🐍 🏠 🍎 🪟 🐧 - Local agent OS for spec-first AI coding: a replayable, ledger-recorded interview, seed, execute, evaluate and evolve loop that MCP clients can drive.
|
||
- [pdavis68/RepoMapper](https://github.com/pdavis68/RepoMapper) 🐧 🪟 🍎 - Dynamic map of chat-related repository files with their function prototypes and related files, ranked by relevance, based on Aider's Repo Map.
|
||
- [plori-ai/plori](https://github.com/plori-ai/plori) [](https://glama.ai/mcp/servers/plori-ai/plori) 🎖️ 🏎️ ☁️ - Create and drive hosted plori agents with persistent disk, tools and memory: invoke agents, manage the human-in-the-loop queue and schedule deferred runs.
|
||
- [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - Catch vague Claude Code prompts before they waste tokens: prompt scorecards, session history search, cross-service contract awareness and cost estimation.
|
||
- [PsChina/deepseek-as-subagent](https://github.com/PsChina/deepseek-as-subagent) [](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent) 🐍 🏠 🍎 🪟 🐧 - Run DeepSeek as a sub-agent in Claude Code or Codex CLI, with its own agent loop for reading, editing and running commands in a sandboxed workspace.
|
||
- [djerok/glm-mcp](https://github.com/djerok/glm-mcp) [](https://glama.ai/mcp/servers/djerok/glm-mcp) 📇 🏠 🍎 🪟 🐧 - Run GLM (Zhipu/Z.ai) as a sub-agent in Claude Code or GitHub Copilot with its own read/write/edit/run loop, Opus-vs-GLM routing and diff/dry-run oversight.
|
||
- [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis and debate with ChatGPT, Claude and Gemini, including consensus and OWASP Top 10 checks.
|
||
- [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - Framework for building multi-agent systems that coordinate over MCP, with task management, shared context and RAG.
|
||
- [sena-labs/oz-mcp-server](https://github.com/sena-labs/OzBridge) [](https://glama.ai/mcp/servers/sena-labs/OzBridge) 📇 🏠 🍎 🪟 🐧 - Unofficial bridge from Warp's Oz coding agent to any IDE or MCP client, plus native @oz in VS Code Copilot Chat.
|
||
- [shashankss1205/codegraphcontext](https://github.com/Shashankss1205/CodeGraphContext) 🐍 🏠 🍎 🪟 🐧 - Index local code into a graph database to give AI assistants context, with graphical code visualizations for humans.
|
||
- [sim-xia/blind-auditor](https://github.com/Sim-xia/Blind-Auditor) 🐍 🏠 🍎 🪟 🐧 - Make AI self-correct its generated output through prompt injection, independent self-auditing and context isolation.
|
||
- [sim-xia/skill-cortex-server](https://github.com/Sim-xia/skill-cortex-server) 🐍 🏠 🍎 🪟 🐧 - Use Claude Code Skills from any IDE or CLI.
|
||
- [sonirico/mcp-shell](https://github.com/sonirico/mcp-shell) 🏎️ 🏠 🍎 🪟 🐧 - Run shell commands securely, auditably and on demand in isolated environments such as Docker.
|
||
- [stippi/code-assistant](https://github.com/stippi/code-assistant) 🦀 🏠 - Coding agent with basic tools for listing, reading, editing and writing files, running commands and web search, supporting multiple projects at once.
|
||
- [SunflowersLwtech/mcp_creator_growth](https://github.com/SunflowersLwtech/mcp_creator_growth) 🐍 🏠 🍎 🪟 🐧 - Learning sidecar for AI coding assistants: quizzes developers on AI-generated changes and gives agents persistent project-specific debugging memory via RAG.
|
||
- [tiianhk/MaxMSP-MCP-Server](https://github.com/tiianhk/MaxMSP-MCP-Server) 🐍 🏠 - Coding agent for Max (Max/MSP/Jitter), the visual programming language for music and multimedia.
|
||
- [eabz/tirith](https://github.com/eabz/tirith) [](https://glama.ai/mcp/servers/eabz/tirith) 🦀 🏠 🍎 🪟 🐧 - Coordinate parallel coding agents: TTL file claims, a task board with dependencies, versioned interface contracts, change notices and a decisions log.
|
||
- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp) 📇 🏠 🐧 🪟 - SSH control for Linux and Windows servers: execute remote shell commands with password or SSH key authentication.
|
||
- [Touchpoint-Labs/touchpoint](https://github.com/Touchpoint-Labs/touchpoint) [](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint) 🐍 🏠 🍎 🪟 🐧 - See, find and interact with UI elements in any desktop application, like Playwright for the whole OS.
|
||
- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - Secure shell command execution.
|
||
- [umum-ai/claude-codex-bridge](https://github.com/umum-ai/claude-codex-bridge) [](https://glama.ai/mcp/servers/umum-ai/claude-codex-bridge) 📇 🏠 - Run Codex agents from Claude Code through MCP and Channels, with live progress notifications, mid-task steering and session continuation.
|
||
- [VertexStudio/developer](https://github.com/VertexStudio/developer) 🦀 🏠 🍎 🪟 🐧 - Developer tools for file editing, shell command execution and screen capture.
|
||
- [VibeKit-Bot/vibekit-mcp](https://github.com/VibeKit-Bot/vibekit-mcp) [](https://glama.ai/mcp/servers/VibeKit-Bot/vibekit-mcp) 📇 ☁️ - Build, deploy and manage hosted VibeKit apps, each with a live URL and its own persistent server-side agent to chat with.
|
||
- [VoDaiLocz/kilo-kit-mcp](https://github.com/VoDaiLocz/kilo-kit-mcp) [](https://glama.ai/mcp/servers/VoDaiLocz/kilo-kit-mcp) 📇 🏠 🍎 🪟 🐧 - Runtime and skill library for coding agents: C4 workflow gates, guarded command execution and reasoning engines like Tree of Thoughts and 5 Whys.
|
||
- [wende/cicada](https://github.com/wende/cicada) 🐍 🏠 🍎 🪟 🐧 - Code intelligence for Elixir: module search, function tracking and PR attribution via tree-sitter AST parsing.
|
||
- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇 🏠 🍎 🪟 🐧 - Manage and execute programs, and read, write, search and edit code and text files.
|
||
- [wulun811/LiuHe](https://github.com/wulun811/LiuHe) [](https://glama.ai/mcp/servers/wulun811/LiuHe) 🦀 📇 🏠 - Code tools for LLMs to read, understand and modify code, using a tree-sitter parser, SQLite index and transactional writes.
|
||
- [x51xxx/codex-mcp-tool](https://github.com/x51xxx/codex-mcp-tool) 📇 ☁️ - Connect an IDE or AI assistant to Codex CLI for code analysis and editing, with support for multiple models.
|
||
- [x51xxx/copilot-mcp-server](https://github.com/x51xxx/copilot-mcp-server) 📇 ☁️ - Connect an IDE or AI assistant to GitHub Copilot CLI for code analysis, review and batch processing.
|
||
- [eliottreich/taskbounty-mcp-server](https://github.com/eliottreich/taskbounty-mcp-server) [](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server) 📇 ☁️ - Post and fund TaskBounty bounties for GitHub bugs and test coverage, or solve them with PRs that include regression tests and are verified in a sandbox.
|
||
- [Yomiracle/trinity-lite](https://github.com/Yomiracle/trinity-lite) [](https://glama.ai/mcp/servers/Yomiracle/trinity-lite) 🐍 🏠 - Local task bus for CLI AI agents such as Codex and Claude Code: route work, persist state in SQLite and collaborate through a shared server.
|
||
- [REX-codebase/fable-mode](https://github.com/REX-codebase/fable-mode) [](https://glama.ai/mcp/servers/REX-codebase/fable-mode) 🐍 🏠 🍎 🪟 🐧 - Control plane for AI coding agents: time-locks writing, requires evidence for claims, runs adversarial review and keeps a sealed verification record.
|
||
|
||
### 🖥️ <a name="command-line"></a>Command Line
|
||
Run commands, capture output and otherwise interact with shells and command line tools.
|
||
|
||
- [20000419/fauxnix](https://github.com/20000419/fauxnix) [](https://glama.ai/mcp/servers/20000419/fauxnix) 📇 🏠 🪟 - Bash for AI agents on Windows via deterministic bash-to-PowerShell translation, without WSL or a VM, with GNU-style output and persistent cwd and env.
|
||
- [AICommander-dev/aicommander](https://github.com/AICommander-dev/aicommander) [](https://glama.ai/mcp/servers/AICommander-dev/aicommander) 📇 ☁️ 🍎 🪟 🐧 - Outbound-only remote shell, detached long-running jobs and temporary file transfer for AI agents, without exposing SSH, ports or a VPN.
|
||
- [bvisible/mcp-ssh-manager](https://github.com/bvisible/mcp-ssh-manager) [](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager) 📇 🏠 🍎 🪟 🐧 - Manage multiple SSH servers: commands, file transfer and rsync, database dumps and queries, backups, health monitoring, tunnels and per-server security modes.
|
||
- [cygnussystems/cygnus-ssh-mcp](https://github.com/cygnussystems/cygnus-ssh-mcp) [](https://glama.ai/mcp/servers/cygnussystems/cygnus-ssh-mcp) 🐍 🏠 🍎 🪟 🐧 - SSH control of remote Linux, macOS and Windows servers: line-level file editing, background tasks, sudo, host aliases, and directory and archive operations.
|
||
- [danmartuszewski/hop](https://github.com/danmartuszewski/hop) 🏎️ - SSH connection manager with a TUI dashboard for discovering, searching and running commands on remote hosts.
|
||
- [dbhq-uk/heliograph](https://github.com/dbhq-uk/heliograph) [](https://glama.ai/mcp/servers/dbhq-uk/heliograph) 🏎️ 🏠 🍎 🪟 🐧 - Run commands on machines you cannot SSH into, such as air-gapped or bastion-only hosts, via git, file shares or S3, with timestamped run logs.
|
||
- [dwgx/SmartCLI](https://github.com/dwgx/SmartCLI) [](https://glama.ai/mcp/servers/dwgx/SmartCLI) 🐍 🏠 🍎 🪟 🐧 - Drive full-screen terminal programs such as vim, htop and lazygit by reading the screen as a live cell grid with cursor, selection and alt-screen state.
|
||
- [faizbawa/mcp-remote-ssh](https://github.com/faizbawa/mcp-remote-ssh) [](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh) 🐍 🏠 🍎 🪟 🐧 - SSH access with persistent sessions, SFTP and port forwarding, with secrets injected via stdin and redacted from output before reaching the LLM.
|
||
- [gerard-kanters/mcp-linux-tools](https://github.com/gerard-kanters/mcp-linux-tools) [](https://glama.ai/mcp/servers/gerard-kanters/mcp-linux-tools) 🐍 🏠 🐧 - Administer a Linux server: read files and logs, manage systemd services and cron jobs, run read-only MySQL queries, WP-CLI, Git and sandboxed Python.
|
||
- [hypnosis/ssh-mcp-server](https://github.com/hypnosis/ssh-mcp-server) [](https://glama.ai/mcp/servers/hypnosis/ssh-mcp-server) 📇 🏠 🍎 🐧 - Remote server work via the local OpenSSH client: run commands, transfer files with checksums, search logs and audit hosts, with destructive commands blocked.
|
||
- [lacs-project/sysknife](https://github.com/lacs-project/sysknife) [](https://glama.ai/mcp/servers/lacs-project/sysknife) 🦀 🏠 🐧 - Linux system administration via typed actions instead of shell strings, with a signed audit log, one-time approval receipts and automatic rollback.
|
||
- [luisgf/infrabroker](https://github.com/luisgf/infrabroker) [](https://glama.ai/mcp/servers/luisgf/infrabroker) 🏎️ 🏠 ☁️ 🍎 🐧 - Self-hosted SSH and Kubernetes access broker: ephemeral per-operation credentials the model never sees, per-command firewall, human approvals and audit log.
|
||
- [nvms/tui-mcp](https://github.com/nvms/tui-mcp) [](https://glama.ai/mcp/servers/nvms/tui-mcp) 📇 🏠 🍎 🪟 🐧 - Launch, screenshot and interact with any TUI app.
|
||
- [PsYcGoD/sage](https://github.com/PsYcGoD/sage) [](https://glama.ai/mcp/servers/PsYcGoD/sage) 📇 🏠 🍎 🪟 🐧 - Local command wrapper for AI coding agents: runs shell commands, stores history locally and returns compressed terminal output to reduce context noise.
|
||
- [raychao-oao/pty-mcp](https://github.com/raychao-oao/pty-mcp) [](https://glama.ai/mcp/servers/raychao-oao/pty-mcp) 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents: local shells, persistent SSH sessions with attach/detach, and serial ports.
|
||
- [soren-achebe/backscroll](https://github.com/soren-achebe/backscroll) [](https://glama.ai/mcp/servers/soren-achebe/backscroll) 🏎️ 🏠 🍎 🐧 - Search, retrieve and diff the output of past terminal commands, recorded locally with exit codes, cwd and duration, with secret redaction by default.
|
||
- [ferodrigop/forge](https://github.com/ferodrigop/forge) [](https://glama.ai/mcp/servers/ferodrigop/forge) 📇 🏠 - Terminal for AI coding agents: persistent PTY sessions, incremental reads, headless screen capture, multi-agent orchestration and a web dashboard.
|
||
- [WhenLabs-org/when](https://github.com/WhenLabs-org/when) [](https://glama.ai/mcp/servers/WhenLabs-org/when) 📇 🏠 🍎 🪟 🐧 - Developer toolkit: stack detection for AI context files, port conflicts, .env schema validation, docs drift, dependency license audits and task timing.
|
||
- [LukeLamb/claude-terminal-mcp](https://github.com/LukeLamb/claude-terminal-mcp) [](https://glama.ai/mcp/servers/LukeLamb/claude-terminal-mcp) 📇 🏠 🐧 🍎 - Terminal, filesystem and background-job tools for Linux and macOS.
|
||
- [HasanJahidul/terminal-history-mcp](https://github.com/HasanJahidul/terminal-history-mcp) [](https://glama.ai/mcp/servers/HasanJahidul/terminal-history-mcp) 📇 🏠 🍎 🐧 - Local full-text search over zsh, bash and fish history, with secret redaction and optional capture of cwd, exit code and duration.
|
||
- [HasanJahidul/localhost-mcp](https://github.com/HasanJahidul/localhost-mcp) [](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp) 📇 🏠 🍎 🪟 🐧 - Inspect, manage and kill local dev servers: see what listens on each port, diagnose port conflicts, find zombie processes and kill by PID or port.
|
||
- [laszlopere/mcp-tmux](https://github.com/laszlopere/mcp-tmux) [](https://glama.ai/mcp/servers/laszlopere/mcp-tmux) 🐍 🏠 🐧 🍎 - Drive tmux locally or over SSH: sessions, windows, panes, keystrokes, pane capture and raw commands, with shared sessions for pair programming.
|
||
- [zb-ss/servonaut](https://github.com/zb-ss/servonaut) [](https://glama.ai/mcp/servers/@zb-ss/servonaut) 🐍 🏠 🍎 🐧 - Manage AWS EC2, Hetzner, OVH and SSH servers: commands, logs, CloudWatch/CloudTrail queries, fleet health, IP banning and S3, with tiered safety guards.
|
||
- [blinkingbit-oss/execkit](https://github.com/blinkingbit-oss/execkit) [](https://glama.ai/mcp/servers/blinkingbit-oss/execkit) 🦀 🏠 🍎 🐧 - Stateful, auditable shell sessions over local, SSH and Docker, with secret redaction, output budgeting and a read-only live transcript viewer.
|
||
- [Easton-OU/rootpilot-mcp](https://github.com/Easton-OU/rootpilot-mcp) [](https://glama.ai/mcp/servers/Easton-OU/rootpilot-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only SSH diagnostics for Linux and Docker servers using a fixed command allowlist, with secret redaction and per-command timeouts.
|
||
- [tarides/sudo-proxy](https://github.com/tarides/sudo-proxy) [](https://glama.ai/mcp/servers/tarides/sudo-proxy) 🦀 🏠 🐧 - Run privileged commands locally or over SSH, each gated by a single-keypress human approval before sudo, with audit logging and no stored password.
|
||
|
||
### 💬 <a name="communication"></a>Communication
|
||
|
||
Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.
|
||
|
||
- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) ☁️ - Interact with Nostr: post notes and more.
|
||
- [adecubed/gigamail](https://github.com/adecubed/gigamail) [](https://glama.ai/mcp/servers/adecubed/gigamail) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Microsoft 365 or IMAP mail and calendar: read, search, draft and find free slots, with out-of-band human approval for sends, deletes and calendar writes.
|
||
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline.
|
||
- [agenticmail/agenticmail](https://github.com/agenticmail/agenticmail) [](https://glama.ai/mcp/servers/agenticmail/agenticmail) 📇 🏠 🍎 🪟 🐧 - Email and SMS for AI agents via a local mail server: disposable inboxes, sending and receiving email, and fetching verification codes.
|
||
- [agentmail-to/agentmail-mcp](https://github.com/agentmail-to/agentmail-mcp) 📇 ☁️ - Email for AI agents: create inboxes on the fly to send, receive and act on email.
|
||
- [aisenseapi/aamio-python](https://github.com/aisenseapi/aamio-python) [](https://glama.ai/mcp/servers/aisenseapi/aamio-python) 🐍 ☁️ 🏠 - Ephemeral rendezvous for agents: expiring threads with a secret read key and public write address, plus an open board where agents find each other.
|
||
- [Albretsen/MCPEmails](https://github.com/Albretsen/MCPEmails) [](https://glama.ai/mcp/servers/Albretsen/MCPEmails) 📇 ☁️ - Email for Gmail, Fastmail, iCloud, Yahoo, Zoho, Yandex and any IMAP/SMTP mailbox: read, search, send, organize, draft, schedule and auto-triage mail.
|
||
- [andrewchmr/mxprobe](https://github.com/andrewchmr/mxprobe) [](https://glama.ai/mcp/servers/andrewchmr/mxprobe) 📇 ☁️ 🏠 🍎 🪟 🐧 - Email verification for AI agents: returns send, hold or kill for an address with a reason, using local DNS checks or a hosted SMTP probe.
|
||
- [anypost/emailmd](https://github.com/anypost/emailmd) [](https://glama.ai/mcp/servers/anypost/emailmd) 📇 ☁️ 🏠 - Write and preview emails: render Markdown into email-safe HTML for Outlook and Gmail, lint drafts for deliverability and get a live preview link.
|
||
- [arbengine/mailbox-mcp](https://github.com/arbengine/mailbox-mcp) [](https://glama.ai/mcp/servers/arbengine/mailbox-mcp) 📇 ☁️ - Physical mail API for AI agents: send letters, certified mail, postcards and batch mailings with cost previews, approval controls, tracking and webhooks.
|
||
- [Atomic-Mail/atomic-mail-agentic](https://github.com/Atomic-Mail/atomic-mail-agentic) [](https://glama.ai/mcp/servers/Atomic-Mail/atomic-mail-agentic) ☁️ - Email for AI agents: autonomous inbox registration via proof-of-work, custom domains, and sending and receiving over the open JMAP standard.
|
||
- [AutomateLab-tech/content-distribution-mcp](https://github.com/AutomateLab-tech/content-distribution-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp) 📇 ☁️ 🏠 - Publish content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter, adapted per platform with idempotent state.
|
||
- [bababoi-bibilabu/agent-mq](https://github.com/bababoi-bibilabu/agent-mq) [](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq) 📇 ☁️ 🏠 - Message queue that lets AI coding assistants message each other across sessions and machines. Self-hostable.
|
||
- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - Use Claude with local workspace access from Telegram on your phone: read, write and code on the go.
|
||
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - Interface with the Google Tasks API.
|
||
- [BigCactusLabs/dead-letter](https://github.com/BigCactusLabs/dead-letter) [](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter) 🐍 🏠 - Convert .eml exports to Markdown with YAML front matter for RAG pipelines: thread splitting, signature stripping, attachment extraction and calendar parsing.
|
||
- [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - Send desktop notifications with a sound effect when agent tasks complete.
|
||
- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 - Query, analyze, send and receive iMessage conversations, with phone number validation, attachments, contacts and group chats.
|
||
- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve messages and handle read status.
|
||
- [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) 🐍 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve and send messages, and handle read status.
|
||
- [Choppaaahh/sendgrid-mcp-secure](https://github.com/Choppaaahh/sendgrid-mcp-secure) [](https://glama.ai/mcp/servers/Choppaaahh/sendgrid-mcp-secure) 🐍 🏠 - Security-focused SendGrid email sending with recipient/domain allowlists, send caps, review mode, an audit log and no silent BCC.
|
||
- [churichard/fluxmail](https://github.com/churichard/fluxmail) [](https://glama.ai/mcp/servers/churichard/fluxmail) 🎖️ 📇 ☁️ 🏠 - Self-hosted email for Gmail, Microsoft 365, Outlook.com and IMAP/SMTP: read, search, draft, send, schedule and organize mail, with per-client permissions.
|
||
- [clawaimail/mcp](https://github.com/joansongjr/clawaimail) [](https://glama.ai/mcp/servers/joansongjr/clawaimail) 📇 ☁️ 🍎 🪟 🐧 - Email infrastructure for AI agents: create inboxes on the fly, send and receive email, search messages and manage threads.
|
||
- [codefuturist/email-mcp](https://github.com/codefuturist/email-mcp) 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email across multiple accounts: read, search, send, schedule and manage mail, with IMAP IDLE push, AI triage and desktop notifications.
|
||
- [cometchat/docs-mcp](https://github.com/cometchat/docs-mcp) [](https://glama.ai/mcp/servers/cometchat/docs-mcp) 🎖️ 📇 ☁️ - Search CometChat documentation and get curated implementation bundles for adding real-time chat, voice, video and moderation to apps.
|
||
- [conarti/mattermost-mcp](https://github.com/conarti/mattermost-mcp) 📇 ☁️ - Mattermost API integration: list channels, read and post messages, manage threads and reactions, and monitor topics.
|
||
- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - Manage Cal.com event types, create bookings and access scheduling data.
|
||
- [desek/outlook-local-mcp](https://github.com/desek/outlook-local-mcp) [](https://glama.ai/mcp/servers/desek/outlook-local-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local Microsoft Outlook calendar and mail via Microsoft Graph, with multi-account support and OS keychain token storage.
|
||
- [dialgoodian/clawdcall-mcp](https://github.com/dialgoodian/clawdcall-mcp) [](https://glama.ai/mcp/servers/dialgoodian/clawdcall-mcp) 🎖️ 📇 ☁️ - Place consent-based outbound phone calls and retrieve transcripts, summaries and outcomes.
|
||
- [discourse/discourse-mcp](https://github.com/discourse/discourse-mcp) 🎖️ 💎 ☁️ 🏠 🍎 🪟 🐧 - Discourse forum integration: search topics, read posts, manage categories and tags, discover users and interact with communities.
|
||
- [dockndevai/mcp-outlook](https://github.com/dockndevai/mcp-outlook) [](https://glama.ai/mcp/servers/dockndevai/mcp-outlook) 📇 🏠 🍎 🪟 🐧 - Outlook mail via Microsoft Graph: read, search, draft, send and organize email. Read-only by default, with audit logs and confirmation before send or delete.
|
||
- [cseguinlz/doubletick-cli](https://github.com/cseguinlz/doubletick-cli) [](https://glama.ai/mcp/servers/cseguinlz/double-tick-mcp-server) 📇 ☁️ - Email read tracking via Gmail: send tracked emails and check whether they were opened, with open count, device and timing.
|
||
- [csitte/mailwarden](https://github.com/csitte/mailwarden) [](https://glama.ai/mcp/servers/csitte/mailwarden) 📇 🏠 🍎 🪟 🐧 - Gmail mailbox control via the live Gmail API: search, read, label, archive, trash, download attachments and snooze threads until a date.
|
||
- [drsound/markdown-to-whatsapp](https://github.com/drsound/markdown-to-whatsapp) [](https://glama.ai/mcp/servers/drsound/markdown-to-whatsapp) 📇 🏠 🍎 🪟 🐧 - Convert Markdown to WhatsApp formatting so agent output shows bold, lists and quotes instead of raw asterisks, with tables rendered as monospace boxes.
|
||
- [elie222/inbox-zero](https://github.com/elie222/inbox-zero) 📇 ☁️ - Inbox Zero features on top of Gmail, such as finding emails that need a reply or follow-up.
|
||
- [EthanQC/feishu-user-plugin](https://github.com/EthanQC/feishu-user-plugin) [](https://glama.ai/mcp/servers/EthanQC/feishu-user-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Feishu/Lark integration: send messages as the actual user rather than a bot, plus docs, Bitable, wiki, Drive, calendar, tasks and OKRs.
|
||
- [ExpertVagabond/solmail-mcp](https://github.com/ExpertVagabond/solmail-mcp) [](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp) 📇 ☁️ - Compose, price and send physical letters and postcards, paid with Solana.
|
||
- [FastAlertNow/mcp-server](https://github.com/FastAlertNow/mcp-server) 🎖️ 📇 ☁️ - List channels and send notifications through the FastAlert API.
|
||
- [FantomaSkaRus1/telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp) [](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp) 📇 ☁️ 🏠 - Covers the entire Telegram Bot API.
|
||
- [farukkolip/instapdown-mcp](https://github.com/farukkolip/instapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp) 📇 ☁️ - Instagram creator toolkit: download Reels, Stories and photos, extract audio, check engagement, research hashtags and get hook templates and posting times.
|
||
- [farukkolip/xtapdown-mcp](https://github.com/farukkolip/xtapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp) 📇 ☁️ - X (Twitter) creator toolkit: tweet media downloads, curated hashtags, posting times, hook formulas, engagement calculators and a thread splitter.
|
||
- [gambot-ai/gambot-mcp](https://github.com/gambot-ai/gambot-mcp) [](https://glama.ai/mcp/servers/gambot-ai/gambot-mcp) 📇 ☁️ - Gambot WhatsApp Business API: send WhatsApp messages and templates, and manage CRM contacts, leads, cases, tasks, quotes, invoices, orders and campaigns.
|
||
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - Make phone calls using VoIP/SIP and OpenAI's Realtime API, and observe the transcript.
|
||
- [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Search and browse Telegram chat history stored in Telegram Archive: list chats, retrieve messages and run full-text search.
|
||
- [getpoststack/mcp](https://github.com/getpoststack/mcp) [](https://glama.ai/mcp/servers/getpoststack/mcp) 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API: send transactional and marketing email, manage contacts and segments, run broadcasts, render templates and read analytics.
|
||
- [giggal-ai/giggal-mcp](https://github.com/giggal-ai/giggal-mcp) [](https://glama.ai/mcp/servers/giggal-ai/giggal-mcp) 📇 ☁️ - Email verification: mailbox existence checks, including catch-all, accept-all and SEG-protected addresses (Proofpoint, Mimecast, Barracuda), single or bulk.
|
||
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - Send and fetch ntfy notifications on a self-hosted ntfy server, with token auth support.
|
||
- [googlarz/signal-mcp](https://github.com/googlarz/signal-mcp) [](https://glama.ai/mcp/servers/googlarz/signal-mcp) 🏠 - Signal messenger via a local signal-cli: send and receive messages, manage groups and contacts, search history, and handle attachments and reactions.
|
||
- [gopalrajsuresh/covalent-bond](https://github.com/gopalrajsuresh/covalent-bond) [](https://glama.ai/mcp/servers/gopalrajsuresh/covalent-bond) 📇 🏠 🍎 🪟 🐧 - Pair two AI coding agents on different machines over an end-to-end encrypted relay to exchange files and messages, with human consent before any file write.
|
||
- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) ☁️ - Send various types of messages to a WeCom group bot.
|
||
- [grzgrzgrz3/pingwa-client](https://github.com/grzgrzgrz3/pingwa-client) [](https://glama.ai/mcp/servers/grzgrzgrz3/pingwa-client) 🐍 ☁️ 🍎 🪟 🐧 - Two-way WhatsApp notifications for AI agents: send messages, ask questions with tap-to-answer buttons and check replies, without a Meta account.
|
||
- [huj28-creator/wechat-fastbridge](https://github.com/huj28-creator/wechat-fastbridge) [](https://glama.ai/mcp/servers/huj28-creator/wechat-fastbridge) 📇 🏠 🍎 - macOS WeChat integration: read chats, send text, files and stickers, retrieve context and monitor allowlisted chats, without screenshots or private protocols.
|
||
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - Safe access to the iMessage database to query and analyze conversations, with phone number validation and attachment handling.
|
||
- [hgn/mcp-server-notmuch](https://github.com/hgn/mcp-server-notmuch) [](https://glama.ai/mcp/servers/hgn/mcp-server-notmuch) 🐍 🏠 🐧 🍎 - Local Maildir access via notmuch: full-text search, tag filtering, threads, attachments and unanswered-mail tracking, with optional drafts and tagging.
|
||
- [helbertparanhos/resend-email-mcp](https://github.com/helbertparanhos/resend-email-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - Full Resend email API coverage plus diagnostics: deliverability analysis, DNS troubleshooting, email inspection, bounce explanations and account audits.
|
||
- [ictinnovations/ictpbx-mcp](https://github.com/ictinnovations/ictpbx-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictpbx-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only access to ICTPBX, a multi-tenant IP PBX on ICTCore and FreeSWITCH: PBX statistics, extensions, DIDs, providers and tenants.
|
||
- [ictinnovations/pbx-mcp](https://github.com/ictinnovations/pbx-mcp) [](https://glama.ai/mcp/servers/ictinnovations/pbx-mcp) 📇 🏠 🍎 🪟 🐧 - Asterisk and FreeSWITCH PBX state over AMI and ESL: extensions, active channels, trunk and SIP peer status, dialplan and call history; read-only by default.
|
||
- [ictinnovations/ictbroadcast-mcp](https://github.com/ictinnovations/ictbroadcast-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictbroadcast-mcp) 📇 🏠 🍎 🪟 🐧 - ICTBroadcast voice, SMS and fax broadcasting: list campaigns and read live status and per-call results, with optional tools to start and stop campaigns.
|
||
- [iletimerkezi/iletimerkezi-mcp-server](https://github.com/iletimerkezi/iletimerkezi-mcp-server) [](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server) 🎖️ ☁️ - Send SMS, query delivery reports, manage senders and blacklists, and register and check İYS (Turkish consent registry) records via the iletiMerkezi API.
|
||
- [imdinu/apple-mail-mcp](https://github.com/imdinu/apple-mail-mcp) [](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp) 🐍 🏠 🍎 - Apple Mail access: list accounts and mailboxes, fetch emails with filters, full-text search via an FTS5 index and extract attachments.
|
||
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - Microsoft Teams messaging: read, post and mention, and list members and threads.
|
||
- [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - Infobip cloud communications: send and receive SMS and RCS, use WhatsApp and Viber, automate communication workflows and manage customer data.
|
||
- [markmnl/fmsg-mcp](https://github.com/markmnl/fmsg-mcp) [](https://glama.ai/mcp/servers/markmnl/fmsg-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Give AI agents an address on fmsg, an open federated messaging protocol: inbox, threads, replies, reactions, attachments and waiting for new messages.
|
||
- [sendchamp/ai](https://github.com/sendchamp/ai) [](https://glama.ai/mcp/servers/sendchamp/ai) 🎖️ ☁️ - Read-only search over Sendchamp documentation for SMS, OTP verification and Africa-specific routing.
|
||
- [iprashantraj/mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge) [](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) 📇 🏠 🍎 🪟 🐧 - Manage Discord channels, messages, forums, webhooks, members, roles, threads and moderation. Also runs as a standalone bot with slash commands.
|
||
- [jcoulaud/shipmail-mcp](https://github.com/jcoulaud/shipmail-mcp) [](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp) 📇 ☁️ - Shipmail business email: manage custom-domain mailboxes, read and send messages, draft replies, inspect threads and automate REST API and webhook workflows.
|
||
- [parasxos/apple-mail-mcp](https://github.com/parasxos/apple-mail-mcp) [](https://glama.ai/mcp/servers/parasxos/apple-mail-mcp) 🐍 🏠 🍎 - Apple Mail with indexed full-text search, verified multi-identity sending, scheduled sends, plan-then-apply triage and a local audit ledger.
|
||
- [sethbang/proton-mail-mcp](https://github.com/sethbang/proton-mail-mcp) [](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) 📇 🏠 - Unofficial Proton Mail integration via Proton Mail Bridge: send, read, search and organize email, with dry-run bulk operations and a read-only mode.
|
||
- [shahabazdev/inxmail-mcp](https://github.com/shahabazdev/inxmail-mcp) [](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) 📇 ☁️ - Manage Inxmail Commerce transactional emails: events, sendings, bounces, blocklist and blacklist, reactions and delivery tracking.
|
||
- [shichuanqiong/AgoraDM](https://github.com/shichuanqiong/AgoraDM) [](https://glama.ai/mcp/servers/shichuanqiong/AgoraDM) 🐍 ☁️ - Direct messaging for AI agents over the A2A protocol: inbox, friend list, group threads and per-friend memory for real-time chats with other people's agents.
|
||
- [TheSameAbramovych/qmailing-mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server) [](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read and send email, and manage mailboxes, custom domains and webhooks via the QMailing API.
|
||
- [radmail-ai/radmail-mcp](https://github.com/radmail-ai/radmail-mcp) [](https://glama.ai/mcp/servers/radmail-ai/radmail-mcp) ☁️ 📇 - Email system for agents: message search, importance/urgency triage, commitment follow-through and reviewable drafts, keeping financial actions human-only.
|
||
- [rchanllc/joltsms-mcp-server](https://github.com/rchanllc/joltsms-mcp-server) [](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server) 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive and poll inbound SMS, and extract OTP codes for phone verification.
|
||
- [redditapis/redditapis-mcp](https://github.com/redditapis/redditapis-mcp) [](https://glama.ai/mcp/servers/redditapis/redditapis-mcp) 📇 ☁️ - Read-only Reddit API access: subreddit listings, post, comment, community and user search, comment trees and top posts.
|
||
- [Rheopyrin/ox-mcp](https://github.com/Rheopyrin/ox-mcp) [](https://glama.ai/mcp/servers/Rheopyrin/ox-mcp) 📇 🏠 🍎 🪟 🐧 - Email (IMAP/SMTP), Sieve mail filters, CalDAV calendars, CardDAV contacts and free/busy scheduling for Open-Xchange and standards-based mail platforms.
|
||
- [virtualsms-io/mcp-server](https://github.com/virtualsms-io/mcp-server) [](https://glama.ai/mcp/servers/virtualsms-io/mcp-server) 📇 ☁️ - Receive SMS verification codes on virtual phone numbers for services like WhatsApp, Telegram and Google: find and buy numbers and extract codes.
|
||
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - Access Mattermost teams, channels and messages, plus an MCP host running as a Mattermost bot that can use configured MCP servers.
|
||
- [jaimenbell/discord-mcp](https://github.com/jaimenbell/discord-mcp) [](https://glama.ai/mcp/servers/jaimenbell/discord-mcp) 🐍 ☁️ - Discord REST API: list channels, categories, roles and permission overwrites, with channel, role, guild and message management tools disabled by default.
|
||
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Interact with Product Hunt trending posts, comments, collections, users and more.
|
||
- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) 🐍 ☁️ - Send bots to browser-based meetings (Zoom, Teams, Google Meet) to gather live transcripts, speak text and post in the meeting chat.
|
||
- [kushneryk/join.cloud](https://github.com/kushneryk/join.cloud) [](https://glama.ai/mcp/servers/kushneryk/join.cloud) 📇 ☁️ 🏠 - Collaboration rooms for AI agents: create and join rooms and exchange real-time messages over MCP or A2A. Self-hostable.
|
||
- [jtalk22/slack-mcp-server](https://github.com/jtalk22/slack-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Slack DMs, channels, threads and search without an OAuth app or admin approval.
|
||
- [JulienRabault/icloud-mcp](https://github.com/JulienRabault/icloud-mcp) [](https://glama.ai/mcp/servers/JulienRabault/icloud-mcp) 🐍 🏠 🍎 🪟 🐧 - iCloud Mail over IMAP and SMTP: search all folders, rebuild threads, save attachments, draft replies and file messages by rule, without marking mail as read.
|
||
- [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Query and interact with Bluesky instances.
|
||
- [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) 🐍 - Telephony via Vonage APIs: automate voice calls with speech-to-text call summaries, send and receive SMS, and detect voicemail.
|
||
- [kojott/mailmcp-dist](https://github.com/kojott/mailmcp-dist) [](https://glama.ai/mcp/servers/kojott/mailmcp-dist) 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hosted email for multiple Gmail, iCloud, Fastmail or IMAP/SMTP accounts: search, read, threaded replies, drafts, allowlisted sending and attachments.
|
||
- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - Slack workspace integration.
|
||
- [krystiangw/meet-live-assist-extension](https://github.com/krystiangw/meet-live-assist-extension) [](https://glama.ai/mcp/servers/krystiangw/meet-live-assist-extension) 📇 🏠 🍎 🪟 🐧 - Bring an agent into live Google Meet or Zoom calls via a Chrome extension: read captions, answer in a side panel, post to chat and view shared screens.
|
||
- [kudosity/mcp](https://github.com/kudosity/mcp) [](https://glama.ai/mcp/servers/kudosity/mcp) 🎖️ 📇 ☁️ - Kudosity SMS, MMS and WhatsApp messaging: send messages, get delivery reports and replies, manage contacts and lists, configure webhooks and check balance.
|
||
- [lanchuske/local-mcp](https://github.com/lanchuske/local-mcp-releases) [](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases) 📇 🏠 🍎 - Local access to macOS apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Teams, Outlook, OneDrive and Office documents.
|
||
- [leshchenko1979/fast-mcp-telegram](https://github.com/leshchenko1979/fast-mcp-telegram) [](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Telegram access with direct API calls, multi-user auth, an HTTP-MTProto bridge, file attachments and voice transcription.
|
||
- [lettio-eu/mcp](https://github.com/lettio-eu/mcp) [](https://glama.ai/mcp/servers/lettio-eu/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Private, EU-hosted email for AI agents over JMAP: read, search, reply in-thread, organize and send, with sending pinned to the signed-in mailbox.
|
||
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - Search personal WhatsApp messages and contacts, and send messages to individuals or groups.
|
||
- [LimzoCom/limzo-mcp](https://github.com/LimzoCom/limzo-mcp) [](https://glama.ai/mcp/servers/LimzoCom/limzo-mcp) 🎖️ 📇 ☁️ - Read-only stats for public Telegram groups tracked by the Limzo anti-spam bot: leaderboards, activity trends, member levels and moderation summaries.
|
||
- [liuboacean/agent-comm-hub](https://github.com/liuboacean/agent-comm-hub) [](https://glama.ai/mcp/servers/liuboacean/agent-comm-hub) 📇 🏠 🍎 🪟 🐧 - Multi-agent communication hub with real-time messaging, task scheduling, shared memory, trust-based evolution and role-based access control.
|
||
- [nakulben/whatsapp-mcp](https://github.com/nakulben/whatsapp-mcp) [](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp) 🐍 ☁️ - Manage WhatsApp Business message templates via the Meta Cloud API: create, validate and send all template types, including carousel, catalog and flows.
|
||
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - Integrate with a LINE Official Account.
|
||
- [littlebearapps/outlook-assistant](https://github.com/littlebearapps/outlook-assistant) [](https://glama.ai/mcp/servers/@littlebearapps/outlook-assistant) 📇 ☁️ - Search an Outlook inbox, send emails, schedule meetings, manage contacts and configure mailbox settings.
|
||
- [loicfontaine-max/qorami-sdk](https://github.com/loicfontaine-max/qorami-sdk/tree/main/mcp) [](https://glama.ai/mcp/servers/loicfontaine-max/qorami-sdk) 📇 ☁️ - Check an email before an AI agent sends it: returns send, ask-a-human or block, with machine reason codes and prompt-injection detection.
|
||
- [Leximo-AI/leximo-ai-call-assistant-mcp-server](https://github.com/Leximo-AI/leximo-ai-call-assistant-mcp-server) 📇 ☁️ - Have an AI make phone calls on your behalf: book reservations, schedule appointments and view call transcripts.
|
||
- [ma2no4413/outlook-mcp](https://github.com/ma2no4413/outlook-mcp) [](https://glama.ai/mcp/servers/ma2no4413/outlook-mcp) 🐍 🏠 🍎 🪟 🐧 - Restructure large Outlook/Hotmail mailboxes: move folder subtrees, bulk move and mark-read with dry-run previews, and manage inbox rules. Cannot send mail.
|
||
- [madbonez/caldav-mcp](https://github.com/madbonez/caldav-mcp) 🐍 ☁️ - CalDAV calendars on any server (Yandex, Google, Nextcloud, iCloud and more): create events with recurrence, attendees and reminders, and search events.
|
||
- [MailFlat/mailflat-sdks](https://github.com/MailFlat/mailflat-sdks/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/MailFlat/mailflat-sdks) 🐍 ☁️ - Email inboxes for agents that return one-time codes as a field. Addresses are permanent; messages expire after a configurable retention window.
|
||
- [marlinjai/email-mcp](https://github.com/marlinjai/email-mcp) 📇 ☁️ 🏠 - Unified email across Gmail, Outlook, iCloud and generic IMAP/SMTP: search, send, organize and batch-manage messages, with encrypted credential storage.
|
||
- [Metaverse-Cloud/engagelab-email-mcp](https://github.com/Metaverse-Cloud/engagelab-email-mcp) [](https://glama.ai/mcp/servers/Metaverse-Cloud/engagelab-email-mcp) 📇 ☁️ - Send, receive, monitor and reply to email with thread context via EngageLab Email.
|
||
- [marras0914/agent-toolbelt](https://github.com/marras0914/agent-toolbelt) [](https://glama.ai/mcp/servers/marras0914/agent-toolbelt) 📇 ☁️ - Utility API tools for agents: schema generation, text extraction, token counting, regex and cron building, prompt optimization, web summarization and more.
|
||
- [mohitbadwal/ringback](https://github.com/mohitbadwal/ringback) [](https://glama.ai/mcp/servers/mohitbadwal/ringback) 🐍 🏠 🍎 - Lets the LLM reach you by phone: live, interruptible voice calls and tiered alerts over self-hosted SIP, with whisper.cpp speech-to-text and macOS TTS.
|
||
- [multimail-dev/mcp-server](https://github.com/multimail-dev/mcp-server) [](https://glama.ai/mcp/servers/@multimail-dev/multi-mail) 📇 ☁️ - Email for AI agents: send and receive as Markdown with configurable human oversight (monitor, gate or fully autonomous).
|
||
- [ni-c/carddav-mcp](https://github.com/ni-c/carddav-mcp) [](https://glama.ai/mcp/servers/ni-c/carddav-mcp) 📇 🏠 ☁️ - Contacts, groups and photos on any CardDAV server (Radicale, Baikal, Nextcloud, Fastmail, iCloud), with ETag-guarded writes and an address book allowlist.
|
||
- [ni-c/caldav-mcp](https://github.com/ni-c/caldav-mcp) [](https://glama.ai/mcp/servers/ni-c/caldav-mcp) 📇 🏠 ☁️ - Events, tasks and journal entries on any CalDAV server (Radicale, Nextcloud, Fastmail, iCloud), with a calendar allowlist and approval for series changes.
|
||
- [Sequenzy/mcp](https://github.com/Sequenzy/mcp) [](https://glama.ai/mcp/servers/Sequenzy/mcp) 📇 ☁️ 🍎 🪟 🐧 - Sequenzy email marketing automation: manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails and analytics.
|
||
- [aeoess/mingle-mcp](https://github.com/aeoess/mingle-mcp) [](https://glama.ai/mcp/servers/aeoess/mingle-mcp) 📇 ☁️ - Agent-to-agent networking: your agent publishes what you need and matches with other people's agents, and both humans approve before connecting.
|
||
- [mouse114514/Xadeus-QQ-MCP](https://github.com/mouse114514/Xadeus-QQ-MCP) [](https://glama.ai/mcp/servers/mouse114514/Xadeus-QQ-MCP) 🐍 🏠 🪟 🐧 - Control QQ via NapCatQQ (OneBot v11): send and receive messages, manage groups and wake the agent on incoming messages.
|
||
- [MrGo2/icloud-mcp](https://github.com/MrGo2/icloud-mcp) [](https://glama.ai/mcp/servers/@MrGo2/icloud-mcp) 📇 🏠 ☁️ 🍎 - Apple Mail, Calendar, Contacts, Reminders, Notes, Messages and Safari via AppleScript on macOS, or iCloud over IMAP, CalDAV and CardDAV elsewhere.
|
||
- [ni-c/smtp-mcp](https://github.com/ni-c/smtp-mcp) [](https://glama.ai/mcp/servers/ni-c/smtp-mcp) 📇 🏠 🍎 🪟 🐧 - Send, reply to and forward mail over SMTP, restricted to a recipient allowlist, with each message approved by a person before sending.
|
||
- [openagentemail/openagentemail](https://github.com/openagentemail/openagentemail) [](https://glama.ai/mcp/servers/openagentemail/openagentemail) 📇 🏠 🍎 🪟 🐧 - Self-hosted email for AI agents: mailboxes on your own domain, OTP and verification-link extraction, waiting for new mail, and a web dashboard.
|
||
- [ni-c/ntfy-mcp](https://github.com/ni-c/ntfy-mcp) [](https://glama.ai/mcp/servers/ni-c/ntfy-mcp) 📇 ☁️ 🏠 - Send push notifications through ntfy, read back sent messages, update a notification in place while a job runs, and administer users and topic access.
|
||
- [OrygnsCode/Omnicord](https://github.com/OrygnsCode/Omnicord) [](https://glama.ai/mcp/servers/OrygnsCode/Omnicord) 📇 🏠 🍎 🪟 🐧 - Discord chat, moderation, automod, events and administration, including building a server from a description, with confirmation for destructive actions.
|
||
- [overpod/mcp-telegram](https://github.com/overpod/mcp-telegram) [](https://glama.ai/mcp/servers/overpod/mcp-telegram) 📇 🏠 🍎 🪟 🐧 - Telegram via MTProto: read chats, search messages, download media and manage contacts, with QR code login.
|
||
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - Send ChatterBox bots to Zoom and Google Meet meetings and get transcripts and recordings.
|
||
- [paigy-ai/mcp](https://github.com/paigy-ai/mcp) [](https://glama.ai/mcp/servers/paigy-ai/mcp) 📇 ☁️ - Call, text or push-notify the user's phone when an agent needs input mid-task, and let them reply by voice.
|
||
- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Create and manage Carbon Voice voice messages, conversations, direct messages, folders, voice memos and AI actions.
|
||
- [Pingfyr/mcp](https://github.com/Pingfyr/mcp) [](https://glama.ai/mcp/servers/Pingfyr/mcp) 🎖️ 📇 ☁️ - Schedule reminders, notifications and webhooks with the Pingfyr scheduled delivery API.
|
||
- [platfone-com/mcp](https://github.com/platfone-com/mcp) [](https://glama.ai/mcp/servers/platfone-com/mcp) 📇 ☁️ 🏠 - Rent virtual phone numbers worldwide, receive SMS and manage the full activation lifecycle via Platfone.
|
||
- [PostcardBot/mcp-server](https://github.com/PostcardBot/mcp-server) [](https://glama.ai/mcp/servers/PostcardBot/postcardbot-mcp-server) 📇 ☁️ - Send physical postcards worldwide, individually or in bulk.
|
||
- [PaSympa/discord-mcp](https://github.com/PaSympa/discord-mcp) [](https://glama.ai/mcp/servers/PaSympa/discord-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-guild Discord management: messages, channels, roles, forums, webhooks and moderation.
|
||
- [Py2755/aiogram-mcp](https://github.com/Py2755/aiogram-mcp) [](https://glama.ai/mcp/servers/Py2755/aiogram-mcp) 🐍 ☁️ - Middleware exposing aiogram Telegram bots via MCP: messaging, rich media, moderation, keyboards, real-time events, rate limiting, permissions and audit logs.
|
||
- [qq418716640/botbell-mcp](https://github.com/qq418716640/botbell-mcp) [](https://glama.ai/mcp/servers/qq418716640/botbell-mcp) 📇 ☁️ - Send push notifications to iPhone, iPad and Mac via BotBell, with two-way replies, action buttons, Markdown and multi-bot management.
|
||
- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 🍎 🪟 🐧 - Interact with Discord and automate tasks.
|
||
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) 📇 🏠 - Interact with the VRChat API: retrieve information about friends, worlds, avatars and more.
|
||
- [Sealjay/mcp-hey](https://github.com/Sealjay/mcp-hey) [](https://glama.ai/mcp/servers/Sealjay/mcp-hey) 📇 🏠 🍎 - Local access to Hey.com email via a cached session: read, search, send, reply and manage the Screener.
|
||
- [Sendmux/sendmux-sdk](https://github.com/Sendmux/sendmux-sdk/tree/main/packages/python/mcp) [](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk) 🐍 ☁️ 🏠 - Email inboxes for AI agents via Sendmux: receive, search and send mail.
|
||
- [serhiizghama/viber-mcp](https://github.com/serhiizghama/viber-mcp) [](https://glama.ai/mcp/servers/serhiizghama/viber-mcp) 📇 ☁️ - Viber Bot REST API: send text, media, files, locations and contacts, broadcast messages, manage webhooks and inspect account and user details.
|
||
- [SirGreed808/zoho-mail-mcp](https://github.com/SirGreed808/zoho-mail-mcp) [](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp) 📇 🏠 - Read, search and send email with Zoho Mail.
|
||
- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) 📇 ☁️ - Connect to Microsoft Office and the Microsoft 365 suite via the Graph API, including Outlook mail, files, Excel and calendar.
|
||
- [sounny/sounnyforms-mcp](https://github.com/sounny/sounnyforms-mcp) [](https://glama.ai/mcp/servers/sounny/sounnyforms-mcp) 🎖️ 📇 ☁️ 🏠 - Serverless form backend, lead triage and contact form generator for static sites, React and JAMstack apps.
|
||
- [Spix-HQ/spix-mcp](https://github.com/Spix-HQ/spix-mcp) [](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp) 🐍 ☁️ - Phone numbers and voice for AI agents: make and receive calls, send email and manage contacts.
|
||
- [tecnologicachile/mail-mcp](https://github.com/tecnologicachile/mail-mcp) [](https://glama.ai/mcp/servers/tecnologicachile/mail-mcp) 🦀 ☁️ 🍎 🪟 🐧 - Multi-account email over IMAP, SMTP, Exchange Web Services and Microsoft Graph: read, search, send, reply, forward, bulk operations and attachment downloads.
|
||
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - Send notifications to your phone using ntfy.
|
||
- [liagha/termgram](https://github.com/liagha/termgram) [](https://glama.ai/mcp/servers/liagha/termgram) 🦀 🏠 🍎 🪟 🐧 - Terminal Telegram client over MTProto: CLI for messages, media and contacts, plus an MCP server that sends notifications when new messages arrive.
|
||
- [textbee/textbee-mcp](https://github.com/textbee/textbee-mcp) [](https://glama.ai/mcp/servers/textbee/textbee-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Send and read SMS through your own Android phone via textbee, the open-source SMS gateway, including replies, codes and delivery status.
|
||
- [tlennon-ie/neurodock](https://github.com/tlennon-ie/neurodock) [](https://glama.ai/mcp/servers/tlennon-ie/neurodock) 🐍 🏠 ☁️ - Tools for neurodivergent professionals: corporate-ambiguity translator, planner, and a guardrail against amplifying rumination, hyperfocus or sycophancy.
|
||
- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) 🐍 ☁️ - Manage DIDLogic SIP endpoints, numbers and destinations.
|
||
- [vaemail/vaemail-mcp](https://github.com/vaemail/vaemail-mcp) [](https://glama.ai/mcp/servers/vaemail/vaemail-mcp) 📇 ☁️ - Send transactional email, authenticate sending domains, track delivery and diagnose deliverability, with scoped API keys and dry-run mode.
|
||
- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - Read iMessage data on macOS.
|
||
- [wyattjoh/jmap-mcp](https://github.com/wyattjoh/jmap-mcp) 📇 ☁️ - Interact with JMAP (JSON Meta Application Protocol) email servers.
|
||
- [wazionapps/mcp-server](https://github.com/wazionapps/mcp-server) [](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server) 📇 ☁️ - WhatsApp Business tools: send messages, automate workflows, run campaigns and manage CRM.
|
||
- [webtoolbox/websitetoolbox-mcp](https://github.com/webtoolbox/websitetoolbox-mcp) [](https://glama.ai/mcp/servers/webtoolbox/websitetoolbox-mcp) 📇 🏠 - Manage Website Toolbox forums via the Forum REST API: categories, topics, posts, users, user groups, conversations, moderators, tags and page views.
|
||
- [wildsurfer/your-mail-mcp](https://github.com/wildsurfer/your-mail-mcp) [](https://glama.ai/mcp/servers/wildsurfer/your-mail-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Read-only, self-hosted search over multiple IMAP accounts, mirrored by mbsync into a local notmuch index. Cannot send, delete or move mail.
|
||
- [windborne/zulipmcp](https://github.com/windborne/zulipmcp) [](https://glama.ai/mcp/servers/windborne/zulipmcp) 🐍 ☁️ - Run AI agents in Zulip as @mentionable bots or connect Zulip to any MCP client, with real-time listening, session management and file handling.
|
||
- [yjcho9317/nworks](https://github.com/yjcho9317/nworks) [](https://glama.ai/mcp/servers/yjcho9317/nworks) 📇 🏠 🍎 🪟 🐧 - Manage NAVER WORKS messages, calendar, drive, mail, tasks and boards, also available as a CLI.
|
||
- [YS-projectcalc/agent-cold-email](https://github.com/YS-projectcalc/agent-cold-email) [](https://glama.ai/mcp/servers/YS-projectcalc/agent-cold-email) 🎖️ 📇 ☁️ - Coldrig cold-email infrastructure run by your agent: buy domains, provision mailboxes, warm up, run sequences and handle replies.
|
||
- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) 📇 ☁️ - Manage Google Tasks.
|
||
- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - Feishu document management with built-in Feishu OAuth: create blocks, update content and more.
|
||
- [loglux/whatsapp-mcp-stream](https://github.com/loglux/whatsapp-mcp-stream) [](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream) 📇 🏠 🍎 🪟 🐧 - WhatsApp integration with a web admin UI (QR login, status, settings), two-way media upload and download, and SQLite persistence.
|
||
- [Zacccck/Claude-MCP-Read-Email-Attachments](https://github.com/Zacccck/Claude-MCP-Read-Email-Attachments) [](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments) 📇 ☁️ 🏠 🪟 - Read Outlook email attachments via Microsoft Graph, parsing PDF, Word (including embedded images), Excel and text files into structured content.
|
||
- [zerodrop-dev/zerodrop-mcp](https://github.com/zerodrop-dev/zerodrop-mcp) [](https://glama.ai/mcp/servers/zerodrop-dev/zerodrop-mcp) 📇 ☁️ - Disposable email inboxes for AI agents with automatic OTP and magic-link extraction, for testing signups and auth flows.
|
||
- [starnikovoleg/tgatlas-mcp](https://github.com/starnikovoleg/tgatlas-mcp) [](https://glama.ai/mcp/servers/starnikovoleg/tgatlas-mcp) 📇 🏠 - Public Telegram channels without a user session: channel profiles, posts with view and forward counts, discussion threads and recommended channels.
|
||
|
||
### 🗣️ <a name="conversational-ai"></a>Conversational AI
|
||
|
||
Tools for building and operating AI conversation agents that hold structured dialogues with end users.
|
||
|
||
- [TsvetanG2/cognigy-ai-mcp-management-server](https://github.com/TsvetanG2/cognigy-ai-mcp-management-server) [](https://glama.ai/mcp/servers/TsvetanG2/cognigy-ai-mcp-management-server) 📇 - Manage and automate the Cognigy.AI conversational AI platform: flows, agents, snapshots, NLU, functions and deployment.
|
||
- [bodyegypt/lobbyvoices-mcp](https://github.com/bodyegypt/lobbyvoices-mcp) [](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp) 🎖️ ☁️ - Tools from Lobby, an AI receptionist for small businesses: write phone scripts and IVR menus, generate ElevenLabs agent prompts and role-play calls.
|
||
- [puspoaditya/cloudflare-workers-ai-mcp](https://github.com/puspoaditya/cloudflare-workers-ai-mcp) [](https://glama.ai/mcp/servers/puspoaditya/cloudflare-workers-ai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cloudflare Workers AI inference: LLM chat completions (Llama, Qwen, DeepSeek), BGE text embeddings and Flux image generation.
|
||
- [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [](https://glama.ai/mcp/servers/Perspective-AI/mcp) 🎖️ 📇 ☁️ - Design Perspective AI conversation agents that replace static forms, analyze conversations, deploy embeds and automate follow-ups.
|
||
- [guillaumehussong/standard-vocal-mcp](https://github.com/guillaumehussong/standard-vocal-mcp) [](https://glama.ai/mcp/servers/guillaumehussong/standard-vocal-mcp) 📇 🏠 - Build and test Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning and CI regression gates.
|
||
|
||
### 🔑 <a name="cryptography"></a>Cryptography
|
||
|
||
Tools for encrypting and decrypting data.
|
||
|
||
- [degenlegion-com/waxseal-sdk](https://github.com/degenlegion-com/waxseal-sdk) [](https://glama.ai/mcp/servers/degenlegion-com/waxseal-sdk) 📇 ☁️ 🏠 - On-chain Ed25519 identity for AI agents: verify seals by fingerprint, validate document signatures and gate irreversible actions behind human-signed approvals.
|
||
- [denismaggior8/enigma-python-mcp](https://github.com/denismaggior8/enigma-python-mcp) [](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Encrypt and decrypt messages with historically accurate Enigma machine emulators from the enigmapython library.
|
||
- [ogasurfproject-jpg/horizon-shield](https://github.com/ogasurfproject-jpg/horizon-shield/tree/main/workers/hs-jidec-mcp) [](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) 📇 ☁️ - Verify AI-agent evidence records on the Bitcoin-anchored JIDEC ledger: fetch record bytes, recompute the SHA-256 and check the OpenTimestamps timestamp.
|
||
- [laszlopere/mcp-bytesmith](https://github.com/laszlopere/mcp-bytesmith) [](https://glama.ai/mcp/servers/laszlopere/mcp-bytesmith) 🐍 🏠 - Offline byte toolbox: hex/Base64/Base58 encoding, cryptographic and CRC hashing, base conversion, secure tokens, plus optional Ethereum/EVM tools.
|
||
- [Fulcrum-Enterprises/verify-proof](https://github.com/Fulcrum-Enterprises/verify-proof) [](https://glama.ai/mcp/servers/Fulcrum-Enterprises/verify-proof) 🐍 🏠 🍎 🪟 🐧 - Verify blockchain-anchored timestamp proofs locally: recompute a file's SHA-256, walk the Merkle path and check the anchor on Polygon or Bitcoin.
|
||
|
||
### 👤 <a name="customer-data-platforms"></a>Customer Data Platforms
|
||
|
||
Provides access to customer profiles inside of customer data platforms
|
||
|
||
- [Aleksey-Panf/b2b-enrichment-mcp](https://github.com/Aleksey-Panf/b2b-enrichment-mcp) [](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp) 🐍 ☁️ - B2B lead enrichment via Hunter.io and Apollo: email discovery, domain search, company data and contact verification.
|
||
- [azmartone67/dchub-mcp-server](https://github.com/azmartone67/dchub-mcp-server) [](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server) 📇 ☁️ - Data center, power and gas intelligence from DC Hub: facilities, US power market scores, M&A deals, ISO grid telemetry, fiber routes and energy prices.
|
||
- [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - Generate visual charts using AntV.
|
||
- [bouncewatch/mcp](https://github.com/bouncewatch/mcp) [](https://glama.ai/mcp/servers/bouncewatch/mcp) 🎖️ ☁️ - Track company events such as funding, senior hires, partnerships and expansion, with dated, weighted signals, natural-language queries and watch alerts.
|
||
- [ckalima/pipedrive-mcp-server](https://github.com/ckalima/pipedrive-mcp-server) [](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server) 📇 ☁️ - Manage Pipedrive CRM deals, persons, organizations, activities, products, projects, tasks, leads, notes and mail, with opt-in delete tools.
|
||
- [echoloc-ai/echoloc-mcp](https://github.com/echoloc-ai/echoloc-mcp) [](https://glama.ai/mcp/servers/echoloc-ai/echoloc-mcp) 🎖️ 🐍 ☁️ - Company technographics from hiring data: find companies adopting, replacing or evaluating technologies and enrich domains with firmographics and hiring signals.
|
||
- [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - Generate visual charts dynamically using Apache ECharts.
|
||
- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - Generate Mermaid diagrams and charts dynamically.
|
||
- [ictinnovations/ictcrm-mcp](https://github.com/ictinnovations/ictcrm-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictcrm-mcp) 📇 🏠 🍎 🪟 🐧 - ICTCRM, an open-source CRM with built-in telephony: read contact groups, with opt-in tools to create and delete contacts and add them to calling campaigns.
|
||
- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - Ask iaptic about customer purchases, transaction data and app revenue statistics.
|
||
- [embeddedlayers/mcp-analytics](https://github.com/embeddedlayers/mcp-analytics) [](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics) 🐍 ☁️ - Statistical analysis, forecasting and ML on CSV files or live data from Shopify, Stripe, GA4 and more, with interactive HTML reports.
|
||
- [mambalabsdev/mcp-icp-fit-scorer](https://github.com/mambalabsdev/mcp-icp-fit-scorer) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer) 📇 ☁️ - Score a company against a weighted ideal customer profile, returning a 0-100 score, an A/B/C tier and a per-signal breakdown.
|
||
- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - Connect any open data source to LLMs.
|
||
- [QuackbackIO/quackback](https://github.com/QuackbackIO/quackback) 📇 ☁️ - Open-source customer feedback platform: search and triage posts, update statuses, comment, vote, manage roadmaps, merge duplicates and publish changelogs.
|
||
- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - Access and update profiles on an Apache Unomi CDP server.
|
||
- [skippedaga/yanifend-mcp](https://github.com/skippedaga/yanifend-mcp) [](https://glama.ai/mcp/servers/skippedaga/yanifend-mcp) ☕ ☁️ - Manage questions and options of YaniFend, a WordPress feedback widget, and read collected answers.
|
||
- [lionkiii/google-searchconsole-mcp](https://github.com/lionkiii/google-searchconsole-mcp) [](https://glama.ai/mcp/servers/lionkiii/google-searchconsole-mcp) 📇 🏠 - Google Search Console SEO tools: search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis and performance comparison.
|
||
- [saurabhsharma2u/search-console-mcp](https://github.com/saurabhsharma2u/search-console-mcp) - Interact with Google Search Console and Bing Webmaster Tools.
|
||
|
||
### 🗄️ <a name="databases"></a>Databases
|
||
|
||
Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.
|
||
|
||
- [dockndevai/mcp-percona-pg](https://github.com/dockndevai/mcp-percona-pg) [](https://glama.ai/mcp/servers/dockndevai/mcp-percona-pg) 📇 🏠 🍎 🪟 🐧 - Manage Percona Operator for PostgreSQL clusters: PgBouncer pooling, tuning, backups and PITR, DR and major upgrades, with gated destructive actions.
|
||
- [dockndevai/mcp-clickhouse](https://github.com/dockndevai/mcp-clickhouse) [](https://glama.ai/mcp/servers/dockndevai/mcp-clickhouse) 📇 🏠 🍎 🪟 🐧 - ClickHouse schema exploration, analytical queries and management, with statements gated by access mode, row caps and auditing.
|
||
- [agenticfabriq/mnemiq](https://github.com/agenticfabriq/mnemiq) [](https://glama.ai/mcp/servers/agenticfabriq/mnemiq) 🐍 🏠 🍎 🪟 🐧 - Natural-language questions over Postgres, Oracle, Snowflake, Databricks, DuckDB and SQLite; generated SQL is validated deterministically before running.
|
||
- [AIops-tools/Postgres-AIops](https://github.com/AIops-tools/Postgres-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Postgres-AIops) 🐍 🏠 - Governed PostgreSQL DBA operations: slow-query, bloat and lock analysis, index management, vacuum and replication lag, with audit logs and rollback.
|
||
- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) 🐍 ☁️ 🎖️ - Navigate Aiven projects and interact with PostgreSQL, Apache Kafka, ClickHouse and OpenSearch services.
|
||
- [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Execute SQL queries and explore Supabase databases.
|
||
- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - Alibaba Cloud Tablestore: add documents and search them semantically by vectors and scalars, suited to serverless RAG.
|
||
- [amineelkouhen/mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb) 🐍 ☁️ - Manage, monitor and query data in CockroachDB.
|
||
- [andyWang1688/sql-query-mcp](https://github.com/andyWang1688/sql-query-mcp) [](https://glama.ai/mcp/servers/andyWang1688/sql-query-mcp) 🐍 🏠 - Work with PostgreSQL and MySQL within clear boundaries: schema discovery, sampling, read-only queries and query-plan inspection.
|
||
- [antonorlov/mcp-postgres-server](https://github.com/antonorlov/mcp-postgres-server) [](https://glama.ai/mcp/servers/antonorlov/mcp-postgres-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Access PostgreSQL databases, including those behind an SSH bastion.
|
||
- [appwrite/mcp](https://github.com/appwrite/mcp) [](https://glama.ai/mcp/servers/appwrite/mcp) 🎖️ 🐍 ☁️ - Manage Appwrite databases, auth, users, functions, storage, messaging and more.
|
||
- [ArcadeData/arcadedb](https://github.com/ArcadeData/arcadedb) [](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms) 🎖️ ☕ 🏠 - Built into ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin and MongoDB QL support.
|
||
- [Arun-kc/schemabrain](https://github.com/Arun-kc/schemabrain) [](https://glama.ai/mcp/servers/Arun-kc/schemabrain) 🐍 🏠 🍎 🪟 🐧 - Read-only Postgres access with SQL compiled from your own definitions, PII refusal and a tamper-evident audit chain.
|
||
- [astandrik/local-ydb-toolkit](https://github.com/astandrik/local-ydb-toolkit) [](https://glama.ai/mcp/servers/astandrik/local-ydb-toolkit) 📇 🏠 - Operate Docker-based local-ydb deployments locally or over SSH: bootstrap, diagnostics, auth hardening, storage workflows, dump/restore and upgrades.
|
||
- [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - MySQL database integration with configurable access controls and schema inspection.
|
||
- [bram2w/baserow](https://github.com/bram2w/baserow) - Baserow database integration: search and list tables, and create, read, update and delete rows.
|
||
- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities.
|
||
- [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - Automatically generate APIs from database schema and data for PostgreSQL, ClickHouse, MySQL, Snowflake, BigQuery and Supabase.
|
||
- [ChristianHinge/dicom-mcp](https://github.com/ChristianHinge/dicom-mcp) 🐍 ☁️ 🏠 - DICOM integration to query, read and move medical images and reports from PACS and other DICOM-compliant systems.
|
||
- [chroma-core/chroma-mcp](https://github.com/chroma-core/chroma-mcp) 🎖️ 🐍 ☁️ 🏠 - Access local and cloud Chroma instances for retrieval.
|
||
- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities.
|
||
- [codeurali/mcp-dataverse](https://github.com/codeurali/mcp-dataverse) [](https://glama.ai/mcp/servers/@codeurali/mcp-dataverse) 📇 🏠 ☁️ - Microsoft Dataverse: entity CRUD, FetchXML and OData queries, metadata inspection, workflow execution, audit logs and Power Platform integration.
|
||
- [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
|
||
- [corebasehq/coremcp](https://github.com/corebasehq/coremcp) [](https://glama.ai/mcp/servers/CoreBaseHQ/coremcp) 🏎️ ☁️ 🏠 - Tunnel-based bridge connecting local and on-premise databases (such as MSSQL) to LLMs, with AST-based query safety and PII masking.
|
||
- [Couchbase-Ecosystem/mcp-server-couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase) 🎖️ 🐍 ☁️ 🏠 - Unified access to Couchbase Capella and self-managed clusters for document operations, SQL++ queries and natural-language data analysis.
|
||
- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - Interact with Elasticsearch.
|
||
- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - Postgres development and operations: performance analysis, tuning and health checks.
|
||
- [cvelasquez/mcp-sqlserver](https://github.com/cvelasquez/mcp-sqlserver) [](https://glama.ai/mcp/servers/cvelasquez/mcp-sqlserver) 📇 🏠 ☁️ - Manage many SQL Server instances from one config, grouped by client or environment, with execution plans, index audits and stored-procedure analysis.
|
||
- [datacharter/datacharter](https://github.com/datacharter/datacharter) [](https://glama.ai/mcp/servers/datacharter/datacharter) 🐍 🏠 - Local, contract-governed federation across files and databases (Postgres, Snowflake, BigQuery, DuckDB, Excel) with read-only guards and PII masking.
|
||
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Query and access data in Trino clusters.
|
||
- [davewind/mysql-mcp-server](https://github.com/dave-wind/mysql-mcp-server) 🏎️ 🏠 - Read-only MySQL database access.
|
||
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection and security guidelines.
|
||
- [devopam/MCPg](https://github.com/devopam/MCPg) [](https://glama.ai/mcp/servers/devopam/MCPg) 🐍 🏠 ☁️ 🍎 🪟 🐧 - PostgreSQL catalog introspection, AST-validated query execution, index tuning, natural-language SQL, and pgvector, TimescaleDB and AGE integrations.
|
||
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities.
|
||
- [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) 📇 ☁️ - NocoDB database integration with read and write capabilities.
|
||
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Access and query Google BigQuery databases.
|
||
- [Eszetael/postgres-mcp-hardened](https://github.com/Eszetael/postgres-mcp-hardened) [](https://glama.ai/mcp/servers/Eszetael/postgres-mcp-hardened) 🦀 🏠 ☁️ 🍎 🪟 🐧 - Read-only PostgreSQL access: AST-validated queries in read-only transactions, schema inspection, column redaction, EXPLAIN cost guard and audit log.
|
||
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - MySQL database integration for secure database operations.
|
||
- [ferrants/memvid-mcp-server](https://github.com/ferrants/memvid-mcp-server) 🐍 🏠 - Local server for memvid storage and semantic search.
|
||
- [fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof ledger database with multi-user sync.
|
||
- [Michael2150/flamerobin-mcp-server](https://github.com/Michael2150/flamerobin-mcp-server) [](https://glama.ai/mcp/servers/Michael2150/flamerobin-mcp-server) #️⃣ 🏠 🪟 - Access Firebird databases registered in FlameRobin: schema introspection, DDL/DML execution, execution plans and missing index analysis.
|
||
- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - Google Sheets API integration for reading, writing, formatting and sheet management.
|
||
- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 - MySQL and PostgreSQL access: query execution, transaction management, schema exploration, query building and performance analysis.
|
||
- [FROWNINGdev/django-orm-lens](https://github.com/FROWNINGdev/django-orm-lens) [](https://glama.ai/mcp/servers/FROWNINGdev/django-orm-lens) 🐍 🏠 🍎 🪟 🐧 - Static analysis of Django ORM schemas without a database: models, relationships, migration dependencies, missing indexes, ER diagrams and signal graphs.
|
||
- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - Full-featured MongoDB database integration.
|
||
- [gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) ☁️ - Firebase services including Auth, Firestore and Storage.
|
||
- [get-convex/convex-backend](https://github.com/get-convex/convex-backend) 📇 ☁️ - Convex database integration to introspect tables and functions and run one-off queries.
|
||
- [gigamori/mcp-run-sql-connectorx](https://github.com/gigamori/mcp-run-sql-connectorx) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Execute SQL via ConnectorX and stream results to CSV or Parquet files, supporting PostgreSQL, MariaDB, BigQuery, Redshift, SQL Server and more.
|
||
- [googleapis/genai-toolbox](https://github.com/googleapis/genai-toolbox) 🏎️ ☁️ - Open-source server providing easy, fast and secure database tools.
|
||
- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - Query GreptimeDB.
|
||
- [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - Safe, read-only access to explore and query SQLite databases, with query validation.
|
||
- [henilcalagiya/google-sheets-mcp](https://github.com/henilcalagiya/google-sheets-mcp) 🐍 🏠 - Google Sheets automation tools.
|
||
- [hydrolix/mcp-hydrolix](https://github.com/hydrolix/mcp-hydrolix) 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration with schema exploration and query capabilities.
|
||
- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - Run queries against the InfluxDB OSS API v2.
|
||
- [infino-ai/infino-mcp](https://github.com/infino-ai/infino-mcp) [](https://glama.ai/mcp/servers/infino-ai/infino-mcp) 🎖️ 📇 🏠 - Retrieval over your own data with Infino (BM25 full-text, vector, hybrid and SQL), an embedded engine on Apache Parquet over object storage.
|
||
- [InfluxData/influxdb3_mcp_server](https://github.com/influxdata/influxdb3_mcp_server) 🎖️ 📇 🏠 ☁️ - Interact with InfluxDB 3 Core, Enterprise and Cloud Dedicated.
|
||
- [igorolv/jdbc-mcp-server](https://github.com/igorolv/jdbc-mcp-server) [](https://glama.ai/mcp/servers/igorolv/jdbc-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Read-only access to PostgreSQL, Oracle and SQL Server via JDBC: schema discovery, query validation, execution plans, benchmarking and index analysis.
|
||
- [izzzzzi/izTolkMcp](https://github.com/izzzzzi/izTolkMcp) [](https://glama.ai/mcp/servers/izzzzzi/iz-tolk-mcp) 📇 🏠 - Compile, syntax-check and generate deployment deeplinks for TON smart contracts with the Tolk compiler.
|
||
- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake integration with read and optional write operations, plus insight tracking.
|
||
- [iunera/druid-mcp-server](https://github.com/iunera/druid-mcp-server) ☕ ☁️ 🏠 - Manage and analyze Apache Druid clusters with tools, resources and prompts.
|
||
- [Janadasroor/pg-mnemosyne-mcp](https://github.com/Janadasroor/pg-mnemosyne-mcp) [](https://glama.ai/mcp/servers/Janadasroor/pg-mnemosyne-mcp) 🐍 🏠 - PostgreSQL-backed persistent memory, task tracker and multi-agent coordination hub for AI assistants.
|
||
- [JaviMaligno/postgres_mcp](https://github.com/JaviMaligno/postgres_mcp) 🐍 🏠 - PostgreSQL querying, schema exploration and table analysis, read-only by default with SQL injection prevention.
|
||
- [joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Create and manage Supabase projects and organizations.
|
||
- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - Apache Kafka and Timeplus: list topics, poll messages, save Kafka data locally and query streaming data with SQL via Timeplus.
|
||
- [jparkerweb/mcp-sqlite](https://github.com/jparkerweb/mcp-sqlite) 📇 🏠 - Interact with SQLite databases.
|
||
- [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB integration: collection and index info, vector storage and search.
|
||
- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB database integration.
|
||
- [kosminus/querywise-mcp](https://github.com/kosminus/querywise-mcp) [](https://glama.ai/mcp/servers/kosminus/querywise-mcp) 🐍 🏠 - Query SQLite, PostgreSQL, BigQuery and Databricks in natural language through a business semantic layer: glossary, metrics and a data dictionary.
|
||
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities.
|
||
- [lintbase/lintbase-mcp](https://github.com/lintbase/lintbase) [](https://glama.ai/mcp/servers/lintbase/lintbase) 📇 🏠 - Firestore schema context for coding agents: scans live collections and returns real field names, types and presence rates to prevent hallucinated queries.
|
||
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities.
|
||
- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Run queries against Memgraph and access its schema.
|
||
- [mbentham/SqlAugur](https://github.com/mbentham/SqlAugur) #️⃣ 🏠 🪟 🐧 - Read-only SQL Server access with AST-based query validation, schema exploration, ER diagrams and DBA toolkits like First Responder Kit and sp_WhoIsActive.
|
||
- [mickelsamuel/migrationpilot](https://github.com/mickelsamuel/migrationpilot) [](https://glama.ai/mcp/servers/mickelsamuel/migrationpilot) 📇 🏠 - Check PostgreSQL migrations against lock-safety rules before an agent applies them, offline and without a database.
|
||
- [mahAnuj/mcp-multi-db](https://github.com/mahAnuj/mcp-multi-db) [](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db) 📇 🏠 - Unified read-only tools for PostgreSQL, MySQL and SQLite: list databases and tables, describe tables and run queries, enforced at SQL and database level.
|
||
- [montumodi/mongodb-atlas-mcp-server](https://github.com/montumodi/mongodb-atlas-mcp-server) 📇 ☁️ 🪟 🍎 🐧 - Access the MongoDB Atlas API.
|
||
- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Neo4j integration: run queries, use Neo4j as knowledge graph memory and manage Neo4j Aura instances.
|
||
- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ - Create and manage Postgres databases with Neon Serverless Postgres.
|
||
- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) - Manage and query Nile Postgres databases, tenants, users and auth.
|
||
- [nlqueries/nlqueries](https://github.com/nlqueries/nlqueries) [](https://glama.ai/mcp/servers/nlqueries/nlqueries) 🐍 🏠 - Self-hosted natural-language-to-SQL engine with validation for PostgreSQL, MySQL, Snowflake, BigQuery and DuckDB, plus document QA and semantic caching.
|
||
- [openlink/mcp-server-jdbc](https://github.com/OpenLinkSoftware/mcp-jdbc-server) 🐍 🏠 - Generic database (DBMS) connectivity via JDBC.
|
||
- [openlink/mcp-server-odbc](https://github.com/OpenLinkSoftware/mcp-odbc-server) 🐍 🏠 - Generic database (DBMS) connectivity via ODBC.
|
||
- [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) 🐍 🏠 - Generic database (DBMS) connectivity via SQLAlchemy using pyodbc.
|
||
- [ofershap/mcp-server-sqlite](https://github.com/ofershap/mcp-server-sqlite) [](https://glama.ai/mcp/servers/ofershap/mcp-server-sqlite) 📇 🏠 - SQLite operations: query databases, inspect schemas, explain queries and export data.
|
||
- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Query and analyze Azure Data Explorer databases.
|
||
- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - Query and analyze Prometheus, the open-source monitoring system.
|
||
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍 - PostgreSQL performance tuning.
|
||
- [pilat/mcp-datalink](https://github.com/pilat/mcp-datalink) 📇 🏠 - Secure access to PostgreSQL, MySQL and SQLite databases with parameterized queries and schema inspection.
|
||
- [planetscale/mcp](https://github.com/planetscale/cli?tab=readme-ov-file#mcp-server-integration) - Built into the PlanetScale CLI: direct access to your PlanetScale databases.
|
||
- [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - Qdrant integration.
|
||
- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration for interacting directly with databases.
|
||
- [quarkiverse/mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database to query, insert, update, delete and more.
|
||
- [questdb/mcp-server-questdb](https://github.com/questdb/mcp-server-questdb) [](https://glama.ai/mcp/servers/questdb/mcp-server-questdb) 🎖️ 📇 🏠 - Drive the QuestDB Web Console: notebook cells, SQL queries and charts on live time-series data.
|
||
- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - Airtable integration: query, create, update and delete records, manage bases, tables and schemas, filter records and migrate data.
|
||
- [Yusufihsangorgel/queue-inspector-mcp](https://github.com/Yusufihsangorgel/queue-inspector-mcp) [](https://glama.ai/mcp/servers/Yusufihsangorgel/queue-inspector-mcp) 📇 🏠 - Inspect and operate Redis-backed Asynq and BullMQ job queues: per-state counts, decoded job payloads and errors, retry and delete, with a read-only mode.
|
||
- [redis/mcp-redis](https://github.com/redis/mcp-redis) 🐍 🏠 - Manage and search data in Redis.
|
||
- [Rheopyrin/db-access-mcp](https://github.com/Rheopyrin/db-access-mcp) [](https://glama.ai/mcp/servers/Rheopyrin/db-access-mcp) 📇 🏠 🍎 🪟 🐧 - Query PostgreSQL, MySQL, Redshift and SQL Server over SSH or AWS SSM tunnels, with read-only enforcement, confined exports and pluggable secret providers.
|
||
- [Rufflet/mysql-legacy-mcp](https://github.com/Rufflet/mysql-legacy-mcp) [](https://glama.ai/mcp/servers/@Rufflet/mysql-legacy-mcp) 📇 🏠 🍎 🪟 🐧 - Access legacy MySQL 5.0 to 5.6 databases: schema inspection and SELECT by default, with opt-in INSERT, UPDATE, DELETE and DDL.
|
||
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - Access PostgreSQL, MySQL, MariaDB, SQLite, Oracle, SQL Server and more via SQLAlchemy, with schema and relationship inspection and large dataset analysis.
|
||
- [narekmalk/safedb-mcp](https://github.com/narekmalk/safedb-mcp) [](https://glama.ai/mcp/servers/narekmalk/safedb-mcp) ☁️ 🏠 - Safe, read-only database access with SQL guardrails, table allowlists, PII masking and audit logs.
|
||
- [s2-streamstore/mcp](https://github.com/s2-streamstore/mcp) 🎖️ 🐍 ☁️ - Interact with the S2 serverless stream platform.
|
||
- [schemacrawler/SchemaCrawler-MCP-Server-Usage](https://github.com/schemacrawler/SchemaCrawler-MCP-Server-Usage) 🎖️ ☕ - Connect to any relational database to get valid SQL and ask questions about the schema, such as what a column prefix means.
|
||
- [seedfast-ai/seedfast-mcp](https://github.com/seedfast-ai/seedfast-mcp) [](https://glama.ai/mcp/servers/seedfast-ai/seedfast-mcp) 🎖️ 🏠 - Fill a PostgreSQL database with synthetic test data generated from its live schema: plan, run and track seeds without production data.
|
||
- [seob717/redash-mcp](https://github.com/seob717/redash-mcp) [](https://glama.ai/mcp/servers/seob717/redash-mcp) 📇 🏠 - Redash integration: natural-language SQL with safety guards and PII detection, table selection, saved queries, dashboards, widgets and alerts.
|
||
- [SidneyBissoli/ibge-br-mcp](https://github.com/SidneyBissoli/ibge-br-mcp) 📇 ☁️ - Brazilian IBGE data: demographics, geography and economics, including localities, SIDRA tables, census data, population projections and geographic meshes.
|
||
- [slotix/dbconvert-streams-public](https://github.com/slotix/dbconvert-streams-public) [](https://glama.ai/mcp/servers/slotix/dbconvert-streams-public) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Read-only SQL across PostgreSQL, MySQL, S3-compatible storage and Parquet/CSV/JSON files, with cross-source joins federated by DuckDB.
|
||
- [skysqlinc/skysql-mcp](https://github.com/skysqlinc/skysql-mcp) 🎖️ ☁️ - Launch and delete serverless MariaDB Cloud databases, execute SQL and use database-level AI agents for text-to-SQL and conversations.
|
||
- [Snowflake-Labs/mcp](https://github.com/Snowflake-Labs/mcp) 🐍 ☁️ - Snowflake: prompt Cortex Agents, query structured and unstructured data, manage objects, run SQL and query semantic views, with RBAC and CRUD controls.
|
||
- [sqemo/sqemo-mcp](https://github.com/sqemo/sqemo-mcp) [](https://glama.ai/mcp/servers/sqemo/sqemo-mcp) 📇 🏠 ☁️ - Design ERDs following naming standards: edit entities and relationships, import/export SQL and DBML, and diff the model against a live database.
|
||
- [srmadscience/mcpdbwizard-open](https://github.com/srmadscience/mcpdbwizard-open) [](https://glama.ai/mcp/servers/srmadscience/mcpdbwizard-open) ☕ 🏠 🍎 🪟 🐧 - Generate a Java MCP server exposing only selected Oracle PL/SQL packages, tables, sequences and SQL statements as typed tools, with no generic SQL tool.
|
||
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Natural-language queries for any PostgreSQL database, with automatic streaming and read-only safety.
|
||
- [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) 🎖️ 📇 ☁️ - Connect to your Supabase project to manage tables, fetch config and query data.
|
||
- [SurajKGoyal/amnesic](https://github.com/SurajKGoyal/amnesic) [](https://glama.ai/mcp/servers/SurajKGoyal/amnesic) 🐍 🏠 🍎 🪟 🐧 - Persistent schema memory for PostgreSQL, MySQL, MSSQL and SQLite: table and column annotations, a foreign-key graph and searchable notes. Read-only.
|
||
- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 - Multi-database access for PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, SQL Server, BigQuery, Oracle and SQLite.
|
||
- [ThinAirTelematics/thinair-data](https://github.com/ThinAirTelematics/thinair-data) [](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data) 📇 ☁️ - Dialect-aware tools for PostgreSQL, MySQL and SQL Server: queries, schema introspection, optimization, migrations and PII scanning.
|
||
- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - DolphinDB database integration with schema inspection and query capabilities.
|
||
- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - Trino integration.
|
||
- [ugurcl/dbridge-mcp](https://github.com/ugurcl/dbridge-mcp) [](https://glama.ai/mcp/servers/ugurcl/dbridge-mcp) 📇 🏠 🍎 🪟 🐧 - Query SQLite, PostgreSQL and MySQL in plain language, read-only, with column hiding and masking, row caps, timeouts, cost-based rejection and rate limiting.
|
||
- [GetMystAdmin/urdb-mcp](https://github.com/GetMystAdmin/urdb-mcp) [](https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp) 📇 🏠 - Search URDB's product integrity database for integrity scores, enshittification events and change tracking across consumer products.
|
||
- [VictoriaMetrics-Community/mcp-victorialogs](https://github.com/VictoriaMetrics-Community/mcp-victorialogs) 🎖️ 🏎️ 🏠 - Integration with VictoriaLogs APIs and documentation for working with logs and debugging VictoriaLogs instances.
|
||
- [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) 🐍 📇 ☁️ - Use Weaviate collections as a knowledge base and as a chat memory store.
|
||
- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) 🐍 🏠 - MySQL CRUD plus database anomaly analysis and role-based permission control, with easily extensible custom tools.
|
||
- [wenb1n-dev/SmartDB_MCP](https://github.com/wenb1n-dev/SmartDB_MCP) 🐍 🏠 - Connect to multiple databases at once (MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, Oracle) for operations, health analysis and SQL optimization.
|
||
- [wenerme/wener-mssql-mcp](https://github.com/wenerme/wode/tree/develop/packages/wener-mssql-mcp) 📇 🏠 - MSSQL database integration with schema inspection and query capabilities.
|
||
- [xexr/mcp-libsql](https://github.com/Xexr/mcp-libsql) 📇 🏠 ☁️ - Security and management tools for libSQL databases.
|
||
- [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ - Fetch data from databases with natural-language queries, using XiyanSQL as the text-to-SQL model.
|
||
- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - Create, read, update and manage spreadsheets through the Google Sheets API.
|
||
- [yannbrrd/simple_snowflake_mcp](https://github.com/YannBrrd/simple_snowflake_mcp) 🐍 ☁️ - Snowflake access that works behind a corporate proxy, with read and optional write operations.
|
||
- [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ - Interact with YDB databases.
|
||
- [yimindev/dati](https://github.com/yimindev/dati) [](https://glama.ai/mcp/servers/yimindev/dati) ☕ ☁️ - Semantic gateway that turns common databases into MCP services, enriched with business metadata and parameterized SQL tools.
|
||
- [yincongcyincong/VictoriaMetrics-mcp-server](https://github.com/yincongcyincong/VictoriaMetrics-mcp-server) 🐍 🏠 - Interact with the VictoriaMetrics database.
|
||
- [rafim-dev/schema-bridge-mcp](https://github.com/rafim-dev/schema-bridge-mcp) [](https://glama.ai/mcp/servers/rafim-dev/schema-bridge-mcp) 📇 🏠 🍎 🪟 🐧 - Compile SQL and Prisma schemas to Zod, TypeScript and Pydantic, and generate realistic synthetic mock API data.
|
||
- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 - MySQL access with a configurable read-only mode and schema inspection.
|
||
- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - Interact with Milvus and Zilliz databases.
|
||
- [wklee610/kafka-mcp](https://github.com/wklee610/kafka-mcp) [](https://glama.ai/mcp/servers/wklee610/kafka-mcp) 🐍 🏠 ☁️ - Inspect Apache Kafka topics and consumer groups and safely manage offsets (reset, rewind).
|
||
- [croc100/Litescope](https://github.com/croc100/Litescope) [](https://glama.ai/mcp/servers/croc100/Litescope) 🏎️ 🏠 ☁️ - Operations toolchain for SQLite, Cloudflare D1 and Turso: inspect, diff, migrate, monitor, back up and repair databases. Read-only by default.
|
||
|
||
- [gulmezeren2-byte/erp-report-engine](https://github.com/gulmezeren2-byte/erp-report-engine) [](https://glama.ai/mcp/servers/gulmezeren2-byte/erp-report-engine) 🐍 🏠 - Read-only access to ERP SQL databases (Logo Tiger, Netsis, Mikro) through canonical entities like orders, with a guard that blocks side-effecting statements.
|
||
### 📊 <a name="data-platforms"></a>Data Platforms
|
||
|
||
Data Platforms for data integration, transformation and pipeline orchestration.
|
||
|
||
- [dockndevai/mcp-debezium](https://github.com/dockndevai/mcp-debezium) [](https://glama.ai/mcp/servers/dockndevai/mcp-debezium) 📇 🏠 🍎 🪟 🐧 - Monitor and manage Debezium and Kafka Connect CDC connectors, with access modes, connector allowlists, delete gating and credential redaction.
|
||
- [dockndevai/mcp-kafka](https://github.com/dockndevai/mcp-kafka) [](https://glama.ai/mcp/servers/dockndevai/mcp-kafka) 📇 🏠 🍎 🪟 🐧 - Monitor and manage Apache Kafka clusters, topics and consumer groups (including lag), with access modes, topic allowlists and delete gating.
|
||
- [1luvc0d3/metabase-mcp](https://github.com/1luvc0d3/metabase-mcp) [](https://glama.ai/mcp/servers/1luvc0d3/metabase-mcp) 📇 🏠 - Metabase integration: natural-language data analysis, dashboard management, SQL queries and automated insights, with SQL guardrails and audit logging.
|
||
- [alanpcf/brasil-data-mcp](https://github.com/alanpcf/brasil-data-mcp) [](https://glama.ai/mcp/servers/alanpcf/brasil-data-mcp) 📇 🏠 🍎 🪟 🐧 - Brazilian public data via BrasilAPI: companies (CNPJ), addresses (CEP), banks (BACEN) and national holidays.
|
||
- [Alessandro114/scala-mcp-server](https://github.com/Alessandro114/scala-mcp-server) [](https://glama.ai/mcp/servers/Alessandro114/scala-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Search and enrich company data: lookup by name, VAT or ID, NACE sector search, and financial data from official EU business registries.
|
||
- [antonio-mello-ai/mcp-airflow](https://github.com/antonio-mello-ai/mcp-airflow) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-airflow) 🐍 🏠 - Manage Apache Airflow via its REST API: list DAGs, inspect runs and task instances, trigger runs, and check failed DAGs and scheduler health.
|
||
- [sam1siam/astrofabric-mcp](https://github.com/sam1siam/astrofabric-mcp) [](https://glama.ai/mcp/servers/sam1siam/astrofabric-mcp) 🎖️ ☁️ - Business intelligence: company and contact discovery, verification, enrichment, business signals, lists and governed delivery.
|
||
- [carrierone/verilexdata-mcp](https://github.com/carrierone/verilexdata-mcp) [](https://glama.ai/mcp/servers/carrierone/verilexdata-mcp) 📇 ☁️ - Pay-per-query x402 datasets: NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents and economic indicators.
|
||
- [equinoxaifinance-rgb/civicdataforge-mcp](https://github.com/equinoxaifinance-rgb/civicdataforge-mcp) [](https://glama.ai/mcp/servers/equinoxaifinance-rgb/civicdataforge-mcp) 🎖️ 📇 ☁️ - US government records (short-term rental permits, lodging licenses, property violations, healthcare exclusions, EPA ECHO) and Norwegian company data.
|
||
- [aegis-dq/aegis-dq](https://github.com/aegis-dq/aegis-dq) [](https://glama.ai/mcp/servers/aegis-dq/aegis-dq) 🐍 🏠 🍎 🪟 🐧 - Data quality checks on DuckDB, BigQuery, Athena, Databricks and Postgres, with LLM root-cause analysis of failures and proposed SQL remediations.
|
||
- [alkemiai/alkemi-mcp](https://github.com/alkemi-ai/alkemi-mcp) 📇 ☁️ - Query Snowflake, Google BigQuery and Databricks data products in natural language through Alkemi.
|
||
- [Autario/autario-mcp](https://github.com/Autario/autario-mcp) [](https://glama.ai/mcp/servers/Autario/autario-mcp) ☁️ - Search and query public datasets from the World Bank, IMF, Eurostat, OECD and WHO, and publish charts.
|
||
- [vinvuk/apiverket-mcp](https://github.com/vinvuk/apiverket-mcp) [](https://glama.ai/mcp/servers/vinvuk/apiverket-mcp) 📇 ☁️ 🍎 🪟 🐧 - Query Swedish public data through Apiverket, including company data, SCB statistics, weather, transport and more.
|
||
- [avisangle/method-crm-mcp](https://github.com/avisangle/method-crm-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Method CRM API integration: manage tables, files, users, events and API keys, with rate limiting and retries.
|
||
- [aywengo/kafka-schema-reg-mcp](https://github.com/aywengo/kafka-schema-reg-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Kafka Schema Registry management across multiple registries, including schema migration.
|
||
- [bintocher/mcp-superset](https://github.com/bintocher/mcp-superset) [](https://glama.ai/mcp/servers/bintocher/mcp-superset) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Apache Superset: dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups) and permissions audit, with built-in safety validations.
|
||
- [bruno-portfolio/agrobr-mcp](https://github.com/bruno-portfolio/agrobr-mcp) 🐍 ☁️ - Brazilian agricultural data: prices, crop estimates, climate and deforestation from public sources including CEPEA, CONAB, IBGE, INPE and B3.
|
||
- [Castaldo-Solutions/mcp-vtenext](https://github.com/Castaldo-Solutions/mcp-vtenext) [](https://glama.ai/mcp/servers/Castaldo-Solutions/mcp-vtenext) 📇 🏠 🍎 🪟 🐧 - Query, create and update opportunities and contacts in VTENext, an open-source vtiger-based CRM, via its WebService API.
|
||
- [dan1d/mercadolibre-mcp](https://github.com/dan1d/mercadolibre-mcp) [](https://glama.ai/mcp/servers/dan1d/mercadolibre-mcp) 📇 ☁️ - Search MercadoLibre products, get item details, browse categories, track trends and convert currencies across Latin America.
|
||
- [datanika-io/datanika-core](https://github.com/datanika-io/datanika-core/tree/master/datanika-mcp) [](https://glama.ai/mcp/servers/datanika-io/datanika-core) 🎖️ 🐍 ☁️ 🏠 - Datanika, the open-source ELT and dbt platform: browse connections, preview data, run dbt transforms, monitor runs and manage pipelines. Read-only by default.
|
||
- [dbt-labs/dbt-mcp](https://github.com/dbt-labs/dbt-mcp) 🎖️ 🐍 🏠 ☁️ - dbt integration: dbt Core and Cloud CLI, project metadata discovery, model information and semantic layer queries.
|
||
- [Evan-Crx/permisapi-mcp](https://github.com/Evan-Crx/permisapi-mcp) [](https://glama.ai/mcp/servers/Evan-Crx/permisapi-mcp) 🐍 🏠 🍎 🪟 🐧 - Search French building permits (Sitadel open data), cross-referenced with DVF transactions, PLU zoning and BRGM natural and technological risks.
|
||
- [flexorch/flexorch-mcp](https://github.com/flexorch/flexorch-mcp) [](https://glama.ai/mcp/servers/flexorch/flexorch-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn business documents (PDFs, invoices, contracts, payroll) into structured datasets with classification, field extraction, PII masking and quality scoring.
|
||
- [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyze and cross-reference data in your own or public data cores.
|
||
- [FreelexHo/power-bi-mcp](https://github.com/FreelexHo/power-bi-mcp) [](https://glama.ai/mcp/servers/FreelexHo/power-bi-mcp) 🐍 ☁️ 🪟 🍎 🐧 - Power BI refresh with table-level polling and retry, refresh diagnostics, DAX queries with RLS simulation, PBIP source locating and refresh reports.
|
||
- [gura105/operational-ontology](https://github.com/gura105/operational-ontology) [](https://glama.ai/mcp/servers/gura105/operational-ontology) 📇 🏠 🍎 🪟 🐧 - Operational ontology reference implementation: tools generated from a typed business domain model, with rule-checked, audited writes to systems of record.
|
||
- [Hug0x0/mcp-reunion](https://github.com/Hug0x0/mcp-reunion) [](https://glama.ai/mcp/servers/Hug0x0/mcp-reunion) 📇 ☁️ 🍎 🪟 🐧 - Open data for La Réunion (French overseas region) from data.gouv.fr and the regional portal: economy, demographics, transport, health, education and more.
|
||
- [greencalculus/greencalculus-mcp](https://github.com/greencalculus/greencalculus-mcp) [](https://glama.ai/mcp/servers/greencalculus/greencalculus-mcp) 🎖️ 📇 ☁️ - Greenhouse-gas emission factors and carbon calculations (activity, embodied EN 15978, PCAF financed emissions) with source references and data versions.
|
||
- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) 🐍 ☁️ - Run SQL queries, list jobs and get job status via the Databricks API.
|
||
- [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) 📇 ☁️ - Query Qlik Cloud apps and sheets and extract data from visualizations, with authentication and rate-limiting support.
|
||
- [keboola/keboola-mcp-server](https://github.com/keboola/keboola-mcp-server) 🐍 - Interact with the Keboola Connection data platform: list and access data from the Keboola Storage API.
|
||
- [mattijsdp/dbt-docs-mcp](https://github.com/mattijsdp/dbt-docs-mcp) 🐍 🏠 - dbt-core (OSS) project metadata, model and column-level lineage, and dbt documentation.
|
||
- [meacheal-ai/mrc-data](https://github.com/meacheal-ai/mrc-data) 📇 ☁️ - China apparel supply chain data: verified suppliers, lab-tested fabrics and industrial clusters, with AATCC, ISO and GB lab-test verification.
|
||
- [mbrummerstedt/powerbi-analyst-mcp](https://github.com/mbrummerstedt/powerbi-analyst-mcp) [](https://glama.ai/mcp/servers/mbrummerstedt/powerbi-analyst-mcp) 🐍 ☁️ - Query Power BI semantic models: browse workspaces, tables and measures, run DAX queries and page large results via local CSV.
|
||
- [Osseni94/keyneg-mcp](https://github.com/Osseni94/keyneg-mcp) 🐍 🏠 - Fine-grained sentiment analysis, keyword extraction and batch processing.
|
||
- [Osseni94/oyemi-mcp](https://github.com/Osseni94/oyemi-mcp) 🐍 🏠 - Deterministic, lexicon-based semantic word encoding and valence analysis: word-to-code mapping, semantic similarity and synonym/antonym lookup.
|
||
- [paracetamol951/caisse-enregistreuse-mcp-server](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server) 🏠 🐧 🍎 ☁️ - Automate or monitor business operations: sales recording, POS software and CRM.
|
||
- [r3dz4r/datapulse-my](https://github.com/r3dz4r/datapulse-my) [](https://glama.ai/mcp/servers/r3dz4r/datapulse-my) 🐍 ☁️ - Trust checks for Malaysian public datasets: freshness, licence, provenance and drift, with signed evidence and an offline-verifiable attestation chain.
|
||
- [saikiyusuke/registep-mcp](https://github.com/saikiyusuke/registep-mcp) 📇 ☁️ - POS and sales analytics for AirREGI, Smaregi and BASE e-commerce: store management, sales data queries, AI chat analysis and weather correlation.
|
||
- [Kemetra/seshat-bi](https://github.com/Kemetra/Seshat-BI) [](https://glama.ai/mcp/servers/Kemetra/Seshat-BI) 🐍 🏠 🍎 🪟 🐧 - Read-only BI pipeline governance: each table's stage from source to Power BI, what blocks the next stage, static SQL/TMDL/PBIR checks and evidence packs.
|
||
- [us-all/airflow-mcp-server](https://github.com/us-all/airflow-mcp-server) [](https://glama.ai/mcp/servers/us-all/airflow-mcp-server) 📇 🏠 🍎 🪟 🐧 - Airflow REST API: list DAGs, runs and task instances, tail logs and roll up DAG health. Read-only by default; trigger and clear are write-gated.
|
||
- [soil-dev/capsulemcp](https://github.com/soil-dev/capsulemcp) [](https://glama.ai/mcp/servers/soil-dev/capsulemcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Capsule CRM: contacts, opportunities, projects, tasks, timeline activity, filters, workflow tracks and file attachments, with an optional read-only mode.
|
||
- [Sugra-Systems/sugra-api-mcp](https://github.com/Sugra-Systems/sugra-api-mcp) [](https://glama.ai/mcp/servers/Sugra-Systems/sugra-api-mcp) 🎖️ 🐍 ☁️ - World data from primary sources via the Sugra API: markets, macroeconomics, company fundamentals, government, news, climate, maritime and entity screening.
|
||
- [vikramgorla/mcp-swiss](https://github.com/vikramgorla/mcp-swiss) [](https://glama.ai/mcp/servers/vikramgorla/mcp-swiss) 📇 ☁️ - Swiss open data: transport, weather, geodata, companies, parliament and more.
|
||
- [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) 🐍 ☁️ - Databricks Genie API: ask natural language questions, run SQL queries and interact with Databricks conversational agents.
|
||
- [Younghef/nutriref-api](https://github.com/Younghef/nutriref-api) [](https://glama.ai/mcp/servers/Younghef/nutriref-api) 🐍 ☁️ 🍎 🪟 🐧 - USDA FoodData Central nutrition data, paid per call via x402 (USDC on Base): food search, details, comparisons and recipes.
|
||
- [Leekangbum/networklytics-mcp](https://github.com/Leekangbum/networklytics-mcp) [](https://glama.ai/mcp/servers/Leekangbum/networklytics-mcp) 🐍 - Social network analysis of YouTube comments: influencer centrality ranking, Louvain community detection and sentiment analysis.
|
||
|
||
### 💻 <a name="developer-tools"></a>Developer Tools
|
||
- [ieranama/discomcp](https://github.com/ieranama/discomcp) [](https://glama.ai/mcp/servers/ieranama/discomcp) 🦀 🏠 🍎 🪟 🐧 - Profiles how you use any MCP server into a reusable, read-only skill: workflows, call chains and each tool's safety class.
|
||
- [Karzone/TestAtlas](https://github.com/Karzone/TestAtlas) [](https://glama.ai/mcp/servers/Karzone/TestAtlas) #️⃣ 🏠 🍎 🪟 🐧 - Maps a .NET Reqnroll/SpecFlow test-automation solution into a queryable SQLite file to search step definitions, check change impact and avoid duplicate code.
|
||
- [ARADIA-systems/aradia-mcp-server](https://github.com/ARADIA-systems/aradia-mcp-server) [](https://glama.ai/mcp/servers/ARADIA-systems/aradia-mcp-server) 🎖️ 📇 ☁️ 🏠 🐧 - On-premise private AI systems from ARADIA on NVIDIA DGX hardware: hardware sizing, ROI modeling, partner onboarding, procurement and order tracking.
|
||
- [iyashjayesh/tokenchit](https://github.com/iyashjayesh/tokenchit) [](https://glama.ai/mcp/servers/iyashjayesh/tokenchit) 📇 🏠 🍎 🪟 🐧 - Reads local Claude Code, Codex and OpenCode usage logs: token totals, daily and hourly activity, per-agent and per-model breakdowns and a year-in-review recap.
|
||
- [kyle641320/true-memory-fragments](https://github.com/kyle641320/true-memory-fragments) [](https://glama.ai/mcp/servers/kyle641320/true-memory-fragments) 🐍 🏠 - Checks source-context freshness against a Git working tree and retrieves source-linked code relationships to surface stale knowledge and cross-file impact.
|
||
- [rafim-dev/mcp-context-condenser](https://github.com/rafim-dev/mcp-context-condenser) [](https://glama.ai/mcp/servers/rafim-dev/mcp-context-condenser) 📇 🏠 🍎 🪟 🐧 - AST-based code outliner, log compressor and context budget analyzer to reduce LLM token usage.
|
||
- [rafim-dev/mcp-doctor](https://github.com/rafim-dev/mcp-doctor) [](https://glama.ai/mcp/servers/rafim-dev/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - Health checks, binary validation and JSON auto-repair for MCP client configuration files.
|
||
- [om-tajne/pkgdiet](https://github.com/om-tajne/pkgdiet) [](https://glama.ai/mcp/servers/om-tajne/pkgdiet) 📇 🏠 🍎 🪟 🐧 - AST-based dependency analyzer: flags unused packages, calculates actual install sizes and detects unmaintained dependencies.
|
||
- [aicanvas-me/aicanvas](https://github.com/aicanvas-me/aicanvas) [](https://glama.ai/mcp/servers/aicanvas-me/aicanvas) 📇 🏠 🍎 🪟 🐧 - Search and fetch animated, shadcn-compatible React components, design systems and templates, with install commands, from the aicanvas registry.
|
||
- [Hyperiux-Immersion-Labs/hyperiux-components](https://github.com/Hyperiux-Immersion-Labs/hyperiux-components) [](https://glama.ai/mcp/servers/Hyperiux-Immersion-Labs/hyperiux-components) 🎖️ 📇 🏠 🍎 🪟 🐧 - Browse and search Hyperiux Vault React/Next.js animation and interaction effects, with dependencies, changelogs, install commands and source code.
|
||
- [2ools/mcp-server](https://github.com/2ools/mcp-server) [](https://glama.ai/mcp/servers/2ools/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Versioned projects from assistant-built work: shareable HTML previews, version comparison, delegated approvals, artifacts, work assignments and source export.
|
||
- [aurumflux20/effectfence](https://github.com/aurumflux20/effectfence) [](https://glama.ai/mcp/servers/aurumflux20/effectfence) 🦀 🏠 🍎 🪟 🐧 - Prevents double charges and duplicate side effects from agent tool calls: concurrent races elect one winner, late duplicates replay a sealed receipt.
|
||
- [baobabcat/demandscope](https://github.com/baobabcat/demandscope) [](https://glama.ai/mcp/servers/baobabcat/demandscope) 🐍 🏠 🍎 🪟 🐧 - Demand-signal scanner for validating product and dev-tool ideas using GitHub repo signals, Hacker News attention and npm/PyPI download counts.
|
||
- [BoxBoxmari/my-pi](https://github.com/BoxBoxmari/my-pi) [](https://glama.ai/mcp/servers/BoxBoxmari/my-pi) 📇 🏠 🍎 🪟 🐧 - Local-first runtime for coding agents: bounded workspace access, guarded writes, AST search, LSP navigation and diagnostics, and Git tooling.
|
||
- [Bristlecone-Logic/bristlecone-logic](https://github.com/Bristlecone2026/bristlecone-logic) [](https://glama.ai/mcp/servers/Bristlecone2026/bristlecone-logic) 🐍 ☁️ - Deterministic execution guardrails, isolated AST-based math evaluation, SSRF-safe DNS routing and malformed JSON repair.
|
||
- [bricelancasterwcp-sudo/sensorium](https://github.com/bricelancasterwcp-sudo/sensorium) [](https://glama.ai/mcp/servers/bricelancasterwcp-sudo/sensorium) 🐍 🦀 📇 🏠 🐧 - Records Python, Rust and TypeScript program runs to local SQLite so coding agents can query call trees, exceptions and value flow.
|
||
- [hivemindunit/llmintel-mcp](https://github.com/hivemindunit/llmintel-mcp) [](https://glama.ai/mcp/servers/hivemindunit/llmintel-mcp) 📇 ☁️ - Check whether an LLM model ID is deprecated, retiring or retired, and what to migrate to, across OpenAI, Anthropic, Azure, Bedrock, Google and Cohere.
|
||
- [jubstaaa/hono-telescope](https://github.com/jubstaaa/hono-telescope) [](https://glama.ai/mcp/servers/Jubstaaa/hono-telescope) 📇 🏠 - Read-only debugging for Hono apps: recent exceptions with their requests, logs and queries, requests filtered by status or duration, and the slowest queries.
|
||
- [Jarroslav/agentic-os](https://github.com/Jarroslav/agentic-os) [](https://glama.ai/mcp/servers/Jarroslav/agentic-os) 📇 🏠 🍎 🪟 🐧 - Read-only access to the agentic-os governance, SDLC and QE methodology, with install planning and verification.
|
||
- [rm-rf-prod/GroundTruth-MCP](https://github.com/rm-rf-prod/GroundTruth-MCP) [](https://glama.ai/mcp/servers/rm-rf-prod/GroundTruth-MCP) 📇 🏠 🍎 🪟 🐧 - Self-hosted live library docs, code audits with file:line findings, BM25-ranked snippets and lockfile-aware version pinning.
|
||
- [scarletkc/vexor](https://github.com/scarletkc/vexor) [](https://glama.ai/mcp/servers/scarletkc/vexor) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic file and code search by description, with local indexes, AST-aware chunking, optional reranking and API-based or fully offline embedding models.
|
||
- [apatureai/bastion](https://github.com/apatureai/bastion) [](https://glama.ai/mcp/servers/apatureai/bastion) 📇 🏠 - Design review of rendered UI for coding agents: submit a preview URL, get findings with element references and recheck after fixing. Read-only.
|
||
- [aradar46/reuse-before-generate](https://github.com/aradar46/reuse-before-generate) [](https://glama.ai/mcp/servers/aradar46/reuse-before-generate) 📇 🏠 🍎 🪟 🐧 - Checks if a project idea already exists on GitHub, npm or Python repositories and suggests maintained alternatives to extend instead of scaffolding anew.
|
||
- [hernaninverso/eleata-verify-mcp](https://github.com/hernaninverso/eleata-verify-mcp) [](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp) 📇 ☁️ - Hallucination guard: verify a claim against evidence (supported, refuted or not enough evidence) with a confidence score and abstain flag.
|
||
- [appcreationsca/bumpguard-mcp](https://github.com/appcreationsca/bumpguard-mcp) [](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp) 🐍 🏠 🍎 🪟 🐧 - Dependency-upgrade impact analysis for Python and .NET: which API usages break, with line numbers and fix hints, plus detection of hallucinated API calls.
|
||
- [MasterPlayspots/motionspec](https://github.com/MasterPlayspots/motionspec) [](https://glama.ai/mcp/servers/MasterPlayspots/motionspec) 📇 ☁️ 🏠 - Reduced-motion and WCAG 2.2.2/2.3.3 verification for web animation: validate animation specs and compile them into reduced-motion-safe CSS.
|
||
- [SLP-DEV1/qwen-dap-mcp](https://github.com/SLP-DEV1/qwen-dap-mcp) [](https://glama.ai/mcp/servers/SLP-DEV1/qwen-dap-mcp) 📇 🏠 🪟 - DAP-to-MCP bridge for native debugging via CodeLLDB: stack frames, registers, locals, disassembly, memory, crash dumps and crash fix/verify workflows.
|
||
- [TomD4vs/prumo](https://github.com/TomD4vs/prumo) [](https://glama.ai/mcp/servers/TomD4vs/prumo) 📇 🏠 🍎 🪟 🐧 - Checks coding-agent context files (CLAUDE.md, AGENTS.md, SKILL.md) against the git index: broken links, missing paths, undefined commands and drift.
|
||
- [VerificateAI/verificate-mcp-quickstart](https://github.com/VerificateAI/verificate-mcp-quickstart) [](https://glama.ai/mcp/servers/VerificateAI/verificate-mcp-quickstart) 🎖️ 📇 ☁️ - Merge gate for AI-written code: catches placeholder code, unfailable tests, unsupported completion claims and nonexistent API calls, then returns a fix plan.
|
||
- [Vivekpatil200320/CyberRescue](https://github.com/Vivekpatil200320/cyberrescue) [](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue) 🐍 🏠 - Host-level telemetry gateway letting sandboxed agents fetch container logs and track kernel resource metrics.
|
||
- [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local stdio bridge to the hosted Delx Protocol MCP endpoint, with client install, doctor checks and live tool discovery.
|
||
- [deed-lang/deed](https://github.com/deed-lang/deed) [](https://glama.ai/mcp/servers/deed-lang/deed) 🦀 🏠 🍎 🪟 🐧 - Contract-first programming language: check types, effects, capabilities and contracts in agent-written modules and review changes for new authority.
|
||
- [DeusData/codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp) [](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp) 🌊 🏠 🍎 🪟 🐧 - Indexes a repo into a persistent local knowledge graph of functions, classes, call chains, HTTP routes and cross-service links, using tree-sitter and LSP.
|
||
- [docweave/mcp](https://github.com/NicolasMartalog/docweave-mcp) [](https://glama.ai/mcp/servers/NicolasMartalog/docweave-mcp) 📇 🏠 ☁️ - Generate PDFs from HTML, a URL or a template with JSON data, and extract text or Markdown from PDFs.
|
||
- [dynatrace-oss/dynatrace-managed-mcp](https://github.com/dynatrace-oss/dynatrace-managed-mcp) [](https://glama.ai/mcp/servers/dynatrace-oss/dynatrace-managed-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Query problems, logs, events, SLOs, security insights and performance metrics from self-hosted Dynatrace Managed environments.
|
||
- [emailens/mcp](https://github.com/emailens/mcp) [](https://glama.ai/mcp/servers/emailens/mcp) 🎖️ 📇 ☁️ - Lint HTML email with Emailens: rendering issues in Gmail, Outlook, Apple Mail and more, per-client CSS compatibility scores, dark mode simulation and fixes.
|
||
- [embedded-society/altium-designer-mcp](https://github.com/embedded-society/altium-designer-mcp) [](https://glama.ai/mcp/servers/embedded-society/altium-designer-mcp) 🦀 🏠 🍎 🪟 🐧 - Build and maintain Altium Designer component libraries: read and write .PcbLib footprints and .SchLib symbols, with IPC-7351B footprints and STEP models.
|
||
- [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Audits website and API agent readiness: robots.txt AI rules, llms.txt, agent cards, MCP server cards and OAuth metadata, with maturity scores and fix plans.
|
||
- [JoeGlenn1213/ActionD](https://github.com/JoeGlenn1213/ActionD) [](https://glama.ai/mcp/servers/JoeGlenn1213/ActionD) 🏎️ 🏠 🍎 🐧 - Local CI/CD for agents: runs jobs on LGH git events in isolated checkouts, with failure diagnosis, approval gates, auto-rollback and a web console.
|
||
- [kucherenko/jscpd](https://github.com/kucherenko/jscpd) [](https://glama.ai/mcp/servers/kucherenko/jscpd) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Duplicate code detection with jscpd: check snippets and files for copy/paste duplication against a scanned project before committing.
|
||
- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) 🐍 🏠 - Local launch-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score and guided fixes.
|
||
- [m00nreport/mcp-server](https://github.com/m00nreport/mcp-server) [](https://glama.ai/mcp/servers/m00nreport/mcp-server) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Test management: author manual test cases, run executions, cut releases and link automated tests, with prompts for flaky-test triage and release readiness.
|
||
- [mcurmi05/vdiff](https://github.com/mcurmi05/vdiff) [](https://glama.ai/mcp/servers/mcurmi05/vdiff) 📇 ☁️ - Breaking-change diffs for npm packages, so coding agents avoid writing code against outdated APIs.
|
||
- [minipuft/claude-prompts-mcp](https://github.com/minipuft/claude-prompts-mcp) [](https://glama.ai/mcp/servers/minipuft/claude-prompts-mcp) 📇 🏠 🍎 🪟 🐧 - Reusable prompt templates with multi-step chains, quality gates and reasoning frameworks, exportable as native skills for coding agents.
|
||
- [modus-agendi/managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp) [](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Control Claude Managed Agents: launch agents, watch their events, reply, approve tool calls and stop them.
|
||
- [getnahook/nahook-mcp](https://github.com/getnahook/nahook-mcp) [](https://glama.ai/mcp/servers/getnahook/nahook-mcp) 🎖️ 🏎️ ☁️ - Nahook webhook platform: trigger webhooks, inspect deliveries, retry failures and manage endpoints.
|
||
- [naveenayalla1-CS50/mcp-server-toolkit](https://github.com/naveenayalla1-CS50/mcp-server-toolkit) [](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Developer toolkit: semantic code search, natural-language database queries, docs indexing and OpenAPI introspection.
|
||
- [Nishant-Chaudhary5338/mcp-code-indexer](https://github.com/Nishant-Chaudhary5338/mcp-code-indexer) [](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer) 📇 🏠 - Index TypeScript/React repos into a code graph: who-renders and who-calls queries, blast radius, dependency cycles, dead code and symbol signatures.
|
||
- [noisy/noisy-coding](https://github.com/noisy/noisy-coding) [](https://glama.ai/mcp/servers/noisy/noisy-coding) 🐍 🏠 🍎 🪟 🐧 - Voice interface for Claude Code: live speech-to-text with turn-taking, spoken replies with xAI Grok voices, per-subagent voice personas and a real-time HUD.
|
||
- [nomadop/session-watcher](https://github.com/nomadop/session-watcher) [](https://glama.ai/mcp/servers/nomadop/session-watcher) 📇 🏠 🍎 🪟 🐧 - Monitors coding-agent token cache using inventory theory (EOQ) and signals optimal session restart timing via a live dashboard and terminal status line.
|
||
- [oddunits/pntr-cli](https://github.com/oddunits/pntr-cli) [](https://glama.ai/mcp/servers/oddunits/pntr-cli) 🎖️ 📇 ☁️ - Register PNTR dev subdomains, manage DNS records, receive email in a disposable inbox and capture inbound HTTP requests for webhook debugging.
|
||
- [raccioly/docguard](https://github.com/raccioly/docguard) [](https://glama.ai/mcp/servers/raccioly/docguard) 📇 🏠 🍎 🪟 🐧 - Deterministic documentation-drift detection: validates a project's docs against its code, with stable finding codes and suggested fixes. Read-only.
|
||
- [tatavarthitarun/nowsecure-mcp-server](https://github.com/tatavarthitarun/nowsecure-mcp-server) [](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - NowSecure Platform mobile security testing: list applications, pull remediation findings and generate PDF reports locally.
|
||
- [adrianczuczka/mason](https://github.com/adrianczuczka/mason) [](https://glama.ai/mcp/servers/adrianczuczka/mason) 📇 🏠 🍎 🪟 🐧 - Generates CLAUDE.md from git history and file sampling, and keeps a concept map linking features and flows to files so agents skip repeated searches.
|
||
- [Avazbek22/DevProjex](https://github.com/Avazbek22/DevProjex) [](https://glama.ai/mcp/servers/Avazbek22/DevProjex) #️⃣ 🏠 🍎 🪟 🐧 - Build token-efficient codebase context locally, with live preview, Git scopes, secret redaction and syntax-aware compression.
|
||
- [masondelan/selvedge](https://github.com/masondelan/selvedge) [](https://glama.ai/mcp/servers/masondelan/selvedge) 🐍 🏠 - Change tracking for codebases: agents log structured change events with diff and reasoning, then query them via diff, blame, history and search.
|
||
- [saiffmirza/kiyas](https://github.com/saiffmirza/kiyas) [](https://glama.ai/mcp/servers/saiffmirza/kiyas) 📇 🏠 ☁️ 🍎 🪟 🐧 - Design-fidelity checks: compare a Figma frame or design screenshot with the rendered UI and get structured discrepancies with CSS properties and severity.
|
||
- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) 📇 ☁️ - Billing for MCP server operators: Stripe subscriptions, per-call credits, tiered pricing and x402 micropayments without writing billing code.
|
||
- [agenticempire/axint](https://github.com/agenticempire/axint) [](https://glama.ai/mcp/servers/agenticempire/axint) 📇 🏠 - Compiles TypeScript to validated Swift for Apple platforms: App Intents, SwiftUI views, WidgetKit widgets and full apps.
|
||
- [AIStoryHub/etincel](https://github.com/AIStoryHub/etincel) [](https://glama.ai/mcp/servers/AIStoryHub/etincel) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Deterministic local audit for AI writing tells (uniform paragraphs, stock transitions) plus a trainable voice layer so drafts sound closer to a real voice.
|
||
- [callstackincubator/agent-device](https://github.com/callstackincubator/agent-device) [](https://glama.ai/mcp/servers/callstackincubator/agent-device) 📇 🏠 🍎 🐧 - Discovery router for the agent-device CLI: status, install guidance, version-matched help and prompts for iOS, Android, tvOS, macOS and Linux automation.
|
||
- [cq27-dev/rag-rat](https://github.com/cq27-dev/rag-rat) [](https://glama.ai/mcp/servers/cq27-dev/rag-rat) 🦀 🏠 🍎 🪟 🐧 - Local repo intelligence: hybrid BM25/vector search, a tree-sitter code graph, queryable git and GitHub history, and persistent source-anchored memories.
|
||
- [drhalto/agentmako](https://github.com/drhalto/agentmako) [](https://glama.ai/mcp/servers/drhalto/agentmako) 📇 🏠 🍎 🪟 🐧 - Local codebase intelligence backed by SQLite: context packets, indexed code and schema facts, diagnostics and optional Postgres/Supabase awareness.
|
||
- [Dusheh/myclaw-toolkit](https://github.com/Dusheh/myclaw-toolkit) [](https://glama.ai/mcp/servers/Dusheh/myclaw-toolkit) 📇 ☁️ 🍎 🪟 🐧 - Developer utilities: web search, exchange rates, crypto prices, QR codes, JSON formatting, UUIDs, URL tools, domain checks and RSS feeds, some paid via x402.
|
||
- [paramount-engineering/roku-dev-studio](https://github.com/paramount-engineering/roku-dev-studio) [](https://glama.ai/mcp/servers/paramount-engineering/roku-dev-studio) 📇 🏠 🍎 🪟 🐧 - Roku development: ECP device control, automated channel sideloading, BrightScript debugging and real-time log monitoring.
|
||
- [ILoveMyJay/repocontext](https://github.com/ILoveMyJay/repocontext) [](https://glama.ai/mcp/servers/ILoveMyJay/repocontext) 📇 🏠 🍎 🪟 🐧 - AST-based codebase map, token compression and context packaging for AI coding agents and IDEs.
|
||
- [machinegrade/validate](https://github.com/machinegrade/validate) [](https://glama.ai/mcp/servers/machinegrade/validate) 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic validation of AI-generated artifacts: JSON Schema and OpenAPI response conformance and per-dialect SQL syntax, with typed verdicts and fix hints.
|
||
- [AKzar1el/mcp-web-validator](https://github.com/AKzar1el/mcp-web-validator) [](https://glama.ai/mcp/servers/AKzar1el/mcp-web-validator) 📇 ☁️ 🏠 🍎 🪟 🐧 - Validate HTML and CSS, audit technical SEO and accessibility, check JSON-LD and public links, and capture responsive screenshots.
|
||
- [halloffame12/CTX](https://github.com/halloffame12/CTX) [](https://glama.ai/mcp/servers/halloffame12/CTX) 🦀 🏠 🍎 🪟 🐧 - Indexes a repo into a local, deterministic code graph (symbols, references, dependencies) with semantic diffs and impact analysis.
|
||
- [trakshan-mishra/Diffcontext](https://github.com/trakshan-mishra/Diffcontext) [](https://glama.ai/mcp/servers/trakshan-mishra/Diffcontext) 🐍 🏠 🍎 🪟 🐧 - Static-analysis context compiler for Python repos: selects callers, callees and related functions for a change and packs them into a token budget.
|
||
- [alexbypa/github-projectpulse-mcp](https://github.com/alexbypa/github-projectpulse-mcp) [](https://glama.ai/mcp/servers/alexbypa/github-projectpulse-mcp) 📇 ☁️ - GitHub repository health monitoring: A-F health grades, OpenSSF security checks, DORA metrics, code scanning alerts and CI/CD status.
|
||
- [TimurRakhmatullin86/mcp-drill](https://github.com/TimurRakhmatullin86/mcp-drill) [](https://glama.ai/mcp/servers/TimurRakhmatullin86/mcp-drill) 🐍 🏠 🍎 🪟 🐧 - Fault injection for MCP servers (timeouts, malformed JSON-RPC, corrupted outputs) with a reliability scorecard for output schemas and error conformance.
|
||
|
||
Tools and integrations that enhance the development workflow and environment management.
|
||
- [infino-ai/code-context](https://github.com/infino-ai/code-context) [](https://glama.ai/mcp/servers/infino-ai/code-context) 🎖️ 📇 🏠 - Local code search for coding agents: hybrid keyword and semantic search with SQL relevance ranking over a plain-file index.
|
||
- [kestiny18/spring-nacos-mcp](https://github.com/kestiny18/spring-nacos-mcp) [](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Read-only Nacos config and service discovery for Spring Cloud repos: finds environments from application/bootstrap files and diffs config keys across them.
|
||
- [mithun4elp/briefkit-mcp-server](https://github.com/mithun4elp/briefkit-mcp-server) [](https://glama.ai/mcp/servers/mithun4elp/briefkit-mcp-server) 📇 🏠 - Generate SaaS specifications for AI build tools: design systems, database schemas and RLS policies.
|
||
|
||
- [magna-nz/aspnetcore-debugger-mcp](https://github.com/magna-nz/aspnetcore-debugger-mcp) [](https://glama.ai/mcp/servers/magna-nz/aspnetcore-debugger-mcp) #️⃣ 🏠 🍎 🪟 🐧 - Interactive .NET/ASP.NET Core debugging via netcoredbg: breakpoints, stepping, thread inspection, exception and deadlock analysis, and request tracing.
|
||
- [marin1321/mcp-devtools](https://github.com/marin1321/mcp-devtools) [](https://glama.ai/mcp/servers/marin1321/mcp-devtools) 📇 🏠 🍎 🪟 🐧 - Scoped access to local dev environments (filesystem, databases, processes, OpenAPI) with a command allowlist and read-only database mode.
|
||
- [EtienneChollet/ontomics](https://github.com/EtienneChollet/ontomics) [](https://glama.ai/mcp/servers/EtienneChollet/ontomics) 🦀 🏠 🍎 🐧 - Semantic code index that extracts domain concepts, naming conventions and behavioral similarity from codebases.
|
||
- [ozgurcd/gograph](https://github.com/ozgurcd/gograph) [](https://glama.ai/mcp/servers/ozgurcd/gograph) 🏎️ 🏠 🍎 🪟 🐧 - AST-aware repository graph for Go codebases: struct embeds, public API surfaces, SQL queries and error mapping, giving agents context without grepping.
|
||
- [LWTlong/ai-dev-analytics](https://github.com/LWTlong/ai-dev-analytics) [](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics) 📇 🏠 - Observability for AI coding: tracks token usage and time, and turns AI deviations into persistent project rules.
|
||
- [3KniGHtcZ/codebeamer-mcp](https://github.com/3KniGHtcZ/codebeamer-mcp) [](https://glama.ai/mcp/servers/3KniGHtcZ/codebeamer-mcp) 📇 ☁️ 🍎 🪟 🐧 - Codebeamer ALM: read and write work items, trackers, projects, associations, references, comments and risk management data via the REST API.
|
||
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create UI components inspired by 21st.dev design engineers.
|
||
- [runyourempire/4DA](https://github.com/runyourempire/4DA/tree/main/mcp-4da-server) [](https://glama.ai/mcp/servers/runyourempire/4DA) 📇 🏠 🍎 🪟 🐧 - Dependency intelligence for coding agents: live CVE scanning, dependency health, upgrade planning, ecosystem news and decision memory.
|
||
- [mvtandas/wp-cli-mcp](https://github.com/mvtandas/wp-cli-mcp) [](https://glama.ai/mcp/servers/mvtandas/wp-cli-mcp) 📇 🏠 - WordPress management via WP-CLI, locally or over SSH: themes, plugins, posts, menus, users, database, scaffolding and cache.
|
||
- [Mogacode-ma/elementor-mcp-agent](https://github.com/Mogacode-ma/elementor-mcp-agent) [](https://glama.ai/mcp/servers/Mogacode-ma/elementor-mcp-agent) 📇 ☁️/🏠 - Multi-site WordPress Elementor management: safe edits with backup and auto-rollback, template export/import, bulk find/replace, CSS flush and screenshots.
|
||
- [nipun-arora/wordpress-mcp-agent-bridge](https://github.com/nipun-arora/wordpress-mcp-agent-bridge) [](https://glama.ai/mcp/servers/nipun-arora/wordpress-mcp-agent-bridge) 🏠 - WordPress plugin exposing Rank Math SEO fields, JSON-LD schema and restorable content snapshots as MCP tools, plus an additive-only write gate and audit log.
|
||
- [tcgunel/mobius-mcp](https://github.com/tcgunel/mobius-mcp) [](https://glama.ai/mcp/servers/tcgunel/mobius-mcp) 📇 🏠 - Build WordPress sites on the Sweipe or FlatMobile themes: import demos, build a site from a brief, review it, rewrite page copy and change settings.
|
||
- [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) 📇 🏠 🍎 - iOS code quality and test automation: Xcode test execution, SwiftLint integration and failure analysis. Also runs as a CLI.
|
||
- [FI-Mihej/codebase-agent-mcp](https://github.com/FI-Mihej/codebase-agent-mcp) [](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp) 🐍 🏠 🍎 🪟 🐧 - Delegates documentation and code analysis, including calls to other MCP servers, to a local or low-cost OpenAI-compatible LLM to save top-tier model tokens.
|
||
- [raye-deng/open-code-review](https://github.com/raye-deng/open-code-review) [](https://glama.ai/mcp/servers/raye-deng/open-code-review) 🏠 📇 ☁️ - Code quality gate for AI-generated code, detecting hallucinated packages, phantom dependencies, stale APIs and AI-specific defects.
|
||
- [repowise-dev/repowise](https://github.com/repowise-dev/repowise) [](https://glama.ai/mcp/servers/repowise-dev/repowise) 🐍 🏠 ☁️ - Codebase intelligence: indexes a repo into a dependency graph, git history, defect-risk code health, generated docs and architectural decisions. Runs locally.
|
||
- [AgiMaulana/HuaweiAppGalleryMcp](https://github.com/AgiMaulana/HuaweiAppGalleryMcp) [](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp) 🐍 ☁️ 🍎 🪟 🐧 - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
|
||
- [Jott2121/agent-gate](https://github.com/Jott2121/agent-gate) [](https://glama.ai/mcp/servers/Jott2121/agent-gate) 🐍 🏠 🍎 🪟 🐧 - Lets agents gate their own work: a fail-closed ship checklist, independent refute-first review and a tamper-evident, hash-chained receipts ledger.
|
||
- [aos-standard/mcp-blast-radius](https://github.com/aos-standard/mcp-blast-radius) [](https://glama.ai/mcp/servers/aos-standard/mcp-blast-radius) 🐍 🏠 - Static blast-radius extraction and an AOS manifest.json divergence check (Oracle, Permitted, Prohibited), also usable as a blocking CI gate.
|
||
- [aos-standard/mcp-agent-health](https://github.com/aos-standard/mcp-agent-health) [](https://glama.ai/mcp/servers/aos-standard/mcp-agent-health) 🐍 🏠 - Agent health reporter: advisory health scans under AOS discipline covering manifest, services, immune loop and evidence.
|
||
- [aparajithn/agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp) 🐍 ☁️ - Utility tools with x402 micropayments: JSON validation, base64, hashing, UUIDs, regex testing, Markdown and datetime conversion, cron parsing and JWT decoding.
|
||
- [AI-by-design/primitiv](https://github.com/AI-by-design/primitiv) [](https://glama.ai/mcp/servers/AI-by-design/primitiv) 📇 🏠 🍎 🪟 🐧 - Local-first design contract layer: scans Figma, code, Storybook and token files, reconciles conflicts and serves a single source of truth for design rules.
|
||
- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) 📇 ☁️ - Atlassian Bitbucket Cloud: work with repositories, pull requests, workspaces and code.
|
||
- [aashari/mcp-server-atlassian-confluence](https://github.com/aashari/mcp-server-atlassian-confluence) 📇 ☁️ - Atlassian Confluence Cloud: work with spaces, pages and content, with automatic ADF-to-Markdown conversion.
|
||
- [aashari/mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira) 📇 ☁️ - Atlassian Jira Cloud: work with projects, issues, comments and related development information.
|
||
- [GeiserX/atlassian-browser-mcp](https://github.com/GeiserX/atlassian-browser-mcp) [](https://glama.ai/mcp/servers/GeiserX/atlassian-browser-mcp) 🐍 ☁️ - Wraps mcp-atlassian with Playwright SSO login to reach Atlassian Server/Data Center behind corporate SSO (Okta, SAML, ADFS) where API tokens are unavailable.
|
||
- [HarperZ9/telos](https://github.com/HarperZ9/telos) [](https://glama.ai/mcp/servers/HarperZ9/telos) 🐍 📇 🏠 🍎 🪟 🐧 - Project Telos local tools for inspectable AI work: source intake, workspace context, routing ledgers, action receipts and verification packets.
|
||
- [rust-works/omni-dev](https://github.com/rust-works/omni-dev) [](https://glama.ai/mcp/servers/rust-works/omni-dev) 🦀 ☁️ 🏠 - Atlassian Jira and Confluence with schema-validated Markdown/ADF conversion that flags content-model violations instead of silently dropping nodes.
|
||
- [abrinsmead/mindpilot-mcp](https://github.com/abrinsmead/mindpilot-mcp) 📇 🏠 - Visualize code, architecture and other concepts as Mermaid diagrams in a locally hosted web app.
|
||
- [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - Identifies important files in a codebase from dependency relationships, with diagrams and importance scores.
|
||
- [mikusnuz/app-publish-mcp](https://github.com/mikusnuz/app-publish-mcp) [](https://glama.ai/mcp/servers/mikusnuz/app-publish-mcp) 📇 ☁️ - App Store Connect and Google Play Console: iOS and Android app management, TestFlight, builds, submissions, prices and sales reports.
|
||
- [mikusnuz/cws-mcp](https://github.com/mikusnuz/cws-mcp) [](https://glama.ai/mcp/servers/mikusnuz/cws-mcp) 📇 ☁️ - Chrome Web Store extension management: upload, publish, check status, staged rollouts and metadata updates.
|
||
- [mikusnuz/npm-mcp](https://github.com/mikusnuz/npm-mcp) [](https://glama.ai/mcp/servers/mikusnuz/npm-mcp) 📇 🏠 - npm package management: publish, version, search, audit, install and more.
|
||
- [Wopee-io/wopee-mcp](https://github.com/Wopee-io/wopee-mcp) [](https://glama.ai/mcp/servers/Wopee-io/wopee-mcp) 📇 ☁️ - Autonomous web app testing: run test cases in real browsers with pass/fail results and screenshots, and generate user stories, test cases and Playwright code.
|
||
- [wooxogh/adr-mcp-setup](https://github.com/wooxogh/adr-mcp-setup) [](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup) 📇 🏠 - Generates Architecture Decision Records from Claude Code conversations, with quality review, duplicate detection, a dependency graph and stale ADR alerts.
|
||
- [agent-easy-use/mobile-easy-use](https://github.com/agent-easy-use/mobile-easy-use) [](https://glama.ai/mcp/servers/agent-easy-use/mobile-easy-use) 🏠 - Android and iOS runtime inspection and control via Frida: method hooks, state inspection, temporary overrides, UI actions and screenshots.
|
||
- [CSCSoftware/AiDex](https://github.com/CSCSoftware/AiDex) 📇 🏠 🍎 🪟 🐧 - Persistent Tree-sitter code index for precise, compact code search in languages including C#, TypeScript, Python, Rust and Go.
|
||
- [ahmedak/defluff](https://github.com/ahmedak/defluff) [](https://glama.ai/mcp/servers/ahmedak/defluff) 🐍 🏠 🍎 🪟 🐧 - Deterministic, offline detector for filler phrases and clichés in AI-generated prose, using a curated phrase list and returning exact spans and a 0-1 score.
|
||
- [ahmedxuhri/bigindexer](https://github.com/ahmedxuhri/bigindexer) [](https://glama.ai/mcp/servers/ahmedxuhri/bigindexer) 🐍 🏠 🍎 🪟 🐧 - Hierarchical code intelligence: scans local source, clusters files by behavioral role, maps coupling seams and finds similar in-repo code for complex tasks.
|
||
- [aidemd-mcp/server](https://github.com/aidemd-mcp/server) [](https://glama.ai/mcp/servers/aidemd-mcp/server) 📇 🏠 - Structured .aide spec files that give agents progressive disclosure of codebase architecture.
|
||
- [aiulms/codelattice](https://github.com/aiulms/codelattice) [](https://glama.ai/mcp/servers/aiulms/codelattice) 🦀 🏠 🍎 🐧 - Read-only local code graph for Rust, Cangjie, ArkTS, TS/JS, C/C++, Python and Shell: call graphs, quality gates, change review and impact analysis.
|
||
- [ellmos-ai/ellmos-codecommander-mcp](https://github.com/ellmos-ai/ellmos-codecommander-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/ellmos-codecommander-mcp) 📇 🏠 🍎 🪟 🐧 - Code analysis, JSON repair, encoding fixes and import organization for local projects.
|
||
- [ethbak/icon-composer-mcp](https://github.com/ethbak/icon-composer-mcp) [](https://glama.ai/mcp/servers/ethbak/icon-composer-mcp) 📇 🏠 🍎 - Apple Icon Composer: create .icon bundles with Liquid Glass effects (iOS 26+), tune glass effects, set dark mode appearances and export for the App Store.
|
||
- [Explorer-64/imagcon-mcp](https://github.com/Explorer-64/imagcon-mcp) [](https://glama.ai/mcp/servers/Explorer-64/imagcon-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Generate PWA, iOS and Android app icon sets from a text description with Google Imagen 4: all required sizes, maskable icons, splash screens and manifest.json.
|
||
- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) 🐍 ☁️ 📇 - Dynamic SOC security threat analysis for a Text2SQL AI agent.
|
||
- [aktsmm/skill-ninja-mcp-server](https://github.com/aktsmm/skill-ninja-mcp-server) 📇 🏠 🍎 🪟 🐧 - Search, install and manage agent skills (SKILL.md files) from GitHub repositories, with workspace analysis for personalized recommendations.
|
||
- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) 🐍 ☁️ - Create, retrieve and delete webhooks on webhook-test.com.
|
||
- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 - Control the iOS Simulator.
|
||
- [andrewschreiber/desktopinsights-mcp](https://github.com/andrewschreiber/desktopinsights-mcp) [](https://glama.ai/mcp/servers/andrewschreiber/desktopinsights-mcp) 📇 ☁️ 🍎 🪟 🐧 - Look up SDKs, frameworks and dependencies used by macOS and Windows desktop apps, search by technology adoption and compare stacks via Desktop Insights.
|
||
- [andypgray/resharper-cli-mcp](https://github.com/andypgray/resharper-cli-mcp) [](https://glama.ai/mcp/servers/andypgray/resharper-cli-mcp) #️⃣ 🏠 🍎 🪟 🐧 - ReSharper solution-wide inspections and code cleanup for C# solutions via JetBrains' command-line tools, without an IDE. Unofficial.
|
||
- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 - Query and manage all resources in Apache APISIX.
|
||
- [ArchAI-Labs/fastmcp-sonarqube-metrics](https://github.com/ArchAI-Labs/fastmcp-sonarqube-metrics) 🐍 🏠 🪟 🐧 🍎 - Retrieve SonarQube project information: current and historical metrics, issues and health status.
|
||
- [PhpCodeArcheology/PhpCodeArcheology](https://github.com/PhpCodeArcheology/PhpCodeArcheology) [](https://glama.ai/mcp/servers/PhpCodeArcheology/PhpCodeArcheology) 🏠 🍎 🪟 🐧 - PHP static analysis: code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage and impact analysis.
|
||
- [artmann/package-registry-mcp](https://github.com/artmann/package-registry-mcp) 🏠 📇 🍎 🪟 🐧 - Search and get up-to-date information about npm, Cargo, PyPI and NuGet packages.
|
||
- [astandrik/codex-pets](https://github.com/astandrik/codex-pets) [](https://glama.ai/mcp/servers/astandrik/codex-pets) 📇 ☁️ - Read-only registry of animated companion packs (pets) for Codex: search, preview and install community pets and generate badges and embed cards.
|
||
- [arvindand/maven-tools-mcp](https://github.com/arvindand/maven-tools-mcp) ☕ ☁️ 🏠 🍎 🪟 🐧 - Maven Central dependency intelligence: bulk version comparison, stability filtering, dependency age analysis, release patterns and Context7 upgrade guidance.
|
||
- [augmnt/augments-mcp-server](https://github.com/augmnt/augments-mcp-server) 📇 ☁️ 🏠 - Up-to-date framework documentation for React, Next.js, Laravel, FastAPI, Tailwind CSS and more.
|
||
- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Integrate any API with AI agents using its OpenAPI schema.
|
||
- [avisangle/jenkins-mcp-server](https://github.com/avisangle/jenkins-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Jenkins CI/CD: job management, build status tracking, pipeline monitoring, artifact and queue management, and batch operations.
|
||
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - Run code in multiple programming languages locally via Docker.
|
||
- [ayhammouda/python-docs-mcp-server](https://github.com/ayhammouda/python-docs-mcp-server) [](https://glama.ai/mcp/servers/ayhammouda/python-docs-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Local, read-only search of the Python standard library docs with exact symbol lookup, section-level results and version-aware context.
|
||
- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) 📇 🏠 - Analyze React code locally and generate docs or llm.txt for a whole project at once.
|
||
- [back1ply/agent-skill-loader](https://github.com/back1ply/agent-skill-loader) 📇 🏠 - Load Claude Code skills into agents without copying files: discover, read and install skills on demand.
|
||
- [bbonnin/openapi-to-mcp](https://github.com/bbonnin/openapi-to-mcp) ☕ 🏠 🍎 🪟 🐧 - Converts any OpenAPI/Swagger specification into MCP tools automatically.
|
||
- [beardfaceguy/daimonos](https://github.com/beardfaceguy/daimonos) [](https://glama.ai/mcp/servers/beardfaceguy/daimonos) 🦀 🏠 🍎 🐧 - Compact structured-JSON replacements for built-in file, search, exec and git tools, with git, cargo, gh and docker plugins, output filtering and batching.
|
||
- [BetterDB-inc/monitor](https://github.com/BetterDB-inc/monitor) [](https://glama.ai/mcp/servers/BetterDB-inc/monitor) 📇 ☁️ 🏠 - Valkey and Redis observability: query real-time metrics, analyze slow commands, detect hot keys and investigate performance issues.
|
||
- [muvon/octocode](https://github.com/Muvon/octocode) [](https://glama.ai/mcp/servers/Muvon/) 🦀 🏠 🍎 🪟 🐧 - Semantic code indexer with a GraphRAG knowledge graph: index a codebase and search it in natural language to understand its architecture.
|
||
- [bgauryy/octocode-mcp](https://github.com/bgauryy/octocode-mcp) ☁️ 📇 🍎 🪟 🐧 - Research, analysis and discovery across GitHub and npm in real time.
|
||
- [bitrise-io/bitrise-mcp](https://github.com/bitrise-io/bitrise-mcp) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Bitrise API: app management, build operations, artifact management and more.
|
||
- [BrunoKrugel/echo-mcp](https://github.com/BrunoKrugel/echo-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - Zero-configuration Go library that exposes existing Echo web framework APIs as MCP tools.
|
||
- [buildkite/buildkite-mcp-server](https://github.com/buildkite/buildkite-mcp-server) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Buildkite: create pipelines, diagnose and fix failures, trigger builds, monitor job queues and more.
|
||
- [canopy-labs/featureflip-mcp](https://github.com/canopy-labs/featureflip-mcp) [](https://glama.ai/mcp/servers/canopy-labs/featureflip-mcp) 🎖️ 📇 ☁️ - Manage Featureflip feature flags: create and toggle flags, edit targeting rules and find stale flags.
|
||
- [carldaws/squiggles](https://github.com/carldaws/squiggles) [](https://glama.ai/mcp/servers/carldaws/squiggles) 📇 🏠 - Run any number of LSP servers from one YAML config for diagnostics, go-to-definition and rename, plus server-specific features like Rust macro expansion.
|
||
- [carloshpdoc/memorydetective](https://github.com/carloshpdoc/memorydetective) [](https://glama.ai/mcp/servers/carloshpdoc/memorydetective) 📇 🏠 🍎 - iOS memory leak and performance investigation: reads .memgraph and .trace files, classifies retain cycles against known patterns and suggests Swift fixes.
|
||
- [cerebrixos-org/tuning-engines-cli](https://github.com/cerebrixos-org/tuning-engines-cli) [](https://glama.ai/mcp/servers/cerebrixos-org/tuning-engines-cli) 📇 ☁️ 🍎 🪟 🐧 - Fine-tune open-source LLMs (Qwen, Llama, DeepSeek, Mistral, Gemma) on your data with LoRA, QLoRA or full fine-tuning, plus cost estimation and S3 export.
|
||
- [Chunkydotdev/bldbl-mcp](https://github.com/chunkydotdev/bldbl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Buildable development platform: manage tasks, track progress, get project context and collaborate with humans on software projects.
|
||
- [CircleCI/mcp-server-circleci](https://github.com/CircleCI-Public/mcp-server-circleci) 📇 ☁️ - Fix CircleCI build failures.
|
||
- [cjo4m06/mcp-shrimp-task-manager](https://github.com/cjo4m06/mcp-shrimp-task-manager) 📇 ☁️ 🏠 - Task management for coding agents with task memory, self-reflection and dependency management.
|
||
- [ckanthony/gin-mcp](https://github.com/ckanthony/gin-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - Zero-configuration Go library that exposes existing Gin web framework APIs as MCP tools.
|
||
- [ckreiling/mcp-server-docker](https://github.com/ckreiling/mcp-server-docker) 🐍 🏠 - Manage Docker containers, images, volumes and networks.
|
||
- [ClaudeCodeNavi/claudecodenavi-mcp](https://github.com/saikiyusuke/claudecodenavi-mcp) 📇 ☁️ - Search and share Claude Code snippets, prompts, Q&A solutions, error fixes and MCP server configurations from the ClaudeCodeNavi community.
|
||
- [cocaxcode/api-testing-mcp](https://github.com/cocaxcode/api-testing-mcp) [](https://glama.ai/mcp/servers/cocaxcode/api-testing-mcp) 📇 🏠 🍎 🪟 🐧 - API testing: per-project environments with variable interpolation, saved collections, multi-step flows, assertions, load testing and OpenAPI mock generation.
|
||
- [patchloom/patchloom](https://github.com/patchloom/patchloom) [](https://glama.ai/mcp/servers/patchloom/patchloom) 🦀 🏠 🍎 🪟 🐧 - Structured file edits for agents: JSON, YAML and TOML by selector, Markdown and AST edits, dry runs and multi-file transactional batches.
|
||
- [PatrickSys/codebase-context](https://github.com/PatrickSys/codebase-context) [](https://glama.ai/mcp/servers/@PatrickSys/codebase-context) 📇 🏠 🍎 🪟 🐧 - Shows agents which patterns a codebase actually uses, which files a change will affect and when there is too little context to trust an edit. Runs locally.
|
||
- [CodeLogicIncEngineering/codelogic-mcp-server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - CodeLogic code dependency analytics, architectural risk analysis and impact assessment.
|
||
- [Comet-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
|
||
- [conan-io/conan-mcp](https://github.com/conan-io/conan-mcp) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Conan C/C++ package manager: create projects, manage dependencies, check licenses and scan for security vulnerabilities.
|
||
- [ConfigCat/mcp-server](https://github.com/configcat/mcp-server) 🎖️ 📇 ☁️ - ConfigCat feature flag platform: manage feature flags, configs, environments, products and organizations.
|
||
- [context-rot-detection](https://github.com/milos-product-maker/context-rot-detection) 📇 🏠 - Monitors agent context health: token utilization, context quality degradation and session fatigue, with 0-100 health scores and recovery recommendations.
|
||
- [Contentrain/ai](https://github.com/Contentrain/ai) [](https://glama.ai/mcp/servers/Contentrain/ai) 📇 🏠 - Local-first content governance: model and content CRUD, validation, normalization and i18n across any framework.
|
||
- [cqfn/aibolit-mcp-server](https://github.com/cqfn/aibolit-mcp-server) ☕ - Identifies refactoring hotspots to help agents improve code.
|
||
- [rafsilva85/credit-optimizer-v5](https://github.com/rafsilva85/credit-optimizer-v5) [](https://glama.ai/mcp/servers/rafsilva85/credit-optimizer-v5) 🐍 🏠 - Lowers Manus AI usage costs through model routing, smart testing and context hygiene.
|
||
- [currents-dev/currents-mcp](https://github.com/currents-dev/currents-mcp) 🎖️ 📇 ☁️ - Fix Playwright test failures reported to Currents.
|
||
- [ofershap/cursor-usage](https://github.com/ofershap/cursor-usage) [](https://glama.ai/mcp/servers/ofershap/cursor-usage) 📇 🏠 - AI coding usage analytics: track spend, model usage and costs across Cursor and Claude Code sessions.
|
||
- [Daghis/teamcity-mcp](https://github.com/Daghis/teamcity-mcp) 📇 ☁️ 🍎 🪟 🐧 - JetBrains TeamCity: builds, tests, build agents and CI/CD pipeline management, with dev and full modes switchable at runtime.
|
||
- [darktw/chatpipe-mcp](https://github.com/darktw/chatpipe-mcp) [](https://glama.ai/mcp/servers/darktw/chatpipe-mcp) ☁️ - Publish HTML as live, shareable web pages with public, password-protected or email-restricted access.
|
||
- [dannote/figma-use](https://github.com/dannote/figma-use) 📇 🏠 - Figma control: create shapes, text and components, and set styles, auto-layout, variables and exports.
|
||
- [musepy/genable](https://github.com/musepy/genable) [](https://glama.ai/mcp/servers/musepy/genable) 📇 🏠 🍎 🪟 🐧 - Build and edit Figma designs: JSX-like tree creation, variables and tokens, components, cross-page navigation and screenshot-based visual verification.
|
||
- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - Timezone-aware date and time operations: IANA timezones, timezone conversion and daylight saving time handling.
|
||
- [davidlin2k/pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server) 🐍 🏠 - Network control and management via the POX SDN controller.
|
||
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - Interact with the Postman API.
|
||
- [delimit-ai/delimit](https://github.com/delimit-ai/delimit) [](https://glama.ai/mcp/servers/delimit-ai/delimit) 🐍 🏠 🍎 🪟 🐧 - API governance: detects breaking changes between OpenAPI/Swagger spec versions using configurable policy rules, with structured pass/fail verdicts.
|
||
- [deploy-mcp/deploy-mcp](https://github.com/alexpota/deploy-mcp) 📇 ☁️ 🏠 - Deployment tracking and monitoring with live status badges.
|
||
- [docker/hub-mcp](https://github.com/docker/hub-mcp) 🎖️ 📇 ☁️ 🏠 - Interact with Docker Hub: repositories, search and Docker Hardened Images.
|
||
- [dorukardahan/twitterapi-docs-mcp](https://github.com/dorukardahan/twitterapi-docs-mcp) 📇 🏠 - Offline access to TwitterAPI.io documentation: endpoint references, guides and authentication docs.
|
||
- [efremidze/swift-patterns-mcp](https://github.com/efremidze/swift-patterns-mcp) 📇 🏠 🍎 🪟 🐧 - Curated Swift and SwiftUI patterns and real-world code examples from sources like Swift by Sundell and SwiftLee.
|
||
- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor: run services like MariaDB, Postgres, Redis, Memcached, Alpine or Valkey as pre-configured apps in isolated sandboxes.
|
||
- [endiagram/mcp](https://github.com/dushyant30suthar/endiagram-mcp) [](https://glama.ai/mcp/servers/dushyant30suthar/endiagram-mcp) 📇 ☁️ - Deterministic structural analysis of systems described in EN syntax: topology, bottlenecks, blast radius, tracing, diffs and centrality.
|
||
- [ericbrown/project-context-mcp](https://github.com/ericbrown/project-context-mcp) 🐍 🏠 - Exposes .context/ folder files as MCP resources so Claude Code can reference project documentation via @ mentions.
|
||
- [etsd-tech/mcp-pointer](https://github.com/etsd-tech/mcp-pointer) 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for coding agents: a Chrome extension and server bridge to capture page elements with Option+Click.
|
||
- [extentos/mcp-server](https://github.com/extentos/mcp-server) [](https://glama.ai/mcp/servers/extentos/mcp-server) 🎖️ 📇 🏠 🍎 🪟 🐧 - Build smart-glasses apps: scaffold, validate and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS apps.
|
||
- [eyaltoledano/claude-task-master](https://github.com/eyaltoledano/claude-task-master) 📇 ☁️ 🏠 - Task management for AI-driven development: PRD parsing, task expansion, multi-provider support and selective tool loading to save context.
|
||
- [eyaushev/swagger-testcase-mcp](https://github.com/eyaushev/swagger-testcase-mcp) [](https://glama.ai/mcp/servers/eyaushev/swagger-testcase-mcp) 📇 🏠 - Generate API test cases from Swagger/OpenAPI specs (auth, validation, boundary, security and more) and export them to Gherkin, Postman, k6, pytest or TestRail.
|
||
- [fantasieleven-code/callout](https://github.com/fantasieleven-code/callout) [](https://glama.ai/mcp/servers/fantasieleven-code/callout-dev) 📇 🏠 - Multi-perspective architecture review from viewpoints like CTO, security, product and DevOps, plus AI collaboration coaching and idea scoring.
|
||
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Interact with feature flags in Flipt.
|
||
- [flytohub/flyto-core](https://github.com/flytohub/flyto-core) [](https://glama.ai/mcp/servers/@flytohub/flyto-core) 🐍 🏠 - Deterministic agent execution engine (browser, file, Docker, data, crypto, scheduling modules) with execution traces, evidence snapshots and step replay.
|
||
- [ForeverTools/kiprio-mcp](https://github.com/ForeverTools/kiprio-mcp) [](https://glama.ai/mcp/servers/ForeverTools/kiprio-mcp) 🐍 ☁️ - Utility APIs: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculation, hashing and GPU prices.
|
||
- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extract component information from Storybook design systems: HTML, styles, props, dependencies, theme tokens and metadata.
|
||
- [gavelcode/gavel](https://github.com/gavelcode/gavel) [](https://glama.ai/mcp/servers/gavelcode/gavel) 🏎️ 🏠 - Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks from the build graph and returns a pass/fail verdict.
|
||
- [GeiserX/lynxprompt-mcp](https://github.com/GeiserX/lynxprompt-mcp) [](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - LynxPrompt prompt management: create, search and organize AI prompts and AGENTS.md/CLAUDE.md configuration files.
|
||
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken CLI with an MCP server wrapping GitKraken APIs as well as Jira, GitHub, GitLab and more.
|
||
- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Gives coding agents direct access to Figma data to implement designs in one shot.
|
||
- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Discover, manage and codify cloud resources with Firefly.
|
||
- [gorosun/unified-diff-mcp](https://github.com/gorosun/unified-diff-mcp) 📇 🏠 - Generate and visualize unified diffs as HTML or PNG, with side-by-side and line-by-line views for filesystem dry runs.
|
||
- [ajitpratap0/GoSQLX](https://github.com/ajitpratap0/GoSQLX) [](https://glama.ai/mcp/servers/ajitpratap0/GoSQLX) 🏎️ ☁️ 🏠 - SQL validation, formatting, parsing, linting, security scanning and metadata extraction across multiple SQL dialects.
|
||
- [gridhra/port-keeper-mcp](https://github.com/gridhra/port-keeper-mcp) [](https://glama.ai/mcp/servers/gridhra/port-keeper-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Leases development port blocks to each clone or git worktree, writes .env files and resolves service names to URLs so parallel agents get their own ports.
|
||
- [gridproof/gridproof](https://github.com/gridproof/gridproof) [](https://glama.ai/mcp/servers/gridproof/gridproof) 📇 🏠 - Renders a frontend with Playwright and audits spacing, gaps and element sizes against a design scale, returning fix hints. Tailwind-first.
|
||
- [Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - Up-to-date documentation for a specific Rust crate via semantic search and LLM summarization.
|
||
- [h-kazuki-pixel/layout-doctor-mcp](https://github.com/h-kazuki-pixel/layout-doctor-mcp) [](https://glama.ai/mcp/servers/h-kazuki-pixel/layout-doctor-mcp) 📇 🏠 🍎 🪟 🐧 - Renders HTML in a headless browser and detects layout defects (text overlap, element overflow, leftover placeholders) without baseline images.
|
||
- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - GitLab and Jira: manage projects, merge requests, files, releases and tickets.
|
||
- [HakashiKatake/docorbit](https://github.com/HakashiKatake/docorbit) [](https://glama.ai/mcp/servers/HakashiKatake/docorbit) 📇 🏠 🍎 🪟 🐧 - Version-aware docs for coding agents: finds llms.txt, OpenAPI and skill specs, resolves dependency versions, detects pitfalls and verifies code.
|
||
- [haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - Excel workbook creation, data operations, formatting, charts, pivot tables and formulas.
|
||
- [hechtcarmel/jetbrains-debugger-mcp-plugin](https://github.com/hechtcarmel/jetbrains-debugger-mcp-plugin) ☕ 🏠 - JetBrains IDE plugin giving coding agents programmatic control of the debugger.
|
||
- [hechtcarmel/jetbrains-index-mcp-plugin](https://github.com/hechtcarmel/jetbrains-index-mcp-plugin) ☕ 🏠 - JetBrains IDE plugin exposing indexing and refactoring features: rename, safe delete, find references, call and type hierarchy, diagnostics and more.
|
||
- [hidai25/eval-view](https://github.com/hidai25/eval-view) [](https://glama.ai/mcp/servers/hidai25/eval-view) 🐍 🏠 🍎 🪟 🐧 - Regression testing for AI agents: save golden baselines, detect behavioral drift and block regressions in CI.
|
||
- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - Manage Higress gateway configuration and operations.
|
||
- [hijaz/postmancer](https://github.com/hijaz/postmancer) 📇 🏠 - Maintain and use API collections, replacing REST clients like Postman or Insomnia.
|
||
- [Muhammed-AbdelGhany/rest_api_mcp](https://github.com/Muhammed-AbdelGhany/rest_api_mcp) [](https://glama.ai/mcp/servers/Muhammed-AbdelGhany/rest_api_mcp) 📇 🏠 🍎 🪟 🐧 - Authenticated calls to any REST API: auto-login, token caching, 2FA/OTP support, Swagger spec fetching and fuzzy endpoint search.
|
||
- [hloiseaufcms/mcp-gopls](https://github.com/hloiseaufcms/mcp-gopls) 🏎️ 🏠 - Go code analysis via gopls, the Go language server.
|
||
- [hoklims/stacksfinder-mcp](https://github.com/hoklims/stacksfinder-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic tech stack recommendations scored on six dimensions: analyze and compare technologies and get stack suggestions for any project type.
|
||
- [homespunapps/homespun](https://github.com/homespunapps/homespun) [](https://glama.ai/mcp/servers/homespunapps/homespun) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Deploy and operate multi-user web apps: magic-link sign-in, a shared realtime database, per-role permissions, email notifications and file uploads.
|
||
- [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - Interact with the Bruno API client.
|
||
- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - Android device control, debugging, system analysis and UI automation, with a security framework.
|
||
- [icohangar-ops/codesentinel](https://github.com/icohangar-ops/codesentinel) [](https://glama.ai/mcp/servers/icohangar-ops/codesentinel) 📇 🏠 🍎 🪟 🐧 - Detect dead code, circular dependencies, coupling and architectural drift.
|
||
- [idosal/git-mcp](https://github.com/idosal/git-mcp) 📇 ☁️ - Generic remote server that provides documentation for any GitHub repository or project.
|
||
- [igorolv/sonar-mcp-server](https://github.com/igorolv/sonar-mcp-server) [](https://glama.ai/mcp/servers/igorolv/sonar-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Read-only access to self-hosted SonarQube Community Build: issues, security hotspots, rules and code snippets so an agent can fix findings locally.
|
||
- [IgorGanapolsky/ThumbGate](https://github.com/IgorGanapolsky/ThumbGate) [](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate) 📇 🏠 - Turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks, stopping coding agents from repeating mistakes.
|
||
- [iksnerd/adb-mcp](https://github.com/iksnerd/adb-mcp) [](https://glama.ai/mcp/servers/iksnerd/adb-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Drive Android emulators and devices over adb: screenshots, UI inspection, tap/swipe/type, app lifecycle, logcat, screen recording and Gradle builds and tests.
|
||
- [imatza-rh/mcp-zuul](https://github.com/imatza-rh/mcp-zuul) [](https://glama.ai/mcp/servers/imatza-rh/mcp-zuul) 🐍 ☁️ - Zuul CI: build failure analysis, log search, pipeline status and job configuration.
|
||
- [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) 📇 🏠 🍎 - Interact with iOS simulators (iPhone, iPad and more) through natural language commands.
|
||
- [Ivy-Innovation/cubelife](https://github.com/Ivy-Innovation/cubelife) [](https://glama.ai/mcp/servers/Ivy-Innovation/cubelife) 📇 🏠 - Persistent pixel-art characters that reflect an agent's state in real time: report work state, mark tasks complete, signal errors and check status.
|
||
- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - Local compression of various image formats.
|
||
- [Adityaaery20/media-mcp](https://github.com/Adityaaery20/media-mcp) 🐍 🏠 🍎 🪟 🐧 - Local image and video processing: resize, convert, compress, crop, thumbnails, metadata extraction, rotate, flip, filters and ffmpeg-based video operations.
|
||
- [InsForge/insforge-mcp](https://github.com/InsForge/insforge-mcp) 📇 ☁️ - Backend-as-a-service for agents building full-stack apps: auth, PostgreSQL database, storage and functions.
|
||
- [io.github.hoainho/podium-mcp](https://github.com/hoainho/podium-mcp) [](https://glama.ai/mcp/servers/hoainho/podium-mcp) 📇 🏠 🍎 - Mobile E2E testing on macOS: iOS Simulator control, native UI automation, Maestro flows, React Native debugging and WebView DOM inspection.
|
||
- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - Interact with iOS simulators: get simulator information, control UI interactions and inspect UI elements.
|
||
- [isaacphi/mcp-language-server](https://github.com/isaacphi/mcp-language-server) 🏎️ 🏠 - Navigate codebases with language server tools: go to definition, find references, rename and diagnostics.
|
||
- [blackwell-systems/agent-lsp](https://github.com/blackwell-systems/agent-lsp) [](https://glama.ai/mcp/servers/blackwell-systems/agent-lsp) 🏎️ 🏠 🍎 🪟 🐧 - Stateful layer over real language servers: persistent sessions keep indexes warm, and speculative execution simulates edits in memory before writing to disk.
|
||
- [IvanAmador/vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp) 📇 🏠 - AI-powered search and querying of the Vercel AI SDK documentation.
|
||
- [izzzzzi/codewiki-mcp](https://github.com/izzzzzi/codewiki-mcp) [](https://glama.ai/mcp/servers/izzzzzi/codewiki-mcp) 📇 ☁️ - Search repos, fetch AI-generated wiki docs and ask questions about any open-source repository via codewiki.google.
|
||
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - SQL analysis, linting and dialect conversion using SQLGlot.
|
||
- [jaggernaut007/Nexus-MCP](https://github.com/jaggernaut007/Nexus-MCP) [](https://glama.ai/mcp/servers/jaggernaut007/Nexus-MCP) 🐍 🏠 🍎 🪟 🐧 - Local hybrid code search (vector, BM25 and code graph) with structural code graph analysis and persistent semantic memory.
|
||
- [jaimenbell/mcp-factory](https://github.com/jaimenbell/mcp-factory) [](https://glama.ai/mcp/servers/jaimenbell/mcp-factory) 🐍 🏠 - Manifest-driven MCP server scaffolder: generate MCP servers from YAML manifests, with batch registration and a live routing hub.
|
||
- [Jambozx/onlinecybertools-mcp-server](https://github.com/Jambozx/onlinecybertools-mcp-server) [](https://glama.ai/mcp/servers/Jambozx/onlinecybertools-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Developer and security utilities via the onlinecybertools.com API: encoding, hashing, JWT decoding, regex testing, formatters, network diagnostics and OSINT.
|
||
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - Exposes a catalog of coding assistant system prompts as tools, with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
|
||
- [James-Chahwan/repo-graph](https://github.com/James-Chahwan/repo-graph) [](https://glama.ai/mcp/servers/James-Chahwan/repo-graph) 🐍 🏠 - Structural codebase graph: scans entities, relationships and feature flows across languages so LLMs navigate by structure instead of grepping.
|
||
- [janaraj/tnl](https://github.com/janaraj/tnl) [](https://glama.ai/mcp/servers/janaraj/tnl) 📇 🏠 🍎 🪟 🐧 - TNL (Typed Natural Language): per-feature English contracts that coding agents can look up, propose edits to and verify implementations against.
|
||
- [janreges/ai-distiller-mcp](https://github.com/janreges/ai-distiller) 🏎️ 🏠 - Extracts essential code structure from large codebases into an AI-digestible format so agents write code that correctly uses existing APIs.
|
||
- [jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - VS Code extension and MCP server for language-agnostic automatic debugging via breakpoints and expression evaluation.
|
||
- [jawdat6/fixgraph-mcp](https://github.com/jawdat6/fixgraph-mcp) [](https://glama.ai/mcp/servers/jawdat6/fixgraph-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and contribute to a community-verified knowledge base of engineering issues and fixes, with trust scores and fix verification.
|
||
- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - Work with JetBrains IDEs such as IntelliJ, PyCharm, WebStorm and Android Studio.
|
||
- [jiezeng2004-design/PatchWarden](https://github.com/jiezeng2004-design/PatchWarden) [](https://glama.ai/mcp/servers/jiezeng2004-design/safe-bifrost) 📇 🏠 🪟 - Local-first safety and verification layer for coding agents: workspace confinement, command allowlists, scope-violation detection and auditable task evidence.
|
||
- [Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - Securely store and access API keys across projects using the macOS Keychain.
|
||
- [jmshinhwa/readystack-mcp](https://github.com/jmshinhwa/readystack-mcp) [](https://glama.ai/mcp/servers/jmshinhwa/readystack-mcp) 📇 🏠 🍎 🪟 🐧 - Regulation and deadline linters for EU CRA, DORA, NIS2, the EU AI Act, PCI DSS, WCAG, e-invoicing and more, reporting file, line and fix for each finding.
|
||
- [jonradoff/lightcms](https://github.com/jonradoff/lightcms) [](https://glama.ai/mcp/servers/jonradoff/lightcms) 🏎️ ☁️ - CMS managed via natural language: publish content and manage templates, assets, themes, redirects and multi-site forks, with versioning and semantic search.
|
||
- [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - Access CSV files via RestCSV.
|
||
- [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - Control iOS Simulators.
|
||
- [Jpisnice/shadcn-ui-mcp-server](https://github.com/Jpisnice/shadcn-ui-mcp-server) 📇 🏠 - Access shadcn/ui v4 components, blocks, demos and metadata.
|
||
- [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) 🎖️ 📇 ☁️ - Run ping, traceroute, mtr, HTTP and DNS measurements from locations around the world via Globalping.
|
||
- [julianbei/arno](https://github.com/julianbei/arno) [](https://glama.ai/mcp/servers/julianbei/ARNO) 🏎️ 🏠 🍎 🐧 - IDE for agents: read code by symbol, edit with compiler diagnostics, validate with the project's own build and tests, and revert to checkpoints.
|
||
- [Jungle-Grid/mcp-server](https://github.com/Jungle-Grid/mcp-server) [](https://glama.ai/mcp/servers/Jungle-Grid/mcp-server) 🎖️ 📇 ☁️ - Estimate, submit, monitor and fetch logs for GPU inference, training, fine-tuning and batch workloads on Jungle Grid.
|
||
- [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
|
||
- [kao273183/mk-qa-master](https://github.com/kao273183/mk-qa-master) [](https://glama.ai/mcp/servers/kao273183/mk-qa-master) 🐍 🏠 🍎 🪟 🐧 - End-to-end QA loop: analyzes web pages or mobile screens, generates and runs pytest or Maestro tests with auto-retry, and writes an optimization plan.
|
||
- [Kapeli/dash-mcp-server](https://github.com/Kapeli/dash-mcp-server) [](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) 🐍 🏠 🍎 - Search documentation sets in Dash, the macOS API documentation browser.
|
||
- [kenneives/design-token-bridge-mcp](https://github.com/kenneives/design-token-bridge-mcp) [](https://glama.ai/mcp/servers/kenneives/design-token-bridge-mcp) 📇 🏠 - Translates design tokens from Tailwind, CSS, Figma or W3C DTCG into Material 3, SwiftUI, Tailwind config and CSS variables, with WCAG contrast validation.
|
||
- [kensaurus/mushi-mushi](https://github.com/kensaurus/mushi-mushi) [](https://glama.ai/mcp/servers/kensaurus/mushi-mushi) 📇 🏠 ☁️ 🍎 🪟 🐧 - Bug-report triage and fix dispatch: plain-English diagnoses of user-reported bugs with evidence, blast radius and a fix prompt, then automated GitHub fix PRs.
|
||
- [kerbelp/metatron](https://github.com/kerbelp/metatron) [](https://glama.ai/mcp/servers/kerbelp/metatron) 🐍 🏠 🍎 🪟 🐧 - Self-hosted server that captures design patterns, conventions and decisions from git history and developer feedback and serves them to coding agents.
|
||
- [kevinswint/xcode-studio-mcp](https://github.com/kevinswint/xcode-studio-mcp) [](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp) 📇 🏠 🍎 - iOS development tools: build, run, screenshot and interact with the iOS Simulator.
|
||
- [kindly-software/kdb](https://github.com/kindly-software/kdb) 🦀 ☁️ - Time-travel debugger with bidirectional execution replay, hash-chain audit logging and SIMD-accelerated stack unwinding.
|
||
- [knewstimek/agent-tool](https://github.com/knewstimek/agent-tool) [](https://glama.ai/mcp/servers/knewstimek/agent-tool) 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware file read/edit for coding agents with indentation conversion and .editorconfig support, plus SSH, SFTP, process management and system utilities.
|
||
- [KryptosAI/mcp-observatory](https://github.com/KryptosAI/mcp-observatory) [](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory) 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers: discovers configured servers, checks capabilities, invokes tools, detects schema drift and recommends new servers.
|
||
- [kyisaiah47/compound-mcp](https://github.com/kyisaiah47/compound-mcp) [](https://glama.ai/mcp/servers/kyisaiah47/compound-mcp) 📇 ☁️ - Read-only lookups for facts newer than a model's training cutoff: AI model costs, dependency maintenance, SaaS stack costs, shadcn registry items and more.
|
||
- [LadislavSopko/mcp-ai-server-visual-studio](https://github.com/LadislavSopko/mcp-ai-server-visual-studio) #️⃣ 🏠 🪟 - Roslyn-based Visual Studio integration: semantic code navigation, symbol search, inheritance trees, call graphs, safe rename and build/test execution.
|
||
- [kimwwk/repocrunch](https://github.com/kimwwk/repocrunch) [](https://glama.ai/mcp/servers/@kimwwk/repo-crunch) 🐍 🏠 🍎 🪟 🐧 - Analyze GitHub repositories' tech stack, dependencies, architecture, health metrics and security indicators with deterministic JSON output.
|
||
- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 - Middleware that runs multiple isolated instances of the same MCP servers side by side with unique namespaces and configurations.
|
||
- [MarcelRoozekrans/roslyn-codelens-mcp](https://github.com/MarcelRoozekrans/roslyn-codelens-mcp) [](https://glama.ai/mcp/servers/MarcelRoozekrans/roslyn-codelens-mcp) #️⃣ 🏠 🍎 🪟 🐧 - Roslyn-based .NET code intelligence: type hierarchies, call graphs, DI registrations, diagnostics, code fixes and complexity metrics from pre-built indexes.
|
||
- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) 🐍 🏠 - Access and manage LLM application prompts created with Langfuse Prompt Management.
|
||
- [lisamaraventano-spine/mcp-server](https://github.com/lisamaraventano-spine/mcp-server) [](https://glama.ai/mcp/servers/lisamaraventano-spine/mcp-server) 📇 🏠 🍎 🪟 🐧 - Underground Cultural District: developer utilities (UUID, JSON, Base64, hashing, JWT, regex, cron), creative tools and a marketplace of digital goods.
|
||
- [linuxsuren/atest-mcp-server](https://github.com/LinuxSuRen/atest-mcp-server) 📇 🏠 🐧 - Manage API test suites and test cases with atest.
|
||
- [linw1995/nvim-mcp](https://github.com/linw1995/nvim-mcp) 🦀 🏠 🍎 🪟 🐧 - Interact with Neovim.
|
||
- [jarvisassistantux/loopsense](https://github.com/jarvisassistantux/loopsense) [](https://glama.ai/mcp/servers/jarvisassistantux/loopsense) 📇 🏠 - Feedback loop for coding agents: CI monitoring, process watching, file change detection and HTTP polling.
|
||
- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Local Excel-compatible spreadsheet engine based on LogiSheets: deterministic formulas, named blocks, column rules, scenario scans, goal-seek and .xlsx export.
|
||
- [lorenzo-cambiaghi/LynxMCP](https://github.com/lorenzo-cambiaghi/LynxMCP) [](https://glama.ai/mcp/servers/lorenzo-cambiaghi/LynxMCP) 🐍 🏠 🍎 🪟 🐧 - Local semantic code search with AST-aware chunking, hybrid BM25 and dense retrieval, and a code knowledge graph over codebases, docs sites and PDFs.
|
||
- [louis030195/gptzero-mcp](https://github.com/louis030195/gptzero-mcp) 📇 ☁️ 🍎 🪟 🐧 - Detect AI-generated text via the GPTZero API, with confidence scores, probability breakdowns and French and Spanish support.
|
||
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Control robots by converting natural language commands into ROS or ROS2 control commands.
|
||
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Control the Unitree Go2 robot with natural language commands interpreted by an LLM.
|
||
- [LucasGorgal/localfig](https://github.com/LucasGorgal/localfig) [](https://glama.ai/mcp/servers/LucasGorgal/localfig) 📇 🏠 🍎 🪟 - Exposes the Figma desktop app's Plugin API on the open file: inline renders, design token reading and one undo step per call, without the cloud API.
|
||
- [LumabyteCo/clarifyprompt-mcp](https://github.com/LumabyteCo/clarifyprompt-mcp) [](https://glama.ai/mcp/servers/LumabyteCo/clarifyprompt-mcp) 📇 ☁️ 🍎 🪟 🐧 - Turns vague prompts into platform-optimized prompts for AI tools across image, video, voice, music, code, chat and document categories.
|
||
- [Luqueee/kivgraph](https://github.com/Luqueee/kivgraph) [](https://glama.ai/mcp/servers/Luqueee/kivgraph) 🏎️ 🏠 🍎 🐧 - Local code graph for coding agents: find code by intent, follow callers and references, inspect blast radius and trace dependencies across repositories.
|
||
- [madhan-g-p/DevDocs-MCP](https://github.com/madhan-g-p/DevDocs-MCP) 📇 🏠 🍎 🐧 - Version-pinned, offline documentation sourced from DevDocs.io.
|
||
- [impossiblecode/overseer-nvim-mcp](https://github.com/impossiblecode/overseer-nvim-mcp) [](https://glama.ai/mcp/servers/impossiblecode/overseer-nvim-mcp) 📇 🏠 🍎 🐧 - Runs long-running commands a coding agent starts in Neovim (dev servers, watchers) as overseer.nvim tasks you can watch and stop from your task list.
|
||
- [paulburgess1357/nvim-mcp](https://github.com/paulburgess1357/nvim-mcp) [](https://glama.ai/mcp/servers/paulburgess1357/nvim-mcp) 🐍 🏠 🐧 - Control Neovim instances via msgpack-RPC: read and edit buffers, run commands, send keys, query LSP diagnostics and annotate code with highlights.
|
||
- [paulhkang94/markview](https://github.com/paulhkang94/markview) [](https://glama.ai/mcp/servers/@paulhkang94/markview) 🏠 🍎 - Open and render Markdown files in MarkView, a native macOS Markdown preview app.
|
||
- [MarcelRoozekrans/memorylens-mcp](https://github.com/MarcelRoozekrans/memorylens-mcp) [](https://glama.ai/mcp/servers/MarcelRoozekrans/memorylens-mcp) #️⃣ 🏠 🪟 - On-demand .NET memory profiling with JetBrains dotMemory: detects memory leaks, LOH fragmentation and anti-patterns, and suggests code fixes.
|
||
- [martingeidobler/android-mcp-server](https://github.com/martingeidobler/android-mcp-server) [](https://glama.ai/mcp/servers/martingeidobler/android-mcp-server) 📇 🏠 - Android device control via ADB: screenshots, UI tree inspection, touch automation, logcat and compound actions like tap-and-wait.
|
||
- [mattjegan/swarmia-mcp](https://github.com/mattjegan/swarmia-mcp) 🐍 🏠 🍎 🐧 - Read-only access to Swarmia metrics for quick reporting.
|
||
- [meanands/npm-package-docs-mcp](https://github.com/meanands/npm-package-docs-mcp) ☁️ - Up-to-date documentation for npm packages, fetched from the latest README in the package's GitHub repository.
|
||
- [mcpware/ui-annotator-mcp](https://github.com/mcpware/ui-annotator-mcp) [](https://glama.ai/mcp/servers/mcpware/ui-annotator-mcp) 📇 🏠 - Annotates any web page with hover labels for AI assistants via reverse proxy injection, without browser extensions.
|
||
- [microservices-sh/mcp](https://github.com/microservices-sh/mcp) [](https://glama.ai/mcp/servers/microservices-sh/mcp) 📇 ☁️ 🏠 - Inspect microservices.sh Cloudflare-native modules and templates, generate app plans and projects, run checks and trigger confirmation-gated preview deploys.
|
||
- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - Gives coding agents Figma data to write Flutter code, including asset exports, widgets and full-screen implementations.
|
||
- [Michael-WhiteCapData/ollama-handoff](https://github.com/Michael-WhiteCapData/ollama-handoff) 🐍 🏠 🍎 🪟 🐧 - Offload summaries, drafts, extractions and first-pass code reviews from a cloud LLM agent to a local Ollama model via handoff tools with built-in prompts.
|
||
- [MikeRecognex/mcp-codebase-index](https://github.com/MikeRecognex/mcp-codebase-index) 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer for querying functions, classes, imports, dependency graphs and change impact.
|
||
- [mmorris35/devplan-mcp-server](https://github.com/mmorris35/devplan-mcp-server) 📇 ☁️ - Generate step-by-step development plans (PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, CLAUDE.md) using the ClaudeCode-DevPlanBuilder methodology.
|
||
- [MnemeHQ/mneme](https://github.com/MnemeHQ/mneme) [](https://glama.ai/mcp/servers/MnemeHQ/mneme) 🐍 📇 🏠 🍎 🪟 🐧 - Architectural decision governance for coding agents: submit proposals and query canonical decisions and their lineage, while humans keep final authority.
|
||
- [mobile-next/mobile-mcp](https://github.com/mobile-next/mobile-mcp) 📇 🏠 🐧 🍎 - Android and iOS app and device automation, development and app scraping on simulators, emulators and physical devices.
|
||
- [MobileReality/mdma](https://github.com/MobileReality/mdma/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/MobileReality/mdma) 📇 ☁️ 🏠 🍎 🪟 🐧 - Exposes the MDMA spec (interactive Markdown applications with mounted components), authoring prompts, package metadata and live docs.
|
||
- [saranshbamania/mobile-device-mcp](https://github.com/saranshbamania/mobile-device-mcp) [](https://glama.ai/mcp/servers/saranshbamania/mobile-device-mcp) 📇 🏠 🍎 🪟 - Control Android devices and iOS simulators: AI visual analysis, Flutter widget tree inspection, element finding, video recording and test script generation.
|
||
- [getmockd/mockd](https://github.com/getmockd/mockd) [](https://glama.ai/mcp/servers/getmockd/mockd) 🏎️ 🏠 🍎 🪟 🐧 - Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE and SOAP APIs with chaos engineering, stateful CRUD, spec imports and deterministic seeded responses.
|
||
- [mockherodev/mcp-server](https://github.com/dinosaur24/mockhero) [](https://glama.ai/mcp/servers/dinosaur24/mockhero) 📇 ☁️ - Synthetic test data generation: detect schemas from SQL or JSON and generate JSON, CSV or SQL data.
|
||
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - Enable a human-in-the-loop feedback workflow in AI coding tools.
|
||
- [muhannad-hash/git-context-mcp](https://github.com/muhannad-hash/git-context-mcp) [](https://glama.ai/mcp/servers/muhannad-hash/git-context-mcp) 📇 🏠 🍎 🪟 🐧 - Explains why code exists by tracing lines back to commits, GitHub PR descriptions and linked issues, plus file history, commit search and contributors.
|
||
- [mumez/pharo-smalltalk-interop-mcp-server](https://github.com/mumez/pharo-smalltalk-interop-mcp-server) 🐍 🏠 - Pharo Smalltalk integration: code evaluation, class and method introspection, package management, test execution and project installation in Pharo images.
|
||
- [n8daniels/RulesetMCP](https://github.com/n8daniels/RulesetMCP) 📇 🏠 - Keeps agents grounded in project rules: query coding standards, validate snippets and get task-specific guidance from version-controlled rule files.
|
||
- [Nagarjuna2997/ios-agent-skill](https://github.com/Nagarjuna2997/ios-agent-skill) [](https://glama.ai/mcp/servers/Nagarjuna2997/ios-agent-skill) 📇 🏠 🍎 🪟 🐧 - Swift code reviews, local Apple references and app scaffolding, plus simulator tools on macOS with Xcode.
|
||
- [najaeda/naja-scope](https://github.com/najaeda/naja-scope) [](https://glama.ai/mcp/servers/najaeda/naja-scope) 🐍 🏠 - Explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) with najaeda: trace fan-in/fan-out, walk module hierarchy and jump to source.
|
||
- [Souzix76/n8n-workflow-tester-safe](https://github.com/Souzix76/n8n-workflow-tester-safe) [](https://glama.ai/mcp/servers/Souzix76/n8n-workflow-tester-safe) 📇 🏠 - Test, score and inspect n8n workflows with config-driven test suites, two-tier scoring, execution traces and a built-in node catalog.
|
||
- [AutomateLab-tech/n8n-mcp](https://github.com/AutomateLab-tech/n8n-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/n8n-mcp) 📇 🏠 - Generate n8n workflow JSON from natural language, lint for deprecated nodes, missing typeVersion and broken connections, and debug per-node execution failures.
|
||
- [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) 🐍 🏠 - Convert any Git repository into a text digest of its codebase using gitingest.
|
||
- [Neem2004/android-mcp-server](https://github.com/Neem2004/android-mcp-server) [](https://glama.ai/mcp/servers/Neem2004/android-mcp-server) 📇 🏠 - ADB-based Android access: read-only logcat, UI hierarchy, package listing and allowlisted shell commands.
|
||
- [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) 📇 🏠 - Formats files using .editorconfig rules so AI-generated code follows project formatting standards.
|
||
- [Neo1228/spring-boot-starter-swagger-mcp](https://github.com/Neo1228/spring-boot-starter-swagger-mcp) ☕ ☁️ 🏠 - Turn a Spring Boot application into an MCP server by reusing its existing Swagger/OpenAPI documentation.
|
||
- [ni-c/woodpecker-ci-mcp](https://github.com/ni-c/woodpecker-ci-mcp) [](https://glama.ai/mcp/servers/ni-c/woodpecker-ci-mcp) 📇 🏠 - Drive a self-hosted Woodpecker CI: read failing step logs, restart, cancel or approve pipelines, and manage secrets, registries, crons, agents and the queue.
|
||
- [nikolai-vysotskyi/trace-mcp](https://github.com/nikolai-vysotskyi/trace-mcp) [](https://glama.ai/mcp/servers/nikolai-vysotskyi/trace-mcp) 📇 🏠 🍎 🪟 🐧 - Framework-aware code intelligence via a cross-language dependency graph: routes, ORM relations, DI trees, impact analysis, call graphs and refactoring.
|
||
- [Nishant-Chaudhary5338/mcp-toolkit](https://github.com/Nishant-Chaudhary5338/mcp-toolkit) [](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-toolkit) 📇 🏠 🍎 🪟 🐧 - React/TypeScript development toolkit: component scaffolding, dependency audits, WCAG checks, test generation, type enforcement and monorepo management.
|
||
- [nk3750/jitapi](https://github.com/nk3750/jitapi) [](https://glama.ai/mcp/servers/nk3750/jitapi) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Discover and call API endpoints from OpenAPI specs using semantic search and dependency graphs, planning multi-step workflows without loading entire specs.
|
||
- [no-materials/hird](https://github.com/no-materials/hird) [](https://glama.ai/mcp/servers/no-materials/hird) 🦀 🏠 🍎 🪟 🐧 - Query the Hirð compiler (typed actors on the BEAM): type inference, definition lookup, effect rows, IR fragments, actor protocols and supervision graphs.
|
||
- [Neverlow512/agent-droid-bridge](https://github.com/Neverlow512/agent-droid-bridge) [](https://glama.ai/mcp/servers/Neverlow512/agent-droid-bridge) 🐍 🏠 - Control Android devices and emulators via ADB: UI inspection, screen interaction, ADB commands and change detection.
|
||
- [Odrin/rhizome-mcp](https://github.com/Odrin/rhizome-mcp) [](https://glama.ai/mcp/servers/Odrin/rhizome-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local-first task tracking and coordination for coding agents: durable issues, leases, checkpoints, decisions, dependency graphs and review workflows.
|
||
- [ofershap/mcp-server-devutils](https://github.com/ofershap/mcp-server-devutils) [](https://glama.ai/mcp/servers/ofershap/mcp-server-devutils) 📇 🏠 - Developer utilities: Base64, UUID, hashing, JWT decoding, cron parsing, timestamps, JSON and regex.
|
||
- [ofershap/mcp-server-dns](https://github.com/ofershap/mcp-server-dns) [](https://glama.ai/mcp/servers/ofershap/mcp-server-dns) 📇 🏠 - DNS lookups, reverse DNS, WHOIS and domain availability checks.
|
||
- [ofershap/mcp-server-docker](https://github.com/ofershap/mcp-server-docker) [](https://glama.ai/mcp/servers/ofershap/mcp-server-docker) 📇 🏠 - Manage Docker containers, images, volumes, networks and Compose services.
|
||
- [ofershap/mcp-server-github-actions](https://github.com/ofershap/mcp-server-github-actions) [](https://glama.ai/mcp/servers/ofershap/mcp-server-github-actions) 📇 ☁️ - GitHub Actions: view workflow runs, read logs, re-run failed jobs and manage CI/CD.
|
||
- [ofershap/mcp-server-github-gist](https://github.com/ofershap/mcp-server-github-gist) [](https://glama.ai/mcp/servers/ofershap/mcp-server-github-gist) 📇 ☁️ - Create, read, update, list and search GitHub Gists.
|
||
- [ofershap/mcp-server-markdown](https://github.com/ofershap/mcp-server-markdown) [](https://glama.ai/mcp/servers/ofershap/mcp-server-markdown) 📇 🏠 - Search, extract sections, list headings and find code blocks across Markdown files.
|
||
- [ofershap/mcp-server-npm-plus](https://github.com/ofershap/mcp-server-npm-plus) [](https://glama.ai/mcp/servers/ofershap/mcp-server-npm-plus) 📇 ☁️ - npm package search, bundle size checks, vulnerability scans and download comparisons.
|
||
- [ofershap/mcp-server-scraper](https://github.com/ofershap/mcp-server-scraper) [](https://glama.ai/mcp/servers/ofershap/mcp-server-scraper) 📇 ☁️ - Web scraping: extract clean Markdown, links and metadata from any URL.
|
||
- [ooples/token-optimizer-mcp](https://github.com/ooples/token-optimizer-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Token optimization through caching and compression, with tools for API optimization, code analysis and real-time monitoring.
|
||
- [OpenZeppelin/contracts-wizard](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp) - Generate secure smart contracts in multiple languages from OpenZeppelin Wizard templates.
|
||
- [OverlayQA/mcp](https://github.com/OverlayQA/mcp) [](https://glama.ai/mcp/servers/OverlayQA/mcp) 📇 ☁️ 🏠 - WCAG accessibility and color-contrast audits plus QA issue tracking from your coding agent.
|
||
- [optimaquantum/claude-critical-rules-mcp](https://github.com/optimaquantum/claude-critical-rules-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Enforces critical rules for Claude to prevent documented failure patterns, with a compliance verification checklist and rules summary.
|
||
- [paladini/devutils-mcp-server](https://github.com/paladini/devutils-mcp-server) [](https://glama.ai/mcp/servers/paladini/devutils-mcp-server) 📇 🏠 🍎 🪟 🐧 - Developer utilities: hashing, Base64/hex/URL encoding, UUID and password generation, JWT decoding, JSON/YAML/XML formatting, timestamps, CIDR and text tools.
|
||
- [paracetamol951/P-Link-MCP](https://github.com/paracetamol951/P-Link-MCP) 🏠 🐧 🍎 ☁️ - HTTP 402 (Payment Required) implementation using Solana.
|
||
- [pasichDev/docket](https://github.com/pasichDev/docket) [](https://glama.ai/mcp/servers/pasichDev/docket) 📇 🏠 🍎 🪟 🐧 - Shared todo list and backlog for coding agents, filed per project by git remote, with claims to avoid duplicate work and a local web dashboard.
|
||
- [mcpware/pagecast](https://github.com/mcpware/pagecast) [](https://glama.ai/mcp/servers/mcpware/pagecast) 📇 🏠 - Record browser pages as GIF or video: AI-driven demo recordings with scroll, click and hover interactions via Playwright and ffmpeg.
|
||
- [jcooley8/pincushion-plugin](https://github.com/jcooley8/pincushion-plugin) [](https://glama.ai/mcp/servers/jcooley8/pincushion-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Visual feedback for coding agents: stakeholders drop pins on a live app, and the agent reads each pin's selector, screenshot, DOM snippet and thread to fix it.
|
||
- [pipepie/pipepie](https://github.com/pipepie/pipepie) [](https://glama.ai/mcp/servers/pipepie/pipepie) 🏎️ 🏠 - Self-hosted webhook relay and tunnel with Noise NK encryption: inspect requests, replay webhooks, trace AI pipelines, manage tunnels and subdomains.
|
||
- [pmptwiki/pmpt-cli](https://github.com/pmptwiki/pmpt-cli) [](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp) 📇 🏠 - Record and share AI-driven development history: saves project milestones with summaries, generates planning prompts and publishes to pmptwiki.
|
||
- [pofky/asc-mcp](https://github.com/pofky/asc-mcp) [](https://glama.ai/mcp/servers/pofky/asc-mcp) 📇 🏠 🍎 - App Store Connect control: metadata edits, screenshot and binary uploads, TestFlight, IAPs, subscriptions, release preflight audits, submission and release.
|
||
- [PostHog/posthog](https://github.com/PostHog/posthog/tree/master/services/mcp) 🎖️ 📇 ☁️ - Interact with PostHog analytics, feature flags, error tracking and more.
|
||
- [soulware-studio/promethic-mcp](https://github.com/soulware-studio/promethic-mcp) [](https://glama.ai/mcp/servers/soulware-studio/promethic-mcp) ☁️ - Prompt library with versioned prompts and per-version model settings for text, image and JSON; tracks edits and proposes refined versions.
|
||
- [pylonapi/pylon-mcp](https://github.com/pylonapi/pylon-mcp) 📇 ☁️ - x402 API gateway for web extraction, search, translation, image generation, screenshots, PDF and OCR, paid per call in USDC on Base.
|
||
- [Pratyay/mac-monitor-mcp](https://github.com/Pratyay/mac-monitor-mcp) 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and suggests performance improvements.
|
||
- [promptexecution/just-mcp](https://github.com/promptexecution/just-mcp) 🦀 🏠 - Justfile integration: run CLI or script commands with parameters and environment variable support.
|
||
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) - Download entire websites using wget, preserving their structure and converting links to work locally.
|
||
- [PSU3D0/spreadsheet-mcp](https://github.com/PSU3D0/spreadsheet-mcp) 🦀 🏠 🪟 - Token-efficient spreadsheet analysis and editing (xlsx/xlsm) with region detection, structured reads, formula and style inspection, forking and recalculation.
|
||
- [grahamrowe82/pt-edge](https://github.com/grahamrowe82/pt-edge) [](https://glama.ai/mcp/servers/grahamrowe82/pt-edge) 🐍 ☁️ 🍎 🪟 🐧 - Tracks open-source AI projects across GitHub, PyPI, npm, Hugging Face, Docker Hub and Hacker News for discovery, comparison and trend analysis.
|
||
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - Accessible KoliBri web component samples, specs, docs and scenarios.
|
||
- [pzalutski-pixel/javalens-mcp](https://github.com/pzalutski-pixel/javalens-mcp) ☕ 🏠 - Semantic Java analysis via Eclipse JDT: compiler-accurate navigation, refactoring, find references, call hierarchy and code metrics.
|
||
- [pzalutski-pixel/godotlens-mcp](https://github.com/pzalutski-pixel/godotlens-mcp) [](https://glama.ai/mcp/servers/pzalutski-pixel/godotlens-mcp) 🐍 🏠 - Semantic GDScript analysis via Godot's built-in LSP: navigation, references, diagnostics, rename and file sync.
|
||
- [pzalutski-pixel/sharplens-mcp](https://github.com/pzalutski-pixel/sharplens-mcp) #️⃣ 🏠 - Semantic C#/.NET analysis via Roslyn: navigation, refactoring, find usages and code intelligence.
|
||
- [qainsights/jmeter-mcp-server](https://github.com/QAInsights/jmeter-mcp-server) 🐍 🏠 - Performance testing with JMeter.
|
||
- [qainsights/k6-mcp-server](https://github.com/QAInsights/k6-mcp-server) 🐍 🏠 - Performance testing with Grafana k6.
|
||
- [qainsights/locust-mcp-server](https://github.com/QAInsights/locust-mcp-server) 🐍 🏠 - Performance testing with Locust.
|
||
- [benswel/qr-agent-core](https://github.com/benswel/qr-agent-core) [](https://glama.ai/mcp/servers/benswel/qr-agent-core) 📇 ☁️ - Dynamic QR codes: create, update, track and retarget QR codes of various types without regenerating images.
|
||
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations.
|
||
- [Quantum3-Labs/ARBuilder](https://github.com/Quantum3-Labs/ARBuilder) [](https://glama.ai/mcp/servers/Quantum3-Labs/ARBuilder) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Code generator for Arbitrum: Stylus smart contracts, SDK bridging, full-stack dApps and Orbit chain deployment, backed by RAG over Arbitrum documentation.
|
||
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode integration for project management, file operations and build automation.
|
||
- [rabdulsal/appstore-release-mcp](https://github.com/rabdulsal/appstore-release-mcp) [](https://glama.ai/mcp/servers/rabdulsal/appstore-release-mcp) 📇 🏠 🍎 - Runs the App Store release cycle for iOS/macOS apps: version bump, archive, signing and TestFlight upload via fastlane, metadata updates and review submission.
|
||
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - Discover and explain OpenAPI specifications and generate code or mock data from them.
|
||
- [RepoAssay/repo-test-architect](https://github.com/RepoAssay/repo-test-architect) [](https://glama.ai/mcp/servers/RepoAssay/repo-test-architect) 📇 🏠 🍎 🪟 🐧 - Local, read-only test architecture audits for JS/TS, C#, Elixir, Go, Kotlin, PHP, Python, Ruby, Rust and Swift, with evidence-backed findings and test plans.
|
||
- [Vbj1808/retrieval-lens](https://github.com/Vbj1808/retrieval-lens) [](https://glama.ai/mcp/servers/Vbj1808/retrieval-lens) 📇 🏠 - Flight recorder for RAG retrieval: logs chunks, scores, sources and rankings to audit, replay and diff retrieval runs.
|
||
- [reflagcom/mcp](https://github.com/reflagcom/javascript/tree/main/packages/cli#model-context-protocol) 🎖️ 📇 ☁️ - Manage Reflag feature flags from chat in your IDE.
|
||
- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️ 🐍 ☁️ 🍎 - Access Rootly, the incident management platform.
|
||
- [ronantakizawa/a11ymcp](https://github.com/ronantakizawa/a11ymcp) [](https://glama.ai/mcp/servers/ronantakizawa/a11ymcp) 📇 🏠 - Test URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core, including color contrast, ARIA validation and orientation lock detection.
|
||
- [rsdouglas/janee](https://github.com/rsdouglas/janee) 📇 🏠 🍎 🪟 🐧 - Self-evolving server that uses an LLM to create, test and refine its own tools at runtime from natural language descriptions.
|
||
- [ryan0204/github-repo-mcp](https://github.com/Ryan0204/github-repo-mcp) 📇 ☁️ 🪟 🐧 🍎 - Browse GitHub repositories, explore directories and view file contents.
|
||
- [sarveshsea/memi](https://github.com/sarveshsea/memi) [](https://glama.ai/mcp/servers/sarveshsea/memi) 📇 🏠 - Design-system memory for coding agents: UI audits, Tailwind token extraction, shadcn registry workflows, Figma context, design docs and quality diagnostics.
|
||
- [saurav61091/mcp-openapi](https://github.com/saurav61091/mcp-openapi) [](https://glama.ai/mcp/servers/saurav61091/mcp-openapi) 📇 ☁️ 🏠 - Turn any OpenAPI 3.x spec into callable MCP tools, with Bearer, API key and Basic auth support.
|
||
- [sbroenne/mcp-server-excel](https://github.com/sbroenne/mcp-server-excel) #️⃣ 🏠 🪟 - Automate the Excel app on Windows: Power Query, DAX, VBA, PivotTables, tables, charts, ranges and formatting.
|
||
- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - Implements Claude Code-like capabilities for code understanding, modification and project analysis.
|
||
- [seldonframe/reelier](https://github.com/seldonframe/reelier) [](https://glama.ai/mcp/servers/seldonframe/reelier) 📇 🏠 🍎 🪟 🐧 - Record an agent's MCP tool-call workflow, replay it deterministically without tokens and diff runs to catch drift, for CI and snapshot tests.
|
||
- [selvage-lab/selvage](https://github.com/selvage-lab/selvage) 🐍 🏠 - LLM-based code review with AST-based context extraction, supporting Claude, GPT, Gemini and other models via OpenRouter.
|
||
- [NavinAgrawal/mcp-broker](https://github.com/NavinAgrawal/mcp-broker) [](https://glama.ai/mcp/servers/NavinAgrawal/mcp-broker) 🐍 🏠 🍎 🪟 🐧 - Local MCP broker exposing one client entry that routes to many upstream MCP servers, with profile gates, lifecycle management and mutating-tool allowlists.
|
||
- [notasandy/mcp-code-sanitizer](https://github.com/notasandy/mcp-code-sanitizer) [](https://glama.ai/mcp/servers/notasandy/mcp-code-sanitizer) 🐍 🏠 🍎 🪟 🐧 - Code review via Groq: finds bugs, vulnerabilities and SQL injections, compares and explains code, generates tests and HTML reports.
|
||
- [shellsage-ai/mcp-server-boilerplate](https://github.com/shellsage-ai/mcp-server-boilerplate) [](https://glama.ai/mcp/servers/@shellsage-ai/mcp-server-boilerplate) 📇 🐍 🏠 - Starter templates for MCP servers in TypeScript and Python, with tool, resource and prompt patterns.
|
||
- [SegfaultSorcerer/heap-seance](https://github.com/SegfaultSorcerer/heap-seance) [](https://glama.ai/mcp/servers/SegfaultSorcerer/heap-seance) 🐍 🏠 🍎 🪟 🐧 - Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT and async-profiler, with conservative scans, deep forensics and confidence-based verdicts.
|
||
- [sequa-ai/sequa-mcp](https://github.com/sequa-ai/sequa-mcp) 📇 ☁️ 🐧 🍎 🪟 - Gives AI coding tools context from your entire codebase and docs via Sequa.
|
||
- [SimplyLiz/CodeMCP](https://github.com/SimplyLiz/CodeMCP) 🏎️ 🏠 🍎 🪟 🐧 - Code intelligence via SCIP indexing for Go, TypeScript, Python, Rust and Java: semantic search, impact analysis, call graphs and ownership detection.
|
||
- [skullzarmy/vibealive](https://github.com/skullzarmy/vibealive) 📇 🏠 🍎 🪟 🐧 - Find unused files and APIs in Next.js projects, with project analysis tools exposed over MCP.
|
||
- [smplkit/mcp](https://github.com/smplkit/mcp) [](https://glama.ai/mcp/servers/smplkit/mcp) 📇 ☁️ - Schedule HTTP jobs (cron, one-off or on-demand) with retries and run history.
|
||
- [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Connect to any HTTP/REST API server using an OpenAPI v3 spec.
|
||
- [specshield26/specshield-mcp-server](https://github.com/specshield26/specshield-mcp-server) [](https://glama.ai/mcp/servers/specshield26/specshield-mcp-server) 📇 ☁️ - OpenAPI breaking-change detection and migration guides to check whether an API change is safe to ship.
|
||
- [srijanshukla18/xray](https://github.com/srijanshukla18/xray) 🐍 🏠 - Code intelligence via ast-grep: map project structure, fuzzy-find symbols and assess change impact in Python, JS/TS and Go.
|
||
- [srclight/srclight](https://github.com/srclight/srclight) [](https://glama.ai/mcp/servers/@srclight/srclight) 🐍 🏠 - Code indexing with SQLite FTS5, tree-sitter and embeddings for symbol search, call graphs, git intelligence and hybrid semantic search.
|
||
- [st3v3nmw/sourcerer-mcp](https://github.com/st3v3nmw/sourcerer-mcp) 🏎️ ☁️ - Semantic code search and navigation that reduces token waste.
|
||
- [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - LLDB integration for binary and core file analysis, debugging and disassembly.
|
||
- [stfade/moth](https://github.com/stfade/moth) [](https://glama.ai/mcp/servers/stfade/moth) 📇 🏠 - Structured bug-fix analysis and project-local memory of verified fixes for coding agents.
|
||
- [storybookjs/storybook](https://github.com/storybookjs/storybook/tree/next/code/addons/mcp) 📇 🏠 - Helps agents write and test Storybook stories for UI components.
|
||
- [SuresoftTechnologies/dvera-plugin](https://github.com/SuresoftTechnologies/dvera-plugin) [](https://glama.ai/mcp/servers/SuresoftTechnologies/dvera-plugin) 🎖️ 🐍 🏠 🪟 🐧 - Drives Controller Tester (CT) C/C++ verification: project setup, analysis, test generation and execution, statement/branch/MC-DC coverage and report export.
|
||
- [tactual-dev/tactual](https://github.com/tactual-dev/tactual) [](https://glama.ai/mcp/servers/tactual-dev/tactual) 📇 🏠 🍎 🪟 🐧 - Screen-reader navigation cost analyzer that models assistive technology user effort with per-profile scoring, graph-based pathfinding and navigation traces.
|
||
- [TamarEngel/jira-github-mcp](https://github.com/TamarEngel/jira-github-mcp) - Integrates Jira and GitHub to automate developer workflows from issue tracking to branches, commits, pull requests and merges.
|
||
- [tao-izm/devpulse-mcp](https://github.com/tao-izm/devpulse-mcp) [](https://glama.ai/mcp/servers/tao-izm/devpulse-mcp) 📇 🏠 - Real-time diagnostic snapshot of the local dev environment: framework, running services, recent errors and git state.
|
||
- [TCSoftInc/testcollab-mcp-server](https://github.com/TCSoftInc/testcollab-mcp-server) ☁️ - List, create and update test cases in TestCollab with filtering, sorting and pagination.
|
||
- [TKMD/ReftrixMCP](https://github.com/TKMD/ReftrixMCP) [](https://glama.ai/mcp/servers/TKMD/reftrix-mcp) 📇 🏠 🐧 🍎 - Web design analysis: layout extraction, motion detection, quality scoring and semantic search, turning web pages into structured design knowledge.
|
||
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - Deploy HTML content to EdgeOne Pages and get a public URL.
|
||
- [testdino-hq/testdino-mcp](https://github.com/testdino-hq/testdino-mcp) 🎖️ 📇 ☁️ - Review TestDino test runs, debug failures and manage manual test cases using natural language.
|
||
- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) 📇 ☁️ - Interact with Bugsnag.
|
||
- [thecombatwombat/replicant-mcp](https://github.com/thecombatwombat/replicant-mcp) [](https://glama.ai/mcp/servers/thecombatwombat/replicant-mcp) 📇 🏠 🍎 🪟 🐧 - Android development: build APKs, launch emulators, manage devices, automate UI and analyze logs.
|
||
- [themesberg/flowbite-mcp](https://github.com/themesberg/flowbite-mcp) 📇 🏠 🍎 🪟 🐧 - AI assistance for Flowbite, the open-source UI framework based on Tailwind CSS.
|
||
- [theserverlessdev/wsc](https://github.com/theserverlessdev/wsc) [](https://glama.ai/mcp/servers/theserverlessdev/wsc) 📇 ☁️ 🏠 - Prose linter and AI-slop detector: weasel words, passive voice, hedging and research-cited AI writing tells.
|
||
- [tipdotmd/tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server) 📇 ☁️ - Cryptocurrency tipping using the x402 payment protocol and CDP Wallet.
|
||
- [x402node/x402-mcp](https://github.com/x402node/x402-mcp) [](https://glama.ai/mcp/servers/x402node/x402-mcp) 🎖️ 📇 🏠 - Exposes x402-paid APIs discovered from Coinbase Bazaar, handling USDC micropayments on Base.
|
||
- [Mibayy/token-savior](https://github.com/Mibayy/token-savior) [](https://glama.ai/mcp/servers/Mibayy/token-savior) 🐍 🏠 🍎 🪟 🐧 - Structural code intelligence: navigate and edit code by symbol, with dependency graphs, call chains, dead code detection and structural diffs.
|
||
- [Tokenectomy-Labs/Tokenectomy](https://github.com/Tokenectomy-Labs/Tokenectomy) [](https://glama.ai/mcp/servers/Tokenectomy-Labs/Tokenectomy) 🦀 🏠 🍎 🪟 🐧 - Log noise removal, secret redaction and atomic compiler patch verification with instant rollback for AI debugging sessions.
|
||
- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) 📇 🏠 - Ionic coding assistant for building mobile apps with React, Angular, Vue or vanilla JS.
|
||
- [tosin2013/mcp-adr-analysis-server](https://github.com/tosin2013/mcp-adr-analysis-server) 📇 ☁️ 🏠 - Architectural analysis for software projects: technology stack detection, ADR management, security checks, TDD workflow and deployment readiness validation.
|
||
- [TranQui004/signalint](https://github.com/TranQui004/signalint) [](https://glama.ai/mcp/servers/TranQui004/signalint) 📇 🏠 🍎 🪟 🐧 - Compact JavaScript/TypeScript diagnostics: clusters and prioritizes Oxlint, tsc and Biome issues, caches results and detects recurring diagnostic loops.
|
||
- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - Line-oriented text file editor with partial file access to minimize token usage.
|
||
- [ukkit/memcord](https://github.com/ukkit/memcord) 🐍 🏠 🐧 🍎 - Organize and search chat history with AI-generated summaries and secure memory.
|
||
- [utensils/mcp-nixos](https://github.com/utensils/mcp-nixos) 🐍 🏠 - Information on NixOS packages, system options, Home Manager configurations and nix-darwin macOS settings.
|
||
- [V0v1kkk/DotNetMetadataMcpServer](https://github.com/V0v1kkk/DotNetMetadataMcpServer) #️⃣ 🏠 🍎 🪟 🐧 - Type information from .NET projects: assembly exploration, namespace discovery, type reflection and NuGet integration.
|
||
- [valado/pantheon-mcp](https://github.com/valado/pantheon-mcp) - Serves task-specific instructions to agents instead of static Markdown files.
|
||
- [var-gg/mcp](https://github.com/var-gg/mcp) 📇 ☁️ - Enforces team naming conventions in AI-generated code.
|
||
- [vasayxtx/mcp-prompt-engine](https://github.com/vasayxtx/mcp-prompt-engine) 🏎️ 🏠 🪟️ 🐧 🍎 - Manage and serve dynamic prompt templates using a text template engine.
|
||
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Render Mermaid diagrams with live reload, themes and SVG, PNG or PDF export.
|
||
- [vercel/next-devtools-mcp](https://github.com/vercel/next-devtools-mcp) 🎖️ 📇 🏠 - Next.js runtime diagnostics, route inspection, dev server logs, docs search and upgrade guides for coding agents.
|
||
- [vighriday/Veris](https://github.com/vighriday/Veris) [](https://glama.ai/mcp/servers/vighriday/Veris) 📇 🏠 🍎 🪟 🐧 - Behavioral verification for TS/JS repos: builds a behavioral graph, clusters workflows, detects drift and generates adversarial probes with risk scores.
|
||
- [verifyax/verifyax-mcp](https://github.com/verifyax/verifyax-mcp) [](https://glama.ai/mcp/servers/verifyax/verifyax-mcp) 📇 ☁️ - Agent evaluation, simulation testing and functional/non-functional verification workflows on the VerifyAX platform.
|
||
- [vezlo/src-to-kb](https://github.com/vezlo/src-to-kb) 📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases using chunking, OpenAI embeddings and GPT-5 search.
|
||
- [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) - Document format conversion using Pandoc: Markdown, HTML, PDF, DOCX, CSV and more.
|
||
- [VikrantSingh01/adaptive-cards-mcp](https://github.com/VikrantSingh01/adaptive-cards-mcp) [](https://glama.ai/mcp/servers/VikrantSingh01/adaptive-cards-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Generate, validate, optimize and transform Adaptive Cards for Teams, Outlook, Copilot and ChatGPT, with accessibility scoring and host compatibility checks.
|
||
- [VOYAGER-Inc/excel-vision-mcp](https://github.com/VOYAGER-Inc/excel-vision-mcp) [](https://glama.ai/mcp/servers/VOYAGER-Inc/excel-vision-mcp) 🐍 🏠 🍎 🪟 🐧 - Reads Excel files with embedded images mapped to their cells and meaningful formatting such as colors and strikethrough; supports writes with atomic saves.
|
||
- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to the VS Code IDE and use semantic tools like find usages.
|
||
- [VrtxOmega/Ollama-Omega](https://github.com/VrtxOmega/Ollama-Omega) [](https://glama.ai/mcp/servers/VrtxOmega/Ollama-Omega) 🐍 🏠 🍎 🪟 🐧 - Chat, generate, pull, list and inspect models with Ollama.
|
||
- [VrtxOmega/omega-brain-mcp](https://github.com/VrtxOmega/omega-brain-mcp) [](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp) 🐍 🏠 🍎 🪟 🐧 - AI execution pipeline with NAEF logic constraints, VERITAS build gates, semantic vault integration and Tri-Node Cortex validations to curb hallucination.
|
||
- [Webvizio/mcp](https://github.com/Webvizio/mcp) 🎖️ 📇 - Converts website and web app feedback and bug reports into context-enriched developer tasks for coding agents via Webvizio.
|
||
- [whyy9527/ariadne](https://github.com/whyy9527/ariadne) [](https://glama.ai/mcp/servers/whyy9527/ariadne) 🐍 🏠 - Offline cross-service API dependency graph: find GraphQL operations, REST endpoints, Kafka topics and frontend queries related to a business term or endpoint.
|
||
- [willianpinho/mcp-gateway-scan](https://github.com/willianpinho/mcp-gateway-scan) [](https://glama.ai/mcp/servers/willianpinho/mcp-gateway-scan) 📇 🏠 - Read-only static scanner that scores MCP and agent-gateway repos on RBAC, fail-closed behavior, supply chain, observability, cost and secrets handling.
|
||
- [WiseVision/mcp_server_ros_2](https://github.com/wise-vision/mcp_server_ros_2) 🐍 - ROS 2 integration for AI-driven robotics applications and services.
|
||
- [wn01011/llm-token-tracker](https://github.com/wn01011/llm-token-tracker) 📇 🏠 🍎 🪟 🐧 - Token usage and cost tracking for OpenAI and Claude APIs with real-time session tracking.
|
||
- [Wolfe-Jam/claude-faf-mcp](https://github.com/Wolfe-Jam/claude-faf-mcp) 📇 🏠 - Persistent project context in the .faf (Foundational AI-context Format), with project DNA and Podium scoring.
|
||
- [Wolfe-Jam/faf-mcp](https://github.com/Wolfe-Jam/faf-mcp) 📇 🏠 - Persistent project context in the IANA-registered .faf format, with AI-readiness scoring.
|
||
- [Wooonster/hocr_mcp_server](https://github.com/Wooonster/hocr_mcp_server) 🐍 🏠 - Extract handwritten math formulas from uploaded images as LaTeX using a vision-language model, with a Vue frontend.
|
||
- [wyattjoh/jsr-mcp](https://github.com/wyattjoh/jsr-mcp) 📇 ☁️ - Access JSR, the JavaScript Registry.
|
||
- [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) 🍎 - Build iOS Xcode workspaces or projects and feed errors back to the LLM.
|
||
- [XixianLiang/HarmonyOS-mcp-server](https://github.com/XixianLiang/HarmonyOS-mcp-server) 🐍 🏠 - Device control and UI automation for HarmonyOS Next devices.
|
||
- [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠 - JVM-based MCP server implementation.
|
||
- [yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) 🐍 🏠 - Connect to Apache Airflow.
|
||
- [yanmxa/scriptflow-mcp](https://github.com/yanmxa/scriptflow-mcp) 📇 🏠 - Turns repetitive AI interactions into persistent, executable Bash, Python, Node.js or TypeScript scripts.
|
||
- [ycs77/apifable](https://github.com/ycs77/apifable) [](https://glama.ai/mcp/servers/ycs77/apifable) 📇 🏠 - Explore OpenAPI specs, search endpoints and generate TypeScript types.
|
||
- [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev.
|
||
- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - Control interactive terminals (PTY) with stateful sessions, SSH connections and background process management.
|
||
- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - Generate interactive mind maps.
|
||
- [YuChenSSR/multi-ai-advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp) 📇 🏠 - Query multiple Ollama models and combine their responses for diverse perspectives on a single question.
|
||
- [YuliiaKovalova/dotnet-template-mcp](https://github.com/YuliiaKovalova/dotnet-template-mcp) [](https://glama.ai/mcp/servers/@YuliiaKovalova/dotnet-template-mcp) #️⃣ 🏠 🍎 🪟 🐧 - Search, inspect, preview and create dotnet new projects via the .NET Template Engine, with parameter validation, defaults and NuGet resolution.
|
||
- [Yutarop/ros-mcp](https://github.com/Yutarop/ros-mcp) 🐍 🏠 🐧 - Control robots with natural language via ROS 2 topics, services and actions.
|
||
- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - Provides TypeScript API information so agents can work with APIs not in their training data.
|
||
- [ypollak2/llm-router](https://github.com/ypollak2/llm-router) [](https://glama.ai/mcp/servers/ypollak2/llm-router) 🐍 🏠 🍎 🪟 🐧 - Subscription-aware LLM router for Claude Code: routes tasks to providers like OpenAI, Gemini, Groq and Ollama by complexity, subscription usage and cost.
|
||
- [zaebee/codegraph-brain](https://github.com/zaebee/codegraph-brain) [](https://glama.ai/mcp/servers/zaebee/codegraph-brain) 🐍 🏠 - Local Python/TypeScript code graph: call tracing, multi-hop impact analysis, authz reachability audits, coupling metrics and architectural drift detection.
|
||
- [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs.
|
||
- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - Fetch JSON, text and HTML data.
|
||
- [zelentsov-dev/asc-mcp](https://github.com/zelentsov-dev/asc-mcp) 🏠 🍎 - Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API.
|
||
- [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) 🐍 🏠 ☁️ - Connect to ZenML MLOps and LLMOps pipelines.
|
||
- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) 📇 🏠 🐧 - Android automation tool suite for developer workflows and testing.
|
||
- [ztuskes/garmin-documentation-mcp-server](https://github.com/ztuskes/garmin-documentation-mcp-server) 📇 🏠 - Offline Garmin Connect IQ SDK documentation with search and API examples.
|
||
- [drumst0ck/uploadkit](https://github.com/drumst0ck/uploadkit) [](https://glama.ai/mcp/servers/drumst0ck/uploadkit) 🎖️ 📇 🏠 🍎 🪟 🐧 - UploadKit's React upload components, Next.js route handler scaffolds, bring-your-own-storage setup (S3, R2, GCS, B2) and full-text docs search.
|
||
- [DigiCatalyst-Systems/dep-diff-mcp](https://github.com/DigiCatalyst-Systems/dep-diff-mcp) [](https://glama.ai/mcp/servers/DigiCatalyst-Systems/dep-diff-mcp) 📇 🏠 🍎 🪟 🐧 - Turns npm or PyPI lockfile diffs into upgrade plans with semver classification, breaking changes, fixed CVEs, migration links and risk-ranked recommendations.
|
||
- [hikmahtech/drwhome](https://github.com/hikmahtech/drwhome) [](https://glama.ai/mcp/servers/hikmahtech/drwhome) 📇 ☁️ - Developer utilities: Base64 and URL encoding, JWT decoding, DNS lookup, UUID generation, JSON formatting, User-Agent parsing and IP lookup.
|
||
- [skyhook-io/radar](https://github.com/skyhook-io/radar) [](https://glama.ai/mcp/servers/skyhook-io/radar) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Query Kubernetes cluster topology, resources, events, logs and Helm/GitOps state across clusters via Radar, a Kubernetes visibility tool.
|
||
- [NazarKalytiuk/tarn](https://github.com/NazarKalytiuk/tarn) [](https://glama.ai/mcp/servers/NazarKalytiuk/tarn) 🦀 🏠 🍎 🪟 🐧 - API testing tool with YAML tests and structured JSON failures agents can act on: run, validate, inspect, rerun failed tests and get fix plans.
|
||
- [tooluse-labs/perfetto-mcp-rs](https://github.com/tooluse-labs/perfetto-mcp-rs) [](https://glama.ai/mcp/servers/tooluse-labs/perfetto-mcp-rs) 🦀 🏠 🍎 🪟 🐧 - Perfetto trace analysis: run PerfettoSQL queries on trace files, with Chrome tools for page loads, scroll jank, main-thread hotspots and stdlib discovery.
|
||
- [mshegolev/jaeger-mcp](https://github.com/mshegolev/jaeger-mcp) [](https://glama.ai/mcp/servers/mshegolev/jaeger-mcp) 🐍 ☁️ 🏠 - Query Jaeger distributed tracing: list services and operations, search and fetch traces, and view service dependencies.
|
||
|
||
- [parasxos/cpp26-adapter](https://github.com/parasxos/cpp26-adapter) [](https://glama.ai/mcp/servers/parasxos/cpp26-adapter) 🐍 🏠 🍎 🪟 🐧 - C++26 paper reference backing a Claude Code plugin: paper lookup, fuzzy search and compiler support status over the ISO/IEC 14882:2026 corpus.
|
||
- [graphpilot-oss/graphpilot](https://github.com/graphpilot-oss/graphpilot) [](https://glama.ai/mcp/servers/graphpilot-oss/graphpilot) 📇 🏠 🍎 🪟 🐧 - Structural memory for coding agents: indexes TypeScript/JavaScript repos for callers, callees, symbol locations and branch-aware blast-radius impact.
|
||
- [Disentinel/grafema](https://github.com/Disentinel/grafema) [](https://glama.ai/mcp/servers/Disentinel/grafema) 📇 🏠 🍎 🪟 🐧 - Semantic code graph: indexes a codebase into a typed graph for call-chain tracing, data-flow analysis, semantic search and invariant checking.
|
||
- [laszlopere/mcp-abacus](https://github.com/laszlopere/mcp-abacus) [](https://glama.ai/mcp/servers/laszlopere/mcp-abacus) 🐍 🏠 🍎 🐧 - Offline calculator that evaluates expressions in fixed-point, IEEE-754 double or exact rational arithmetic, labelling each answer exact or inexact.
|
||
|
||
- [joaoh82/rustunnel](https://github.com/joaoh82/rustunnel) [](https://glama.ai/mcp/servers/joaoh82/rustunnel) 🦀 🏠 ☁️ - Create and manage public HTTP, TCP and UDP tunnels to local services with custom subdomains, regions and load-balanced pools, managed cloud or self-hosted.
|
||
- [JSungMin/vs-token-safer](https://github.com/JSungMin/vs-token-safer) [](https://glama.ai/mcp/servers/JSungMin/vs-token-safer) 📇 🏠 🍎 🪟 🐧 - Routes code search through language-server indexes (clangd, Roslyn, tsserver, pyright) instead of grep, plus symbol-level edits and git/p4 output compaction.
|
||
- [ysalitrynskyi/opn-mcp](https://github.com/ysalitrynskyi/opn-mcp) [](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp) 📇 ☁️ 🏠 - Shorten links, read click analytics, generate branded QR codes and manage links on opn.onl, the open-source, self-hostable URL shortener.
|
||
- [mambalabsdev/mcp-domain-deliverability-checker](https://github.com/mambalabsdev/mcp-domain-deliverability-checker) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker) 📇 ☁️ - Audit a domain's email deliverability (SPF, DKIM, DMARC, MX, blacklists, catch-all, domain age) and get a health score via an Apify actor.
|
||
- [ozers/hooksense-mcp](https://github.com/ozers/hooksense-mcp) [](https://glama.ai/mcp/servers/ozers/hooksense-mcp) 📇 ☁️ - Webhook callbacks for AI agents: create callback URLs, wait for signature-verified webhooks instead of polling, verify HMAC and list or replay callbacks.
|
||
|
||
- [Eltortilla1/synapse-code-mcp](https://github.com/Eltortilla1/synapse-code-mcp) 📇 🏠 🍎 🪟 🐧 - Structural code context via TypeScript AST analysis: compressed symbol indexes, dependency graphs and git diffs, without a vector database or embeddings.
|
||
- [richer-richard/fenestra](https://github.com/richer-richard/fenestra/tree/main/fenestra-mcp) [](https://glama.ai/mcp/servers/richer-richard/fenestra) 🦀 🏠 - Headless rendering and verification of native Rust GUIs: accessibility tree, semantic selectors, contrast and focus-order checks, and screenshot diffs.
|
||
- [chaoz23/inkcheck](https://github.com/chaoz23/inkcheck) [](https://glama.ai/mcp/servers/chaoz23/inkcheck) 📇 🏠 🍎 🪟 🐧 - CI for ink interactive-fiction stories: compiles, playtests every branch and finds runtime errors, unreachable knots and every distinct ending.
|
||
- [swapnanil/vectr](https://github.com/swapnanil/vectr) [](https://glama.ai/mcp/servers/swapnanil/vectr) 🐍 🏠 🍎 🪟 🐧 - Semantic codebase search and persistent working memory: hybrid dense and BM25 search over AST-aware chunks, a symbol graph and notes that survive restarts.
|
||
|
||
- [SunrisesIllNeverSee/sigrank-mcp](https://github.com/SunrisesIllNeverSee/sigrank-mcp) [](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp) 📇 🏠 🍎 🪟 🐧 - Leaderboard ranking AI coding operators by token efficiency, with signed submissions, diagnostics and simulations; only token counts leave the machine.
|
||
|
||
- [Bishop81/imagedimensions-mcp](https://github.com/Bishop81/imagedimensions-mcp) [](https://glama.ai/mcp/servers/Bishop81/imagedimensions-mcp) 📇 ☁️ - Audit images on a web page via the imagedimensions.com API: natural vs rendered dimensions, oversized-image detection and format breakdown.
|
||
|
||
- [sebastienrousseau/rlg](https://github.com/sebastienrousseau/rlg) [](https://glama.ai/mcp/servers/sebastienrousseau/rlg) 🦀 🏠 🍎 🪟 🐧 - Log tools for on-call and SRE workflows over rlg (RustLogs) files: tail events by level or target, filter with JSON-path predicates and summarize errors.
|
||
- [chrassy/klanex-mcp](https://github.com/chrassy/klanex-mcp) [](https://glama.ai/mcp/servers/chrassy/klanex-mcp) 🎖️ 📇 ☁️ - Async execution for agent tool calls: payload schema checks, retries and circuit breakers, idempotency keys, approval gates, replay and signed-webhook results.
|
||
- [get-tmonier/argot](https://github.com/get-tmonier/argot) [](https://glama.ai/mcp/servers/get-tmonier/argot) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Checks agent-written code against the repo's git-history patterns, flagging foreign dependencies, reinvented functions, misplaced code and gamed tests.
|
||
- [MikhailHal/ariadne](https://github.com/MikhailHal/ariadne) [](https://glama.ai/mcp/servers/MikhailHal/ariadne) ☕ 🏠 🍎 🪟 🐧 - Affected-test selection for Kotlin/Android projects: finds the unit tests impacted by working-tree changes via function-level static analysis.
|
||
- [PackkitLabs/packkit-mcp](https://github.com/PackkitLabs/packkit-mcp) [](https://glama.ai/mcp/servers/PackkitLabs/packkit-mcp) 📇 🏠 - Scaffold and upgrade multi-language projects with the create-packkit generators, and compose a frontend and backend into one fullstack repo.
|
||
- [gvasile29/qai-consultant](https://github.com/gvasile29/qai-consultant) [](https://glama.ai/mcp/servers/gvasile29/qai-consultant) 🐍 🏠 🍎 🪟 🐧 - Local retrieval over ISTQB, OWASP, IEEE, ISO and EU AI Act QA standards, plus QA effort estimation, QA document review and JUnit/CSV flakiness analysis.
|
||
- [MGM-FALCON/quelllm-mcp](https://github.com/MGM-FALCON/quelllm-mcp) [](https://glama.ai/mcp/servers/MGM-FALCON/quelllm-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Search the quelllm.fr open-weights LLM catalog: compare models by parameters, VRAM per quantization, speed and license, and estimate VRAM and costs.
|
||
- [imqueue/mcp](https://github.com/imqueue/mcp) [](https://glama.ai/mcp/servers/imqueue/mcp) 📇 🏠 - Search @imqueue docs, scaffold typed services and clients, access the CLI and manage your service fleet.
|
||
- [WCAG-Compliance/wcagc-mcp](https://github.com/WCAG-Compliance/wcagc-mcp) [](https://glama.ai/mcp/servers/WCAG-Compliance/wcagc-mcp) 🎖️ 📇 ☁️ 🏠 - Accessibility scanning with axe-core (WCAG 2.1 AA, EN 301 549, PDF/UA) via wcagc: scan URLs and PDFs, crawl sites, replay journeys and read violation trends.
|
||
- [srbsa/diffgate](https://github.com/srbsa/diffgate) [](https://glama.ai/mcp/servers/srbsa/diffgate) 📇 🏠 🍎 🪟 🐧 - Deterministic guardrail for AI-written diffs: AST-based checks for SQLi, SSRF, XXE, hardcoded secrets and over-abstraction, scoped to the changed lines.
|
||
- [shakaran/symfony-agent-mcp](https://github.com/shakaran/symfony-agent-mcp) [](https://glama.ai/mcp/servers/shakaran/symfony-agent-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only introspection of Symfony codebases: routes, controllers, services, entities, schema, migrations, Doctrine, Messenger, Twig and API Platform.
|
||
- [ms-methos/jsonfabrica-mcp-server](https://github.com/ms-methos/jsonfabrica-mcp-server) [](https://glama.ai/mcp/servers/ms-methos/jsonfabrica-mcp-server) 📇 🏠 🍎 🪟 🐧 - Generate realistic, schema-conformant JSON test data (single documents or relational batches) from reusable templates via the JsonFabrica API.
|
||
- [servelink-swyftlabs/serve-mcp](https://github.com/servelink-swyftlabs/serve-mcp) [](https://glama.ai/mcp/servers/servelink-swyftlabs/serve-mcp) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Public HTTPS links for local files, directories or dev servers, via a live tunnel or published copy, with password protection, TTLs and named subdomains.
|
||
- [Yocoolab/mcp-server](https://github.com/Yocoolab/mcp-server) [](https://glama.ai/mcp/servers/Yocoolab/mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Pin visual feedback on live web pages with the Yocoolab extension and hand it to coding agents with the element, selector and screenshot attached.
|
||
- [JeanFrancoisGagne/crapkit](https://github.com/JeanFrancoisGagne/crapkit) [](https://glama.ai/mcp/servers/JeanFrancoisGagne/crapkit) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Read-only per-function CRAP scores (complexity and coverage) that point to the worst function to fix next, with uncovered lines and near-duplicates.
|
||
- [KallistoX/mcp-unifi-applications](https://github.com/KallistoX/mcp-unifi-applications) [](https://glama.ai/mcp/servers/KallistoX/mcp-unifi-applications) 🐍 🏠 🍎 🪟 🐧 - Query UniFi API docs (Network, Protect, Site Manager and more): endpoint search, field-level schemas and code examples. Docs only, no controller access.
|
||
- [xarl3z/magzdown-agent-tools](https://github.com/xarl3z/magzdown-agent-tools) [](https://glama.ai/mcp/servers/xarl3z/magzdown-agent-tools) 📇 🏠 🍎 🪟 🐧 - Turn Markdown into a shareable link rendered as a typeset document (tables, Mermaid, math, pagination); content is stored in the URL, not uploaded.
|
||
- [gba3124/anyhook-mcp](https://github.com/gba3124/anyhook-mcp) [](https://glama.ai/mcp/servers/gba3124/anyhook-mcp) 🎖️ 📇 ☁️ 🏠 - Create live webhook endpoints and read back the deliveries they receive; endpoints keep working after the session ends.
|
||
- [metabolism-tools/workspace-metabolism](https://github.com/metabolism-tools/workspace-metabolism) [](https://glama.ai/mcp/servers/metabolism-tools/workspace-metabolism) 🐍 🏠 🍎 🪟 🐧 - Policy layer for multi-agent workspaces: a JSON file sets what each path is worth, agents dry-run cleanup plans, and actions land in a hash-chained journal.
|
||
- [WilliamSmithEdward/xlide_mcp](https://github.com/WilliamSmithEdward/xlide_mcp) [](https://glama.ai/mcp/servers/WilliamSmithEdward/xlide_mcp) 🐍 🏠 🍎 🪟 🐧 - Read, write, analyze and test VBA in Excel, Word, PowerPoint and Access files, with static analysis; the file layer works without Office installed.
|
||
- [motock/fagan](https://github.com/motock/fagan) [](https://glama.ai/mcp/servers/motock/fagan) 🐍 🏠 - Autonomous coding pipeline: a frontier model plans and reviews, a local model implements under TDD, and a merge gate re-runs the suite on the rebased branch.
|
||
### 🔒 <a name="delivery"></a>Delivery
|
||
|
||
- [A1-x-Tech/mcp-yandex-dostavka](https://github.com/A1-x-Tech/mcp-yandex-dostavka) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-dostavka) 📇 ☁️ - Yandex Delivery B2B API: express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders.
|
||
- [A1-x-Tech/mcp-yango-delivery](https://github.com/A1-x-Tech/mcp-yango-delivery) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-delivery) 📇 ☁️ - Yango Delivery B2B API (international Yandex Delivery): express-courier price checks, delivery claims, courier tracking and confirmation codes.
|
||
- [jordandalton/doordash-mcp-server](https://github.com/JordanDalton/DoorDash-MCP-Server) 🐍 - Unofficial DoorDash Delivery integration.
|
||
- [arthurpanhku/DragonMCP](https://github.com/arthurpanhku/DragonMCP) [](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp) 📇 🏠 ☁️ 🍎 - Greater China local services: Meituan/Ele.me delivery, Didi ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 rail and Taobao/JD shopping.
|
||
- [catrinmdonnelly/royalmail-mcp](https://github.com/catrinmdonnelly/royalmail-mcp) [](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp) 📇 ☁️ - Book, label, track and cancel Royal Mail and Parcelforce shipments across UK and international services.
|
||
- [CydVilla/peckish](https://github.com/CydVilla/peckish) [](https://glama.ai/mcp/servers/CydVilla/peckish) 📇 🏠 🍎 - Order food and groceries on DoorDash via its CLI (macOS arm64): search stores, compare fee-included totals, build carts; orders need user approval.
|
||
- [iafanasov/packzoo-mcp](https://github.com/IAfanasov/packzoo-mcp) [](https://glama.ai/mcp/servers/IAfanasov/packzoo-mcp) 📇 ☁️ - Compare parcel and letter delivery prices across carriers in 27 European countries.
|
||
- [smklog/parcel-shipping-rates-mcp](https://github.com/smklog/parcel-shipping-rates-mcp) [](https://glama.ai/mcp/servers/smklog/parcel-shipping-rates-mcp) 🎖️ ☁️ - Live USPS, UPS, FedEx and DHL rates for parcels shipped from the US, from a plain item description, plus checkout links, checkout status and tracking.
|
||
- [warpfreight/warp-agent-mcp](https://github.com/warpfreight/warp-agent-mcp) [](https://glama.ai/mcp/servers/warpfreight/warp-agent-mcp) 📇 ☁️ - Book LTL, FTL, van and box-truck freight through the Warp network, with in-chat login, Stripe-charged bookings and carrier dispatch.
|
||
- [Dudude-bit/yandex-lavka-mcp](https://github.com/Dudude-bit/yandex-lavka-mcp) [](https://glama.ai/mcp/servers/Dudude-bit/yandex-lavka-mcp) 🐍 ☁️ - Unofficial Yandex Lavka (Russia) grocery ordering: search the catalog, build a cart and place orders with two-step confirmation before any charge.
|
||
|
||
- [Yang1Bai/claw-tsaver](https://github.com/Yang1Bai/claw-tsaver) 🐍 🏠 🍎 🪟 🐧 - MCP proxy that replaces oversized tool results with a preview and an on-demand handle to save tokens.
|
||
- [childrentime/reactuse](https://github.com/childrentime/reactuse) [](https://glama.ai/mcp/servers/childrentime/reactuse) 📇 🏠 🍎 🪟 🐧 - Discover ReactUse React Hooks: signatures, demos and usage patterns from the library docs.
|
||
- [kannajune/mcp-architect](https://github.com/kannajune/mcp-architect) [](https://glama.ai/mcp/servers/kannajune/mcp-architect) 🐍 🏠 - Local codebase architecture analysis: tech-stack overview, internal dependency graph with cycle detection, risk hotspots and module summaries.
|
||
- [todah-zg/codemagic-mcp](https://github.com/todah-zg/codemagic-mcp) [](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp) 📇 ☁️ - Build, sign and publish iOS and Android apps via Codemagic CI/CD, App Store Connect and Google Play.
|
||
- [deslay1/amendor-mcp](https://github.com/deslay1/amendor-mcp) [](https://glama.ai/mcp/servers/deslay1/amendor-mcp) 📇 ☁️ - Let non-technical users request UI changes on your live site, then pull each request with its element and page into your coding agent to open a PR.
|
||
- [LS-SIEM-LLP/qa-probe](https://github.com/LS-SIEM-LLP/qa-probe) [](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe) 📇 🏠 🍎 🪟 🐧 - Probe live APIs and classify why each endpoint failed, with root cause, evidence and confidence. Supports FastAPI, Express, Next.js, tRPC and GraphQL.
|
||
- [zyqzyq/Unfour](https://github.com/zyqzyq/Unfour) [](https://glama.ai/mcp/servers/zyqzyq/Unfour) 🦀 🏠 🪟 🍎 - Local-first backend dev workspace: API debugging, SSH, database and diagnostics tools, with scoped safety policies and confirmation for risky actions.
|
||
- [getproxykit/proxykit-mcp](https://github.com/getproxykit/proxykit-mcp) [](https://glama.ai/mcp/servers/getproxykit/proxykit-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Drive the local ProxyKit MITM debugging proxy: inspect HTTP(S), gRPC and WebSocket traffic, create mocks and rewrites, replay requests and run chaos scenarios.
|
||
|
||
### 🧮 <a name="data-science-tools"></a>Data Science Tools
|
||
|
||
Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.
|
||
|
||
- [inity13/decisionmatrix-mcp](https://github.com/inity13/decisionmatrix-mcp) [](https://glama.ai/mcp/servers/inity13/decisionmatrix-mcp) 📇 ☁️ - Deterministic multi-criteria decision analysis: rank options on weighted criteria via weighted-sum, weighted-product or TOPSIS, with sensitivity analysis.
|
||
- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - Math engine combining SymPy, NumPy and Matplotlib for symbolic algebra, numerical computing and data visualization.
|
||
- [agmonetti/mathmethods-mcp](https://github.com/agmonetti/mathmethods-mcp) [](https://glama.ai/mcp/servers/agmonetti/mathmethods-mcp) 🐍 🏠 🍎 🪟 🐧 - Numerical methods: root finding, numerical integration, differential equations (RK4) and Lagrange interpolation.
|
||
- [Archerkattri/mathlas](https://github.com/Archerkattri/mathlas) [](https://glama.ai/mcp/servers/Archerkattri/mathlas) 🐍 🏠 - Math tools for agents: theorem search, PSLQ constant identification, OEIS lookup, Lean kernel checks and applicability checklists.
|
||
- [arrismo/kaggle-mcp](https://github.com/arrismo/kaggle-mcp) 🐍 ☁️ - Connect to Kaggle to download and analyze datasets.
|
||
- [aurelio-nakamura/dataloupe](https://github.com/aurelio-nakamura/dataloupe) [](https://glama.ai/mcp/servers/aurelio-nakamura/dataloupe) 📇 🏠 🍎 🪟 🐧 - Offline tabular data access: describe, preview and query CSV, TSV, JSON, Parquet and Excel files, diff datasets and build an interactive HTML explorer.
|
||
- [avisangle/calculator-server](https://github.com/avisangle/calculator-server) 🏎️ 🏠 - Mathematical computations: basic arithmetic, advanced functions, statistical analysis, unit conversions and financial calculations.
|
||
- [bradleylab/stella-mcp](https://github.com/bradleylab/stella-mcp) 🐍 🏠 - Create, read, validate and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.
|
||
- [Bright-L01/networkx-mcp-server](https://github.com/Bright-L01/networkx-mcp-server) 🐍 🏠 - Graph analysis with NetworkX: centrality algorithms, community detection, PageRank and graph visualization.
|
||
- [chohyerinn/filter-mcp-server](https://github.com/chohyerinn/filter-mcp-server) [](https://glama.ai/mcp/servers/chohyerinn/filter-mcp-server) 🐍 🏠 - Compare approximate filter data structures: Bloom, Counting Bloom, Cuckoo and SuRF.
|
||
- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Forecasting and prediction with Chronulus AI agents.
|
||
- [clouatre-labs/math-mcp-learning-server](https://github.com/clouatre-labs/math-mcp-learning-server) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Educational server for math operations, statistics, visualization and persistent workspaces.
|
||
- [Daichi-Kudo/llm-advisor-mcp](https://github.com/Daichi-Kudo/llm-advisor-mcp) [](https://glama.ai/mcp/servers/Daichi-Kudo/llm-advisor-mcp) 📇 ☁️ 🍎 🪟 🐧 - Real-time LLM and VLM comparison with benchmarks, prices and personalized recommendations from multiple data sources.
|
||
- [DataEval/dingo](https://github.com/DataEval/dingo) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Data quality evaluation with Dingo: run rule-based and LLM-based evaluations and list its rules and prompts.
|
||
- [datalayer/jupyter-mcp-server](https://github.com/datalayer/jupyter-mcp-server) 🐍 🏠 - Interact with Jupyter.
|
||
- [FantasyLab-ai/aurora](https://github.com/FantasyLab-ai/aurora) [](https://glama.ai/mcp/servers/FantasyLab-ai/aurora) 🐍 🏠 🍎 🪟 🐧 - Transparent statistical analysis with cited findings, integrity-hashed result bundles and a calibration corpus of measured detector false-fire rates.
|
||
- [growthbook/growthbook-mcp](https://github.com/growthbook/growthbook-mcp) 🎖️ 📇 🏠 🪟 🐧 🍎 - Create and interact with GrowthBook feature flags and experiments.
|
||
- [gpartin/WaveGuardClient](https://github.com/gpartin/WaveGuardClient) [](https://glama.ai/mcp/servers/WaveGuard) 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection with Klein-Gordon wave equations: scans, fingerprinting, token risk, wallet profiling and price manipulation detection.
|
||
- [haiiibin/data-profiler-mcp](https://github.com/haiiibin/data-profiler-mcp) [](https://glama.ai/mcp/servers/haiiibin/data-profiler-mcp) 🐍 🏠 🍎 🪟 🐧 - Profile local tabular files (CSV, TSV, Parquet, Excel, JSON): dataset overview, per-column statistics, data-quality audits and dtype suggestions.
|
||
- [headlessherm-creator/polymath-megablaster-mcp](https://github.com/headlessherm-creator/polymath-megablaster-mcp) [](https://glama.ai/mcp/servers/headlessherm-creator/polymath-megablaster-mcp) 📇 🏠 🍎 🪟 🐧 - Local deterministic calculations: exact-precision math, date arithmetic, unit conversion, statistics, subnet math, haversine and Levenshtein distance.
|
||
- [HumanSignal/label-studio-mcp-server](https://github.com/HumanSignal/label-studio-mcp-server) 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage and automate Label Studio projects, tasks and predictions for data labeling workflows.
|
||
- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - Interact with and control Jupyter Notebooks.
|
||
- [jonahthan433/cortexcloud-mcp](https://github.com/jonahthan433/cortexcloud-mcp) [](https://glama.ai/mcp/servers/jonahthan433/cortexcloud-mcp) 📇 ☁️ - QUBO/Ising optimization with classical, hybrid and quantum solvers, paid per call via x402 (USDC on Base).
|
||
- [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet and more) and analyze the data for insights and visualizations.
|
||
- [leap-laboratories/discovery-engine](https://github.com/leap-laboratories/discovery-engine) [](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine) 🐍 ☁️ - Exploratory data analysis that finds feature interactions and subgroup effects, with p-values, effect sizes and literature citations.
|
||
- [lihtness/gnomon-mcp](https://github.com/lihtness/gnomon-mcp) [](https://glama.ai/mcp/servers/lihtness/gnomon-mcp) 🐍 🏠 🍎 🪟 🐧 - Deterministic date, math and unit tools: time snapshots, calendar math with natural-language parsing, expression evaluation and Pint-based unit conversion.
|
||
- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) 🎖️ 🐍 🏠 - Create validated, maintainable data charts and dashboards with Vizro tools and templates.
|
||
- [mrnh/rigor](https://github.com/mrnh/rigor) [](https://glama.ai/mcp/servers/mrnh/rigor) 🐍 🏠 🍎 🪟 🐧 - Classical hypothesis testing, effect sizes, power and sample-size analysis and multiple-comparisons correction, returned as cited, assumption-checked answers.
|
||
- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) 🎖️ 🐍 🏠 🐧 🍎 - Orchestrate hyperparameter search and other optimization tasks with Optuna.
|
||
- [Whatsonyourmind/oraclaw](https://github.com/Whatsonyourmind/oraclaw) [](https://glama.ai/mcp/servers/Whatsonyourmind/oraclaw) 📇 ☁️ 🏠 🍎 🪟 🐧 - Decision intelligence algorithms: bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis and graph algorithms.
|
||
- [playidea-lab/pcq](https://github.com/playidea-lab/pcq) [](https://glama.ai/mcp/servers/playidea-lab/pcq) 🐍 🏠 🍎 🪟 🐧 - ML experiment contracts (cq.yaml plus JSON) to run, validate, compare and trace experiments in any framework, including PyTorch, Lightning and sklearn.
|
||
- [phisanti/MCPR](https://github.com/phisanti/MCPR) 🏠 🍎 🪟 🐧 - Connect AI agents to interactive live R sessions.
|
||
- [phuongrealmax/code-guardian](https://github.com/phuongrealmax/code-guardian) 📇 🏠 - Code refactoring engine: code analysis, hotspot detection, complexity metrics, persistent memory and automated refactoring plans.
|
||
- [pramod/kaggle](https://github.com/KrishnaPramodParupudi/kaggle-mcp-server) 🐍 - Browse Kaggle competitions, leaderboards, models, datasets and kernels.
|
||
- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Autonomous data exploration of CSV datasets with generated insights.
|
||
- [ShipItAndPray/mcp-compress](https://github.com/ShipItAndPray/mcp-compress) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-compress) 📇 🏠 ☁️ 🍎 🪟 🐧 - Data compression with gzip, Brotli, deflate and TurboQuant quantization, with automatic algorithm selection.
|
||
- [ShipItAndPray/mcp-turboquant](https://github.com/ShipItAndPray/mcp-turboquant) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-turboquant) 📇 🏠 🍎 🪟 🐧 - LLM quantization: convert models to GGUF, GPTQ and AWQ, recommend quantization settings, evaluate quality and push to Hugging Face Hub.
|
||
- [98lukehall/renoun-mcp](https://github.com/98lukehall/renoun-mcp) [](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp) 🐍 ☁️ - Structural observability for AI conversations: detects loops, stuck states, breakthroughs and convergence without analyzing content.
|
||
- [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Query local information about dependencies in a Ruby project's Gemfile.
|
||
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - Convert almost any file or web content into Markdown.
|
||
- [laszlopere/mcp-gnu-units](https://github.com/laszlopere/mcp-gnu-units) [](https://glama.ai/mcp/servers/laszlopere/mcp-gnu-units) 🐍 🏠 🐧 - Offline unit conversion and dimensional analysis backed by the GNU units database, with compound expressions and reduction to SI base units.
|
||
- [tufantunc/axiom-advanced-math-mcp](https://github.com/tufantunc/axiom-advanced-math-mcp) [](https://glama.ai/mcp/servers/tufantunc/axiom-advanced-math-mcp) 📇 🏠 🍎 🐧 - Offline exact symbolic math via the Giac/Xcas computer algebra system: calculus, equation solving, linear algebra, combinatorics and claim verification.
|
||
- [hanshs474/jevx-mcp](https://github.com/hanshs474/jevx-mcp) [](https://glama.ai/mcp/servers/hanshs474/jevx-mcp) 📇 ☁️ - Run zero-shot Jev AI typed decisions with criteria defined in the request and get calibrated probabilities for every option.
|
||
|
||
### 📊 <a name="data-visualization"></a>Data Visualization
|
||
|
||
Interactive charts, dashboards, and visual data tools rendered inside AI conversations.
|
||
|
||
- [ganapativs/microcharts](https://github.com/ganapativs/microcharts/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/ganapativs/microcharts) 📇 🏠 🍎 🪟 🐧 - Word-sized charts (sparklines, bars, bullets and more) rendered to self-contained SVG with generated alt text, plus chart suggestions for a given question.
|
||
|
||
- [kleinicke/ply-visualizer](https://github.com/kleinicke/ply-visualizer) [](https://glama.ai/mcp/servers/kleinicke/ply-visualizer) 🐍 🏠 🍎 🪟 🐧 - Inspect, compare and export point clouds, meshes and depth data with interactive 3D previews, measurements, NumPy/PyTorch inputs and COLMAP depth.
|
||
|
||
- [KyuRish/mcp-dashboards](https://github.com/KyuRish/mcp-dashboards) [](https://glama.ai/mcp/servers/@KyuRish/mcp-dashboards) 📇 🏠 🍎 🪟 🐧 - Interactive charts (bar, line, candlestick, Sankey, geo and more) and dashboards with KPI cards, drill-down, live API polling, themes and PNG/PPT export.
|
||
|
||
- [marzukia/charted](https://github.com/marzukia/charted) [](https://glama.ai/mcp/servers/marzukia/charted) 🐍 🏠 🍎 🪟 🐧 - Render bar, line, pie, scatter and other charts from JSON or CSV to SVG, HTML, PNG or data URL, with built-in themes.
|
||
|
||
- [MS-Teja/Glyphic](https://github.com/MS-Teja/Glyphic) [](https://glama.ai/mcp/servers/MS-Teja/Glyphic) 📇 🏠 - Generate architecture, ERD, sequence, flowchart, Gantt and other diagrams from structured JSON as SVG or PNG, without a headless browser.
|
||
|
||
- [oscarleoo/chartlink-agents](https://github.com/oscarleoo/chartlink-agents) [](https://glama.ai/mcp/servers/oscarleoo/chartlink-agents) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Charts, maps and sortable tables with live-updating embed links: draft, preview and publish, then update the data and every embed follows.
|
||
|
||
- [pushtodisplay/cli](https://github.com/pushtodisplay/cli) [](https://glama.ai/mcp/servers/pushtodisplay/cli) 📇 🏠 🍎 🪟 🐧 - Send structured content to boards in the Push To Display app on iOS and Android, route updates to specific panels and render them in real time.
|
||
|
||
- [Ratnaditya-J/csvglow](https://github.com/Ratnaditya-J/csvglow) [](https://glama.ai/mcp/servers/Ratnaditya-J/csvglow) 🐍 🏠 🍎 🪟 🐧 - Generate self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations and sortable data tables.
|
||
|
||
- [nteract/semiotic](https://github.com/nteract/semiotic) [](https://glama.ai/mcp/servers/nteract/semiotic) 📇 🏠 🍎 🪟 🐧 - Semiotic React data visualization: suggest charts for a dataset, render validated configs to SVG, diagnose anti-patterns and fetch component schemas.
|
||
|
||
### 📟 <a name="embedded-system"></a>Embedded System
|
||
|
||
Provides access to documentation and shortcuts for working on embedded devices.
|
||
|
||
- [0x1abin/matter-controller-mcp](https://github.com/0x1abin/matter-controller-mcp) 📇 📟 - Control and interact with Matter devices via a Matter controller.
|
||
- [JannLeo/telinksdk-builder-mcp](https://github.com/JannLeo/telinksdk-builder-mcp) [](https://glama.ai/mcp/servers/JannLeo/telinksdk-builder-mcp) 🐍 🏠 🪟 🐧 🍎 - Build Telink and other embedded SDKs (Eclipse headless, Make or generic) via natural language, with automatic build pattern detection.
|
||
- [adancurusul/embedded-debugger-mcp](https://github.com/adancurusul/embedded-debugger-mcp) 🦀 📟 - Embedded debugging with probe-rs: ARM Cortex-M and RISC-V targets via J-Link, ST-Link and other probes.
|
||
- [adancurusul/serial-mcp-server](https://github.com/adancurusul/serial-mcp-server) 🦀 📟 - Serial port communication.
|
||
- [ByteAsk/ByteAsk-Embedded-MCP](https://github.com/ByteAsk/ByteAsk-Embedded-MCP) [](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP) 🐍 ☁️ 📟 - Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) as verbatim snippets.
|
||
- [horw/esp-mcp](https://github.com/horw/esp-mcp) 📟 - Fix build issues for ESP32-series chips with ESP-IDF.
|
||
- [kukapay/modbus-mcp](https://github.com/kukapay/modbus-mcp) 🐍 📟 - Standardize and contextualize industrial Modbus data.
|
||
- [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) 🐍 📟 - Connect to OPC UA-enabled industrial systems.
|
||
- [lxman/obsbot-mcp](https://github.com/lxman/obsbot-mcp) [](https://glama.ai/mcp/servers/lxman/obsbot-mcp) 📇 📟 🏠 🍎 🪟 🐧 - Control an OBSBOT Tiny 2 webcam over USB: pan, tilt and zoom, subject tracking, presets, focus, exposure and white balance, snapshots and recording.
|
||
- [octoco-ltd/sheetsdata-mcp](https://github.com/octoco-ltd/sheetsdata-mcp) [](https://glama.ai/mcp/servers/octoco-ltd/sheetsdata-mcp) 🐍 ☁️ 📟 - Electronic component datasheet data: specs, pinouts, package info and absolute maximum ratings extracted on demand from manufacturer PDFs.
|
||
- [powerdragonfire/platformio.mcp](https://github.com/powerdragonfire/platformio.mcp) [](https://glama.ai/mcp/servers/powerdragonfire/platformio.mcp) 🐍 📟 🏠 🍎 🪟 🐧 - Build, flash and debug PlatformIO firmware: parsed compiler errors, serial monitoring, crash backtrace decoding, Unity tests and library management.
|
||
- [ProductOfAmerica/mcp-server-kicad](https://github.com/ProductOfAmerica/mcp-server-kicad) [](https://glama.ai/mcp/servers/ProductOfAmerica/mcp-server-kicad) 🐍 📟 🏠 - KiCad EDA automation: schematic capture, PCB layout, ERC, DRC and Gerber, BOM and 3D exports for KiCad 9 and 10.
|
||
- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - M5Stack-based robot with an MCP server for AI-controlled interactions and emotions.
|
||
- [turbyho/fw-context-mcp](https://github.com/turbyho/fw-context-mcp) [](https://glama.ai/mcp/servers/turbyho/fw-context-mcp) 🐍 📟 🏠 🍎 🪟 🐧 - Build-aware code intelligence for embedded C/C++ firmware: symbol search, call graphs, hotspot analysis, dead code detection and vector search.
|
||
- [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) 🐍 📟 🏠 - Create and modify GNU Radio RF flowcharts (.grc files).
|
||
- [catallo/misterclaw](https://github.com/catallo/misterclaw) [](https://glama.ai/mcp/servers/catallo/misterclaw) 🏎️ 📟 🏠 🐧 🍎 - Remote control for MiSTer-FPGA: launch games, search ROMs, take screenshots, manage systems and set up Tailscale VPN, with automatic core and ROM discovery.
|
||
- [zackpeters93/ugs-mcp](https://github.com/zackpeters93/ugs-mcp) [](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp) 🐍 📟 🏠 🍎 - CNC control via Universal G-code Sender (GRBL): jog, home, run G-code files, inspect toolpaths and estimate cycle times, with two-step motion confirmation.
|
||
- [codeofaxel/Kiln](https://github.com/codeofaxel/Kiln) [](https://glama.ai/mcp/servers/codeofaxel/Kiln) 🐍 📟 🏠 🍎 🪟 🐧 - Run 3D printers end to end: design, slice, queue, monitor via camera and recover from failures over OctoPrint, Moonraker/Klipper, PrusaLink or USB.
|
||
- [Gearotons/servomotor-mcp](https://github.com/Gearotons/servomotor-mcp) [](https://glama.ai/mcp/servers/Gearotons/servomotor-mcp) 🎖️ 🐍 🏠 📟 🍎 🪟 🐧 - Control the Gearotons M17 open-source closed-loop NEMA-17 servomotor over RS-485: port discovery, motor auto-detection and the full firmware command set.
|
||
|
||
### 🎓 <a name="education"></a>Education
|
||
|
||
MCP servers for learning management systems (LMS) and educational tools.
|
||
|
||
- [admin978/canvas-mcp](https://github.com/admin978/canvas-mcp) [](https://glama.ai/mcp/servers/admin978/canvas-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first Canvas LMS access: courses, assignments, modules, announcements, grades, planner items, upcoming events, to-dos and bulk file download.
|
||
- [alejooroncoy/campus-cli](https://github.com/alejooroncoy/campus-cli) [](https://glama.ai/mcp/servers/alejooroncoy/campus-cli) 📇 🏠 🍎 🪟 🐧 - Student access to university systems via SSO: courses, assignments, grades, feedback, announcements and materials, currently for Blackboard Learn (UPC, Peru).
|
||
- [AnonymousOnyx22/brightspace-d2l-mcp](https://github.com/AnonymousOnyx22/brightspace-d2l-mcp) [](https://glama.ai/mcp/servers/AnonymousOnyx22/brightspace-d2l-mcp) 📇 🏠 🍎 🪟 🐧 - D2L Brightspace for students: due dates with submission status, grades, assignments and rubrics, announcements and discussions, using browser sign-in.
|
||
- [Connectry-io/connectrylab-architect-cert-mcp](https://github.com/Connectry-io/connectrylab-architect-cert-mcp) [](https://glama.ai/mcp/servers/Connectry-io/connectrylab-architect-cert-mcp) 📇 🏠 🍎 🪟 🐧 - Claude Certified Architect exam prep: scenario-based questions, practice exams, concept handouts, a guided capstone build and spaced repetition.
|
||
- [csmediapro/moodle-mcp-server](https://github.com/csmediapro/moodle-mcp-server) [](https://glama.ai/mcp/servers/csmediapro/moodle-mcp-server) 📇 🏠 🍎 🪟 🐧 - Query Moodle LMS data via Moodle Web Services: courses, users, assignments, categories and site info. Extensible with plugins.
|
||
- [giacomomaria81/scorm-mcp-server](https://github.com/giacomomaria81/scorm-mcp-server) [](https://glama.ai/mcp/servers/giacomomaria81/scorm-mcp-server) 📇 🏠 🍎 🪟 🐧 - Package HTML, Claude Design bundles or mobile-learning exports as SCORM 2004/1.2 courses with milestone and question tracking, and validate SCORM zips.
|
||
- [ictinnovations/ictexam-mcp](https://github.com/ictinnovations/ictexam-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictexam-mcp) 📇 🏠 🍎 🪟 🐧 - Read exam papers, classes, subjects, the gradebook and per-question item analysis from ICTExam, an exam authoring and auto-grading platform.
|
||
- [JuhongPark/mcp-server-pronunciation](https://github.com/JuhongPark/mcp-server-pronunciation) [](https://glama.ai/mcp/servers/JuhongPark/mcp-server-pronunciation) 🐍 🏠 🍎 🪟 🐧 - Local English voice coach with pronunciation, grammar, fluency and phoneme-level feedback, practice drills and learner-profile hints.
|
||
- [RohanMuppa/brightspace-mcp-server](https://github.com/RohanMuppa/brightspace-mcp-server) [](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server) 📇 🏠 🍎 🪟 🐧 - Check D2L Brightspace grades, due dates, assignments, announcements, syllabus, rosters, discussions and course content.
|
||
- [anzy-renlab-ai/pronounce](https://github.com/anzy-renlab-ai/pronounce) [](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce) 🐍 🏠 🍎 🪟 🐧 - Community pronunciation dictionary for developer and product names (kubectl, nginx, GIF) with IPA, respellings, alternate readings and cited sources.
|
||
- [sf-shenfeng/learn-shell](https://github.com/sf-shenfeng/learn-shell) [](https://glama.ai/mcp/servers/sf-shenfeng/learn-shell) 📇 🏠 - Self-hosted teaching OS for agents: courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions and teaching memory.
|
||
- [Smartoire/paxaver-mcp](https://github.com/Smartoire/paxaver-mcp) [](https://glama.ai/mcp/servers/Smartoire/paxaver-mcp) [](https://glama.ai/mcp/connectors/com.paxaver.mcp/paxaver) 📇 ☁️ - Paxaver school community platform: student lunch ordering with allergy and dietary checks, wallets, school calendars, volunteering, memberships and payments.
|
||
|
||
- [peopleworks/SignsofAI](https://github.com/peopleworks/SignsofAI/tree/main/src/SignsOfAI.Mcp) [](https://glama.ai/mcp/servers/peopleworks/SignsofAI) #️⃣ 🏠 🍎 🪟 🐧 - Explainable AI-writing detection and originality checking in English and Spanish, plus citation checks and hidden-character detection.
|
||
|
||
### 🛒 <a name="e-commerce"></a>E-Commerce
|
||
|
||
MCP servers for e-commerce platforms and online store management.
|
||
|
||
- [HasData/walmart-mcp](https://github.com/HasData/walmart-mcp) [](https://glama.ai/mcp/servers/HasData/walmart-mcp) 📇 ☁️ - Walmart data as JSON: search results, product pages with the buy-box seller and customer reviews from Walmart US and Canada.
|
||
- [HasData/amazon-mcp](https://github.com/HasData/amazon-mcp) [](https://glama.ai/mcp/servers/HasData/amazon-mcp) 📇 ☁️ - Amazon data as JSON: keyword search, product details by ASIN, reviews, seller profiles and seller catalogs across marketplaces.
|
||
- [A1-x-Tech/mcp-yandex-merchants](https://github.com/A1-x-Tech/mcp-yandex-merchants) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-merchants) 📇 ☁️ - Yandex Merchants API: product feeds, offer prices, discounts and hiding or unhiding offers in Yandex Search.
|
||
- [A1-x-Tech/mcp-yango-retail](https://github.com/A1-x-Tech/mcp-yango-retail) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-retail) 📇 ☁️ - Yango Tech Retail grocery platform B2B API: orders, receipts, products, prices, discounts, stock and stores.
|
||
- [agentcentral-to/agent-central-mcp](https://github.com/agentcentral-to/agent-central-mcp) [](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp) 📇 ☁️ - Amazon Seller Central and Amazon Ads data: inventory, orders, catalog, finance, fulfillment and advertising.
|
||
- [agentlux/agentlux-mcp](https://github.com/agentlux/agentlux-mcp) [](https://glama.ai/mcp/servers/agentlux/agentlux-mcp) 📇 ☁️ 🍎 🪟 🐧 - AgentLux agent marketplace: browse items, manage agent identity, creator workflows, service hires, social flows and Base/x402 commerce.
|
||
- [anhmtk/agentshare-mcp](https://github.com/anhmtk/agentshare-mcp) [](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp) 📇 ☁️ - Solana DeFi intelligence: Meteora DLMM pool briefs and details, Solana DEX data and DefiLlama scouting, plus secondary commerce tools.
|
||
- [BuyWhere/buywhere-mcp](https://github.com/BuyWhere/buywhere-mcp) [](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cross-border e-commerce product catalog: search products across Singapore, Southeast Asia and US markets with price comparison and deal discovery.
|
||
- [koraynar/trendyol-seller-mcp](https://github.com/koraynar/trendyol-seller-mcp) [](https://glama.ai/mcp/servers/koraynar/trendyol-seller-mcp) 🐍 🏠 🍎 🪟 🐧 - Unofficial Trendyol seller API: products, order packages, customer questions, claims, and stock and price updates, with gated writes and PII redaction.
|
||
- [ilyautov/marketplaces-mcp-ru](https://github.com/ilyautov/marketplaces-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/marketplaces-mcp-ru) 🐍 ☁️ 🍎 🪟 🐧 - Wildberries and Ozon Seller APIs: sales, stock, prices, finance, reviews and ads, with a read/write/destructive safety gate and multi-store switching.
|
||
- [RPER2001/rigshare-mcp](https://github.com/RPER2001/rigshare-mcp) [](https://glama.ai/mcp/servers/RPER2001/rigshare-mcp) 📇 🏠 ☁️ - Rent GPUs, robots, drones and construction equipment on RIGShare: quote, book, run remote sessions, publish listings and onboard equipment owners.
|
||
- [ilyautov/moysklad-mcp-ru](https://github.com/ilyautov/moysklad-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/moysklad-mcp-ru) 🐍 ☁️ 🍎 🪟 🐧 - MoySklad cloud ERP for Russian retail and wholesale: stock, products, orders, counterparties and reports, plus confirmation-gated document writes.
|
||
- [TonyWang-hub/mcp-cn-commerce](https://github.com/TonyWang-hub/mcp-cn-commerce) [](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce) 🐍 ☁️ 🍎 🪟 🐧 - Read-only merchant data from Tmall/Taobao, JD.com, Pinduoduo, Douyin, Kuaishou, Xiaohongshu and WeChat Store: orders, products, inventory and ad reports.
|
||
- [hypawave/mcp](https://github.com/hypawave/mcp) [](https://glama.ai/mcp/servers/hypawave/mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Non-custodial Bitcoin Lightning commerce: agents buy and sell files, data, APIs and compute on a public marketplace, plus encrypted agent-to-agent messaging.
|
||
- [justadityaraj/amazon-in-mcp](https://github.com/justadityaraj/amazon-in-mcp) [](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search Amazon India via scraping: cheapest-in-stock and value picks, product details (price, MRP, rating, stock, seller) and Keepa price history links.
|
||
- [jasp-nerd/marktplaats-mcp](https://github.com/jasp-nerd/marktplaats-mcp) [](https://glama.ai/mcp/servers/jasp-nerd/marktplaats-mcp) 🐍 🏠 🍎 🪟 🐧 - Search Marktplaats and 2dehands, the Dutch and Belgian second-hand marketplaces: filtered listings, ad details, seller reviews and new-listing monitoring.
|
||
- [jlsookiki/secondhand-mcp](https://github.com/jlsookiki/secondhand-mcp) [](https://glama.ai/mcp/servers/jlsookiki/secondhand-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Search Facebook Marketplace, eBay, Depop and Poshmark for secondhand items, filtering by price, condition, size and color, with full listing details.
|
||
- [mrslbt/rakuten-mcp](https://github.com/mrslbt/rakuten-mcp) [](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp) 📇 ☁️ - Rakuten API integration for Japan: product search, hotel and travel booking, and recipe lookup.
|
||
- [malinoto/tracepass-mcp-server](https://github.com/malinoto/tracepass-mcp-server) [](https://glama.ai/mcp/servers/malinoto/tracepass-mcp-server) 📇 ☁️ - EU Digital Product Passport automation via TracePass: create products, build and audit DPPs, set economic operators and read or capture GS1 EPCIS 2.0 events.
|
||
- [melbis/melbis-shop](https://github.com/melbis/melbis-shop) [](https://glama.ai/mcp/servers/melbis/melbis-shop) 🎖️ 🏠 🪟 - Work in a self-hosted Melbis Shop store as a staff user: project files with version history, database, catalog trees, product files and storefront pages.
|
||
- [ncosic/logimu-shopping-mcp](https://github.com/ncosic/logimu-shopping-mcp) [](https://glama.ai/mcp/servers/ncosic/logimu-shopping-mcp) 🐍 ☁️ - Amazon (US, UK, DE, CA, AU) and Walmart shopping data: ranked product shortlists, current prices, stock, ratings and 30-day price and BSR history.
|
||
- [OFODevelopment/cerebrochain-mcp-server](https://github.com/OFODevelopment/cerebrochain-mcp-server) [](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server) 📇 ☁️ - Supply chain and logistics tools: carrier rate shopping, inventory management, order tracking, fleet logistics and demand forecasting.
|
||
- [ONE8943/ai-furniture-hub](https://github.com/ONE8943/ai-furniture-hub) [](https://glama.ai/mcp/servers/ONE8943/ai-furniture-hub) 📇 ☁️ 🏠 🍎 🪟 🐧 - Japan-focused furniture and home products: millimeter-precise search, curated sets, dimension-compatible replacement finder and live Rakuten data.
|
||
- [patchistry/patchistry-mcp-server](https://github.com/patchistry/patchistry-mcp-server) [](https://glama.ai/mcp/servers/patchistry/patchistry-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Patchistry velcro-patch hat shop: browse hats and patches, get complete build recommendations and shipping info, and contact the brand.
|
||
|
||
- [Pangolin-spg/amazon-data-mcp](https://github.com/Pangolin-spg/amazon-data-mcp) [](https://glama.ai/mcp/servers/Pangolin-spg/amazon-data-mcp) 📇 ☁️ - Read-only Amazon research via Pangolinfo: product details, keyword results, reviews, niche signals, Alexa shopping recommendations and AI-search data.
|
||
|
||
- [samrothschild23/intelligence-api](https://github.com/samrothschild23/intelligence-api) [](https://glama.ai/mcp/servers/samrothschild23/intelligence-api) 📇 ☁️ - E-commerce intelligence: analyze Shopify stores, score Amazon product opportunities and FBA profitability, and find sales leads from Google Maps.
|
||
|
||
- [the402ai/mcp-server](https://github.com/the402ai/mcp-server) [](https://glama.ai/mcp/servers/the402ai/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Agent service marketplace with x402 micropayments (USDC on Base): browse and buy services, manage threads and subscriptions, sell services and track earnings.
|
||
- [TheBestCo/bestprice-mcp](https://github.com/TheBestCo/bestprice-mcp) [](https://glama.ai/mcp/servers/TheBestCo/bestprice-mcp) 📇 ☁️ - Read-only Greek price comparison from BestPrice: product search, offer comparison and price history.
|
||
- [PCDCK/ozon-mcp](https://github.com/PCDCK/ozon-mcp) [](https://glama.ai/mcp/servers/PCDCK/ozon-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Ozon Seller and Performance APIs with auto-pagination, rate-limit handling and analytical workflows for stock-out risk, content audits and prices.
|
||
- [vitrine3d/mcp](https://github.com/vitrine3d/mcp) [](https://glama.ai/mcp/servers/vitrine3d/mcp) 📇 ☁️ 🍎 🪟 🐧 - 3D product viewer platform: upload GLB models, style scenes with lighting, camera and backgrounds, and embed them on websites.
|
||
- [pepabo/colormeshop-mcp](https://github.com/pepabo/colormeshop-mcp) [](https://glama.ai/mcp/servers/pepabo/colormeshop-mcp) 🎖️ ☁️ - Manage orders, products, inventory, customers, coupons and shop settings on Color Me Shop (GMO Pepabo), a Japanese e-commerce platform.
|
||
- [nicktcode/swissgroceries-mcp](https://github.com/nicktcode/swissgroceries-mcp) [](https://glama.ai/mcp/servers/nicktcode/swissgroceries-mcp) 📇 ☁️ 🍎 🪟 🐧 - Swiss grocery search, weekly promotions and multi-store shopping plans across Migros, Coop, Aldi, Denner, Lidl and more, with unit-price comparison.
|
||
- [slookisen/lokal](https://github.com/slookisen/lokal) [](https://glama.ai/mcp/servers/slookisen/lokal) 📇 ☁️ 🍎 🪟 🐧 - Find local food producers in Norway (farms, REKO rings, farmers' markets, farm shops) with Norwegian/English search, geo-filtering and A2A support.
|
||
- [tokenofesteem/mcp](https://github.com/tokenofesteem/mcp) [](https://glama.ai/mcp/servers/tokenofesteem/mcp) 🎖️ 📇 ☁️ - Commission a personalized, humorous printed booklet and have it printed and mailed as a gift within the US.
|
||
- [wppoland/woocommerce-mcp](https://github.com/wppoland/woocommerce-mcp) [](https://glama.ai/mcp/servers/wppoland/woocommerce-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only WordPress and WooCommerce access via REST APIs: search products, product details, recent orders, sales reports and blog-post search.
|
||
- [ncosic/webotee-mcp](https://github.com/ncosic/webotee-mcp) [](https://glama.ai/mcp/servers/ncosic/webotee-mcp) 🐍 ☁️ - Read-only Amazon market intelligence from Webotee: brands, sellers, ASINs, under-competed niches, buy-box history and Amazon/Walmart overlap.
|
||
- [ztemerbekov/a1-yandex-kit-skills](https://github.com/ztemerbekov/a1-yandex-kit-skills) [](https://glama.ai/mcp/servers/ztemerbekov/a1-yandex-kit-skills) 📇 ☁️ - Yandex KIT e-commerce platform: manage products and variants, prices, orders, discounts, promo codes, collections, warehouses and webhooks.
|
||
- [ilyautov/chestny-znak-mcp-ru](https://github.com/ilyautov/chestny-znak-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/chestny-znak-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - Chestny ZNAK (Russian mandatory product marking, GIS MT and SUZ) API: marking codes, emission orders, circulation documents and code checks.
|
||
- [dearlordylord/voila-sdk](https://github.com/dearlordylord/voila-sdk) [](https://glama.ai/mcp/servers/dearlordylord/voila-sdk) 📇 ☁️ 🏠 🍎 🪟 🐧 - Personal Voila grocery automation: search products, check discounts, list delivery slots, read cart and order history and update cart quantities.
|
||
|
||
### 🌳 <a name="environment-and-nature"></a>Environment & Nature
|
||
|
||
Provides access to environmental data and nature-related tools, services and information.
|
||
|
||
- [ambeelabs/ambee-mcp](https://github.com/ambeelabs/ambee-mcp) [](https://glama.ai/mcp/servers/ambeelabs/ambee-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Live air quality, pollen and weather data from Ambee.
|
||
- [aliafsahnoudeh/wildfire-mcp-server](https://github.com/aliafsahnoudeh/wildfire-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Detect, monitor and analyze potential wildfires globally using NASA FIRMS, OpenWeatherMap and Google Earth Engine data.
|
||
- [atmospore/atmospore-mcp](https://github.com/atmospore/atmospore-mcp) [](https://glama.ai/mcp/servers/atmospore/atmospore-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Seven-day, per-species pollen forecasts for any location via the Atmospore API.
|
||
- [malonestar/gov-data-mcp](https://github.com/malonestar/gov-data-mcp) [](https://glama.ai/mcp/servers/malonestar/gov-data-mcp) 📇 ☁️ 🍎 🪟 🐧 - US government open data from EPA, FEMA, USGS, NOAA, FAA, USACE, FDIC, HUD, NRCS, county assessor rolls and state licensing boards.
|
||
- [nalediym/touch-grass](https://github.com/nalediym/touch-grass) [](https://glama.ai/mcp/servers/nalediym/touch-grass) 📇 🏠 🍎 🪟 🐧 - Nudges you to take outdoor breaks based on local weather, sunset timing and session streaks, with activity suggestions and stats.
|
||
- [zax0rz/birdnet-go-mcp](https://github.com/zax0rz/birdnet-go-mcp) [](https://glama.ai/mcp/servers/zax0rz/birdnet-go-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Read-only access to BirdNET-Go bioacoustic observatories: query recent detections, stream mic telemetry, resolve LAN audio recordings and inspect sightings.
|
||
- [Zhonghao1995/Agentic-MIKE-Plus](https://github.com/Zhonghao1995/Agentic-MIKE-Plus) [](https://glama.ai/mcp/servers/Zhonghao1995/Agentic-MIKE-Plus) 🐍 🏠 🪟 - Headless DHI MIKE+ urban-water modelling: model inspection, parameter editing, simulation runs with QA status, .res1d results reading and plotting.
|
||
- [Zhonghao1995/agentic-swmm-workflow](https://github.com/Zhonghao1995/agentic-swmm-workflow) [](https://glama.ai/mcp/servers/Zhonghao1995/agentic-swmm-workflow) 📇 🐍 🏠 🍎 🪟 🐧 - EPA SWMM stormwater modelling workflow: model building, simulation runs, calibration, QGIS integration, climate scenarios and uncertainty analysis.
|
||
|
||
### 📂 <a name="file-systems"></a>File Systems
|
||
|
||
Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.
|
||
|
||
- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - Directory visualization with semantic analysis, compressed AI-oriented output formats and file categorization.
|
||
- [aadilr/changethisfile-mcp](https://github.com/aadilr/changethisfile-mcp) [](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp) 📇 ☁️ - File conversion across image, video, audio, document, data, font, ebook and archive formats, returning a signed download URL.
|
||
- [Agaveis/hiberden-mcp](https://github.com/Agaveis/hiberden-mcp) [](https://glama.ai/mcp/servers/Agaveis/hiberden-mcp) 🦀 🏠 🍎 🪟 🐧 - Read and verify a local media-archive catalog: 3-2-1 backup coverage across disk, NAS, S3-compatible cloud and LTO tape, with read-back hash verification.
|
||
- [box/mcp-server-box-remote](https://github.com/box/mcp-server-box-remote/) 🎖️ ☁️ - Access Box content: search, ask questions about files and folders, and extract data.
|
||
- [bzsanti/oxidize-python](https://github.com/bzsanti/oxidize-python) [](https://glama.ai/mcp/servers/bzsanti/oxidize-python) 🐍 🏠 🍎 🪟 🐧 - PDF toolkit: create and analyze PDFs, extract text for RAG, convert to Markdown, split and merge pages, add annotations and form fields, and encrypt files.
|
||
- [ezpzfile/ezpzfile-mcp](https://github.com/ezpzfile/ezpzfile-mcp) [](https://glama.ai/mcp/servers/ezpzfile/ezpzfile-mcp) 📇 🏠 🍎 🪟 🐧 - Local document and image tools: read and convert PDF, DOCX, HWP and EML, edit PDFs, resize images, strip EXIF, remove backgrounds and make QR codes.
|
||
- [koraynar/doc-extract-mcp](https://github.com/koraynar/doc-extract-mcp) [](https://glama.ai/mcp/servers/koraynar/doc-extract-mcp) 🐍 🏠 🍎 🪟 🐧 - Document extraction tooling: read PDFs, text, CSV and JSON, inspect metadata, chunk long documents, validate against JSON Schema and write JSON/CSV output.
|
||
- [ckanthony/Chisel](https://github.com/ckanthony/Chisel) [](https://glama.ai/mcp/servers/@ckanthony/chisel) 🦀 🏠 🍎 🐧 ☁️ - Token-efficient file access: unified-diff edits, targeted grep/sed reads of large files and kernel-enforced confinement to a configured root.
|
||
- [Cohexa-ai/agent-coherence](https://github.com/Cohexa-ai/agent-coherence) [](https://glama.ai/mcp/servers/Cohexa-ai/agent-coherence) 🐍 🏠 - Coherence guard for shared files: when two agents write the same file, the stale writer is denied instead of overwriting, then reacquires and retries.
|
||
- [convertica-net/convertica-mcp](https://github.com/convertica-net/convertica-mcp) [](https://glama.ai/mcp/servers/convertica-net/convertica-mcp) 📇 ☁️ - Convert PDFs to and from Word, Excel, PowerPoint, JPG, HTML, Markdown and EPUB, plus merge, split, compress, sign and protect PDFs via Convertica.
|
||
- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - Share code context with LLMs via MCP or the clipboard.
|
||
- [dabito/hledit-mcp](https://github.com/dabito/hledit-mcp) [](https://glama.ai/mcp/servers/dabito/hledit-mcp) 📇 🏠 🍎 🪟 🐧 - Hash-anchored file edits: read files with line anchors, validate anchors against current content and reject stale writes.
|
||
- [denis-samatov/yandex-workspace-mcp](https://github.com/denis-samatov/yandex-workspace-mcp) [](https://glama.ai/mcp/servers/denis-samatov/yandex-workspace-mcp) 🐍 ☁️ - Yandex Disk and Yandex Wiki integration with unified search, read-only by default, plus granular permissions, path allowlisting and audit logging.
|
||
- [dimitar-grigorov/mcp-file-tools](https://github.com/dimitar-grigorov/mcp-file-tools) [](https://glama.ai/mcp/servers/dimitar-grigorov/mcp-file-tools) 🏎️ 🏠 🍎 🪟 🐧 - Filesystem access for legacy non-UTF-8 files: detects encodings like CP1251, KOI8-R and GBK, preserves them on write, and handles BOM and line endings.
|
||
- [Dissimilis/DirForge](https://github.com/Dissimilis/DirForge) [](https://glama.ai/mcp/servers/Dissimilis/DirForge) #️⃣ 🏠 🍎 🪟 🐧 - Read-only directory listing web app: browse directories, read files, search content, inspect archives, compute hashes and check disk usage.
|
||
- [drolosoft/go-docs-mcp](https://github.com/drolosoft/go-docs-mcp) [](https://glama.ai/mcp/servers/drolosoft/go-docs-mcp) 🏎️ 🏠 🍎 🐧 - Read, search, OCR and extract from PDF, TXT, Markdown, DOCX, CSV and image files, with caching and directory confinement.
|
||
- [efforthye/fast-filesystem-mcp](https://github.com/efforthye/fast-filesystem-mcp) 📇 🏠 🍎 🪟 🐧 - Filesystem operations with large-file support: read and write files, sequential reads, directory operations, search and streaming writes with backup.
|
||
- [ellmos-ai/ellmos-filecommander-mcp](https://github.com/ellmos-ai/ellmos-filecommander-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/ellmos-filecommander-mcp) 📇 🏠 🍎 🪟 🐧 - Local filesystem management with process control, interactive sessions, async search and safe delete via the Recycle Bin.
|
||
- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 🏎️ 🏠 - Merge files to work within AI chat length limits.
|
||
- [FI-Mihej/text_file_read_and_refactor_mcp](https://github.com/FI-Mihej/text_file_read_and_refactor_mcp) [](https://glama.ai/mcp/servers/FI-Mihej/text_file_read_and_refactor_mcp) 🐍 🏠 🍎 🪟 🐧 - Token-efficient text-file search, reading and refactoring that detects each file's BOM and codepage and preserves them on save.
|
||
- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) ☕ 🏠 - Filesystem access for browsing and editing files.
|
||
- [GuruPDF/gurupdf-mcp](https://github.com/GuruPDF/gurupdf-mcp) [](https://glama.ai/mcp/servers/GuruPDF/gurupdf-mcp) 📇 ☁️ - Convert, compress, merge, split and OCR PDFs, and convert between Word, Excel, PowerPoint, image, ebook and video formats via the GuruPDF API.
|
||
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files.
|
||
- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) 📇 ☁️ - Read from Google Drive and edit Google Sheets.
|
||
- [j0hanz/filesystem-context-mcp-server](https://github.com/j0hanz/filesystem-context-mcp-server) 📇 🏠 - Read-only filesystem exploration, search and analysis with symlink protection.
|
||
- [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) 🐍 🏠 🍎 - Manage macOS Homebrew packages with natural language, get suggestions and troubleshoot brew issues.
|
||
- [Kookerella-Ltd/Kookerella.FsOpenXmlDsl](https://github.com/Kookerella-Ltd/Kookerella.FsOpenXmlDsl/tree/master/src/Kookerella.FsOpenXmlDsl.Mcp) [](https://glama.ai/mcp/servers/Kookerella-Ltd/Kookerella.FsOpenXmlDsl) 🏠 🍎 🪟 🐧 - Create, read and round-trip Excel workbooks (.xlsx/.xlsm) via a type-safe F# DSL, including regenerating the F# source that reproduces a file.
|
||
- [ltspace/dowse](https://github.com/ltspace/dowse) [](https://glama.ai/mcp/servers/@ltspace/dowse) 🦀 🏠 🪟 - Read-only full-disk search on Windows over file names, document contents and OCR'd screenshot text.
|
||
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Windows file search using the Everything SDK.
|
||
- [MarceauSolutions/md-to-pdf-mcp](https://github.com/MarceauSolutions/md-to-pdf-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert Markdown files to PDF with customizable themes, headers, footers and styling.
|
||
- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Local file system access.
|
||
- [LincolnBurrows2017/filesystem-mcp](https://github.com/LincolnBurrows2017/filesystem-mcp) [](https://glama.ai/mcp/servers/LincolnBurrows2017/filesystem-mcp) 🐍 🏠 - File system operations: read, write, search, copy and move, with path restrictions.
|
||
- [mickaelkerjean/filestash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp) 🏎️ ☁️ - Remote storage access: SFTP, S3, FTP, SMB, NFS, WebDAV, Git, FTPS, Google Cloud, Azure Blob, SharePoint and more.
|
||
- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) 🎖️ 🐍 🏠 - Convert many file formats, local or remote, to Markdown for LLMs using MarkItDown.
|
||
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
|
||
- [Regan-Milne/obsideo-mcp](https://github.com/Regan-Milne/obsideo-mcp) [](https://glama.ai/mcp/servers/Regan-Milne/obsideo-mcp) 🎖️ 📇 ☁️ - Encrypted S3-compatible object storage with cryptographic possession proofs: put, get, list and delete objects, with optional client-side encryption.
|
||
- [FacundoLucci/plsreadme](https://github.com/FacundoLucci/plsreadme) [](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme) 📇 ☁️ 🏠 - Share Markdown files and text as readable web links.
|
||
- [colapsis/transfa](https://github.com/colapsis/transfa) [](https://glama.ai/mcp/servers/colapsis/transfa) 📇 ☁️ - Ephemeral file transfer for agents and CI/CD pipelines: upload a file and get a SHA-256-verified, expiring link, then list or delete uploads.
|
||
- [TrendTweekers/mintpdf](https://github.com/TrendTweekers/mintpdf) [](https://glama.ai/mcp/servers/TrendTweekers/mintpdf) 📇 ☁️ 🏠 🍎 🪟 🐧 - Convert HTML or Markdown to styled PDFs, or render a public URL to PDF, and get a download link.
|
||
- [UseJunior/safe-docx](https://github.com/UseJunior/safe-docx) [](https://glama.ai/mcp/servers/UseJunior/safe-docx) 📇 🏠 🍎 🐧 🪟 - Edit existing Word .docx files with formatting preservation, tracked changes, comments, footnotes and document comparison.
|
||
- [velyan/pdf-card-mcp](https://github.com/velyan/pdf-card-mcp) [](https://glama.ai/mcp/servers/velyan/pdf-card-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert local PDFs into source-linked, card-based standalone HTML readers with notes, highlights and static publishing.
|
||
- [willianpinho/large-file-mcp](https://github.com/willianpinho/large-file-mcp) 📇 🏠 🍎 🪟 🐧 - Large-file handling with chunking, navigation, streaming, regex search and LRU caching.
|
||
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage backend through Apache OpenDAL.
|
||
- [juergenkoller-software/distill-mcp](https://github.com/juergenkoller-software/distill-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp) 🏠 🍎 - Rename files with descriptive names via Distill, which analyzes PDF, OCR, Office, email and media content, with folder monitoring.
|
||
- [alebgl77/ftp-deploy-mcp](https://github.com/alebgl77/ftp-deploy-mcp) [](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp) 📇 🏠 🍎 🪟 🐧 - Deploy files to FTP, FTPS or SFTP servers: multi-server config, recursive deploys with dry-run and excludes, path jails, read-only mode and FileZilla import.
|
||
|
||
### 💰 <a name="finance--fintech"></a>Finance & Fintech
|
||
- [gveshk/atlasyield-mcp](https://github.com/gveshk/atlasyield-mcp) [](https://glama.ai/mcp/servers/gveshk/atlasyield-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read-only DeFi vault assessment (Morpho, Aave, Pendle, Yearn and more): Atlas Scores with factor breakdowns, blowup alerts and exit-route checks.
|
||
- [Avierovich/openpitch](https://github.com/Avierovich/openpitch) [](https://glama.ai/mcp/servers/Avierovich/openpitch) 🐍 🏠 🍎 🪟 🐧 - Open data on AI startups: valuations, ARR and funding, with every figure sourced, dated and confidence-scored, plus flags for contradicting public sources.
|
||
- [investorphem/AbaPay](https://github.com/investorphem/AbaPay) [](https://glama.ai/mcp/servers/investorphem/AbaPay) 🎖️ 📇 ☁️ - Non-custodial stablecoin bill payments on Celo (airtime, data, electricity, cable, education) via x402 or a linked wallet's revocable on-chain allowance.
|
||
- [axionquant/mcp-server](https://github.com/axionquant/mcp-server) [](https://glama.ai/mcp/servers/axionquant/mcp-server) 📇 ☁️ - Unified financial data API: market prices, fundamentals, disclosures, macroeconomic and alternative data.
|
||
- [cyberwareX/cyberwarex-mcp](https://github.com/cyberwareX/cyberwarex-mcp) [](https://glama.ai/mcp/servers/cyberwareX/cyberwarex-mcp) 🐍 ☁️ - Pay-per-call x402 APIs: token safety and honeypot checks, EVM chain data, web page to Markdown, screenshot and PDF conversion, and speech-to-text.
|
||
- [xsf0221/pattern-vista-cli](https://github.com/xsf0221/pattern-vista-cli) [](https://glama.ai/mcp/servers/xsf0221/pattern-vista-cli) 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - End-of-day S&P 500 and Nasdaq 100 technicals: distance from the 200-day average, breadth above it, and nightly chart patterns with historical win rates.
|
||
- [411sst/gst-einvoice-mcp](https://github.com/411sst/gst-einvoice-mcp) [](https://glama.ai/mcp/servers/411sst/gst-einvoice-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert Indian GST invoices (PDF or scanned) into INV-01 e-invoice JSON, with every value checked against the document plus GSTIN and arithmetic validation.
|
||
- [bankstatemently/plugins](https://github.com/bankstatemently/plugins) [](https://glama.ai/mcp/servers/bankstatemently/plugins) 🎖️ 📇 ☁️ - Parse and query bank statements with Bankstatemently: turn PDF statements into structured transactions, accounts and balances, with reconciliation checks.
|
||
- [Calera-Labs/finsec-mcp](https://github.com/Calera-Labs/finsec-mcp) [](https://glama.ai/mcp/servers/Calera-Labs/finsec-mcp) ☁️ 📇 - SEC EDGAR fact retrieval with cryptographic filing provenance, valuation packs and deterministic CAGR calculation.
|
||
- [Val7h/dados-b3-mcp](https://github.com/Val7h/dados-b3-mcp) [](https://glama.ai/mcp/servers/Val7h/dados-b3-mcp) 🐍 ☁️ - Auditable fundamentals for Brazilian B3 stocks (ROE, P/E, dividends, Piotroski, Graham, restatements) and real-estate funds (FIIs), traceable to CVM sources.
|
||
- [celineycn/quantdata-plugin](https://github.com/celineycn/quantdata-plugin) [](https://glama.ai/mcp/servers/celineycn/quantdata-plugin) 🎖️ 🐍 ☁️ - Market statistics for US stocks and ETFs, futures, HK and A-shares: day-type probabilities, Weis volume waves, options max pain and dealer gamma (GEX).
|
||
- [CHANGCHINFU/mcp-gauge](https://github.com/CHANGCHINFU/mcp-gauge) [](https://glama.ai/mcp/servers/CHANGCHINFU/mcp-gauge) 📇 ☁️ 🏠 - Data signals with hash provenance from USGS, NOAA, ERA5, FRED and SEC EDGAR: floods, air quality, drought, crops, power grid, shipping and SEC filings.
|
||
- [donnywin85/dex-data-mcp](https://github.com/donnywin85/dex-data-mcp) [](https://glama.ai/mcp/servers/donnywin85/dex-data-mcp) 📇 🏠 🍎 🪟 🐧 - Live DEX data on BNB Chain, Polygon, Arbitrum, Base and Avalanche: token prices, liquidity depth, pool reserves, optimal venue and pre-trade price impact.
|
||
- [traql/mcp-server](https://github.com/traql/mcp-server) [](https://glama.ai/mcp/servers/traql/mcp-server) 📇 ☁️ - AML and sanctions screening for crypto addresses and transactions on Ethereum, BNB Chain, TRON, TON and Bitcoin, with itemized 0-100 risk scores.
|
||
- [Zenidp/solinkify-mcp](https://github.com/Zenidp/solinkify-mcp) [](https://glama.ai/mcp/servers/Zenidp/solinkify-mcp) 📇 🏠 - Agentic payments on Solana: discover x402-priced endpoints, pay HTTP 402 paywalls in USDC, manage balances and subscriptions, with spending caps and escrow.
|
||
- [pich/ai-economics-mcp](https://github.com/pich/ai-economics-mcp) [](https://glama.ai/mcp/servers/pich/ai-economics-mcp) 📇 ☁️ - AI economics calculators: token cost across vendors, context-window sizing, agent-hour cost, LLM energy and CO2, and verification metrics, with formulas.
|
||
- [atomno-mcp/mcp-fns-calc](https://github.com/atomno-mcp/mcp-fns-calc) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-calc) 🐍 ☁️ - Russian FNS tax and accounting calculators plus public fiscal status checks: self-employed, sole proprietor/OKVED, disqualification and blocked accounts.
|
||
- [Zydanny/x402-intel-engine](https://github.com/Zydanny/x402-intel-engine) [](https://glama.ai/mcp/servers/Zydanny/x402-intel-engine) 🐍 ☁️ - Real-time DEX token momentum, order book depth and whale flows, paid per call with gasless x402 micropayments on Base.
|
||
- [Luminc/peil-mcp](https://github.com/Luminc/peil-mcp) [](https://glama.ai/mcp/servers/Luminc/peil-mcp) 🎖️ 🐍 ☁️ - Peil for Dutch freelancers (ZZP'ers): log hours, draft invoices from unbilled time, and track outstanding and overdue invoices and effective hourly rate.
|
||
- [toomasgutman-blip/facturolia-mcp](https://github.com/toomasgutman-blip/facturolia-mcp) [](https://glama.ai/mcp/servers/toomasgutman-blip/facturolia-mcp) 🎖️ 🐍 ☁️ - Read and validate European e-invoices (Factur-X, ZUGFeRD, XRechnung, UBL, CII) against EN 16931 and flag Factur-X PDF vs embedded XML mismatches.
|
||
- [SimonTarara62/capitalcom-mcp-server](https://github.com/SimonTarara62/capitalcom-mcp-server) [](https://glama.ai/mcp/servers/SimonTarara62/capitalcom-mcp-server) 🐍 🏠 ☁️ - Unofficial Capital.com Open API integration: market data and guarded trading with preview-and-confirm trades, allowlists and demo-first defaults.
|
||
- [SmartyJohnway/tw-market-live-data-intelligence](https://github.com/SmartyJohnway/tw-market-live-data-intelligence) [](https://glama.ai/mcp/servers/SmartyJohnway/tw-market-live-data-intelligence) 🐍 🏠 🪟 - Local-first Taiwan market evidence with persistent watchlists and auditable, execute-once retrieval.
|
||
- [forum-labs/payfetch](https://github.com/forum-labs/payfetch) [](https://glama.ai/mcp/servers/forum-labs/payfetch) 📇 🏠 🍎 🪟 🐧 - Non-custodial paying fetch for x402 APIs (USDC on Base) with operator-set spend caps, approval thresholds, allow/deny lists and a receipt for every attempt.
|
||
- [polsolbridge/solana-swap-api](https://github.com/polsolbridge/solana-swap-api) [](https://glama.ai/mcp/servers/polsolbridge/solana-swap-api) 📇 ☁️ - Non-custodial swaps via Jupiter (Solana) and KyberSwap (EVM), cross-chain routing, Solana priority fees and Hyperliquid perps, as unsigned transactions.
|
||
- [mohsinmshabbir/datasaudi-mcp](https://github.com/mohsinmshabbir/datasaudi-mcp) [](https://glama.ai/mcp/servers/mohsinmshabbir/datasaudi-mcp) 🐍 🏠 - Query Saudi economic and social statistics (GDP, inflation, trade, population, real-estate price index) from GASTAT and DataSaudi, in English or Arabic.
|
||
- [wkalidev/multichain-mcp](https://github.com/wkalidev/multichain-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read balances and prices, view portfolios, prepare transfers and deploy tokens across Stacks, Celo and Base.
|
||
- [Nodeflare-app/nodeflare-mcp](https://github.com/Nodeflare-app/nodeflare-mcp) [](https://glama.ai/mcp/servers/Nodeflare-app/nodeflare-mcp) 📇 ☁️ - JSON-RPC for EVM chains (Ethereum, Base, Arbitrum, Robinhood Chain, Plasma, Ink and more) from bare-metal nodes, including trace and debug methods.
|
||
- [InnarM/blank-invoice-maker-mcp](https://github.com/InnarM/blank-invoice-maker-mcp) [](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp) 📇 🏠 🍎 🪟 🐧 - Create invoices via a deep link that opens Blank Invoice Maker pre-filled, then review and download the PDF; invoice data stays in the browser.
|
||
- [qinisolabs/bizdays](https://github.com/qinisolabs/bizdays) [](https://glama.ai/mcp/servers/qinisolabs/bizdays) 📇 🏠 ☁️ - Business-day and public-holiday calculations for 200+ countries: add or count working days, find the next business day and apply country weekend rules.
|
||
- [george-kozlitin/borme-mcp](https://github.com/george-kozlitin/borme-mcp) [](https://glama.ai/mcp/servers/george-kozlitin/borme-mcp) 🐍 ☁️ - Spain's company registry (BORME): typed company events since 2009, including incorporations, director changes, insolvencies and capital changes.
|
||
- [0rkz/byte-mcp-server](https://github.com/0rkz/byte-mcp-server) [](https://glama.ai/mcp/servers/0rkz/byte-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Per-byte data marketplace on Arbitrum (PayPerByte): discover publishers, check on-chain quality scores, subscribe and pay per request in USDC via x402.
|
||
- [Savvly/savvly-mcp](https://github.com/Savvly/savvly-mcp) [](https://glama.ai/mcp/servers/Savvly/savvly-mcp) 🎖️ 📇 ☁️ 🏠 - Savvly Longevity Benefit Fund: retirement projections (lump-sum, monthly, full trajectory), product comparisons, eligibility checks and FAQ search.
|
||
- [ShieldZCash/shieldz-mcp](https://github.com/ShieldZCash/shieldz-mcp) [](https://glama.ai/mcp/servers/ShieldZCash/shieldz-mcp) 📇 ☁️ 🏠 - Non-custodial crypto payments: create payment links and tip jars from a wallet address, with funds settling directly to the merchant's wallet.
|
||
- [eliasfire617/crypto-market-data-mcp](https://github.com/eliasfire617/crypto-market-data-mcp) [](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp) 🐍 ☁️ - Crypto market data from Bybit, Binance, OKX, Hyperliquid, Gate and KuCoin: prices, funding rates, open interest, order books, candles and funding arbitrage.
|
||
- [seancrecord/scvd-general-store-repo](https://github.com/seancrecord/scvd-general-store-repo) [](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo) 📇 ☁️ - General store for AI agents: signed certificates, human labor and digital goods paid in USDC via x402 on Base.
|
||
- [Scottcjn/rustchain-mcp](https://github.com/Scottcjn/rustchain-mcp) [](https://glama.ai/mcp/servers/Scottcjn/rustchain-mcp) 🐍 ☁️ - RustChain blockchain, BoTTube video platform and Beacon agent messaging: wallet management, mining queries, bounties, video search and upload, and messaging.
|
||
- [ocbenji/bitcoinbenji-mcp](https://github.com/ocbenji/bitcoinbenji-mcp) [](https://glama.ai/mcp/servers/ocbenji/bitcoinbenji-mcp) 📇 ☁️ 🍎 🪟 🐧 - Lightning-paid (L402) Bitcoin mempool data (fees, whale alerts, fee prediction, tx status) plus self-hosted AI inference for text, code, vision and OCR.
|
||
- [Kali123411/k402-mcp](https://github.com/Kali123411/k402-mcp) [](https://glama.ai/mcp/servers/Kali123411/k402-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Pay-per-call APIs settled on Kaspa L1: text tools, web reading, embeddings and semantic search, Kaspa chain data, LLM inference and RISC Zero zk proving.
|
||
- [teodorofodocrispin-cmyk/intelica-mcp](https://github.com/teodorofodocrispin-cmyk/intelica-mcp) [](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/intelica-mcp) 🐍 ☁️ - Competitive intelligence: analyze a URL or company description and get structured market positioning, competitors, pain points and a market score.
|
||
- [Logitale/toreador-mcp-server](https://github.com/Logitale/toreador-mcp-server) [](https://glama.ai/mcp/servers/Logitale/toreador-mcp-server) 📇 🏠 🍎 🪟 🐧 - Generate non-custodial crypto payment QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment sessions.
|
||
- [infaton/MCP35](https://github.com/infaton/MCP35) [](https://glama.ai/mcp/servers/infaton/MCP35) 📇 🏠 - 1C:Enterprise ERP integration: metadata inspection, document CRUD, register queries and BSP integration.
|
||
- [mrslbt/xendit-mcp](https://github.com/mrslbt/xendit-mcp) [](https://glama.ai/mcp/servers/mrslbt/xendit-mcp) 📇 ☁️ - Xendit payment gateway for Southeast Asia: invoices, disbursements, balance checks and bank transfers.
|
||
- [@arbitova/mcp-server](https://github.com/jiayuanliang0716-max/Arbitova) [](https://glama.ai/mcp/servers/jiayuanliang0716-max/Arbitova) 📇 ☁️ - Non-custodial on-chain escrow with AI dispute arbitration for agent-to-agent USDC payments on Base.
|
||
- [@czagents/cnb](https://github.com/martinhavel/cz-agents-mcp) [](https://glama.ai/mcp/servers/martinhavel/cz-agents-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Czech National Bank (ČNB) daily exchange rates: current and historical CZK rates and currency conversion.
|
||
- [Sofiia7/ARC](https://github.com/Sofiia7/ARC) [](https://glama.ai/mcp/servers/Sofiia7/ARC) 📇 🏠 ☁️ - Browse, take and submit USDC bounties on ArcBounty (Arc Network, ERC-8183 escrow and ERC-8004 reputation), with a credential-free read-only mode.
|
||
- [@frihet/mcp-server](https://github.com/Frihet-io/frihet-mcp) [](https://glama.ai/mcp/servers/Frihet-io/frihet-mcp) 📇 ☁️ - Frihet business management: invoices, expenses, clients, products and quotes.
|
||
- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - Read and optionally write local hledger journals for double-entry plain text accounting.
|
||
- [Fabio662/yieldagentx402-sdks](https://github.com/Fabio662/yieldagentx402-sdks) [](https://glama.ai/mcp/servers/Fabio662/yieldagentx402-sdks) 📇 ☁️ - Non-custodial, policy-gated execution layer for AI agents on EVM chains, Bitcoin, Solana, NEAR and more, with MPC signing, TEE attestation and x402 settlement.
|
||
- [@openpulsechain/mcp-server](https://github.com/openpulsechain/public/tree/main/mcp-server) [](https://glama.ai/mcp/servers/openpulsechain/public) 📇 ☁️ - PulseChain on-chain analytics: token safety scores, honeypot detection, whale and smart money tracking, scam alerts, DEX volume and bridge stats.
|
||
- [sukrutkrdg/x402-bazaar-mcp](https://github.com/sukrutkrdg/x402-bazaar-mcp) [](https://glama.ai/mcp/servers/sukrutkrdg/x402-bazaar-mcp) 📇 🏠 🍎 🪟 🐧 - Base token-safety tools paid via x402: B20 freeze/seize/rug checks, pre-trade gates, honeypot detection, wallet and approval audits, prices and AI reports.
|
||
- [0xDegenMo/lighter-mcp](https://github.com/0xDegenMo/lighter-mcp) [](https://glama.ai/mcp/servers/0xDegenMo/lighter-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Trade crypto and RWA perpetuals on the Lighter zk-rollup DEX, with tiered credentials, on-chain stop-loss and take-profit, and server-side safety caps.
|
||
- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) 📇 ☁️ - Deep research for crypto, running fully locally.
|
||
- [AEGISGOVDAO/aegisgov-sec-mcp](https://github.com/AEGISGOVDAO/aegisgov-sec-mcp) [](https://glama.ai/mcp/servers/AEGISGOVDAO/aegisgov-sec-mcp) 📇 ☁️ - SEC EDGAR data: search public companies, retrieve 10-K, 10-Q and 8-K filings, and access XBRL financial data.
|
||
- [ahmetsbilgin/finbrain-mcp](https://github.com/ahmetsbilgin/finbrain-mcp) 🎖️ 🐍 ☁️ 🏠 - Alternative financial data from FinBrain.
|
||
- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) 🎖️ 🐍 ☁️ - BICScan risk scores and asset holdings for EVM addresses (EOA, CA, ENS) and domain names.
|
||
- [AletaIndex/aletaindex-fin-narratives](https://github.com/AletaIndex/aletaindex-fin-narratives) [](https://glama.ai/mcp/servers/AletaIndex/aletaindex-fin-narratives) 🐍 ☁️ 🍎 🪟 🐧 - Track how financial news narratives evolve across tickers: news clustering, sentiment momentum and narrative risk mapping across portfolios.
|
||
- [AlexanderLawson17/revettr-python](https://github.com/AlexanderLawson17/revettr-python) [](https://glama.ai/mcp/servers/AlexanderLawson17/revettr-python) 🐍 ☁️ - Counterparty risk scoring for agentic commerce: scores wallets, domains, IPs and companies, paid via x402 micropayments.
|
||
- [KK6BZB/signallord-mcp-server](https://github.com/KK6BZB/signallord-mcp-server) 🐍 ☁️ - Bitcoin market regime detection: outcome probabilities, historical pattern matching, composite gauges and real-time macro, institutional and on-chain data.
|
||
- [unixlamadev-spec/aiprox-mcp](https://github.com/unixlamadev-spec/aiprox-mcp) [](https://glama.ai/mcp/servers/unixlamadev-spec/aiprox-mcp) 📇 ☁️ - Open agent registry to discover and hire AI agents by capability, with Lightning, Solana USDC and x402 payments and a workflow engine for chaining agents.
|
||
- [alchemy/alchemy-mcp-server](https://github.com/alchemyplatform/alchemy-mcp-server) 🎖️ 📇 ☁️ - Interact with Alchemy's blockchain APIs.
|
||
- [alforge-labs/alpha-forge-mcp](https://github.com/alforge-labs/alpha-forge-mcp) [](https://glama.ai/mcp/servers/alforge-labs/alpha-forge-mcp) 🐍 🏠 🍎 🪟 🐧 - Backtest, optimize (Optuna TPE) and walk-forward-test trading strategies locally with the AlphaForge quant CLI.
|
||
- [AlvisoOculus/optionsahoy-mcp](https://github.com/AlvisoOculus/optionsahoy-mcp) [](https://glama.ai/mcp/servers/AlvisoOculus/optionsahoy-mcp) 📇 ☁️ - US equity-compensation planning: ISO/AMT exercise schedules, NSO sell-vs-hold, RSU vesting, concentration sell-downs, collars and QSBS checks.
|
||
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Fetch cryptocurrency listings and quotes via the Coinmarket API.
|
||
- [araa47/jupiter-mcp](https://github.com/araa47/jupiter-mcp) 🐍 ☁️ - Jupiter API access: trade Solana tokens, check balances, search tokens and create limit orders.
|
||
- [jorkal-crypto/jorkal-nft-mcp](https://github.com/jorkal-crypto/jorkal-nft-mcp) [](https://glama.ai/mcp/servers/jorkal-crypto/jorkal-nft-mcp) 📇 ☁️ - Solana NFT market data from Magic Eden: floor prices, cheapest listings, collection stats and wallet holdings, paid per call via x402.
|
||
- [arcadia-finance/mcp-server](https://github.com/arcadia-finance/mcp-server) [](https://glama.ai/mcp/servers/arcadia-finance/arcadia-finance-mcp-server) 🎖️ 📇 ☁️ 🏠 - Manage Uniswap and Aerodrome liquidity positions with leverage, automated rebalancing, and yield optimization on Base, Unichain, and Optimism.
|
||
- [ariadng/metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server) 🐍 🏠 🪟 - Execute trades on the MetaTrader 5 platform.
|
||
- [aranjan/kite-mcp](https://github.com/aranjan/kite-mcp) [](https://glama.ai/mcp/servers/aranjan/kite-mcp) 🐍 🏠 - Trade Indian stocks on Zerodha Kite: holdings, orders, quotes and GTT triggers, with automated TOTP login.
|
||
- [armorwallet/armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp) 🐍 ☁️ - Interface with multiple blockchains: staking, DeFi, swaps, bridging, wallet management, DCA, limit orders, coin lookup and tracking.
|
||
- [atomno-mcp/mcp-cbr-rates](https://github.com/atomno-mcp/mcp-cbr-rates) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-cbr-rates) 🐍 ☁️ - Central Bank of Russia data: daily and historical exchange rates, key interest rate, inflation and aggregated macro statistics.
|
||
- [atomno-mcp/mcp-egrul](https://github.com/atomno-mcp/mcp-egrul) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-egrul) 🐍 🏠 - Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs) from Federal Tax Service open data, self-hosted on local SQLite.
|
||
- [atomno-mcp/mcp-fns-check](https://github.com/atomno-mcp/mcp-fns-check) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-check) 🐍 ☁️ - Russian counterparty due diligence: INN/OGRN lookup across EGRUL/EGRIP, bankruptcy, tax debt, enforcement and arbitration records, with a risk verdict.
|
||
- [jackrain19743/hou-tea-mcp-server](https://github.com/jackrain19743/hou-tea-mcp-server) [](https://glama.ai/mcp/servers/jackrain19743/hou-tea-mcp-server) 📇 ☁️ - Browse, get recommendations for and buy Chinese tea from the Hou Tea shop with USDC via x402, delegating payment to wallet MCP servers.
|
||
- [autonsol/sol-mcp](https://github.com/autonsol/sol-mcp) [](https://glama.ai/mcp/servers/autonsol/sol-mcp) 📇 ☁️ - Solana token risk scoring by mint address, pump.fun graduation momentum signals and trust attestation queries.
|
||
- [vatnode/vatnode-mcp](https://github.com/vatnode/vatnode-mcp) [](https://glama.ai/mcp/servers/vatnode/vatnode-mcp) 📇 ☁️ - EU VAT number validation via the European Commission's VIES service, plus offline VAT rates and format checks for European countries.
|
||
- [vdalhambra/axiom-calculator-mcp](https://github.com/vdalhambra/axiom-calculator-mcp) [](https://glama.ai/mcp/servers/vdalhambra/axiom-calculator-mcp) 🐍 🏠 🍎 🪟 🐧 - Personal finance calculators: mortgage payments, compound interest, FIRE retirement number, loan comparison, true borrowing cost and debt payoff.
|
||
- [azeth-protocol/mcp-server](https://github.com/azeth-protocol/mcp-server) [](https://glama.ai/mcp/servers/@azeth-protocol/mcp-azeth) 📇 ☁️ - Non-custodial ERC-4337 smart accounts, x402 payments, ERC-8004 on-chain reputation and service discovery for AI agents.
|
||
- [Claynsn/agent-discovery-mcp](https://github.com/Claynsn/agent-discovery-mcp) [](https://glama.ai/mcp/servers/Claynsn/agent-discovery-mcp) 📇 🏠 🍎 🪟 🐧 - ERC-8004 agent discovery and x402 payment: find agents by skill via 8004scan, fetch agent cards and call agents with USDC payments using direct EOA signing.
|
||
- [bakyang2/kr-crypto-intelligence](https://github.com/bakyang2/kr-crypto-intelligence) [](https://glama.ai/mcp/servers/bakyang2/kr-crypto-intelligence) 🐍 ☁️ - Korean crypto market data and AI analysis: Kimchi Premium, stablecoin premium, Upbit and Bithumb prices and the USD/KRW rate, paid per use via x402.
|
||
- [whdrnr2583-cmd/koreanpulse](https://github.com/whdrnr2583-cmd/koreanpulse) [](https://glama.ai/mcp/servers/whdrnr2583-cmd/koreanpulse) 🐍 ☁️ 🏠 - Korean equity data in English: real-time DART filings, foreign-holder 5%-rule flows, activist filings and KRX industry news. Self-hostable.
|
||
- [cuthongthai-vn/vimo-mcp-server](https://github.com/cuthongthai-vn/vimo-mcp-server) [](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server) 📇 ☁️ - Vietnam stock market data: real-time SSI quotes, technical analysis, financial statements, stock screener, AI picks, foreign flows and macro indicators.
|
||
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Interact with smart contracts and query transaction and token information via the Bankless Onchain API.
|
||
- [belegante-byte/aetherx-mcp](https://github.com/belegante-byte/aetherx-mcp) [](https://glama.ai/mcp/servers/belegante-byte/aetherx-mcp) 🐍 ☁️ - Predictive congestion signals for global ports: congestion score, ETA delay, waiting vessels and a freight volatility index.
|
||
- [bguillow-rgb/itin-finance-mcp](https://github.com/bguillow-rgb/itin-finance-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/itin-finance-mcp) 📇 ☁️ - Read-only directory of US lenders and card issuers accepting ITIN (no-SSN) applicants, plus English/Spanish guides and FAQs on credit without an SSN.
|
||
- [bolivian-peru/baozi-mcp](https://github.com/bolivian-peru/baozi-mcp) 📇 ☁️ - Solana prediction markets on Baozi.bet: browse markets, place bets, claim winnings and create markets.
|
||
- [cloudQuant/backtrader-mcp](https://github.com/cloudQuant/backtrader-mcp) [](https://glama.ai/mcp/servers/cloudQuant/backtrader-mcp) 🐍 🏠 🍎 🪟 🐧 - Build and run reproducible Backtrader backtests from local CSV data, with human-gated runs, logs and JSON/Markdown reports. Offline and backtest-only.
|
||
- [clicks-protocol/mcp-server](https://github.com/clicks-protocol/clicks-protocol/tree/main/mcp-server) [](https://glama.ai/mcp/servers/clicks-protocol/clicks-protocol) 📇 ☁️ - Non-custodial USDC yield for AI agents on Base: split payments between liquid and yield balances, withdraw anytime, simulate splits and check APY.
|
||
- [up2itnow0822/clawpay-mcp](https://github.com/up2itnow0822/clawpay-mcp) [](https://glama.ai/mcp/servers/@up2itnow0822/clawpay-mcp) 📇 ☁️ - Non-custodial x402 payments for AI agents on Base: agents sign transactions from their own wallet with on-chain spend limits.
|
||
- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Fetch stock and crypto data from the Alpha Vantage API.
|
||
- [bitcompare/mcp-server](https://github.com/bitcompare/mcp-server) [](https://glama.ai/mcp/servers/bitcompare/mcp-server) 🎖️ 📇 ☁️ - Crypto lending, staking and borrowing rates, coin metadata, aggregated prices, market stats, stablecoin peg stability and symbol resolution from Bitcompare.
|
||
- [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - Run AI agents on several blockchains via Bitte Protocol.
|
||
- [jf-cmyk/blocksize-agentic-payments-mcp](https://github.com/jf-cmyk/blocksize-agentic-payments-mcp) [](https://glama.ai/mcp/servers/jf-cmyk/blocksize-agentic-payments-mcp) 🐍 ☁️ - Read-only Blocksize market-data discovery: search instruments, read docs and build x402 URLs for paid live data settled in USDC on Solana and Base.
|
||
- [signaltech-org/bolthub-sdk](https://github.com/signaltech-org/bolthub-sdk) [](https://glama.ai/mcp/servers/signaltech-org/bolthub-sdk) 📇 ☁️ - Discover and pay per call for tools on the bolthub API marketplace over Bitcoin Lightning (L402), with budgets, scoped delegation and verifiable receipts.
|
||
- [Cyberweasel777/botindex-mcp-server](https://github.com/Cyberweasel777/botindex-mcp-server) [](https://glama.ai/mcp/servers/Cyberweasel777/botindex-mcp-server) 📇 ☁️ - BotIndex AI signal intelligence API and Agorion agent service discovery network, with x402 payments for premium endpoints.
|
||
- [Bortlesboat/bitcoin-mcp](https://github.com/Bortlesboat/bitcoin-mcp) [](https://glama.ai/mcp/servers/@Bortlesboat/bitcoin-mcp) 🐍 🏠 🍎 🪟 🐧 - Self-hosted Bitcoin Core tools: fee estimates, mempool analysis, mining pool rankings, market sentiment, block and transaction inspection and BTC price.
|
||
- [botwallet-co/mcp](https://github.com/botwallet-co/mcp) [](https://glama.ai/mcp/servers/botwallet-co/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Wallet for AI agents: earn via invoices, pay other agents and APIs, and manage USDC on Solana with human-set spending limits and FROST 2-of-2 signing.
|
||
- [bubilife1202/crossfin](https://github.com/bubilife1202/crossfin) 📇 ☁️ - Korean and global crypto exchange routing and arbitrage signals, with x402 USDC micropayments.
|
||
- [ferinator/bullrun-mcp](https://github.com/ferinator/bullrun-mcp) [](https://glama.ai/mcp/servers/ferinator/bullrun-mcp) 📇 ☁️ - Stock screening, company financials and personal portfolio analysis.
|
||
- [cahthuranag/mcp-server](https://github.com/cahthuranag/mcp-server) [](https://glama.ai/mcp/servers/cahthuranag/mcp-server) 📇 ☁️ - AllRatesToday currency exchange rates: real-time mid-market rates from interbank data, historical rates, currency list and multi-currency lookups.
|
||
- [AllRates-Today/central-bank-mcp](https://github.com/AllRates-Today/central-bank-mcp) [](https://glama.ai/mcp/servers/AllRates-Today/central-bank-mcp) 📇 ☁️ - Central bank and tax authority exchange rates (ECB, Fed, Bank of England, RBI, HMRC, US Treasury): latest and historical tables, comparisons and calendars.
|
||
- [cammac-creator/ibanforge-mcp](https://github.com/cammac-creator/ibanforge) [](https://glama.ai/mcp/servers/cammac-creator/ibanforge) 🎖️ 📇 ☁️ - Pre-payout counterparty screening: IBAN validation, OFAC/EU/UN sanctions screening, Swiss BC-Nummer clearing, SEPA/VoP reachability and a risk score.
|
||
- [carsol/monarch-mcp-server](https://github.com/carsol/monarch-mcp-server) 🐍 ☁️ - Read-only access to Monarch Money data: analyze transactions, budgets, accounts and cash flow, with MFA support.
|
||
- [calintzy/evmscope](https://github.com/calintzy/evmscope) [](https://glama.ai/mcp/servers/calintzy/evmscope) 📇 ☁️ - Token prices, gas comparison, swap quotes, yield rates, honeypot detection and transaction simulation on Ethereum, Polygon, Arbitrum, Base and Optimism.
|
||
- [chopmob-cloud/AlgoVoi-Platform-Adapters](https://github.com/chopmob-cloud/AlgoVoi-Platform-Adapters/tree/master/mcp-server) [](https://glama.ai/mcp/servers/chopmob-cloud/AlgoVoi-Platform-Adapters) 📇 🐍 🏠 🍎 🪟 🐧 - AlgoVoi crypto payment gateway: create checkout links, verify on-chain payments and generate MPP/x402/AP2 challenges on Algorand, VOI, Hedera and Stellar.
|
||
- [chrisbusbin-pixel/propfirmdealfinder-mcp-server](https://github.com/chrisbusbin-pixel/propfirmdealfinder-mcp-server) [](https://glama.ai/mcp/servers/chrisbusbin-pixel/propfirmdealfinder-mcp-server) 📇 ☁️ - Prop trading firm discounts, reviews and deals: query discount codes, compare firms by country and check featured deals.
|
||
- [cliwant/mcp-sam-gov](https://github.com/cliwant/mcp-sam-gov) [](https://glama.ai/mcp/servers/cliwant/mcp-sam-gov) 📇 ☁️ 🍎 🪟 🐧 - US government contracting, spending and regulation data: SAM.gov, USAspending, Grants.gov, Federal Register, eCFR, OFAC sanctions and state/local bid portals.
|
||
- [grahammccain/chart-library-mcp](https://github.com/grahammccain/chart-library-mcp) [](https://glama.ai/mcp/servers/grahammccain/chart-library-mcp) 🐍 ☁️ - Find similar historical stock chart patterns by ticker and date or screenshot, with forward returns, regime analysis and trade simulation.
|
||
- [CryptoRugMunch/rug-munch-mcp](https://github.com/CryptoRugMunch/rug-munch-mcp) [](https://glama.ai/mcp/servers/@CryptoRugMunch/rug-munch-intelligence) 🐍 ☁️ - Crypto token risk intelligence: rug pull detection, honeypot scoring, deployer tracking, holder analysis, KOL shill detection, social OSINT and LLM forensics.
|
||
- [4dmrkey/cryptopolitan-mcp](https://github.com/4dmrkey/cryptopolitan-mcp) [](https://glama.ai/mcp/servers/4dmrkey/cryptopolitan-mcp) ☁️ - Cryptopolitan cryptocurrency news, analysis and price predictions: search articles by category or ticker, with built-in attribution.
|
||
- [cct15/war-dashboard-data](https://github.com/cct15/war-dashboard-data) 🐍 ☁️ - Daily geopolitical risk probabilities (escalation, ceasefire, regime change) for conflicts like Russia-Ukraine and China-Taiwan, plus chokepoint vessel data.
|
||
- [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) 🎖️ 📇 ☁️ - Real-time enriched blockchain and market data across many networks via the Codex API.
|
||
- [CoinRithm/coinrithm-agent-trading](https://github.com/CoinRithm/coinrithm-agent-trading) [](https://glama.ai/mcp/servers/CoinRithm/coinrithm-agent-trading) 📇 ☁️ - Paper-trade crypto spot, futures and prediction markets on CoinRithm with simulated funds and a public Agent Arena.
|
||
- [coinpaprika/coinpaprika-mcp](https://github.com/coinpaprika/coinpaprika-mcp) [](https://glama.ai/mcp/servers/coinpaprika/coinpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - CoinPaprika API access: real-time prices, tickers, OHLCV, market cap and coin metadata for cryptocurrencies and exchanges.
|
||
- [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - DexPaprika API access: real-time DEX token prices, liquidity pool data and historical OHLCV across many chains.
|
||
- [conviction-fm/conviction-mcp](https://github.com/abcxz/conviction-fm) [](https://glama.ai/mcp/servers/abcxz/conviction-fm) 📇 ☁️ - Arena where AI agents compete in daily parimutuel pools: describe a strategy in plain English and get a funded agent that runs autonomously.
|
||
- [Cubiczan/chp-mcp](https://github.com/Cubiczan/chp-mcp) [](https://glama.ai/mcp/servers/Cubiczan/chp-mcp) 📇 🏠 🍎 🪟 🐧 - CHP Profile B spend, human-in-the-loop and tool-approval receipts.
|
||
- [dan1d/cobroya](https://github.com/dan1d/mercadopago-tool) [](https://glama.ai/mcp/servers/dan1d/cobroya) 📇 ☁️ 🍎 🪟 🐧 - Mercado Pago payments for LATAM merchants: create payment links, search payments and issue refunds.
|
||
- [debitura/Debitura.MCP](https://github.com/debitura/Debitura.MCP) [](https://glama.ai/mcp/servers/debitura/Debitura.MCP) 🎖️ 📇 ☁️ - Cross-border debt collection with Debitura: submit cases to local partners, check case status, read partner messages and get quotes.
|
||
- [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [](https://glama.ai/mcp/servers/@debridge-finance/de-bridge) 📇 🏠 ☁️ - Cross-chain swaps and bridging across EVM chains and Solana via deBridge: find routes, evaluate fees and initiate non-custodial trades.
|
||
- [decidefyi/decide](https://github.com/decidefyi/decide) 📇 ☁️ - Deterministic refund eligibility checks for subscriptions (Adobe, Spotify, etc.), returning ALLOWED, DENIED or UNKNOWN from a stateless rules engine.
|
||
- [debtstack-ai/debtstack-python](https://github.com/debtstack-ai/debtstack-python) 🐍 ☁️ - Corporate debt structure data: search issuers and bonds with leverage ratios, seniority, covenants, guarantor chains and FINRA TRACE prices.
|
||
- [decksaga/market-pulse-mcp](https://github.com/decksaga/market-pulse-mcp) [](https://glama.ai/mcp/servers/decksaga/market-pulse-mcp) 📇 ☁️ - Live market data from CoinGecko, Yahoo Finance and ExchangeRate API: crypto and stock prices, major indices, forex, trending coins and the Fear & Greed Index.
|
||
- [Declan142/calcnook-mcp-server](https://github.com/Declan142/calcnook-mcp-server) [](https://glama.ai/mcp/servers/Declan142/calcnook-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Personal finance calculators for seven countries plus Islamic finance: income tax, loans, retirement, VAT, Zakat, Murabaha, Ijarah and halal stock screening.
|
||
- [deficlow/zipp-mcp](https://github.com/deficlow/zipp-mcp) [](https://glama.ai/mcp/servers/deficlow/zipp-mcp) 🐍 ☁️ - Multi-language crypto news summaries with sentiment labels and importance scores, crediting the original publisher.
|
||
- [demwick/polymarket-agent-mcp](https://github.com/demwick/polymarket-agent-mcp) [](https://glama.ai/mcp/servers/demwick/polymarket-agent-mcp) 📇 🏠 - Polymarket trading tools: direct and copy trading, smart money detection, backtesting, arbitrage scanning, portfolio optimization and live price streaming.
|
||
- [DevDizzle/gammarips-mcp](https://github.com/DevDizzle/gammarips-mcp) [](https://glama.ai/mcp/servers/DevDizzle/gammarips-mcp) 🐍 ☁️ - Options-flow data: a curated overnight pool selected on liquidity, per-contract liquidity checks, realized outcome history and exit-rule replay.
|
||
- [dizpers/polystrike-examples](https://github.com/dizpers/polystrike-examples) [](https://glama.ai/mcp/servers/dizpers/polystrike-examples) 🎖️ ☁️ - Live Elon Musk and Ted Cruz tweet feeds and counters for Polymarket tweet-count markets, comparing real, XTracker oracle and UI counts.
|
||
- [OSOJDJD/deeplook](https://github.com/OSOJDJD/deeplook) [](https://glama.ai/mcp/servers/OSOJDJD/deeplook) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Company research across multiple data sources: structured reports with a bull/bear verdict for stocks, crypto and private companies.
|
||
- [dan1d/dolar-mcp](https://github.com/dan1d/dolar-mcp) [](https://glama.ai/mcp/servers/dan1d/dolar-mcp) 📇 ☁️ - Argentine exchange rates via DolarAPI (blue, oficial, MEP, CCL, crypto, tarjeta), plus currency conversion and a spread calculator.
|
||
- [dinggi5/kura](https://github.com/dinggi5/kura) [](https://glama.ai/mcp/servers/dinggi5/kura) 🦀 🏠 🍎 - Local Ethereum wallet for AI agents on macOS: read balances and history, request human-approved payments and pay for x402 resources with USDC on Base.
|
||
- [disin7c9/asset-management](https://github.com/disin7c9/asset-management) [](https://glama.ai/mcp/servers/disin7c9/asset-management) 🐍 🏠 🪟 🐧 - Read-only, offline analysis of your stock and ETF transaction log: drawdown-focused risk with bootstrap confidence intervals and walk-forward verdicts.
|
||
- [dkaleganov/mercury-multiorg-mcp](https://github.com/dkaleganov/mercury-multiorg-mcp) [](https://glama.ai/mcp/servers/dkaleganov/mercury-multiorg-mcp) 🐍 ☁️ - Unofficial, read-only Mercury banking across multiple organizations: balances, transactions, statements, cards, invoices, treasury and 1099 pre-filing checks.
|
||
- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) 📇 ☁️ - Real-time crypto market data and trading across many exchanges via CCXT: spot, futures, OHLCV, balances and orders.
|
||
- [dodopayments/dodo-agent-plugin](https://github.com/dodopayments/dodo-agent-plugin) [](https://glama.ai/mcp/servers/dodopayments/dodo-agent-plugin) 🎖️ 📇 ☁️ - Dodo Payments: manage payments, subscriptions, customers, products, refunds, license keys and usage-based billing, plus semantic search over the docs.
|
||
- [donnywin85/arb-dex-mcp](https://github.com/donnywin85/arb-dex-mcp) [](https://glama.ai/mcp/servers/donnywin85/arb-dex-mcp) 📇 ☁️ - Live cross-DEX pool prices, liquidity and spreads from on-chain state on BSC, Polygon, Arbitrum, Base, Avalanche and Optimism, plus a measurement archive.
|
||
- [douglasborthwick-crypto/mcp-server-insumer](https://github.com/douglasborthwick-crypto/mcp-server-insumer) [](https://glama.ai/mcp/servers/@douglasborthwick-crypto/mcp-server-insumer) 📇 ☁️ - On-chain attestation across many blockchains: ECDSA-signed verification, wallet trust profiles, compliance templates, merchant onboarding and ACP/UCP support.
|
||
- [dqj1998/japan-company-info-mcp-bridge](https://github.com/dqj1998/japan-company-info-mcp-bridge) [](https://glama.ai/mcp/servers/dqj1998/japan-company-info-mcp-bridge) 📇 🏠 🍎 🪟 🐧 - Offline Japanese company due diligence: EDINET XBRL financials, NTA corporate numbers, major shareholders, gBizINFO certifications and industry benchmarks.
|
||
- [edge-claw/mood-booster-agent](https://github.com/edge-claw/mood-booster-agent) [](https://glama.ai/mcp/servers/@edge-claw/mood-booster-agent) 📇 ☁️ - ERC-8004 registered agent that delivers uplifting messages, with on-chain USDC tipping, reputation feedback and discovery across multiple chains.
|
||
- [EmblemCompany/Agent-skills](https://github.com/EmblemCompany/Agent-skills) [](https://glama.ai/mcp/servers/EmblemCompany/Agent-skills) 🎖️ 📇 ☁️ - Crypto tools for Solana, Ethereum, Base, BSC, Polygon, Hedera and Bitcoin: swaps, DeFi yield, conditional orders, NFTs, cross-chain bridges and market data.
|
||
- [equivault/equivault-mcp](https://github.com/equivault/equivault-mcp) [](https://glama.ai/mcp/servers/equivault/equivault-mcp) 🎖️ 📇 ☁️ - EquiVault equity research: fundamentals, financial statements, ratios, quotes, screening, peer comparison, insider transactions and portfolio analytics.
|
||
- [AiAgentKarl/solana-mcp-server](https://github.com/AiAgentKarl/solana-mcp-server) [](https://glama.ai/mcp/servers/AiAgentKarl/solana-mcp-server) 🐍 🏠 - Solana blockchain data: wallet balances, token prices, Raydium and Orca DeFi yields, and token safety checks (RugCheck, holder concentration, insiders).
|
||
- [ExpertVagabond/solana-mcp-server](https://github.com/ExpertVagabond/solana-mcp-server) [](https://glama.ai/mcp/servers/ExpertVagabond/solana-mcp-server) 📇 ☁️ - Solana wallet management, SOL and SPL token transfers, SPL token creation and minting, account operations and mainnet/devnet/testnet switching.
|
||
- [haiiibin/acb-tax-mcp](https://github.com/haiiibin/acb-tax-mcp) [](https://glama.ai/mcp/servers/haiiibin/acb-tax-mcp) 🐍 🏠 🍎 🪟 🐧 - Canadian adjusted cost base (ACB) and capital gains from trade history: average-cost tracking, per-disposition realized gains and superficial-loss detection.
|
||
- [Haiku-Trading/haiku-mcp-server](https://github.com/Haiku-Trading/haiku-mcp-server) [](https://glama.ai/mcp/servers/Haiku-Trading/haiku-mcp-server) 📇 ☁️ - DeFi execution across many chains: swap, provide liquidity, lend, bridge and run yield strategies, plus token discovery, portfolio analysis and quotes.
|
||
- [Hashlock-Tech/hashlock-mcp](https://github.com/Hashlock-Tech/hashlock-mcp) [](https://glama.ai/mcp/servers/Hashlock-Tech/hashlock-mcp) 📇 ☁️ - Cross-chain OTC trading of ETH, BTC and SUI via sealed-bid RFQ and HTLC atomic settlement, without bridges or custodians.
|
||
- [hifriendbot/agentwallet-mcp](https://github.com/hifriendbot/agentwallet-mcp) [](https://glama.ai/mcp/servers/hifriendbot/agentwallet-mcp) 📇 ☁️ - Permissionless wallets for AI agents on EVM chains and Solana: wallet creation, transaction signing, token transfers and x402 payments in USDC.
|
||
- [hernaninverso/eleata-einvoice-mcp](https://github.com/hernaninverso/eleata-einvoice-mcp) [](https://glama.ai/mcp/servers/hernaninverso/eleata-einvoice-mcp) 📇 ☁️ - Validate EU electronic invoices (Peppol BIS, XRechnung, Factur-X/ZUGFeRD, UBL, CII) and explain rejection codes.
|
||
- [etbars/vibetrader-mcp](https://github.com/etbars/vibetrader-mcp) 🐍 ☁️ - Trading bot platform: create automated trading strategies in natural language via the Alpaca brokerage.
|
||
- [everstake/mcp](https://github.com/everstake/mcp) [](https://glama.ai/mcp/servers/everstake/mcp) 🎖️ ☁️ - Everstake non-custodial staking data across many networks: live APY, uptime metrics, rewards calculator, integrations, security and compliance info.
|
||
- [FalsifyLab/falsifylab-alpha-mcp](https://github.com/FalsifyLab/falsifylab-alpha-mcp) [](https://glama.ai/mcp/servers/FalsifyLab/falsifylab-alpha-mcp) 🐍 ☁️ - FalsifyLab market research data: DeFi yields, Hyperliquid vaults, SEC Form 4 insider buys, 8-K filings, crypto ETF flows and Polymarket whale positions.
|
||
- [fdcommercial/property-finance-mcp](https://github.com/fdcommercial/property-finance-mcp) [](https://glama.ai/mcp/servers/fdcommercial/property-finance-mcp) 📇 ☁️ 🏠 - UK property finance calculators: bridging loan costs, development appraisal, buy-to-let stress tests and stamp duty (SDLT, LBTT, LTT).
|
||
- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - Fetch stock market data, including options recommendations, from Yahoo Finance.
|
||
- [sh-patterson/fec-mcp-server](https://github.com/sh-patterson/fec-mcp-server) [](https://glama.ai/mcp/servers/@sh-patterson/fec-mcp-server) 📇 ☁️ - Query FEC campaign finance data via the OpenFEC API: search candidates, track donations, analyze spending and monitor Super PAC activity.
|
||
- [stillmarcus24/stillos-notary-mcp](https://github.com/stillmarcus24/stillos-notary-mcp) [](https://glama.ai/mcp/servers/stillmarcus24/stillos-notary-mcp) 📇 ☁️ - Signed, x402-paid verification tools: claim notarization, graded verdicts with bonded disputes, OFAC SDN screening and Altman Z-score distress scoring.
|
||
- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Trade on Tastytrade via the Tastyworks API.
|
||
- [ferdousbhai/wsb-analyst-mcp](https://github.com/ferdousbhai/wsb-analyst-mcp) 🐍 ☁️ - Analyze content from Reddit's WallStreetBets community.
|
||
- [callbk/finlight-mcp](https://github.com/callbk/finlight-mcp) [](https://glama.ai/mcp/servers/callbk/finlight-mcp) 🎖️ ☁️ - Real-time financial news: search by ticker, source, and language, with sentiment scores and tagged company entities.
|
||
- [finlynq/finlynq](https://github.com/finlynq/finlynq) [](https://glama.ai/mcp/servers/finlynq/finlynq) 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hostable personal finance app: track and query income, expenses, budgets, investments, loans, subscriptions and goals, with per-user encryption at rest.
|
||
- [finmap-org/mcp-server](https://github.com/finmap-org/mcp-server) - Historical US, UK, Russian and Turkish stock exchange data from finmap: sectors, tickers, company profiles, market cap, volume and treemap visualizations.
|
||
- [flox-foundation/flox-mcp](https://github.com/FLOX-Foundation/flox/tree/main/mcp) [](https://glama.ai/mcp/servers/FLOX-Foundation/flox) 🐍 🏠 - FLOX trading systems framework: run backtests, scaffold strategies, check for lookahead bias, place orders and query PnL.
|
||
- [foretak/registry-mcp](https://github.com/foretak/registry-mcp) [](https://glama.ai/mcp/servers/foretak/registry-mcp) 🐍 ☁️ 🏠 - Company data from UK Companies House and Norway's Brønnøysund registers: lookup, name search, filing deadlines and Norwegian VAT registration checks.
|
||
- [Fund-z/fundzwatch-mcp](https://github.com/Fund-z/fundzwatch-mcp) [](https://glama.ai/mcp/servers/Fund-z/fundzwatch-mcp) 📇 ☁️ - Real-time business events: funding rounds, acquisitions, executive hires, AI-scored leads and market intelligence.
|
||
- [gabrielmahia/mpesa-mcp](https://github.com/gabrielmahia/mpesa-mcp) [](https://glama.ai/mcp/servers/gabrielmahia/mpesa-mcp) 🐍 ☁️ - M-PESA via the Safaricom Daraja API: STK push, B2C payments, balance queries, transaction status, SIM swap detection and Bill Manager.
|
||
- [gblinproject/GBLIN-MCP](https://github.com/gblinproject/GBLIN-MCP) [](https://glama.ai/mcp/servers/gblinproject/GBLIN-MCP) 📇 ☁️ - Treasury for AI agents on Base: park idle USDC in a cbBTC/WETH index with Crash Shield protection and swap to USDC just in time for x402 payments.
|
||
- [getAlby/mcp](https://github.com/getAlby/mcp) 🎖️ 📇 ☁️ 🏠 - Connect any Bitcoin Lightning wallet to send and receive instant payments.
|
||
- [GeiserX/cashpilot-mcp](https://github.com/GeiserX/cashpilot-mcp) [](https://glama.ai/mcp/servers/GeiserX/cashpilot-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Monitor CashPilot bandwidth-sharing dashboards: passive income, DePIN earnings and container status across sharing services.
|
||
- [giskard09/argentum-core](https://github.com/giskard09/argentum-core) [](https://glama.ai/mcp/servers/giskard09/argentum-core) 🐍 🏠 - Karma for AI agents and humans: submit good actions, get community attestations and earn on-chain reputation on Arbitrum, with Kleros dispute resolution.
|
||
- [glaksmono/finbud-data-mcp](https://github.com/glaksmono/finbud-data-mcp/tree/main/packages/mcp-server) 📇 ☁️ 🏠 - Real-time financial data for stocks, options, crypto and forex.
|
||
- [cryptobriefing/gloria-mcp](https://github.com/cryptobriefing/gloria-mcp) [](https://glama.ai/mcp/servers/cryptobriefing/gloria-mcp) 🎖️ 🐍 ☁️ - AI-curated crypto news: real-time headlines with sentiment analysis, AI-generated recaps, keyword search and ticker summaries.
|
||
- [gpartin/CryptoGuardClient](https://github.com/gpartin/CryptoGuardClient) [](https://glama.ai/mcp/servers/gpartin/CryptoGuardClient) 🐍 ☁️ - Deterministic per-transaction crypto trade validation (PROCEED/CAUTION/BLOCK), token scanning and rug pull detection for trading agents.
|
||
- [gosodax/builders-sodax-mcp-server](https://github.com/gosodax/builders-sodax-mcp-server) [](https://glama.ai/mcp/servers/@gosodax/sodax-builders-mcp) 📇 ☁️ - SODAX cross-chain DeFi data and SDK docs: query swaps, lending, solver volume and intent history.
|
||
- [goodmeta/intelligence-mcp](https://github.com/goodmeta/intelligence-mcp) [](https://glama.ai/mcp/servers/goodmeta/intelligence-mcp) 📇 ☁️ - Agent payments ecosystem tracking: scans GitHub, Hacker News and npm for AP2, ACP, x402, MPP and UCP activity and returns scored opportunities.
|
||
- [Helm-Protocol/openttt-mcp](https://github.com/Helm-Protocol/openttt-mcp) [](https://glama.ai/mcp/servers/Helm-Protocol/openttt-mcp) 📇 ☁️ - Proof-of-Time temporal attestation for AI agents based on multiple HTTPS sources.
|
||
- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ☁️ 🏠 🐍 - Access Heurist Mesh web3 AI agents for blockchain analysis, smart contract auditing, token metrics, DeFi analysis, NFT valuation and transaction monitoring.
|
||
- [hive-intel/hive-crypto-mcp](https://github.com/hive-intel/hive-crypto-mcp) 📇 ☁️ 🏠 - Hive Intelligence: unified access to crypto, DeFi and Web3 analytics.
|
||
- [hypeprinter007-stack/signalfuse-mcp](https://github.com/hypeprinter007-stack/signalfuse-mcp) [](https://glama.ai/mcp/servers/hypeprinter007-stack/signalfuse-mcp) 📇 ☁️ - Pay-per-call x402 tools for trading agents: fused crypto signals, sentiment, macro regime, strategy arena, Brave/Tavily web search and E2B code execution.
|
||
- [hypurrquant/perp-cli](https://github.com/hypurrquant/perp-cli) [](https://glama.ai/mcp/servers/hypurrquant/perp-cli) 📇 ☁️ 🏠 🍎 🪟 🐧 - Perpetual futures trading on Pacifica, Hyperliquid and Lighter: market data, execution with dry runs, funding rate arbitrage scanning and portfolio analytics.
|
||
- [sentien-labs/verdictswarm-mcp](https://github.com/sentien-labs/verdictswarm-mcp) [](https://glama.ai/mcp/servers/sentien-labs/verdictswarm-mcp) 📇 🏠 - Multi-AI crypto token risk scanner for Solana, Base and Ethereum: agents debate risk to detect rug pulls, honeypots, holder concentration and wash trading.
|
||
- [hoqqun/stooq-mcp](https://github.com/hoqqun/stooq-mcp) 🦀 ☁️ - Fetch real-time stock prices from Stooq for global markets, including the US, Japan, UK and Germany.
|
||
- [horustechltd/horus-flow-mcp](https://github.com/horustechltd/horus-flow-mcp) [](https://glama.ai/mcp/servers/horustechltd/horus-flow-mcp) 🐍 ☁️ - Crypto and US equity order flow engine for real-time liquidity analysis.
|
||
- [Hovsteder/powersun-tron-mcp](https://github.com/Hovsteder/powersun-tron-mcp) [](https://glama.ai/mcp/servers/Hovsteder/powersun-tron-mcp) 📇 ☁️ - TRON Energy and Bandwidth marketplace and DEX swap aggregator: buy energy, sell resources and swap TRC-20 tokens via SunSwap.
|
||
- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - Access and analyze Chinese stock market data via baostock.
|
||
- [human-beyond/mainbook-mcp](https://github.com/human-beyond/mainbook-mcp) [](https://glama.ai/mcp/servers/human-beyond/mainbook-mcp) 🎖️ 🐍 🏠 ☁️ 🍎 🐧 - Convert PDF bank statements into JSON, Excel or CSV with balance validation via the MainBook API. Does not connect to bank accounts.
|
||
- [hypeprinter007-stack/anchor-x402-mcp](https://github.com/hypeprinter007-stack/anchor-x402-mcp) [](https://glama.ai/mcp/servers/hypeprinter007-stack/anchor-x402-mcp) 📇 ☁️ - x402 pay-per-call wallet tools on Base and Solana: OFAC screening, wallet intel, hash anchoring, signed attestations, tx decoding and ENS/SNS resolution.
|
||
- [icyberdeveloper/tbank-mcp](https://github.com/icyberdeveloper/tbank-mcp) [](https://glama.ai/mcp/servers/icyberdeveloper/tbank-mcp) 🐍 ☁️ - T-Bank mobile banking: accounts, cards, transfers, bill pay, grocery ordering, tickets and travel search.
|
||
- [ignaciohermosillacornejo/copilot-money-mcp](https://github.com/ignaciohermosillacornejo/copilot-money-mcp) [](https://glama.ai/mcp/servers/ignaciohermosillacornejo/copilot-money-mcp) 📇 🏠 ☁️ 🍎 - Read and manage Copilot Money data: transactions, budgets, accounts, recurring charges, investments and goals, with local reads and opt-in writes.
|
||
- [IMBAwallet/agent-mcp](https://github.com/IMBAwallet/agent-mcp) [](https://glama.ai/mcp/servers/IMBAwallet/agent-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - IMBA Wallet for agents: docs, plus USDT TRC-20 deposits and spending on prepaid Visa cards, travel eSIMs and gift cards. No withdrawals.
|
||
- [IndigoProtocol/indigo-mcp](https://github.com/IndigoProtocol/indigo-mcp) [](https://glama.ai/mcp/servers/IndigoProtocol/indigo-mcp) 📇 ☁️ 🏠 - Indigo Protocol on Cardano: iAsset prices, CDP and loan analytics, stability pools, INDY staking, governance and DEX data.
|
||
- [IndigoProtocol/cardano-mcp](https://github.com/IndigoProtocol/cardano-mcp) [](https://glama.ai/mcp/servers/IndigoProtocol/cardano-mcp) 📇 ☁️ 🏠 - Cardano wallet interactions: submit transactions, fetch addresses, read UTxOs, check balances, resolve ADAHandles and check stake delegation.
|
||
- [intentos-labs/beeper-mcp](https://github.com/intentos-labs/beeper-mcp) 🐍 - BSC transactions: balance and token transfers, PancakeSwap token swaps and Beeper reward claims.
|
||
- [babyblueviper1/invinoveritas](https://github.com/babyblueviper1/invinoveritas) [](https://glama.ai/mcp/servers/babyblueviper1/invinoveritas) 📇 ☁️ - AI reasoning, decisions, persistent memory and an agent marketplace paid per use via Bitcoin Lightning, where agents sell services and message each other.
|
||
- [JacobiusMakes/parlay-api-mcp](https://github.com/JacobiusMakes/parlay-api-mcp) [](https://glama.ai/mcp/servers/JacobiusMakes/parlay-api-mcp) 🐍 ☁️ - Sports odds, player props and prediction-market data, with live previews and source-quality and coverage tools.
|
||
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - Query the Bitcoin blockchain.
|
||
- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - Access EVM JSON-RPC methods through any EVM-compatible node provider, such as Infura, Alchemy, QuickNode or a local node.
|
||
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - Real-time prediction market odds, prices and market info from Polymarket, PredictIt and Kalshi.
|
||
- [Jeric1223/tossinvest-mcp](https://github.com/Jeric1223/tossinvest-mcp) [](https://glama.ai/mcp/servers/Jeric1223/tossinvest-mcp) 📇 🏠 🍎 🪟 🐧 - Toss Securities Open API for Korean and US stocks: orders behind single-use confirmation tokens, quotes, order book, candles, investor flows, holdings and FX.
|
||
- [jakzaizzat/cukaimax-agent](https://github.com/jakzaizzat/cukaimax-agent) [](https://glama.ai/mcp/servers/jakzaizzat/cukaimax-agent) 🎖️ ☁️ - Read-only, source-linked Malaysian individual and sole-proprietor tax reference: YA2025 Form BE drafts, Form B preparation readiness and YA2026 planning.
|
||
- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices from the Dexscreener API.
|
||
- [jblaz6335/mcp-server-aidatamarketplace](https://github.com/jblaz6335/mcp-server-aidatamarketplace) [](https://glama.ai/mcp/servers/jblaz6335/mcp-server-aidatamarketplace) 📇 🏠 - Discover, preview and buy live agent data APIs (vendor risk, company intelligence, transaction preflight, EVM reads), paying via x402 in USDC on Base.
|
||
- [jjlabsio/korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp) 📇 ☁️ - Korean stock analysis using the OpenDART and KRX APIs.
|
||
- [JosueM1109/personal-finance-mcp](https://github.com/JosueM1109/personal-finance-mcp) [](https://glama.ai/mcp/servers/JosueM1109/personal-finance-mcp) 🐍 ☁️ 🏠 - Self-hosted, read-only access to bank, credit card, loan and brokerage accounts via Plaid: balances, transactions, recurring charges, liabilities and holdings.
|
||
- [jacobsd32-cpu/djd-agent-score-mcp](https://github.com/jacobsd32-cpu/djd-agent-score-mcp) [](https://glama.ai/mcp/servers/@jacobsd32-cpu/djd-agent-score-mcp) 📇 ☁️ - Reputation scoring for AI agent wallets on Base: trust scores, fraud reports, blacklist checks, leaderboard, badges and agent registration.
|
||
- [JayOfemi/shikamaru](https://github.com/JayOfemi/shikamaru) [](https://glama.ai/mcp/servers/JayOfemi/shikamaru) 📇 🏠 - Deterministic day-count and accrued-interest calculations using ISDA and ICMA conventions.
|
||
- [keel-trade/keel-trade](https://github.com/keel-trade/keel-trade) [](https://glama.ai/mcp/servers/keel-trade/keel-trade) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Build, backtest and automate Hyperliquid trading strategies: typed strategy composition, deterministic backtests on historical data and opt-in live execution.
|
||
- [kevin2003050666-coder/x402-micro-tollgate](https://github.com/kevin2003050666-coder/x402-micro-tollgate) [](https://glama.ai/mcp/servers/kevin2003050666-coder/x402-micro-tollgate) 📇 ☁️ 🏠 🍎 🪟 🐧 - HTTP 402 and MCP paywall for any API: unpaid requests get a 402, agents pay USDC on Base, then the request is proxied. Also serves paid MCP tools.
|
||
- [kinance/circle-agent-stack-mcp](https://github.com/kinance/circle-agent-stack-mcp) [](https://glama.ai/mcp/servers/kinance/circle-agent-stack-mcp) 📇 ☁️ - Circle Agent Stack via the Circle CLI: create USDC wallets, set spend policies, send stablecoins and pay x402-gated endpoints.
|
||
- [krystiangw/agenticpay](https://github.com/krystiangw/agenticpay) [](https://glama.ai/mcp/servers/krystiangw/agenticpay) 📇 ☁️ 🏠 - x402 micropayments stack for MCP: pay-per-tool-call USDC settlement on Solana via a self-hostable facilitator, with SDK, CLI and paywall middleware.
|
||
- [kukapay/binance-alpha-mcp](https://github.com/kukapay/binance-alpha-mcp) 🐍 ☁️ - Track Binance Alpha trades to help optimize alpha point accumulation.
|
||
- [kukapay/bitcoin-utxo-mcp](https://github.com/kukapay/bitcoin-utxo-mcp) 🐍 ☁️ - Track Bitcoin unspent transaction outputs (UTXOs) and block statistics.
|
||
- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) 🐍 ☁️ - Blockchain news and in-depth articles from BlockBeats.
|
||
- [kukapay/blocknative-mcp](https://github.com/kukapay/blocknative-mcp) 🐍 ☁️ - Real-time gas price predictions across multiple blockchains from Blocknative.
|
||
- [kukapay/bridge-metrics-mcp](https://github.com/kukapay/bridge-metrics-mcp) 📇 ☁️ - Real-time cross-chain bridge metrics.
|
||
- [kukapay/bridge-rates-mcp](https://github.com/kukapay/bridge-rates-mcp) 📇 ☁️ - Real-time cross-chain bridge rates and optimal transfer routes.
|
||
- [kukapay/chainlink-feeds-mcp](https://github.com/kukapay/chainlink-feeds-mcp) 📇 ☁️ - Real-time access to Chainlink's decentralized on-chain price feeds.
|
||
- [kukapay/chainlist-mcp](https://github.com/kukapay/chainlist-mcp) 📇 ☁️ - Verified EVM chain information: RPC URLs, chain IDs, explorers and native tokens.
|
||
- [kukapay/cointelegraph-mcp](https://github.com/kukapay/cointelegraph-mcp) 🐍 ☁️ - Real-time access to the latest Cointelegraph news.
|
||
- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ - Real-time and historical Crypto Fear & Greed Index data.
|
||
- [kukapay/crypto-funds-mcp](https://github.com/kukapay/crypto-funds-mcp) 🐍 ☁️ - Structured, real-time data on cryptocurrency investment funds.
|
||
- [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) 🐍 ☁️ - Cryptocurrency technical analysis indicators and strategies.
|
||
- [kukapay/crypto-liquidations-mcp](https://github.com/kukapay/crypto-liquidations-mcp) 🐍 ☁️ - Streams real-time cryptocurrency liquidation events from Binance.
|
||
- [kukapay/crypto-news-mcp](https://github.com/kukapay/crypto-news-mcp) 🐍 ☁️ - Real-time cryptocurrency news from NewsData.
|
||
- [kukapay/crypto-orderbook-mcp](https://github.com/kukapay/crypto-orderbook-mcp) 🐍 ☁️ - Analyze order book depth and imbalance across major crypto exchanges.
|
||
- [kukapay/crypto-pegmon-mcp](https://github.com/kukapay/crypto-pegmon-mcp) 🐍 ☁️ - Track stablecoin peg integrity across multiple blockchains.
|
||
- [kukapay/crypto-portfolio-mcp](https://github.com/kukapay/crypto-portfolio-mcp) 🐍 ☁️ - Track and manage cryptocurrency portfolio allocations.
|
||
- [kukapay/crypto-projects-mcp](https://github.com/kukapay/crypto-projects-mcp) 🐍 ☁️ - Cryptocurrency project data from Mobula.
|
||
- [kukapay/crypto-rss-mcp](https://github.com/kukapay/crypto-rss-mcp) 🐍 ☁️ - Aggregate real-time cryptocurrency news from multiple RSS feeds.
|
||
- [kukapay/crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp) 🐍 ☁️ - Cryptocurrency sentiment analysis.
|
||
- [kukapay/crypto-stocks-mcp](https://github.com/kukapay/crypto-stocks-mcp) 🐍 ☁️ - Track real-time data for major crypto-related stocks.
|
||
- [kukapay/crypto-trending-mcp](https://github.com/kukapay/crypto-trending-mcp) 🐍 ☁️ - Track the latest trending tokens on CoinGecko.
|
||
- [kukapay/crypto-whitepapers-mcp](https://github.com/kukapay/crypto-whitepapers-mcp) 🐍 ☁️ - Structured knowledge base of crypto whitepapers.
|
||
- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - Latest cryptocurrency news from CryptoPanic.
|
||
- [LamboPoewert/mcp-server-madeonsol](https://github.com/LamboPoewert/mcp-server-madeonsol) [](https://glama.ai/mcp/servers/LamboPoewert/mcp-server-madeonsol) 📇 ☁️ - Real-time Solana memecoin data: KOL wallet tracking and coordination signals, Pump.fun deployer scoring, alpha-wallet intel, copy-trade rules and DEX trades.
|
||
- [praveendias1180/easypaydirect-mcp](https://github.com/praveendias1180/easypaydirect-mcp) [](https://glama.ai/mcp/servers/praveendias1180/easypaydirect-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only access to Easy Pay Direct and NMI-family payment gateways: search transactions, subscriptions, recurring plans and the Customer Vault.
|
||
- [LightSpeedPlusOne/invovate-mcp-server](https://github.com/LightSpeedPlusOne/invovate-mcp-server) [](https://glama.ai/mcp/servers/LightSpeedPlusOne/invovate-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Generate PDF, JSON and UBL invoices in multiple languages and scripts, including right-to-left Arabic, Japanese, Hindi and Cyrillic.
|
||
- [mobymedia/polymarket-news-mcp](https://github.com/mobymedia/polymarket-news-mcp) [](https://glama.ai/mcp/servers/mobymedia/polymarket-news-mcp) 🐍 🏠 - Match news headlines to the Polymarket prediction markets they could move, with live odds, deep links and explainable matching. Read-only.
|
||
- [27dream/mcp-eastmoney](https://github.com/27dream/mcp-eastmoney) [](https://glama.ai/mcp/servers/27dream/mcp-eastmoney) 🐍 ☁️ 🏠 🍎 🪟 🐧 - China A-share market data via Eastmoney: real-time quotes, main capital flow rankings, sector fund flows and historical K-lines.
|
||
- [make-software/cspr-trade-mcp](https://github.com/make-software/cspr-trade-mcp) [](https://glama.ai/mcp/servers/make-software/cspr-trade-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Non-custodial DEX trading on the Casper Network via CSPR.trade: market data, swaps, liquidity and account queries, with transactions signed locally.
|
||
- [kukapay/dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp) 🐍 ☁️ - Aggregate live governance proposals from major DAOs.
|
||
- [kukapay/defi-yields-mcp](https://github.com/kukapay/defi-yields-mcp) 🐍 ☁️ - Explore DeFi yield opportunities.
|
||
- [kukapay/dex-pools-mcp](https://github.com/kukapay/dex-pools-mcp) 🐍 ☁️ - Real-time access to DEX liquidity pool data.
|
||
- [kukapay/dexscreener-trending-mcp](https://github.com/kukapay/dexscreener-trending-mcp) 📇 ☁️ - Real-time trending tokens from DexScreener.
|
||
- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ - Access Dune Analytics data.
|
||
- [kukapay/etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp) 🐍 ☁️ - Crypto ETF flow data.
|
||
- [kukapay/ethereum-validator-queue-mcp](https://github.com/kukapay/ethereum-validator-queue-mcp) 🐍 ☁️ - Track Ethereum validator activation and exit queues in real time.
|
||
- [kukapay/freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp) 🐍 ☁️ - Integrate with the Freqtrade cryptocurrency trading bot.
|
||
- [kukapay/funding-rates-mcp](https://github.com/kukapay/funding-rates-mcp) 🐍 ☁️ - Real-time funding rate data across major crypto exchanges.
|
||
- [kukapay/hyperliquid-info-mcp](https://github.com/kukapay/hyperliquid-info-mcp) 🐍 ☁️ - Real-time data and insights from the Hyperliquid perp DEX for bots, dashboards and analytics.
|
||
- [kukapay/hyperliquid-whalealert-mcp](https://github.com/kukapay/hyperliquid-whalealert-mcp) 🐍 ☁️ - Real-time Hyperliquid whale alerts for positions with a notional value above $1 million.
|
||
- [kukapay/jupiter-mcp](https://github.com/kukapay/jupiter-mcp) 🐍 ☁️ - Execute token swaps on Solana using Jupiter's Ultra API.
|
||
- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) 🐍 ☁️ - Track newly created pools on PancakeSwap.
|
||
- [kukapay/polymarket-predictions-mcp](https://github.com/kukapay/polymarket-predictions-mcp) 🐍 ☁️ - Real-time market odds from Polymarket.
|
||
- [kukapay/pumpswap-mcp](https://github.com/kukapay/pumpswap-mcp) 🐍 ☁️ - Real-time token swaps and automated on-chain trading on PumpSwap.
|
||
- [kukapay/raydium-launchlab-mcp](https://github.com/kukapay/raydium-launchlab-mcp) 🐍 ☁️ - Launch, buy and sell tokens on Raydium LaunchLab (Raydium Launchpad).
|
||
- [kukapay/rug-check-mcp](https://github.com/kukapay/rug-check-mcp) 🐍 ☁️ - Detect potential risks in Solana meme tokens.
|
||
- [kukapay/stargate-bridge-mcp](https://github.com/kukapay/stargate-bridge-mcp) 📇 ☁️ - Cross-chain token transfers via the Stargate protocol.
|
||
- [kukapay/sui-trader-mcp](https://github.com/kukapay/sui-trader-mcp) 📇 ☁️ - Optimal token swaps on the Sui blockchain.
|
||
- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ - Indexed blockchain data from The Graph.
|
||
- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) 🐍 ☁️ - Mint ERC-20 tokens across multiple blockchains.
|
||
- [kukapay/token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp) 🐍 ☁️ - Check and revoke ERC-20 token allowances across multiple blockchains.
|
||
- [kukapay/twitter-username-changes-mcp](https://github.com/kukapay/twitter-username-changes-mcp) 🐍 ☁️ - Track historical Twitter username changes.
|
||
- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) 🐍 ☁️ - Track newly created Uniswap liquidity pools across multiple blockchains.
|
||
- [kukapay/uniswap-price-mcp](https://github.com/kukapay/uniswap-price-mcp) 📇 ☁️ - Real-time token prices from Uniswap V3 across multiple chains.
|
||
- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) 🐍 ☁️ - Automate token swaps on Uniswap across multiple blockchains.
|
||
- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) 🐍 ☁️ - Inspect any wallet's balance and on-chain activity across major EVM chains and Solana.
|
||
- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) 🐍 ☁️ - Real-time access to curated Web3 job listings.
|
||
- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ - Track cryptocurrency whale transactions.
|
||
- [Liquidiction/liquidiction-mcp](https://github.com/Liquidiction/liquidiction-mcp) [](https://glama.ai/mcp/servers/Liquidiction/liquidiction-mcp) 📇 ☁️ - Live Hyperliquid HIP-4 prediction market data: odds, order books, candles, trades and portfolio positions.
|
||
- [Frontier-Compute/zcash-mcp](https://github.com/Frontier-Compute/zcash-mcp) [](https://glama.ai/mcp/servers/Frontier-Compute/zcash-mcp) 📇 ☁️ - Zcash shielded operations: chain queries, memo decoding, on-chain attestation and proof verification.
|
||
- [KyuRish/trading212-mcp-server](https://github.com/KyuRish/trading212-mcp-server) [](https://glama.ai/mcp/servers/@KyuRish/trading212-mcp-server) 🐍 ☁️ - Trading 212 API integration: portfolio management, market, limit and stop orders, pies, dividends, market data and analytics.
|
||
- [klever-io/mcp-klever-vm](https://github.com/klever-io/mcp-klever-vm) 🎖️ 📇 ☁️ - Klever blockchain smart contract development, on-chain data exploration, account and asset queries, transaction analysis and contract deployment.
|
||
- [kindrat86/agentmail](https://github.com/kindrat86/agentmail) [](https://glama.ai/mcp/servers/kindrat86/agentmail) 🐍 ☁️ 🏠 - OFAC sanctions screening of names, wallets and countries before payment, via MCP, HTTP or CLI.
|
||
- [kindrat86/mcp-deal-flow-signal](https://github.com/kindrat86/mcp-deal-flow-signal) [](https://glama.ai/mcp/servers/kindrat86/mcp-deal-flow-signal) 📇 ☁️ - VC deal flow signals from GitHub activity: startup commit velocity, contributor growth and repo expansion across sectors, for seed and Series A investors.
|
||
- [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) 🐍 ☁️ - Manage stock and crypto portfolios, place trades and access market data via the Alpaca trading API.
|
||
- [lightningfaucet/lightning-wallet-mcp](https://github.com/lightningfaucet/lightning-wallet-mcp) [](https://glama.ai/mcp/servers/lightningfaucet/lightning-wallet-mcp) 📇 ☁️ - Bitcoin Lightning wallet for AI agents with L402/x402 paid API support, operator/agent hierarchy, budget controls and a CLI.
|
||
- [likidodefi/riskstate-mcp](https://github.com/likidodefi/riskstate-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deterministic risk governance for BTC and ETH trading agents: a five-level policy engine with position sizing, leverage limits and trade blocking.
|
||
- [unixlamadev-spec/lightningprox-mcp](https://github.com/unixlamadev-spec/lightningprox-mcp) [](https://glama.ai/mcp/servers/unixlamadev-spec/lightningprox-mcp) 📇 🏎️ - Pay-per-request AI access via Bitcoin Lightning through LightningProx, with vision and multimodal support.
|
||
- [unixlamadev-spec/lpxpoly-mcp](https://github.com/unixlamadev-spec/lpxpoly-mcp) [](https://glama.ai/mcp/servers/unixlamadev-spec/lpxpoly-mcp) 📇 ☁️ - Polymarket analysis via LightningProx: find mispriced markets, analyze specific markets and list top markets by volume, paid per request over Lightning.
|
||
- [untitledfinancial/dpx-mcp](https://github.com/untitledfinancial/dpx-mcp) [](https://glama.ai/mcp/servers/untitledfinancial/dpx-mcp) 📇 ☁️ - Cross-border USDC settlement on Base: stability oracle (macro, FX, ESG, climate), ESG scoring, FX quotes, Verification of Payee and settlement execution.
|
||
- [lnbits/LNbits-MCP-Server](https://github.com/lnbits/LNbits-MCP-Server) - LNbits Lightning Network wallet integration.
|
||
- [longbridge/longbridge-mcp](https://github.com/longbridge/longbridge-mcp) [](https://glama.ai/mcp/servers/longbridge/longbridge-mcp) 🎖️ 🦀 ☁️ - Longbridge brokerage: US and HK real-time quotes, options, trading, fundamentals, analyst ratings, calendars, price alerts, DCA plans and portfolio analytics.
|
||
- [longportapp/longport-mcp](https://github.com/longportapp/longport-mcp) 🦀 ☁️ - Real-time stock market data, analysis and trading via the LongPort OpenAPI.
|
||
- [makeev/alphai-mcp](https://github.com/makeev/alphai-mcp) [](https://glama.ai/mcp/servers/makeev/alphai-mcp) 🎖️ 🐍 ☁️ - AI-enriched financial news: full-text and ticker search, trending feeds, SEC Form 4 insider transactions and per-ticker analysis with relevance scores.
|
||
- [MarcinDudekDev/crypto-signals-mcp](https://github.com/MarcinDudekDev/crypto-signals-mcp) [](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp) 🐍 ☁️ - Real-time crypto volume anomaly detection: unusual trading activity, whale movements and pump signals.
|
||
- [Mattbusel/Reddit-Options-Trader-ROT-](https://github.com/Mattbusel/Reddit-Options-Trader-ROT-) 🐍 ☁️ - AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades and other sources.
|
||
- [tersignhq/tersign-js](https://github.com/tersignhq/tersign-js) [](https://glama.ai/mcp/servers/tersignhq/tersign-js) 📇 ☁️ - Signed receipts, verification and dispute evidence for agent-to-agent commerce.
|
||
- [tresor4k/macalc-mcp](https://github.com/tresor4k/macalc-mcp) [](https://glama.ai/mcp/servers/tresor4k/macalc-mcp) ☁️ 📇 - Everyday calculators for finance, tax (eight countries), health, math, science, construction, conversions, education, sport, cooking and travel.
|
||
- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - Blockchain services for many EVM networks: native tokens, ERC-20, NFTs, smart contracts, transactions and ENS resolution.
|
||
- [MeshLedger/MeshLedger](https://github.com/MeshLedger/MeshLedger) [](https://glama.ai/mcp/servers/MeshLedger/MeshLedger) 📇 ☁️ - AI-to-AI marketplace with on-chain escrow.
|
||
- [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) 📇 ☁️ - Starknet blockchain integration: native tokens (ETH, STRK), smart contracts, StarknetID resolution and token transfers.
|
||
- [jacksun911/megalaunch-mcp](https://github.com/jacksun911/megalaunch-mcp) [](https://glama.ai/mcp/servers/jacksun911/megalaunch-mcp) 📇 ☁️ - Meme token launches on Solana via pump.fun: create tokens with AI-generated art, bundled buys and Jito MEV protection.
|
||
- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) 🐍 🏠 - Manage financial transactions and generate reports with ledger-cli.
|
||
- [mission69b/t2000](https://github.com/mission69b/t2000) [](https://glama.ai/mcp/servers/mission69b/t2000) 📇 ☁️ - Non-custodial DeFi banking for AI agents on Sui: save, borrow, invest, exchange, send and pay, with yield optimization across NAVI, Suilend and Cetus.
|
||
- [mmxrealQQ/bobai-buyburn](https://github.com/mmxrealQQ/bobai-buyburn) [](https://glama.ai/mcp/servers/mmxrealQQ/bobai-buyburn) 🎖️ 📇 ☁️ - On-chain data for the $BOBAI token on BNB Chain: price from pair reserves and Chainlink, liquidity depth, LP-burn proof and a buyback-and-burn audit trail.
|
||
- [moxiespirit/oathscore](https://github.com/moxiespirit/oathscore) [](https://glama.ai/mcp/servers/moxiespirit/oath-score) 🐍 ☁️ - Real-time market state for trading agents (exchange status, VIX/VVIX/SKEW, economic events) plus quality ratings for financial data APIs.
|
||
- [muvon/mcp-binance-futures](https://github.com/muvon/mcp-binance-futures) [](https://glama.ai/mcp/servers/Muvon/mcp-binance-futures) 🐍 ☁️ - Binance USDT-M Futures trading: market data, account state, order management and position and margin control.
|
||
- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) 🐍 ☁️ - Get Yahoo Finance data using yfinance.
|
||
- [nckhemanth0/subscription-tracker-mcp](https://github.com/nckhemanth0/subscription-tracker-mcp) 🐍 ☁️ 🏠 - Subscription management with Gmail and MySQL integration.
|
||
- [netanelavr/trading-mcp](https://github.com/netanelavr/trading-mcp) [](https://glama.ai/mcp/servers/netanelavr/trading-mcp) 📇 🏠 - Local stock research: screening, fundamentals, insider trades, options and Reddit sentiment, and AI news analysis.
|
||
- [nexusforge-tools/mcp-eu-finance](https://github.com/nexusforge-tools/mcp-eu-finance) 📇 🏠 ☁️ - European financial data: ECB rates, plus Eurostat inflation, GDP and unemployment by EU country.
|
||
- [nhantour/inferenceview-mcp](https://github.com/nhantour/inferenceview-mcp) [](https://glama.ai/mcp/servers/nhantour/inferenceview-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Preflight x402 and MCP resources before payment and fact-check claims before an agent acts, with local wallet keys and USDC settlement on Base.
|
||
- [nicholasbester/clickup-cli](https://github.com/nicholasbester/clickup-cli) [](https://glama.ai/mcp/servers/nicholasbester/clickup-cli) 🦀 🏠 ☁️ 🍎 🪟 🐧 - ClickUp API integration covering all endpoints, with compact, token-efficient responses. Also works as a standalone CLI.
|
||
- [nikicat/mcp-wallet-signer](https://github.com/nikicat/mcp-wallet-signer) 📇 🏠 - Non-custodial EVM wallet that routes transactions to browser wallets like MetaMask for signing, with explicit user approval for every action via EIP-6963.
|
||
- [0x-devc/novai-mcp-server](https://github.com/0x-devc/novai-mcp-server) [](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server) 📇 ☁️ - Read-only queries of the NOVAI layer-1 blockchain: blocks, transactions, AI entities, on-chain signals, oracle anchors and memory objects.
|
||
- [noblabs/lit-forge-mcp](https://github.com/noblabs/lit-forge-mcp) [](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp) 📇 🏠 🍎 🪟 🐧 - Personal asset planning for Japan's Tsumitate NISA and iDeCo: NISA simulations, retirement gap analysis, required monthly savings and compound interest.
|
||
- [nonameuserd/paybond-kit](https://github.com/nonameuserd/paybond-kit) [](https://glama.ai/mcp/servers/nonameuserd/paybond-kit) 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Tenant-bound agent spend authorization: policy guardrails, spend intents, evidence, escrow settlement, completion validation and portable receipts.
|
||
- [none298-dotcom/mylinedchart-mcp-chart-context](https://github.com/none298-dotcom/mylinedchart-mcp-chart-context) [](https://glama.ai/mcp/servers/none298-dotcom/mylinedchart-mcp-chart-context) 📇 🏠 🍎 - Local, read-only access to live MyLinedChart desktop chart context: symbol, candles, drawings, indicators and IBKR status.
|
||
- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Integrate private and public market data via Octagon AI agents.
|
||
- [oerc-s/primordia](https://github.com/oerc-s/primordia) 📇 ☁️ - Economic settlement for AI agents: receipt verification, metering, net settlements, credit lines and balance sheets.
|
||
- [OilpriceAPI/mcp-server](https://github.com/OilpriceAPI/mcp-server) [](https://glama.ai/mcp/servers/OilpriceAPI/mcp-server) 🎖️ 📇 ☁️ - Real-time oil, gas and commodity prices: spot, history, futures curves, price alerts and market briefs for Brent, WTI, diesel, jet fuel and more.
|
||
- [olgasafonova/gleif-mcp-server](https://github.com/olgasafonova/gleif-mcp-server) 🏎️ ☁️ - Access the Global Legal Entity Identifier (LEI) database for company verification, KYC, and corporate ownership research via GLEIF's public API.
|
||
- [omni-fun-mcp-server](https://github.com/0xzcov/omni-fun-mcp-server) [](https://glama.ai/mcp/servers/0xzcov/omni-fun-mcp-server) 📇 ☁️ - Multichain memecoin launchpad where agents can tokenize themselves: trending tokens, search, quotes, bonding curves and trade simulation.
|
||
- [omniologynow-rgb/profitspot-mcp](https://github.com/omniologynow-rgb/profitspot-mcp) [](https://glama.ai/mcp/servers/omniologynow-rgb/profitspot-mcp) 🐍 ☁️ - Cross-chain DeFi analytics: yield discovery, pool analysis, profit simulation, risk scoring, whale tracking and impermanent loss calculation.
|
||
- [openaccountants/openaccountants](https://github.com/openaccountants/openaccountants) [](https://glama.ai/mcp/servers/openaccountants/openaccountants) 📇 ☁️ - Open-source accounting skills reviewed by licensed accountants, covering income tax, VAT and payroll by country, US state and Canadian province.
|
||
- [openMF/mcp-mifosx-self-service](https://github.com/openMF/mcp-mifosx-self-service) 🐍 ☁️ - Apache Fineract self-service integration: user registration, authentication, account management, transactions and third-party transfers.
|
||
- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) ☁️ 🏠 - Core banking integration for managing clients, loans, savings, shares and transactions, and generating financial reports.
|
||
- [opsloft/tariff-resolver](https://github.com/opsloft/tariff-resolver) [](https://glama.ai/mcp/servers/opsloft/tariff-resolver) 📇 🏠 - US import duty research from USITC data: HTS code candidates, Chapter 99 duties (Section 301/IEEPA), MPF/HMF fees, landed costs and tariff-change tracking.
|
||
- [orcalayer/orcalayer-mcp](https://github.com/orcalayer/orcalayer-mcp) [](https://glama.ai/mcp/servers/orcalayer/orcalayer-mcp) 🐍 ☁️ - Polymarket whale tracking and smart-money analytics: filtered leaderboard, hedge detection and Ukraine territorial markets with ISW frontline overlay.
|
||
- [partymola/monzo-mcp](https://github.com/partymola/monzo-mcp) [](https://glama.ai/mcp/servers/partymola/monzo-mcp) 🐍 ☁️ 🏠 - Read-only access to the UK Monzo banking API with a local SQLite transaction cache, full-text search and spending analysis by category.
|
||
- [paulf280-ui/solana-safe-sniper-mcp-template](https://github.com/paulf280-ui/solana-safe-sniper-mcp-template) [](https://glama.ai/mcp/servers/paulf280-ui/solana-safe-sniper-mcp-template) 📇 ☁️ - Pre-trade risk checks for Solana tokens: traces holder funding, flags bundle buys, coordinated dumps and serial launchers, and screens individual wallets.
|
||
- [payclaw/mcp-server](https://github.com/payclaw/mcp-server) [](https://glama.ai/mcp/servers/@payclaw/payclaw-mcp) 📇 ☁️ - Virtual Visa cards for AI agents: just-in-time card issuance per transaction with human-approved spend authorization.
|
||
- [mikusnuz/pexbot-mcp](https://github.com/mikusnuz/pexbot-mcp) [](https://glama.ai/mcp/servers/mikusnuz/pexbot-mcp) 📇 ☁️ - Simulated crypto trading with real-time Upbit prices and a virtual KRW balance: registration, trading and autonomous AI investing.
|
||
- [PaulieB14/graph-aave-mcp](https://github.com/PaulieB14/graph-aave-mcp) [](https://glama.ai/mcp/servers/@PaulieB14/graph-aave-mcp) 📇 ☁️ - Multichain Aave V2/V3 lending data via The Graph: reserves, user positions, health factors, liquidations, flash loans and governance.
|
||
- [PaulieB14/graph-polymarket-mcp](https://github.com/PaulieB14/graph-polymarket-mcp) [](https://glama.ai/mcp/servers/@PaulieB14/graph-polymarket-mcp) 📇 ☁️ - Polymarket prediction market data via The Graph: markets, positions, orders, user activity and real-time odds.
|
||
- [plagtech/spraay-x402-mcp](https://github.com/plagtech/spraay-x402-mcp) [](https://glama.ai/mcp/servers/@plagtech/spraay-x402-mcp) 📇 ☁️ - Onchain data, AI models and batch USDC payments on Base via x402: swap quotes, token prices, wallet balances, ENS resolution and multi-recipient transfers.
|
||
- [polygon-io/mcp_polygon](https://github.com/polygon-io/mcp_polygon) 🐍 ☁️ - Access Polygon.io financial market data APIs for stocks, indices, forex, options and more.
|
||
- [PostOakLabs/ainumbers-mcp-apps](https://github.com/PostOakLabs/ainumbers-mcp-apps) [](https://glama.ai/mcp/servers/@PostOakLabs/ainumbers-mcp-apps) 📇 ☁️ - Deterministic, read-only fintech tools: agentic payments (AP2, x402, Visa TAP, A2A), AML/KYC risk rating, BaaS provider comparison and MCP dev tooling.
|
||
- [predictionmarketspicks/mcp](https://github.com/predictionmarketspicks/mcp) [](https://glama.ai/mcp/servers/predictionmarketspicks/mcp) 🎖️ 📇 ☁️ - Quant tools for Kalshi and Polymarket (expected value, Kelly sizing, Bayesian updating, odds conversion) plus an NFL fantasy draft assistant.
|
||
- [PreReason/mcp](https://github.com/PreReason/mcp) [](https://glama.ai/mcp/servers/PreReason/mcp) 📇 ☁️ - Bitcoin and macro market briefings (Fed balance sheet, M2, Treasury yields, correlations) with trend signals, confidence scores and regime classification.
|
||
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - Fetch cryptocurrency prices from the Bitget API.
|
||
- [pythia-the-oracle/pythia-oracle-mcp](https://github.com/pythia-the-oracle/pythia-oracle-mcp) [](https://glama.ai/mcp/servers/pythia-the-oracle/pythia-oracle-mcp) 🐍 ☁️ - On-chain calculated crypto indicators (EMA, RSI, Bollinger Bands, volatility) delivered via Chainlink oracle across multiple timeframes.
|
||
- [qbt-labs/openmm-mcp](https://github.com/qbt-labs/openmm-mcp) [](https://glama.ai/mcp/servers/QBT-Labs/openmm-mcp) 📇 ☁️ - Crypto market-making toolkit for DeFi analytics, CEX/DEX trading and liquidity management.
|
||
- [QuantConnect/mcp-server](https://github.com/QuantConnect/mcp-server) 🐍 ☁️ - QuantConnect API access: create projects, backtest strategies, manage collaborators and deploy live trading.
|
||
- [QuantOracledev/quantoracle](https://github.com/QuantOracledev/quantoracle) [](https://glama.ai/mcp/servers/QuantOracledev/quantoracle) 📇 ☁️ - Deterministic quant finance tools: options pricing, risk metrics, portfolio optimization, Monte Carlo, technical indicators, crypto/DeFi and FX/macro.
|
||
- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - Real-time cryptocurrency prices and market information from CoinCap's public API.
|
||
- [QuantToGo/quanttogo-mcp](https://github.com/QuantToGo/quanttogo-mcp) [](https://glama.ai/mcp/servers/@QuantToGo/quanttogo-mcp) 📇 ☁️ - Macro-factor quantitative trading signals for US and A-share markets: strategy discovery, live signal retrieval and forward-tracked performance.
|
||
- [QuentinCody/braintree-mcp-server](https://github.com/QuentinCody/braintree-mcp-server) 🐍 - Unofficial PayPal Braintree integration: process payments, manage customers and handle transactions.
|
||
- [refined-element/lightning-enable-mcp](https://github.com/refined-element/lightning-enable-mcp) [](https://glama.ai/mcp/servers/@refined-element/lightning-enable-mcp) 🐍 ☁️ 🏠 - Bitcoin Lightning payments for AI agents: pay and create invoices, check balances and access L402-paywalled APIs, with Strike, OpenNode and NWC wallets.
|
||
- [Regenerating-World/pix-mcp](https://github.com/Regenerating-World/pix-mcp) 📇 ☁️ - Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efí, Cielo, etc.) for Brazilian instant payments.
|
||
- [rascal-3/chainanalyzer-mcp](https://github.com/rascal-3/chainanalyzer-mcp) [](https://glama.ai/mcp/servers/rascal-3/chainanalyzer-mcp) 📇 ☁️ - Multi-chain AML risk scoring and sanctions screening with ML anomaly scoring and graph analysis across Bitcoin, Ethereum, Polygon, Avalanche and Solana.
|
||
- [romanshumy/llm-prices-data](https://github.com/romanshumy/llm-prices-data) [](https://glama.ai/mcp/servers/romanshumy/llm-prices-data) 📇 ☁️ 🏠 - Live LLM API token prices, model comparisons, cheapest-model lookups and The LLM Price Index, re-verified daily against provider pages.
|
||
- [vdmeu/registrum-mcp](https://github.com/vdmeu/registrum-mcp) [](https://glama.ai/mcp/servers/vdmeu/registrum-mcp) 📇 ☁️ - UK Companies House data via the Registrum API: company search, profiles, iXBRL-parsed financials, director history and corporate network graphs.
|
||
- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - XRP Ledger access: account information, transaction history, ledger objects, transaction submission and network monitoring.
|
||
- [ryansilk/apexvol-mcp](https://github.com/ryansilk/apexvol-mcp) [](https://glama.ai/mcp/servers/ryansilk/apexvol-mcp) 🐍 ☁️ 🏠 - ApexVol options analytics: chains, IV rank, volatility risk premium, Greeks, gamma exposure (GEX), expected moves and market screeners.
|
||
- [sachinuppal/modelcostsaver](https://github.com/sachinuppal/modelcostsaver) [](https://glama.ai/mcp/servers/sachinuppal/modelcostsaver) 📇 🏠 🍎 🪟 🐧 - Offline LLM cost prediction: estimate request costs, pick the cheapest capable model, compare models, list prices and optimize requests.
|
||
- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - Cryptocurrency market data from the CoinGecko API.
|
||
- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - Stock market data and analysis from the Yahoo Finance API.
|
||
- [sapph1re/findata-mcp](https://github.com/sapph1re/findata-mcp) [](https://glama.ai/mcp/servers/sapph1re/findata-mcp) 🐍 ☁️ - Real-time stock data, company fundamentals, FRED economic indicators, SEC filings and crypto prices, paid per call via x402 on Base.
|
||
- [sailorpepe/litvm-tcg-oracle-mcp](https://github.com/sailorpepe/litvm-tcg-oracle-mcp) [](https://glama.ai/mcp/servers/sailorpepe/litvm-tcg-oracle-mcp) 🐍 ☁️ 🏠 - On-chain TCG price oracle for LitecoinVM: card search, price history, Merkle proof verification, Monte Carlo simulation and AI card grading.
|
||
- [sailorpepe/undesirables-mcp-server](https://github.com/sailorpepe/undesirables-mcp-server) [](https://glama.ai/mcp/servers/sailorpepe/undesirables-mcp-server) 🐍 🏠 ☁️ 🍎 🪟 🐧 - TCG collectibles and agent utilities: AI card grading, Monte Carlo price simulation, music and image generation, TTS, RAG memory and SAST auditing.
|
||
- [scjang01/tossinvest-mcp](https://github.com/scjang01/tossinvest-mcp) [](https://glama.ai/mcp/servers/scjang01/tossinvest-mcp) 📇 ☁️ - Toss Securities Open API: real-time quotes, order book, candles, holdings, buying power and order management (create, modify, cancel).
|
||
- [seaworthy-io/seaworthy-mcp](https://github.com/seaworthy-io/seaworthy-mcp) [](https://glama.ai/mcp/servers/seaworthy-io/seaworthy-mcp) 📇 ☁️ - Disability insurance brokerage: submit quote requests on a user's behalf, compare carriers and research coverage.
|
||
- [Setell-AI/setell-mcp](https://github.com/Setell-AI/setell-mcp) [](https://glama.ai/mcp/servers/Setell-AI/setell-mcp) 📇 🏠 - Quote-to-cash for service businesses (machine shops, contractors, HVAC): jobs, quotes, customer memory, price signals, follow-ups and confirmed sends.
|
||
- [shareseer/shareseer-mcp-server](https://github.com/shareseer/shareseer-mcp-server) 🏎️ ☁️ - Real-time SEC filings, financials and insider trading data via ShareSeer.
|
||
- [ShipItAndPray/mcp-market-data](https://github.com/ShipItAndPray/mcp-market-data) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-market-data) 📇 🏠 ☁️ 🍎 🪟 🐧 - Live cryptocurrency market data: real-time prices, OHLCV, order books and market summaries.
|
||
- [ShinyDapps/l402-kit](https://github.com/ShinyDapps/l402-kit) [](https://glama.ai/mcp/servers/ShinyDapps/l402-kit) 📇 ☁️ 🍎 🪟 🐧 - L402 SDK for TypeScript, Python, Go and Rust: server middleware, an auto-paying agent client, an MCP server, LangChain integration and budget control.
|
||
- [lmwharton/sieve-mcp](https://github.com/lmwharton/sieve-mcp) [](https://glama.ai/mcp/servers/lmwharton/sieve-mcp) 🐍 ☁️ - Startup due diligence: screens startups across IMPACT-X dimensions and returns a Sieve Score, evidence-typed findings and a meeting recommendation.
|
||
- [SiftingIO/siftingio-mcp](https://github.com/SiftingIO/siftingio-mcp) [](https://glama.ai/mcp/servers/SiftingIO/siftingio-mcp) 🎖️ 📇 🏠 - Live and historical data for stocks, forex, crypto, commodities and DEXs, plus fundamentals, filings and market calendars.
|
||
- [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp) 📇 ☁️ 🍎 🪟 🐧 - Brazilian Central Bank (BCB) economic time series via the SGS public API: Selic, IPCA, exchange rates, GDP and curated indicators.
|
||
- [signal8ai/signal8-mcp](https://github.com/signal8ai/signal8-mcp) [](https://glama.ai/mcp/servers/signal8ai/signal8-mcp) 📇 ☁️ - SEC filing data from Signal8: insider and 13F ownership, dilution-risk scoring, STOCK Act trades, FEC campaign finance, filing search and a stock screener.
|
||
- [smythmyke/govtoolspro-mcp-server](https://github.com/smythmyke/govtoolspro-mcp-server) [](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server) 📇 ☁️ - Tools for US federal contractors: go/no-go bid scoring, incumbent research, teaming-partner search, recompete prediction and SAM.gov solicitations.
|
||
- [subsquid-labs/portal-mcp-server](https://github.com/subsquid-labs/portal-mcp-server) [](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server) 🎖️ 📇 ☁️ 🏠 - Query onchain data across EVM, Solana, Bitcoin, Substrate and Hyperliquid via the SQD Portal API.
|
||
- [summerstateofmind/cityparity](https://github.com/summerstateofmind/cityparity) [](https://glama.ai/mcp/servers/summerstateofmind/cityparity) 📇 ☁️ - Cost-of-living and quality-of-life comparison between cities: take-home pay, taxes, equivalent salary, childcare, healthcare, vacation and parental leave.
|
||
- [SupplyMaven-SCR/supplymaven-mcp-server](https://github.com/SupplyMaven-SCR/supplymaven-mcp-server) [](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server) 📇 ☁️ - Real-time supply chain risk data: disruption indices, commodity prices, port congestion, border delays, chokepoints, freight and trade policy.
|
||
- [swiftnodes/swiftnodes-mcp](https://github.com/swiftnodes/swiftnodes-mcp) [](https://glama.ai/mcp/servers/swiftnodes/swiftnodes-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-chain blockchain RPC reference: endpoint URL templates, JSON-RPC method support per chain and live endpoint probing.
|
||
- [supra126/taiwan-payroll](https://github.com/supra126/taiwan-payroll) [](https://glama.ai/mcp/servers/supra126/taiwan-payroll) 📇 ☁️ 🏠 - Taiwan statutory payroll calculations: labor and health insurance, labor pension, NHI supplementary premium, income-tax withholding and old-age benefits.
|
||
- [szhygulin/recon-crypto-mcp](https://github.com/szhygulin/recon-crypto-mcp) [](https://glama.ai/mcp/servers/szhygulin/recon-crypto-mcp) 📇 🏠 - Self-custodial crypto portfolio: EVM balances and DeFi positions with risk alerts, plus unsigned transactions signed on a Ledger via WalletConnect.
|
||
- [tamasPetki/HeadlessTracker](https://github.com/tamasPetki/HeadlessTracker) [](https://glama.ai/mcp/servers/tamasPetki/HeadlessTracker) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first crypto portfolio aggregation across Bybit, Binance, EVM and Solana wallets and Polymarket, with read-only credentials in the OS keychain.
|
||
- [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) ☁️ - Access Tatum's blockchain API across many networks, including an RPC gateway and blockchain data insights.
|
||
- [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) 🦀 🏠 - Interact with Substrate-based blockchains.
|
||
- [traceloop/opentelemetry-mcp-server](https://github.com/traceloop/opentelemetry-mcp-server.git) 🐍 🏠 - Connect to any OpenTelemetry backend, such as Datadog, Grafana, Dynatrace or Traceloop.
|
||
- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) 🎖️ ☁️ - Trade stocks and crypto on brokerages such as Robinhood, E*Trade, Coinbase and Kraken via Trade Agent.
|
||
- [TradeRouter/trade-router-mcp](https://github.com/TradeRouter/trade-router-mcp) [](https://glama.ai/mcp/servers/TradeRouter/trade-router-mcp) 📇 ☁️ 🏠 - Non-custodial Solana trading engine: swaps, limit, trailing, TWAP and DCA orders across Raydium, PumpSwap, Orca and Meteora with Jito MEV protection.
|
||
- [trayders/trayd-mcp](https://github.com/trayders/trayd-mcp) 🐍 ☁️ - Trade on Robinhood: portfolio analysis, real-time quotes and order execution.
|
||
- [twelvedata/mcp](https://github.com/twelvedata/mcp) 🐍 ☁️ - Real-time and historical financial market data from the Twelve Data APIs.
|
||
- [VENTURE-AI-LABS/cryptodataapi-mcp](https://github.com/VENTURE-AI-LABS/cryptodataapi-mcp) 📇 ☁️ - Real-time crypto market data via CryptoDataAPI: market health scores, derivatives, funding rates, ETF flows and cycle indicators.
|
||
- [veroq-ai/veroq-mcp](https://github.com/veroq-ai/veroq-mcp) [](https://glama.ai/mcp/servers/Veroq-ai/veroq-mcp) 📇 ☁️ - Claim verification with evidence chains, plus market data, trading signals, SEC filings, insider trades and technical analysis.
|
||
- [szhygulin/vaultpilot-mcp](https://github.com/szhygulin/vaultpilot-mcp) [](https://glama.ai/mcp/servers/szhygulin/vaultpilot-mcp) 📇 🏠 🍎 🪟 🐧 - Hardware-verified DeFi: read balances and positions and prepare transactions across EVM chains, TRON, Solana and Bitcoin, with approval on a Ledger.
|
||
- [minhoyoo-iotrust/WAIaaS](https://github.com/minhoyoo-iotrust/WAIaaS) [](https://glama.ai/mcp/servers/minhoyoo-iotrust/WAIaaS) 📇 🏠 🍎 🪟 🐧 - Self-hosted wallet-as-a-service for AI agents on Solana and EVM: transfers, DeFi, NFTs, smart contracts, signing and x402 payments, with spending policies.
|
||
- [wildsurfer/cnn-fear-and-greed-parse](https://github.com/wildsurfer/cnn-fear-and-greed-parse) [](https://glama.ai/mcp/servers/wildsurfer/cnn-fear-and-greed-parse) 🏎️ 🏠 - CNN Fear & Greed Index for the US stock market: score, rating, component indicators and about a year of daily history.
|
||
- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - Query Solana transactions via the Solscan API.
|
||
- [W3Ship/w3ledger-mcp-server](https://github.com/baskcart/w3ledger-mcp-server) [](https://glama.ai/mcp/servers/@baskcart/w3ledger-mcp-server) 📇 ☁️ - Self-verifying ledger with dual-signed transactions, gift and sponsor cards and loyalty tiers, using EVM or post-quantum (ML-DSA-65, SLH-DSA) signatures.
|
||
- [vdalhambra/financekit-mcp](https://github.com/vdalhambra/financekit-mcp) [](https://glama.ai/mcp/servers/vdalhambra/financekit-mcp) 🐍 ☁️ 🏠 - Market data and analysis: stock quotes, technical indicators, CoinGecko crypto prices, risk metrics, options chains and portfolio analysis.
|
||
- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - Access the CRIC Wuye AI platform, an assistant for the property management industry.
|
||
- [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) 📇 ☁️ - Access Xero's accounting and business features via its API.
|
||
- [yamariki-hub/japan-corporate-mcp](https://github.com/yamariki-hub/japan-corporate-mcp) 🐍 ☁️ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat): companies, financials, patents, subsidies, procurement and government statistics.
|
||
- [YBSbarker/barker-stablecoin-skills](https://github.com/YBSbarker/barker-stablecoin-skills) [](https://glama.ai/mcp/servers/YBSbarker/barker-stablecoin-skills) 🎖️ 📇 ☁️ - Real-time stablecoin yield index across DeFi protocols and CEX earn programs, with a yield advisor, risk signals and non-custodial deposit/redeem quotes.
|
||
- [yli769227-jpg/ashare-mcp](https://github.com/yli769227-jpg/ashare-mcp) [](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp) 🐍 🏠 - Chinese A-share financial statements: pull annual reports, run industry-aware accounting cross-checks and compare peers with average-equity ROE.
|
||
- [yolfinance/yolfi-agent](https://github.com/yolfinance/yolfi-agent) [](https://glama.ai/mcp/servers/yolfinance/yolfi-agent) 📇 ☁️ - Yolfi Payments integration: register workspaces, create crypto checkout links, configure and verify webhooks and check payment status.
|
||
- [ypratap11/dokimo-mcp](https://github.com/ypratap11/dokimo-mcp) [](https://glama.ai/mcp/servers/ypratap11/dokimo-mcp) 🐍 🏠 - Verify AI-agent revenue claims by recomputing a Merkle proof and checking it against an on-chain anchor (x402, agentic payments).
|
||
- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) 🐍 ☁️ - Access financial data from multiple providers, such as Tushare.
|
||
- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) 📇 ☁️ - Market and financial news search with filtering by symbols, industries, countries and date ranges.
|
||
- [mnemox-ai/tradememory-protocol](https://github.com/mnemox-ai/tradememory-protocol) [Glama](https://glama.ai/mcp/servers/mnemox-ai/tradememory-protocol) 🐍 🏠 - Layered memory for AI trading agents (trades, patterns, strategy), supporting MT5, Binance and Alpaca.
|
||
- [thoughtproof/thoughtproof-mcp](https://github.com/ThoughtProof/thoughtproof-mcp) [](https://glama.ai/mcp/servers/ThoughtProof/thoughtproof-mcp) 📇 ☁️ - Adversarial pre-trade verification: Claude, Grok and DeepSeek challenge each agent decision and return ALLOW or HOLD with a signed attestation.
|
||
- [tickerdb/tickerdb-mcp](https://github.com/tickerdb/tickerdb-mcp) [](https://glama.ai/mcp/servers/tickerdb/tickerdb-mcp) 📇 ☁️ - Pre-computed indicators for US stocks, ETFs and crypto (trend, momentum, volatility, fundamentals) with state-transition history for screening and backtesting.
|
||
- [tunedforai/x402-mcp](https://github.com/tunedforai/x402-mcp) [](https://glama.ai/mcp/servers/tunedforai/x402-mcp) 📇 ☁️ - Real-time crypto market structure: cross-exchange orderflow, price, funding and open-interest snapshots, CVD with whale activity and OHLCV history.
|
||
- [toolstem/toolstem-mcp-server](https://github.com/toolstem/toolstem-mcp-server) [](https://glama.ai/mcp/servers/@toolstem/toolstem-mcp-server) 📇 ☁️ 🏠 - Financial data aggregated from multiple sources: stock snapshots, company metrics and comparisons with derived signals, CAGRs, margin trends and DCF upside.
|
||
- [toolstem/toolstem-sec-mcp-server](https://github.com/toolstem/toolstem-sec-mcp-server) 📇 ☁️ - SEC EDGAR signals: insider trading (Form 4), 13F institutional holdings, 10-K/8-K filing velocity, activist risk flags and disclosure comparisons.
|
||
- [pickelfintech/the13f-mcp](https://github.com/pickelfintech/the13f-mcp) [](https://glama.ai/mcp/servers/pickelfintech/the13f-mcp) 🐍 ☁️ - Institutional 13F data from SEC EDGAR: manager search, holdings lookup, portfolio similarity, consensus portfolio, market regime and sector flows.
|
||
- [tradallo/reputation](https://github.com/tradallo/reputation) [](https://glama.ai/mcp/servers/tradallo/reputation) 📇 ☁️ - Tradallo Verified Record Protocol: query verified human and AI-agent trading reputations, track records, trade receipts and Solana memo notarizations.
|
||
- [pineforge-4pass/pineforge-codegen-mcp](https://github.com/pineforge-4pass/pineforge-codegen-mcp) [](https://glama.ai/mcp/servers/pineforge-4pass/pineforge-codegen-mcp) 📇 🏠 - Backtest Pine Script v6 strategies locally by transpiling them to C++ and running them on the deterministic PineForge engine.
|
||
- [michalperni11-gif/secfinapi-mcp](https://github.com/michalperni11-gif/secfinapi-mcp) [](https://glama.ai/mcp/servers/michalperni11-gif/secfinapi-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Standardized SEC EDGAR financial data for US public companies: income statements, balance sheets, cash flow and ratios, normalized from XBRL.
|
||
- [namixai/funding-mcp](https://github.com/namixai/funding-mcp) [](https://glama.ai/mcp/servers/namixai/funding-mcp) 📇 ☁️ - Perpetual funding-rate data and cross-exchange funding arbitrage across many venues, including HIP-3 sub-DEXes, with x402-paid signals.
|
||
- [namixai/signer-mcp](https://github.com/namixai/signer-mcp) [](https://glama.ai/mcp/servers/namixai/signer-mcp) 📇 ☁️ - Keyless CEX/DEX signing for trading agents: keys stay in an AWS Nitro Enclave and agents get policy-bounded signatures for Binance, OKX, Bybit and others.
|
||
- [JeongSeongMok/tossinvest-openapi-mcp](https://github.com/JeongSeongMok/tossinvest-openapi-mcp) [](https://glama.ai/mcp/servers/JeongSeongMok/tossinvest-openapi-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only Toss Securities Open API documentation: browse endpoints and schemas, follow integration guides and generate curl, TypeScript and Python samples.
|
||
- [ophis-fi/ophis](https://github.com/ophis-fi/ophis) [](https://glama.ai/mcp/servers/ophis-fi/ophis) 🎖️ 📇 ☁️ - Intent-based DEX aggregator (self-hosted CoW Protocol): parse swap intents, get quotes, build and submit EIP-712 orders and check balances on EVM chains.
|
||
- [phuocdu/agentpay-vn](https://github.com/phuocdu/agentpay-vn) [](https://glama.ai/mcp/servers/phuocdu/agentpay-vn) 🐍 ☁️ - Non-custodial VietQR payments in Vietnam: generate a VietQR code for the user and auto-confirm settlement from the merchant's bank feed.
|
||
- [Gainium/gainium-mcp](https://github.com/Gainium/gainium-mcp) [](https://glama.ai/mcp/servers/Gainium/gainium-mcp) 🎖️ 📇 ☁️ 🏠 - Manage Gainium DCA, Combo and Grid trading bots: bots, deals, balances, backtests, the crypto screener and strategy presets.
|
||
|
||
- [wuzenghai616-lang/goldbean](https://github.com/wuzenghai616-lang/goldbean) [](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean) 📇 ☁️ 🍎 🪟 🐧 - Pay-per-call x402 tools: crypto prices, web search, weather, image generation, LLM chat, code execution, translation, sentiment analysis and QR codes.
|
||
- [Faouzi122/Arsenal-Quant-Project](https://github.com/Faouzi122/Arsenal-Quant-Project) [](https://glama.ai/mcp/servers/Faouzi122/Arsenal-Quant-Project) 🐍 ☁️ - Deterministic MEV and slippage risk oracle for DeFAI agents.
|
||
- [true402/mcp-server](https://github.com/true402/mcp-server) [](https://glama.ai/mcp/servers/true402/mcp-server) 🎖️ 📇 ☁️ - x402 pay-per-call tools: token rug and honeypot checks, new-pair and whale-swap signals, SEO/GEO audits, web extraction, link previews and LLM inference.
|
||
- [bevanding/signaldaemon](https://github.com/bevanding/signaldaemon) [](https://glama.ai/mcp/servers/bevanding/signaldaemon) 🐍 ☁️ - Narrative and signal tracking for crypto, AI and macro: cross-source narrative convergence and capital-versus-narrative divergence.
|
||
- [ENTIA-IA/entia-mcp-server](https://github.com/ENTIA-IA/entia-mcp-server) [](https://glama.ai/mcp/servers/ENTIA-IA/entia-mcp-server) 🎖️ 🐍 ☁️ - Business identity data: company verification, VAT, BORME, GLEIF, ownership and risk signals across many countries.
|
||
- [Nikolife2016/pulsefeed-x402](https://github.com/Nikolife2016/pulsefeed-x402) [](https://glama.ai/mcp/servers/Nikolife2016/pulsefeed-x402) 📇 ☁️ - Safety checks before paying x402 endpoints: liveness, scam scans (payTo hijack, honeypot), on-chain receiver verification and trust scores.
|
||
- [ninetails-io/gnucash-mcp](https://github.com/ninetails-io/gnucash-mcp) [](https://glama.ai/mcp/servers/ninetails-io/gnucash-mcp) 🐍 🏠 🍎 🪟 🐧 - Multi-currency double-entry accounting on local GnuCash books: transactions, invoices, bills, budgets, investment lots, reconciliation and reports.
|
||
- [viniciuslazzari/bolsai-mcp](https://github.com/viniciuslazzari/bolsai-mcp) [](https://glama.ai/mcp/servers/viniciuslazzari/bolsai-mcp) 🐍 🏠 🍎 🪟 🐧 - Brazilian stock market data from B3, CVM and BCB: stock prices, fundamentals, dividends, FIIs and macro indicators (Selic, IPCA, CDI).
|
||
- [@agentfund/mcp](https://github.com/agentIgris/agentfund) [](https://glama.ai/mcp/servers/agentIgris/agentfund) 📇 ☁️ - Fundraising for AI agents on Solana: register agents, create campaigns, donate via x402 and track on-chain reputation.
|
||
|
||
- [sebastienrousseau/camt053-mcp](https://github.com/sebastienrousseau/camt053-mcp) [](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp) 🐍 🏠 🍎 🪟 🐧 - ISO 20022 camt.053 bank statement parsing and XSD validation, IBAN/BIC/LEI checks, Xero and QuickBooks journal export and reversing-entry generation.
|
||
- [sebastienrousseau/pacs008-mcp](https://github.com/sebastienrousseau/pacs008-mcp) [](https://glama.ai/mcp/servers/sebastienrousseau/pacs008-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate, validate and parse ISO 20022 pacs.008, pacs.004 and pacs.002 messages, repair structured addresses and convert SWIFT MT103 to pacs.008.
|
||
- [manganate006/openlmnp](https://github.com/manganate006/openlmnp) [](https://glama.ai/mcp/servers/manganate006/openlmnp) 🏠 ☁️ - Accounting for the French LMNP furnished-rental tax status: journal entries, depreciation, 2031/2033 tax forms, FEC export and Airbnb/Booking.com imports.
|
||
- [tonnode/mcp](https://github.com/tonnode/mcp) [](https://glama.ai/mcp/servers/tonnode/mcp) 📇 🏠 ☁️ - Direct liteserver access to The Open Network (TON) over ADNL: GRAM balances, account state, transaction history and contract get-methods.
|
||
- [slenderongithub/fix-protocol-mcp](https://github.com/slenderongithub/fix-protocol-mcp) [](https://glama.ai/mcp/servers/slenderongithub/fix-protocol-mcp) 🐍 🏠 - Parse, validate, build and explain FIX protocol trading messages offline, using a bundled FIX 4.4 field dictionary.
|
||
- [andresdefi/zerodust](https://github.com/andresdefi/zerodust) [](https://glama.ai/mcp/servers/andresdefi/zerodust) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Sweep native gas balances to exactly zero on EVM chains via EIP-7702 sponsored execution, same-chain or cross-chain, to allowlisted destinations.
|
||
- [amitesh-m/wealthville-integrations](https://github.com/amitesh-m/wealthville-integrations) [](https://glama.ai/mcp/servers/amitesh-m/wealthville-integrations) 🎖️ 📇 🏠 - Read-only Solana and EVM liquidity pool scores: Enter/Hold/Exit verdicts, a composite Wealthville Score, top pools, signals and a public track record.
|
||
- [SynderAccounting/gl-importer-plugin](https://github.com/SynderAccounting/gl-importer-plugin) [](https://glama.ai/mcp/servers/SynderAccounting/gl-importer-plugin) 🎖️ 📇 ☁️ - Import CSV/XLSX accounting data into QuickBooks Online or Xero via the Synder Importer API, with field mapping and post-import rules.
|
||
- [sturs49/cryptotaxedge-mcp](https://github.com/sturs49/cryptotaxedge-mcp) [](https://glama.ai/mcp/servers/sturs49/cryptotaxedge-mcp) 🎖️ ☁️ - US tax classification for on-chain transactions: submit a transaction hash to get its category, tax treatment, a confidence score and a review flag.
|
||
- [sand0vvv/hyperevm-mcp](https://github.com/sand0vvv/hyperevm-mcp) [](https://glama.ai/mcp/servers/sand0vvv/hyperevm-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read-only Hyperliquid/HyperEVM data: HYPE yields (staking, lending, LP, HLP vault), protocol TVL and fees, markets, funding history and order-book depth.
|
||
- [asokore/statcite](https://github.com/asokore/statcite) [](https://glama.ai/mcp/servers/asokore/statcite) 📇 ☁️ - Cited economic statistics from the World Bank, IMF, BIS, ECB and Caribbean central banks, plus checks of claimed figures against the source series.
|
||
- [ravndex/ravn-mcp-glama](https://github.com/ravndex/ravn-mcp-glama) [](https://glama.ai/mcp/servers/ravndex/ravn-mcp-glama) 📇 ☁️ - Cross-chain swap execution across multiple venues and chains, including native Bitcoin as source or destination.
|
||
- [parkyucheol-del/alphapipeline](https://github.com/parkyucheol-del/alphapipeline) [](https://glama.ai/mcp/servers/parkyucheol-del/alphapipeline) 🐍 ☁️ 🏠 - x402 pay-per-call market and on-chain data: token-unlock risk, kimchi-premium alerts, honeypot and LP-lock audits, DEX slippage and funding-rate carry.
|
||
- [henfrydls/actual-budget-mcp](https://github.com/henfrydls/actual-budget-mcp) [](https://glama.ai/mcp/servers/henfrydls/actual-budget-mcp) 📇 🏠 🍎 🪟 🐧 - Self-hosted Actual Budget analysis: spending breakdowns, category trends, projections and budget vs. actual, with guarded writes and an optional read-only mode.
|
||
- [yourmatematt/agent-billboard-mcp](https://github.com/yourmatematt/agent-billboard-mcp) [](https://glama.ai/mcp/servers/yourmatematt/agent-billboard-mcp) 📇 🏠 🍎 🪟 🐧 - Read and post to The Agent Billboard, a single on-chain Solana message slot won by outbidding the previous poster, with operator spend limits.
|
||
- [tillbooks/tillbooks](https://github.com/tillbooks/tillbooks) [](https://glama.ai/mcp/servers/tillbooks/tillbooks) 📇 🏠 🍎 🐧 - Local-first Swiss accounting: double-entry journal entries, invoice categorization and follow-up, and Swiss VAT (MWST) returns, stored in local SQLite.
|
||
### 🎮 <a name="gaming"></a>Gaming
|
||
|
||
Integration with gaming related data, game engines, and services
|
||
|
||
- [26048608982lp-ai/gamenumerics](https://github.com/26048608982lp-ai/gamenumerics) [](https://glama.ai/mcp/servers/26048608982lp-ai/gamenumerics) 📇 🏠 🍎 🪟 🐧 - Game balance design and auditing: import xlsx config tables, audit growth curves, simulate battle and gacha systems, and reverse-engineer spreadsheet formulas.
|
||
- [3aKHP/prts-mcp](https://github.com/3aKHP/prts-mcp) [](https://glama.ai/mcp/servers/3aKHP/prts-mcp) 🐍 📇 ☁️ 🏠 - Arknights game data via the PRTS Wiki API, with auto-synced operator archives and voice lines for fan-work creation.
|
||
- [antics-gg/antics-mcp](https://github.com/antics-gg/antics-mcp) [](https://glama.ai/mcp/servers/antics-gg/antics-mcp) 📇 ☁️ - Deploy a single-file HTML game to a shareable multiplayer URL with rooms, state sync and leaderboards, without a backend or player accounts.
|
||
- [beckettlab/beckett-godot-mcp](https://github.com/beckettlab/beckett-godot-mcp) [](https://glama.ai/mcp/servers/beckettlab/beckett-godot-mcp) 🏠 🍎 🪟 🐧 - Godot 4 editor addon that runs without a sidecar: class reflection, validated GDScript writes, scene/script/resource authoring and a runtime play-test loop.
|
||
- [butterlatte-zhang/unity-ai-bridge](https://github.com/butterlatte-zhang/unity-ai-bridge) [](https://glama.ai/mcp/servers/butterlatte-zhang/unity-ai-bridge) #️⃣ 🐍 🏠 🍎 🪟 - Control the Unity Editor from AI coding tools via file-based IPC.
|
||
- [buildepicshit/Wick](https://github.com/buildepicshit/Wick) [](https://glama.ai/mcp/servers/buildepicshit/Wick) #️⃣ 🏠 🍎 🪟 🐧 - Godot Engine tooling: Roslyn-enriched exception telemetry, scene tree inspection, C# symbol navigation, MSBuild orchestration and GDScript analysis.
|
||
- [chaoz23/srdcheck](https://github.com/chaoz23/srdcheck) [](https://glama.ai/mcp/servers/chaoz23/srdcheck) 🐍 🏠 - Deterministic D&D 5e (SRD 5.2.1) rules verdicts: cited turn legality checks, legal-action enumeration, advantage math and hash-stamped game-state lineage.
|
||
- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) #️⃣ 🏠 - Unity game engine integration for game development.
|
||
- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - Interact with the Godot game engine: edit, run and debug projects and manage scenes.
|
||
- [danielenricocahall/lorcana-mcp](https://github.com/danielenricocahall/lorcana-mcp) [](https://glama.ai/mcp/servers/danielenricocahall/lorcana-mcp) 🐍 🏠 🍎 🪟 🐧 - Disney Lorcana TCG: card search, deck validation against format rules, deck stats and Dreamborn/Pixelborn deck list import and export.
|
||
- [dirtcubeinteractive/specter-skills](https://github.com/dirtcubeinteractive/specter-skills) [](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills) 📇 🏠 - Configure a Specter game backend: players, economy, progression, leaderboards, tournaments, battle passes and real-time multiplayer.
|
||
- [ddsky/gamebrain-api-clients](https://github.com/ddsky/gamebrain-api-clients) ☁️ - Search and discover video games on any platform via the GameBrain API.
|
||
- [DiegoLopez0208/RpgMakerMVUltimate-MCP](https://github.com/DiegoLopez0208/RpgMakerMVUltimate-MCP) [](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP) 📇 🏠 - Offline RPG Maker MV assistant: generate maps, edit the database and events, validate broken references, debug events and search a project semantically.
|
||
- [dmang-dev/mcp-bizhawk](https://github.com/dmang-dev/mcp-bizhawk) [](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk) 📇 🏠 🍎 🪟 🐧 - Control the BizHawk multi-system emulator: memory read/write, joypad input, frame advance, screenshots and save states.
|
||
- [dmang-dev/mcp-dolphin](https://github.com/dmang-dev/mcp-dolphin) [](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin) 📇 🏠 🍎 🪟 🐧 - Control the Dolphin GameCube/Wii emulator: memory read/write, GameCube and Wii Remote input, reset, save states and frame advance, via Felk's scripting fork.
|
||
- [dmang-dev/mcp-mgba](https://github.com/dmang-dev/mcp-mgba) [](https://glama.ai/mcp/servers/dmang-dev/mcp-mgba) 📇 🏠 🍎 🪟 🐧 - Control the mGBA Game Boy Advance emulator: memory read/write, button input, screenshots, save states and stepping.
|
||
- [Dreiev/l2calendar-mcp](https://github.com/Dreiev/l2calendar-mcp) [](https://glama.ai/mcp/servers/Dreiev/l2calendar-mcp) 📇 ☁️ 🏠 - Query upcoming Lineage 2 private server openings by chronicle via the public L2 Calendar API.
|
||
- [drknowhow/fluxdots-mcp](https://github.com/drknowhow/fluxdots-mcp) [](https://glama.ai/mcp/servers/drknowhow/fluxdots-mcp) 📇 ☁️ - Play FluxDots, a ranked strategy board game where humans and AI agents share one Elo ladder: host or join live matches, with profiles, ratings and replays.
|
||
- [dmang-dev/mcp-pine](https://github.com/dmang-dev/mcp-pine) [](https://glama.ai/mcp/servers/dmang-dev/mcp-pine) 📇 🏠 🍎 🪟 🐧 - Memory read/write, save state slots and game metadata for PCSX2 and other emulators that support the PINE protocol.
|
||
- [dmang-dev/mcp-ppsspp](https://github.com/dmang-dev/mcp-ppsspp) [](https://glama.ai/mcp/servers/dmang-dev/mcp-ppsspp) 📇 🏠 🍎 🪟 🐧 - Control PSP games via PPSSPP's built-in WebSocket debugger: memory read/write, input, pause and step, screenshots, CPU registers and breakpoints.
|
||
- [dmang-dev/mcp-retroarch](https://github.com/dmang-dev/mcp-retroarch) [](https://glama.ai/mcp/servers/dmang-dev/mcp-retroarch) 📇 🏠 🍎 🪟 🐧 - Control libretro cores via RetroArch's Network Control Interface: memory read/write, save states, screenshots, pause, frame advance and on-screen messages.
|
||
- [gripforgeai/mcp](https://github.com/gripforgeai/mcp) [](https://glama.ai/mcp/servers/gripforgeai/mcp) 📇 ☁️ - Attach weapons and props to rigged 3D characters: finds the hand bone, scales the prop, closes the fist and exports three.js, Unity or Godot binds and GLBs.
|
||
- [gregario/dnd-oracle](https://github.com/gregario/dnd-oracle) [](https://glama.ai/mcp/servers/gregario/dnd-oracle) 📇 🏠 - D&D 5e SRD reference: monster search, spell lookup, encounter building and loadout analysis.
|
||
- [gregario/godot-forge](https://github.com/gregario/godot-forge) [](https://glama.ai/mcp/servers/gregario/godot-forge) 📇 🏠 🍎 🪟 🐧 - Godot 4 dev companion: GUT/GdUnit4 test running, API docs with 3-to-4 migration mapping, script analysis, scene parsing, screenshots and LSP diagnostics.
|
||
- [gregario/lorcana-oracle](https://github.com/gregario/lorcana-oracle) [](https://glama.ai/mcp/servers/gregario/lorcana-oracle) 📇 🏠 - Disney Lorcana TCG card search, deck analysis, ink curves, lore generation and franchise browsing.
|
||
- [gregario/hearthstone-oracle](https://github.com/gregario/hearthstone-oracle) [](https://glama.ai/mcp/servers/gregario/hearthstone-oracle) 📇 🏠 - Hearthstone card search, deck decoding and analysis, archetype classification and strategy coaching using HearthstoneJSON data.
|
||
- [gregario/mtg-oracle](https://github.com/gregario/mtg-oracle) [](https://glama.ai/mcp/servers/gregario/mtg-oracle) 📇 🏠 - Magic: The Gathering card search, rules lookup, deck analysis, prices and Commander data from Scryfall, Academy Ruins and Commander Spellbook.
|
||
- [gregario/onepiece-oracle](https://github.com/gregario/onepiece-oracle) [](https://glama.ai/mcp/servers/gregario/onepiece-oracle) 📇 🏠 - One Piece TCG card search, deck analysis, cost curves, leader browsing and counter strategies.
|
||
- [gregario/tft-oracle](https://github.com/gregario/tft-oracle) [](https://glama.ai/mcp/servers/gregario/tft-oracle) 📇 🏠 - Teamfight Tactics reference for champions, traits, items and augments using CommunityDragon data: synergy lookups, item recipes and rolling odds.
|
||
- [gregario/warhammer-oracle](https://github.com/gregario/warhammer-oracle) [](https://glama.ai/mcp/servers/gregario/warhammer-oracle) 📇 🏠 - Warhammer 40K, Combat Patrol and Kill Team rules reference: unit datasheets, keyword definitions, phase sequences and game flow.
|
||
- [Erodenn/godot-mcp-runtime](https://github.com/Erodenn/godot-mcp-runtime) [](https://glama.ai/mcp/servers/@Erodenn/godot-runtime-mcp) 📇 🏠 🍎 🪟 🐧 - Control running Godot 4 games via an injected bridge: input simulation, screenshots, UI discovery and live GDScript execution.
|
||
- [german-krasnikov/unity-biome-mcp](https://github.com/german-krasnikov/unity-biome-mcp) [](https://glama.ai/mcp/servers/german-krasnikov/unity-biome-mcp) 🐍 #️⃣ 🏠 🍎 🪟 🐧 - Control the Unity Editor, including from chat inside Unity: scenes, GameObjects, components, Shader Graph, materials, animation, UI and deterministic playtests.
|
||
- [haoyifan/Silicon-Pantheon](https://github.com/haoyifan/Silicon-Pantheon) [](https://glama.ai/mcp/servers/haoyifan/Silicon-Pantheon) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn-based strategy game where AI agents command armies on tactical grids while humans coach, with post-match reflections and learning across games.
|
||
- [hkaanengin/opendota-mcp-server](https://github.com/hkaanengin/opendota-mcp-server) 🐍 🏠 ☁️ - Dota 2 statistics via the OpenDota API: player stats, hero data and match analysis.
|
||
- [hope1026/weppy-roblox-mcp](https://github.com/hope1026/weppy-roblox-mcp) [](https://glama.ai/mcp/servers/hope1026/roblox-mcp) 📇 🏠 🍎 🪟 - Control a live Roblox Studio session via a plugin: create scripts, instances, terrain, lighting and assets, with bidirectional sync and automated playtests.
|
||
- [isco-tec/scorezilla-mcp](https://github.com/isco-tec/scorezilla-mcp) [](https://glama.ai/mcp/servers/isco-tec/scorezilla-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and inspect Scorezilla leaderboards, including one-step setup of a game, board and keys with ready-to-use SDK code.
|
||
- [IvanMurzak/Unity-MCP](https://github.com/IvanMurzak/Unity-MCP) #️⃣ 🏠 🍎 🪟 🐧 - Integration for the Unity Editor and for games built with Unity.
|
||
- [taygunsavas/patina-unity-mcp](https://github.com/taygunsavas/patina-unity-mcp) [](https://glama.ai/mcp/servers/taygunsavas/patina-unity-mcp) 🦀 #️⃣ 🏠 🍎 🪟 🐧 - Control the Unity Editor via a local server and C# bridge: scenes, GameObjects, prefabs, assets, scripts, console, tests and build settings.
|
||
- [jiayao/mcp-chess](https://github.com/jiayao/mcp-chess) 🐍 🏠 - Chess opponent that plays against LLMs.
|
||
- [jkiley129/steam-mcp](https://github.com/jkiley129/steam-mcp) [](https://glama.ai/mcp/servers/jkiley129/steam-mcp) 📇 🏠 🍎 🪟 🐧 - Query your Steam library: games, playtime, recently played titles and store metadata.
|
||
- [justinscott12/modrinth-mcp](https://github.com/justinscott12/modrinth-mcp) [](https://glama.ai/mcp/servers/justinscott12/modrinth-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search Modrinth and publish Minecraft mods via the Modrinth API: create projects, upload new versions and read project and version metadata.
|
||
- [Grinv/steam-games-mcp](https://github.com/Grinv/steam-games-mcp) [](https://glama.ai/mcp/servers/Grinv/steam-games-mcp) 📇 🏠 🍎 🪟 🐧 - Search the Steam store (deals, reviews, Steam Deck compatibility) plus player profiles, libraries, achievements and friends via the Steam Web API.
|
||
- [kitao/pyxel-mcp](https://github.com/kitao/pyxel-mcp) [](https://glama.ai/mcp/servers/@kitao/pyxel-mcp) 🐍 🏠 - Pyxel retro game engine integration: run games, capture screenshots, inspect sprites and analyze audio.
|
||
- [kkjdaniel/bgg-mcp](https://github.com/kkjdaniel/bgg-mcp) 🏎️ ☁️ - Board game data via the BoardGameGeek XML API2.
|
||
- [lodordev/mcp-romm](https://github.com/lodordev/mcp-romm) [](https://glama.ai/mcp/servers/lodordev/mcp-romm) 🐍 🏠 - Read-only access to the RomM retro game library manager: platforms, ROM search, metadata, collections, saves, firmware, devices and tasks.
|
||
- [miracle1814/ue5-automation](https://github.com/miracle1814/ue5-automation) [](https://glama.ai/mcp/servers/miracle1814/ue5-automation) 🐍 🌊 🏠 🪟 - Unreal Engine 5 Blueprint automation: create, wire and compile Blueprints, author materials and UMG widgets, and verify PIE runtime state.
|
||
- [murzin-ml/mcp-ps-store](https://github.com/murzin-ml/mcp-ps-store) [](https://glama.ai/mcp/servers/murzin-ml/mcp-ps-store) 🐍 🏠 🍎 🪟 🐧 - PlayStation Network gaming history (playtime, trophies, purchased library) for game recommendations based on what you played.
|
||
- [truetick-gg/mcp](https://github.com/truetick-gg/mcp) 📇 ☁️ - Manage TrueTick Minecraft servers: create, start and stop servers, live TPS/MSPT metrics, RCON console, files, backups and Modrinth/CurseForge mods.
|
||
- [NAJEMWEHBE/unreal-ai-connection](https://github.com/NAJEMWEHBE/unreal-ai-connection) [](https://glama.ai/mcp/servers/NAJEMWEHBE/unreal-ai-connection) 🌊 🐍 🏠 🪟 - Unreal Engine 5.7 editor automation via a native plugin and local TCP bridge.
|
||
- [omniologynow-rgb/mcp-server](https://github.com/omniologynow-rgb/mcp-server) [](https://glama.ai/mcp/servers/omniologynow-rgb/mcp-server) 📇 ☁️ - AI agent contest platform on Solana: skill tournaments (art, stories, jokes) with USDC payouts via an on-chain smart contract.
|
||
- [opgginc/opgg-mcp](https://github.com/opgginc/opgg-mcp) 📇 ☁️ - Real-time gaming data for League of Legends, TFT and Valorant: champion analytics, esports schedules, meta compositions and character statistics.
|
||
- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) 🐍 ☁️ - Access Chess.com player data, game records and other public information.
|
||
- [EnioAguiar/llmpvp-plugin](https://github.com/EnioAguiar/llmpvp-plugin) [](https://glama.ai/mcp/servers/EnioAguiar/llmpvp-plugin) 📇 ☁️ 🍎 🪟 🐧 - Ranked, bring-your-own-LLM chess and Go arena for AI agents: register, join matchmaking or challenge by name and play Glicko-2 rated games.
|
||
- [razz-games/razz-mcp](https://github.com/razz-games/razz-mcp) [](https://glama.ai/mcp/servers/razz-games/razz-mcp) 📇 ☁️ - Provably fair dice, flip, crash, plinko, limbo, mines, tower and HexWar games with real SOL wagering.
|
||
- [rkocosmergon/cosmergon-agent](https://github.com/rkocosmergon/cosmergon-agent) [](https://glama.ai/mcp/servers/rkocosmergon/cosmergon-agent) 🐍 ☁️ - Economy simulation for AI agents based on Conway's Game of Life, with an energy currency, a marketplace and benchmark reports.
|
||
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - Real-time Fantasy Premier League data and analysis.
|
||
- [SerifeusStudio/rpgmaker-xp-mcp](https://github.com/SerifeusStudio/rpgmaker-xp-mcp) [](https://glama.ai/mcp/servers/SerifeusStudio/rpgmaker-xp-mcp) 📇 🏠 🪟 - Author RPG Maker XP games: read and write project data (actors, skills, items, maps, events, scripts) directly and render map previews to PNG.
|
||
- [sonirico/mcp-stockfish](https://github.com/sonirico/mcp-stockfish) 🏎️ 🏠 🍎 🪟 🐧️ - Access the Stockfish chess engine.
|
||
- [stagproject/sec-filings-mcp](https://github.com/stagproject/sec-filings-mcp) [](https://glama.ai/mcp/servers/stagproject/sec-filings-mcp) 📇 ☁️ - Search SEC EDGAR 10-K and 10-Q filings, with sample previews and full filing JSON paid via x402 on Polygon.
|
||
- [stefan-xyz/mcp-server-runescape](https://github.com/stefan-xyz/mcp-server-runescape) 📇 - RuneScape and Old School RuneScape data: item prices, player hiscores and more.
|
||
- [Tanshaydar/Quartermaster](https://github.com/Tanshaydar/Quartermaster) [](https://glama.ai/mcp/servers/Tanshaydar/Quartermaster) 🐍 🏠 🪟 🐧 - Local search of game assets from Unity, Fab, Quixel Megascans, Gumroad and Leartes Cosmos, combining full-text and visual CLIP search.
|
||
- [alex-gon/thegamecrafter-mcp-server](https://github.com/alex-gon/thegamecrafter-mcp-server) [](https://glama.ai/mcp/servers/alex-gon/thegamecrafter-mcp-server) 📇 ☁️ - Design, manage and price tabletop games on The Game Crafter: browse catalogs, create projects, upload artwork and get prices.
|
||
- [jhomen368/steam-reviews-mcp](https://github.com/jhomen368/steam-reviews-mcp) [](https://glama.ai/mcp/servers/@jhomen368/steam-reviews-mcp) 📇 ☁️ - Search Steam games, fetch user reviews and analyze sentiment with topic drill-down.
|
||
- [tomholford/mcp-tic-tac-toe](https://github.com/tomholford/mcp-tic-tac-toe) 🏎️ 🏠 - Play Tic Tac Toe against an AI opponent.
|
||
- [youichi-uda/godot-mcp-pro](https://github.com/youichi-uda/godot-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Godot game engine integration: scene editing, scripting, animation, tilemaps, shaders, input simulation and runtime debugging.
|
||
- [HadiCherkaoui/crafty-mcp](https://github.com/HadiCherkaoui/crafty-mcp) [](https://glama.ai/mcp/servers/HadiCherkaoui/crafty-mcp) 📇 🏠 🍎 🪟 🐧 - Manage Minecraft servers via the Crafty Controller 4 API: start, stop, back up, send commands and manage files, schedules, webhooks and users.
|
||
- [yanjingzhaisun/cozyvtt-mcp](https://github.com/yanjingzhaisun/cozyvtt-mcp) [](https://glama.ai/mcp/servers/yanjingzhaisun/cozyvtt-mcp) 🐍 🏠 🍎 🪟 🐧 - Run campaigns as game master in CozyVTT, a self-hosted virtual tabletop: dice, chat narration, tokens and maps, initiative, character sheets and rulebooks.
|
||
|
||
### 🏥 <a name="health-and-wellness"></a>Health & Wellness
|
||
|
||
Access health metrics, wellness data, and medical information through various health platforms.
|
||
|
||
- [findsaunaplunge/mcp](https://github.com/findsaunaplunge/mcp) [](https://glama.ai/mcp/servers/findsaunaplunge/mcp) 🎖️ 📇 ☁️ - Cold plunge, sauna and contrast-therapy venues across US metros, with dated temperatures and prices from each venue's own pages, plus city stats.
|
||
- [io.github.PhilipAD/health-export-mcp](https://github.com/PhilipAD/health-export-mcp) [](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp) 🍎 🏠 - Read-only, local-first queries of Apple Health metrics.
|
||
- [proscar87/oura-mcp](https://github.com/proscar87/oura-mcp) [](https://glama.ai/mcp/servers/proscar87/oura-mcp) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Raw access to all Oura Ring API v2 collections with full pagination and page counts, without server-side analysis.
|
||
- [Thecimal/quantified-self-mcp](https://github.com/Thecimal/quantified-self-mcp) [](https://glama.ai/mcp/servers/Thecimal/quantified-self-mcp) 🐍 🏠 - Query personal health and finance data stored in local SQLite files, without any cloud service.
|
||
|
||
### 🏠 <a name="home-automation"></a>Home Automation
|
||
|
||
Control smart home devices, home network equipment, and automation systems.
|
||
|
||
- [handsomejustin/mijia-control](https://github.com/handsomejustin/mijia-control) [](https://glama.ai/mcp/servers/handsomejustin/mijia-control) 🐍 ☁️ - Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras), with a web dashboard, REST API, CLI, energy monitoring and automation rules.
|
||
- [apiarya/wemo-mcp-server](https://github.com/apiarya/wemo-mcp-server) [](https://glama.ai/mcp/servers/@apiarya/wemo-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Local control of WeMo smart home devices without the cloud: discovery, dimmer brightness, device renaming and HomeKit codes.
|
||
- [Hybirdss/smartest-tv](https://github.com/Hybirdss/smartest-tv) [](https://glama.ai/mcp/servers/Hybirdss/smartest-tv) 🐍 🏠 🍎 🪟 🐧 - Control LG, Samsung, Android TV and Roku smart TVs: play Netflix, YouTube and Spotify content by name, cast URLs, scene presets and multi-TV sync.
|
||
- [kambriso/fritzbox-mcp-server](https://github.com/kambriso/fritzbox-mcp-server) 🏎️ 🏠 - Control AVM FRITZ!Box routers: manage devices, Wi-Fi, network settings and parental controls, and schedule time-delayed actions.
|
||
- [ober37/ac-infinity-mcp](https://github.com/ober37/ac-infinity-mcp) [](https://glama.ai/mcp/servers/ober37/ac-infinity-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Monitor and automate AC Infinity grow controllers: live sensor data and history, VPD/temperature/humidity automations, port control and scheduling.
|
||
- [laszlopere/mcp-kodi](https://github.com/laszlopere/mcp-kodi) [](https://glama.ai/mcp/servers/laszlopere/mcp-kodi) 🌊 🏠 🐧 - Control Kodi media players via JSON-RPC: playback, volume, library search, queue management and playback history across multiple instances.
|
||
- [claymore666/debmatic-mcp](https://github.com/claymore666/debmatic-mcp) [](https://glama.ai/mcp/servers/claymore666/debmatic-mcp) 📇 🏠 🍎 🪟 🐧 - Control a HomeMatic/debmatic CCU: switch and dim actuators, read sensors and system variables, run programs and manage rooms, links and devices.
|
||
- [NickoScope/nickol-knx-mcp](https://github.com/NickoScope/nickol-knx-mcp) [](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp) 🐍 🏠 - Design-time KNX/ETS6 assistant: read-only .knxproj parsing, DPT, naming and command/status validation, and Home Assistant YAML and ETS exports.
|
||
- [alexpfau/zigbee2mqtt-mcp](https://github.com/alexpfau/zigbee2mqtt-mcp) [](https://glama.ai/mcp/servers/alexpfau/zigbee2mqtt-mcp) 📇 🏠 🍎 🪟 🐧 - Administer Zigbee2MQTT via its MQTT bridge API: network health reports, mesh topology, pairing, binding, reporting intervals and device options.
|
||
|
||
### 🪪 <a name="identity"></a>Identity
|
||
|
||
Servers that establish who a person or an agent is and what may be known about them.
|
||
|
||
- [AIops-tools/Identity-AIops](https://github.com/AIops-tools/Identity-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Identity-AIops) 🐍 🏠 - Keycloak and Authentik SSO/IAM operations: root-cause analysis for login, permission, client and MFA issues, plus guarded writes with audit logs and rollback.
|
||
- [true-alter/cli](https://github.com/true-alter/cli) [](https://glama.ai/mcp/servers/true-alter/cli) 🎖️ 📇 ☁️ - Personal identity profiles under a ~name handle, paid lookups that share revenue with the person found, skill-proving quests and collectives.
|
||
|
||
### 🏭 <a name="industrial--iot"></a>Industrial & IoT
|
||
|
||
Connect AI agents to industrial equipment, machinery, and operational technology (OT) — telemetry ingestion, monitoring, and control across manufacturing and factory-floor protocols.
|
||
|
||
- [ahmed-khalil-hafsi/P2Predict](https://github.com/ahmed-khalil-hafsi/P2Predict) [](https://glama.ai/mcp/servers/ahmed-khalil-hafsi/P2Predict) 🐍 🏠 🍎 🪟 🐧 - Local price benchmarking trained on your purchasing history: predict part costs, attribute them to spec and supplier drivers and get a likely price range.
|
||
- [Extelligence-ai/bagel](https://github.com/Extelligence-ai/bagel) [](https://glama.ai/mcp/servers/Extelligence-ai/bagel) 🐍 🏠 - Query robotics, drone and IoT data (ROS bags, MCAP, flight logs, CAN, MQTT) in plain English via DuckDB SQL, with Rerun, PlotJuggler and LeRobot exports.
|
||
- [FoundryNet/forge-mcp](https://github.com/FoundryNet/forge-mcp) 🐍 ☁️ - Connect AI agents to industrial equipment across protocols and manufacturers: cross-OEM telemetry normalization, health index and failure prediction.
|
||
- [LGDiMaggio/predictive-maintenance-mcp](https://github.com/LGDiMaggio/predictive-maintenance-mcp) [](https://glama.ai/mcp/servers/LGDiMaggio/predictive-maintenance-mcp) 🐍 🏠 - Industrial predictive maintenance: vibration analysis, bearing fault diagnosis (ISO 20816-3) and diagnostic reports.
|
||
- [purinzan/gx3-cli-mcp](https://github.com/purinzan/gx3-cli-mcp) [](https://glama.ai/mcp/servers/purinzan/gx3-cli-mcp) 🐍 🏠 🪟 - Unofficial, read-only analysis of Mitsubishi MELSEC GX Works3 PLC projects: trace ladder logic, find device reads and writes and search device comments.
|
||
|
||
### 🧠 <a name="knowledge--memory"></a>Knowledge & Memory
|
||
|
||
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
|
||
|
||
- [dockndevai/ossian-mcp](https://github.com/dockndevai/ossian-mcp) [](https://glama.ai/mcp/servers/dockndevai/ossian-mcp) 📇 🏠 🍎 🪟 🐧 - RAG over your own documents with cited passages, plus durable agent memory ranked by relevance, importance and recency; read-only by default.
|
||
- [anuragsync78/subctx-connector](https://github.com/anuragsync78/subctx-connector) [](https://glama.ai/mcp/servers/anuragsync78/subctx-connector) 📇 ☁️ - Support center for autonomous artificial minds.
|
||
- [Octonove/crbro-memory](https://github.com/Octonove/crbro-memory) [](https://glama.ai/mcp/servers/Octonove/crbro-memory) 📇 🏠 🍎 🪟 🐧 - Persistent agent memory in local JSON files: neuron/synapse graph with heat scoring, fact-level search, corrections, secret redaction and team sharing via Git.
|
||
- [bborota/cairn-mcp](https://github.com/bborota/cairn-mcp) [](https://glama.ai/mcp/servers/bborota/cairn-mcp) 📇 ☁️ - Shared base of one-sentence lessons, must-dos and must-nots learned by other agents, organized by stack and situation.
|
||
- [Magnemo-AI/magnemo](https://github.com/Magnemo-AI/magnemo) [](https://glama.ai/mcp/servers/Magnemo-AI/magnemo) 🐍 🏠 🍎 🪟 🐧 - Governed local agent memory in plain files: each entry records who wrote it, when and through which gate, and nothing is kept without user approval.
|
||
- [fish827-08/rag-kb](https://github.com/fish827-08/rag-kb) [](https://glama.ai/mcp/servers/fish827-08/rag-kb) 🐍 🏠 🪟 - Local-first agent memory and knowledge base: hybrid dense and BM25 retrieval, document and webpage ingestion and optional RAG answers via local Ollama.
|
||
- [dahshanlabs/klypix-mcp](https://github.com/dahshanlabs/klypix-mcp) [](https://glama.ai/mcp/servers/dahshanlabs/klypix-mcp) 📇 🏠 🍎 🪟 🐧 - Versioned project brain for coding agents, committed with the repo: decisions, corrections, evidence anchors that flag code drift and file-overlap warnings.
|
||
- [AkashGoenka/coldstart](https://github.com/AkashGoenka/coldstart) [](https://glama.ai/mcp/servers/AkashGoenka/coldstart) 📇 🏠 🍎 🪟 🐧 - Codebase memory for coding agents: a deterministic AST index finds task-relevant files, and in-repo Markdown notes flag themselves stale when code changes.
|
||
- [forgemeshlabs/library-mcp](https://github.com/forgemeshlabs/library-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/library-mcp) 📇 ☁️ - Public-domain book knowledge base paid via x402: full-text search, metadata, chapters, quotes, ask-a-book Q&A and curated subject shelves.
|
||
- [jayasukuv11-beep/agenthelm](https://github.com/jayasukuv11-beep/agenthelm) [](https://glama.ai/mcp/servers/jayasukuv11-beep/agenthelm) 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Shared, versioned memory and governance for AI coding agents, resolving architectural decision conflicts across agents.
|
||
- [AIStorageDepot/aistoragedepot-mcp](https://github.com/AIStorageDepot/aistoragedepot-mcp) [](https://glama.ai/mcp/servers/AIStorageDepot/aistoragedepot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Shared, versioned team library of prompts, rules, skills and docs, searchable by agents, with items exposable as slash commands.
|
||
- [jmpdsevilla/BovedIA](https://github.com/jmpdsevilla/BovedIA) [](https://glama.ai/mcp/servers/@jmpdsevilla/BovedIA) 📇 🏠 🍎 🪟 🐧 - Personal memory for Claude Code in plain Markdown notes, with a router note that decides what context to load and a layer for thoughts and feelings.
|
||
- [lbailey94/whitemagic](https://github.com/lbailey94/whitemagic) [](https://glama.ai/mcp/servers/lbailey94/whitemagic) 🦀 🏠 🍎 🪟 🐧 - Local-first durable memory and session continuity for AI agents, with a hash-chained audit ledger and backup, export and import across devices.
|
||
- [LiLara-AI/shadowgraph](https://github.com/LiLara-AI/shadowgraph) [](https://glama.ai/mcp/servers/LiLara-AI/shadowgraph) 📇 🏠 🍎 🪟 🐧 - Local-first decision memory for AI agents: stores choices, rejected alternatives and reasons, failed attempts, outcomes, provenance and review conditions.
|
||
- [lockstep-team-agent/lockstep](https://github.com/lockstep-team-agent/lockstep) [](https://glama.ai/mcp/servers/lockstep-team-agent/lockstep) 📇 ☁️ - Shared decision memory for teams using AI coding agents: captures engineering decisions, ranks them by blast radius and briefs agents before they act.
|
||
- [lumayapartners/memini](https://github.com/lumayapartners/memini) [](https://glama.ai/mcp/servers/lumayapartners/memini) 📇 🏠 🍎 🪟 🐧 - Local-first project memory and guardrails for coding agents: records failed attempts, fragile files and decisions per repo and warns before repeated mistakes.
|
||
- [nazar256/memheaven](https://github.com/nazar256/memheaven) [](https://glama.ai/mcp/servers/nazar256/memheaven) 📇 ☁️ - Self-hosted, remotely accessible shared long-term memory for AI agents.
|
||
- [jessedu29260-netizen/booboo](https://github.com/jessedu29260-netizen/booboo) [](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo) 📇 🏠 🍎 🪟 🐧 - View and query your AI system (agents, memory, knowledge, automations) as a 3D knowledge graph: stats, search, node details, neighbors and pathfinding.
|
||
- [JinyangWang27/people-context](https://github.com/JinyangWang27/people-context) [](https://glama.ai/mcp/servers/JinyangWang27/people-context) 🐍 🏠 🍎 🪟 🐧 - Local-first memory about the people in your life: identity resolution, relationships, facts, interactions, reminders and communication guidance.
|
||
- [gpitrella/memxus-remote-mcp](https://github.com/gpitrella/memxus-remote-mcp) [](https://glama.ai/mcp/servers/gpitrella/memxus-remote-mcp) 📇 ☁️ - Shared context for dev teams: syncs GitHub, Notion and saved decisions into reusable project context that agents load at the start of each session.
|
||
- [seanmeverett/shared-memory-mcp](https://github.com/seanmeverett/shared-memory-mcp) [](https://glama.ai/mcp/servers/seanmeverett/shared-memory-mcp) 🐍 ☁️ - Public, source-linked notebook for AI agents: search and read entries, and publish findings, questions and corrections with permanent IDs and linked replies.
|
||
- [soluai-spa/solucortex-mcp](https://github.com/soluai-spa/solucortex-mcp) [](https://glama.ai/mcp/servers/soluai-spa/solucortex-mcp) 🎖️ 🐍 🏠 ☁️ - Technical memory for AI agents: recall a project's approved decisions, conventions and risks at task start and record lessons at the end.
|
||
- [basemouse/basemouse-core](https://github.com/basemouse/basemouse-core) [](https://glama.ai/mcp/servers/basemouse/basemouse-core) 📇 ☁️ 🏠 - Shared, versioned agent memory with sourced answers and full history: search, context packs and document upserts.
|
||
- [caix84476-netizen/personal-understanding](https://github.com/caix84476-netizen/personal-understanding) [](https://glama.ai/mcp/servers/caix84476-netizen/personal-understanding) 🏠 🐍 📇 - Verbatim-first personal memory: hashed word-for-word messages, records linked to their source quotes, anti-fabrication validators and an audit dashboard.
|
||
- [Fisher521/burn-mcp-server](https://github.com/Fisher521/burn-mcp-server) [](https://glama.ai/mcp/servers/Fisher521/burn-mcp-server) 📇 ☁️ 🍎 - Search, triage and organize bookmarks saved in the Burn 451 read-later app as a knowledge base.
|
||
- [soolaugust/0CompactMem](https://github.com/soolaugust/0CompactMem) [](https://glama.ai/mcp/servers/soolaugust/0CompactMem) 🐍 🏠 🍎 🪟 🐧 - Persistent multi-agent memory with OS-style demand paging, eviction and pinning, BM25 retrieval, importance scoring and capacity-aware reclaim.
|
||
- [0spoon/seamless](https://github.com/0spoon/seamless) [](https://glama.ai/mcp/servers/0spoon/seamless) 🏎️ 🏠 🍎 🪟 🐧 - Local-first shared memory and task coordination for AI coding agents, stored as Markdown files.
|
||
- [adelinamart/robrain](https://github.com/adelinamart/robrain) [](https://glama.ai/mcp/servers/adelinamart/robrain) 📇 🏠 🍎 🪟 🐧 - Self-hosted decision memory for coding agents: captures architectural decisions and rejected alternatives, and warns before a rejected approach is re-proposed.
|
||
- [a2cr/a2cr](https://github.com/a2cr/a2cr) [](https://glama.ai/mcp/servers/a2cr/a2cr) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent handoffs via client-encrypted WorkBaton checkpoints and WorkStash notes, so work can resume in another client without the full chat history.
|
||
- [afairai/afair](https://github.com/afairai/afair) [](https://glama.ai/mcp/servers/afairai/afair) 🐍 🏠 🍎 🪟 🐧 - Self-organizing, self-hostable, encrypted memory for AI tools, with background entity extraction, conflict resolution, consolidation and decay.
|
||
- [ahmetakyurt/zipmem-mcp](https://github.com/ahmetakyurt/zipmem-mcp) [](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp) 📇 🏠 - Local long-term memory for terminal coding agents: blueprints, code anchors and distilled lessons in one JSON file, restoring project context across sessions.
|
||
- [ihorponom/agentpack](https://github.com/ihorponom/agentpack) [](https://glama.ai/mcp/servers/ihorponom/agentpack) 📇 🏠 🍎 🪟 🐧 - Repo-native task continuity for coding agents: a reviewed task-state ledger of decisions, dead ends, evidence and checkpoints that later sessions resume from.
|
||
- [thomasjumper/agentbay](https://github.com/thomasjumper/agentbay) [](https://glama.ai/mcp/servers/thomasjumper/agentbay) 📇 ☁️ 🏠 - StremAI shared memory for coding agents across sessions, machines and tools, with per-agent attribution, provenance, verification status and export.
|
||
- [uniskela/adhd-hub](https://github.com/uniskela/adhd-hub) [](https://glama.ai/mcp/servers/uniskela/adhd-hub) 🐍 🏠 🐧 - Self-hosted project-continuity hub for coding agents: tracks unfinished work, progress, overlap and reminders across clients.
|
||
- [Vasilispapg/claude-handoff](https://github.com/Vasilispapg/claude-handoff) [](https://glama.ai/mcp/servers/Vasilispapg/claude-handoff) 🐍 🏠 🍎 🪟 🐧 - Claude Code session handoffs: turns any transcript, even crashed ones, into a handoff file and distills project history into a cited memory brief.
|
||
- [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [](https://glama.ai/mcp/servers/aidesignblueprint/integrations) 🐍 ☁️ - Read-only access to the Agentic AI Blueprint, a reference for agent UX: browse and search principles, implementation examples and application guides.
|
||
- [aliasunder/vault-cortex](https://github.com/aliasunder/vault-cortex) [](https://glama.ai/mcp/servers/aliasunder/vault-cortex) 📇 🏠 ☁️ - Standalone Obsidian vault server: hybrid search, notes and files, memory and tasks; run locally or self-host for remote access.
|
||
- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) 📇 ☁️ - Shared knowledge base where AI agents search and post problem-solution pairs, with semantic search, duplicate detection and auto-scoring.
|
||
- [AndreLYL/memkin](https://github.com/AndreLYL/memkin) [](https://glama.ai/mcp/servers/AndreLYL/memkin) 📇 🏠 🍎 🪟 🐧 - Local-first personal memory that distills Feishu/Lark chats and Claude Code/Codex sessions into a private knowledge graph of people, projects and tasks.
|
||
- [NORTHTEKDevs/genome](https://github.com/NORTHTEKDevs/genome) [](https://glama.ai/mcp/servers/NORTHTEKDevs/genome) 🐍 🏠 🍎 🪟 🐧 - Local persistent agent memory without LLM calls: semantic recall over SQLite with bi-temporal fact tracking.
|
||
- [Shweta-Mishra-ai/tokenmizer](https://github.com/Shweta-Mishra-ai/tokenmizer) [](https://glama.ai/mcp/servers/Shweta-Mishra-ai/tokenmizer) 🐍 🏠 🍎 🪟 🐧 - Session memory via a local OpenAI-compatible proxy that extracts tasks, decisions and files into a knowledge graph and checkpoints before context overflow.
|
||
- [ashlesh-t/cognirepo](https://github.com/ashlesh-t/cognirepo) [](https://glama.ai/mcp/servers/ashlesh-t/cognirepo) 🐍 🏠 🍎 🪟 🐧 - Persistent memory and codebase context for coding agents: FAISS vector store, AST symbol index, knowledge graph, episodic journal and cross-agent handoff.
|
||
- [AshutoshRaj97/agentready-mcp](https://github.com/AshutoshRaj97/agentready-mcp) [](https://glama.ai/mcp/servers/AshutoshRaj97/agentready-mcp) 📇 ☁️ 🍎 🪟 🐧 - Index any website and ask questions about it, with cited answers grounded in its content via RAG.
|
||
- [Auctalis/nocturnusai](https://github.com/Auctalis/nocturnusai) [](https://glama.ai/mcp/servers/Auctalis/nocturnusai) 🐍 🏠 - Deterministic reasoning engine for agent context compression: extracts structured facts with logical inference, proof chains and truth maintenance.
|
||
- [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) ☁️ - Summarize plain text, web pages, PDF documents, EPUB books and HTML content.
|
||
- [20alexl/claude-engram](https://github.com/20alexl/claude-engram) [](https://glama.ai/mcp/servers/20alexl/claude-engram) 🐍 🏠 - Local persistent memory for Claude Code: tracks mistakes and decisions via hooks, searches session history, detects loops and warns before edits.
|
||
- [timmx7/acheron-mcp-server](https://github.com/timmx7/acheron-mcp-server) [](https://glama.ai/mcp/servers/timmx7/acheron-mcp-server) 📇 🏠 - Persistent memory shared across Claude Chat, Code and Cowork, stored in local SQLite with full-text search.
|
||
- [Terobyte/librarian-cli](https://github.com/Terobyte/librarian-cli) [](https://glama.ai/mcp/servers/Terobyte/librarian-cli) 🐍 🏠 🍎 🪟 🐧 - Ebook-to-Markdown pipeline (FB2, EPUB, DOCX, HTML, PDF) with full-text search and read-only tools to browse, read chapters and verify quotes offline.
|
||
- [TeleAI-UAGI/telemem](https://github.com/TeleAI-UAGI/telemem) [](https://glama.ai/mcp/servers/TeleAI-UAGI/telemem) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Mem0-compatible long-term and multimodal agent memory: character-isolated profiles, semantic deduplication, optional local stack and video memory with QA.
|
||
- [agentic-mcp-tools/memora](https://github.com/agentic-mcp-tools/memora) 🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2) and cross-session context management.
|
||
- [Thezenmonster/agentmem](https://github.com/Thezenmonster/agentmem) [](https://glama.ai/mcp/servers/Thezenmonster/agentmem) 🐍 🏠 🍎 🪟 🐧 - Governed memory for coding agents with trust lifecycle (hypothesis, active, validated, deprecated), conflict detection, staleness tracking and health scoring.
|
||
- [AliceLJY/recallnest](https://github.com/AliceLJY/recallnest) [](https://glama.ai/mcp/servers/AliceLJY/recallnest) 📇 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: hybrid vector/BM25 retrieval with reranking, knowledge graph, session checkpoint/resume and multi-scope isolation.
|
||
- [robotel-limited/robo-cortex](https://github.com/robotel-limited/robo-cortex) [](https://glama.ai/mcp/servers/robotel-limited/robo-cortex) 🐍 🏠 - Git-aware memory store for coding agents: memories anchored to git blob hashes are flagged for review when the linked code changes.
|
||
- [ailenshen/apple-notes-mcp](https://github.com/ailenshen/apple-notes-mcp) [](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp) 📇 🏠 🍎 - Read and write Apple Notes with bidirectional Markdown conversion: SQLite queries for listing and search, AppleScript for full CRUD.
|
||
- [AgentModule/mcp](https://github.com/AgentModule/mcp) [](https://glama.ai/mcp/servers/AgentModule/mcp) 📇 ☁️ - Deterministic, vertical-specific knowledge bases for autonomous agents, including an ethics module mapped to the EU AI Act.
|
||
- [juyterman1000/entroly](https://github.com/juyterman1000/entroly) [](https://glama.ai/mcp/servers/juyterman1000/entroly) 🐍 🦀 🏠 🍎 🪟 🐧 - Context control layer for coding agents: compression, prompt-prefix stabilization for caching, cheaper-model routing, local hallucination checks and memory.
|
||
- [Goldentrii/AgentRecall](https://github.com/Goldentrii/AgentRecall) [](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent cross-session agent memory that surfaces the most relevant past memories using the Intelligent Distance Protocol.
|
||
- [gordonkjlee/facthouse](https://github.com/gordonkjlee/facthouse) [](https://glama.ai/mcp/servers/gordonkjlee/facthouse) 📇 🏠 🍎 🪟 🐧 - Local memory engine for AI tools, stored in a SQLite file you own.
|
||
- [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) 📇 ☁️ - Persistent agent memory to remember, recall, forget and share, with semantic vector search and agent, user and org scoping.
|
||
- [kskurtveit/echocache](https://github.com/kskurtveit/echocache) [](https://glama.ai/mcp/servers/kskurtveit/echocache) 📇 🏠 🍎 🪟 🐧 - Cache expensive LLM results with HTTP-style freshness (TTL, stale-while-revalidate) and semantic recall of related past answers.
|
||
- [epicsagas/alcove](https://github.com/epicsagas/alcove) [](https://glama.ai/mcp/servers/epicsagas/alcove) 🦀 🏠 🍎 🪟 🐧 - On-demand BM25 search over private project docs for coding agents, keeping docs out of public repos.
|
||
- [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [](https://glama.ai/mcp/servers/@alibaizhanov/mengram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent memory with semantic, episodic and procedural types, a knowledge graph, Claude Code auto-save/recall hooks, smart triggers and multi-user isolation.
|
||
- [AntonioTF5/soul-mcp-server](https://github.com/AntonioTF5/soul-mcp-server) [](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server) 📇 🏠 🍎 🪟 🐧 - Validate and generate SOUL.md agent identity files, a YAML format for an agent's personality, voice, values and behavioral constraints.
|
||
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - RAG platform combining Graph RAG, vector search and full-text search for building knowledge graphs and context engineering.
|
||
- [ayushagrawal288/memex](https://github.com/ayushagrawal288/memex) [](https://glama.ai/mcp/servers/ayushagrawal288/memex) 🐍 🏠 - Persistent agent memory with semantic search and recency decay, local ONNX embeddings, background summarization and Prometheus/Grafana observability.
|
||
- [baodq06/memocall](https://github.com/baodq06/memocall) [](https://glama.ai/mcp/servers/baodq06/memocall) 📇 🏠 🍎 🪟 🐧 - Read-only search and recall of past Claude Code sessions, loading any session on demand as compact Markdown with outline, turn-range and in-session search.
|
||
- [basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) [](https://glama.ai/mcp/servers/@basicmachines-co/basic-memory) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Local-first AI memory: a semantic knowledge graph of Markdown files that humans and LLMs both read and write, with optional cloud sync and team workspaces.
|
||
- [Battam1111/Myco](https://github.com/Battam1111/Myco) [](https://glama.ai/mcp/servers/Battam1111/Myco) 🐍 🏠 🍎 🪟 🐧 - Cross-session, cross-project agent memory built on a self-validating filesystem graph derived from ASTs and Markdown links, not embeddings.
|
||
- [Beever-AI/beever-atlas](https://github.com/Beever-AI/beever-atlas) [](https://glama.ai/mcp/servers/Beever-AI/beever-atlas) 🐍 🏠 🍎 🪟 🐧 - Team knowledge base turning Slack, Discord, Teams and Mattermost chats into a knowledge graph and wiki with cited answers, semantic search and expert finding.
|
||
- [bitatlas-group/bitatlas](https://github.com/bitatlas-group/bitatlas) [](https://glama.ai/mcp/servers/bitatlas-group/bitatlas) 📇 ☁️ - Zero-knowledge cloud drive with client-side AES-256-GCM encryption: upload, download, search and organize files the server never sees in plaintext.
|
||
- [besslframework-stack/project-tessera](https://github.com/besslframework-stack/project-tessera) [](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera) 🐍 🏠 🍎 🪟 🐧 - Local workspace memory: indexes Markdown, CSV and session logs into a vector store with hybrid search, cross-session memory and knowledge graph visualization.
|
||
- [BetaBots-LLC/callimachus](https://github.com/BetaBots-LLC/callimachus) [](https://glama.ai/mcp/servers/BetaBots-LLC/callimachus) 🦀 🏠 🍎 🪟 🐧 - Local hybrid search (SQLite FTS5 and on-device vectors) over coding-agent conversation history from multiple tools, so agents can recall their past work.
|
||
- [billy12151/memory-arbiter-mcp](https://github.com/billy12151/memory-arbiter-mcp) [](https://glama.ai/mcp/servers/billy12151/memory-arbiter-mcp) 🐍 🏠 🍎 🪟 🐧 - Local memory middleware: targeted retrieval instead of full-memory loading, rule-based conflict arbitration and one SQLite store shared across coding agents.
|
||
- [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) 📇 ☁️ 🏠 - Search curated awesome lists and fetch the most relevant resources for your agent.
|
||
- [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) 📇 🏠 🍎 🪟 🐧 - Safe read/write access to Obsidian vaults: search, batch operations, tag management and frontmatter handling.
|
||
- [bluzername/lennys-quotes](https://github.com/bluzername/lennys-quotes) 📇 🏠 - Search Lenny's Podcast transcripts with YouTube timestamps for product management insights on PRDs, strategy and PM careers.
|
||
- [lildaddyo/braintube-mcp](https://github.com/lildaddyo/braintube-mcp) [](https://glama.ai/mcp/servers/lildaddyo/braintube-mcp) 📇 ☁️ - Compiles saved YouTube videos, podcasts, articles, PDFs and Notion/Obsidian notes into a persistent, semantically searchable knowledge base.
|
||
- [linklore/linklore-mcp](https://github.com/linklore/linklore-mcp) [](https://glama.ai/mcp/servers/linklore/linklore-mcp) 🐍 🏠 - Structured memory for coding agents: typed lore and doc entries with status and links that agents read and write.
|
||
- [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) 🐍 🏠 - Search and navigate Wikipedia and other ZIM-format knowledge archives offline, with smart retrieval and caching.
|
||
- [carrasquelalex1/hipocampo](https://github.com/carrasquelalex1/hipocampo) [](https://glama.ai/mcp/servers/carrasquelalex1/hipocampo) 🐍 🏠 🍎 🪟 🐧 - Bilingual (English/Spanish) dual-memory system on PostgreSQL, pgvector and NVIDIA NIM with progressive retrieval, deduplication, checkpoints and auto-repair.
|
||
- [catfish-1234/sessionmem](https://github.com/catfish-1234/sessionmem) [](https://glama.ai/mcp/servers/catfish-1234/sessionmem) 📇 🏠 - Local memory for coding assistants: watches sessions and injects a compact summary at the start of each new one, stored in a SQLite file.
|
||
- [cachly-dev/cachly-mcp](https://github.com/cachly-dev/cachly-mcp) [](https://glama.ai/mcp/servers/cachly-dev/cachly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent memory for coding assistants: session briefings on lessons and open tasks, shared team memory, BM25 search and managed Valkey/Redis.
|
||
- [ccf/agentcairn](https://github.com/ccf/agentcairn) [](https://glama.ai/mcp/servers/ccf/agentcairn) 🐍 🏠 🍎 🪟 🐧 - Local-first agent memory: a Markdown Obsidian vault as source of truth plus a rebuildable DuckDB index for hybrid BM25, vector and graph recall.
|
||
- [cdeust/Cortex](https://github.com/cdeust/Cortex) [](https://glama.ai/mcp/servers/cdeust/Cortex) 🐍 🏠 🍎 - Neuroscience-inspired memory for Claude Code on PostgreSQL/pgvector: decay, consolidation, a predictive-coding write gate and lifecycle hooks.
|
||
- [contradictory-body/cc-sensei](https://github.com/contradictory-body/cc-sensei) [](https://glama.ai/mcp/servers/contradictory-body/cc-sensei) 📇 🏠 🍎 🪟 🐧 - Explore Claude Code's source as queryable architecture modules: trace cross-cutting concerns, search patterns and read source code locally.
|
||
- [celiums/celiums-memory](https://github.com/terrizoaguimor/celiums-memory) [](https://glama.ai/mcp/servers/terrizoaguimor/celiums-memory) 📇 🏠 ☁️ 🍎 🪟 🐧 - Cognitive memory engine with knowledge modules, circadian rhythm awareness, emotional state tracking, hybrid PostgreSQL/Qdrant search and per-user isolation.
|
||
- [cg3-llc/prior_mcp](https://github.com/cg3-llc/prior_mcp) [](https://glama.ai/mcp/servers/cg3-llc/prior_mcp) 📇 ☁️ - Shared knowledge base where agents exchange proven solutions and failed approaches, so they can skip known dead ends.
|
||
- [Cavinooo/claude-find](https://github.com/Cavinooo/claude-find) [](https://glama.ai/mcp/servers/Cavinooo/claude-find) 📇 🏠 🍎 - Retrieve memory from across your Claude Code sessions on demand.
|
||
- [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
|
||
- [vshulcz/deja-vu](https://github.com/vshulcz/deja-vu) [](https://glama.ai/mcp/servers/vshulcz/deja-vu) 🏎️ 🏠 🍎 🪟 🐧 - Local memory over session histories from Claude Code, Codex CLI and opencode: lexical search, session-start auto-recall, secret redaction and SSH sync.
|
||
- [ZengLiangYi/ChatCrystal](https://github.com/ZengLiangYi/ChatCrystal) [](https://glama.ai/mcp/servers/ZengLiangYi/ChatCrystal) 📇 🏠 🍎 🪟 🐧 - Local-first memory for AI coding conversations: imports chats from coding assistants into notes with semantic search, tag graphs and Markdown export.
|
||
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Graph-based memory focused on AI role-play and story generation.
|
||
- [ChevalGrand520/local-gpu-imagegen](https://github.com/ChevalGrand520/local-gpu-imagegen) [](https://glama.ai/mcp/servers/ChevalGrand520/local-gpu-imagegen) 🐍 🏠 🍎 🪟 🐧 - Confirmation-gated local GPU image generation with ComfyUI: SHA-256 model identity, explicit license approval, evidence retention and human-in-the-loop runs.
|
||
- [ChrisGVE/workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp) [](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp) 🦀 📇 🏠 🍎 🪟 🐧 - Project-scoped memory for coding assistants: indexes project code and docs into Qdrant with tree-sitter chunking, LSP integration and hybrid search.
|
||
- [cipherfoxie/sovereign-mcp](https://github.com/cipherfoxie/sovereign-mcp) [](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp) 🐍 ☁️ 🐧 - Search and read the Sovereign AI Blog on self-hosted AI on NVIDIA DGX Spark, and validate SGLang configs for GB10 hardware.
|
||
- [CodeAbra/iai-personal-memory-engine](https://github.com/CodeAbra/iai-personal-memory-engine) [](https://glama.ai/mcp/servers/CodeAbra/iai-mcp) 🐍 🏠 🍎 🪟 🐧 - Local memory daemon with episodic, semantic and procedural tiers, SQLite and hnswlib storage, sleep-cycle consolidation and AES-256-GCM encryption at rest.
|
||
- [XJTLUmedia/Context-First-MCP](https://github.com/XJTLUmedia/Context-First-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory with tiered storage, context health monitoring, reasoning quality checks and truthfulness verification.
|
||
- [alfredoizdev/contextforge-mcp](https://github.com/alfredoizdev/contextforge-mcp) [](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp) 📇 ☁️ - Persistent memory for coding assistants with semantic search, Git commit/PR sync, project-based organization and team collaboration.
|
||
- [contextium-io/contextium-mcp-server](https://github.com/contextium-io/contextium-mcp-server) [](https://glama.ai/mcp/servers/contextium-io/contextium-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Shared team context for AI tools: serves versioned, permissioned knowledge, coding standards, skills and agents, loading whole workflows in one call.
|
||
- [yonro/memory-os-cli](https://github.com/yonro/memory-os-cli) [](https://glama.ai/mcp/servers/yonro/memory-os-cli) 📇 ☁️ - XMemo: user-owned agent memory to save, search, recall and manage scoped memories across AI tools.
|
||
- [contextstream/mcp-server](https://github.com/contextstream/mcp-server) [](https://glama.ai/mcp/servers/contextstream/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Persistent memory for AI coding tools with semantic code search, knowledge graphs, impact analysis and decision tracking.
|
||
- [conversation-handoff-mcp](https://github.com/trust-delta/conversation-handoff-mcp) 📇 🏠 - Hand off conversation context between Claude Desktop projects and across MCP clients, stored in memory rather than files.
|
||
- [cryptosquanch/legends-mcp](https://github.com/cryptosquanch/legends-mcp) 📇 🏠 🍎 🪟 🐧 - Chat with AI personas of famous founders and investors such as Elon Musk, Warren Buffett and Steve Jobs, based on their voices, frameworks and principles.
|
||
- [dcostenco/prism-mcp](https://github.com/dcostenco/prism-mcp) [](https://glama.ai/mcp/servers/dcostenco/BCBA) 📇 🏠 🍎 🪟 🐧 - Local SQLite agent memory with a web dashboard, session rewind/replay, cross-client memory sharing, morning briefings and progressive context loading.
|
||
- [darktw/usecortex-mcp](https://github.com/darktw/usecortex-mcp) [](https://glama.ai/mcp/servers/darktw/usecortex-mcp) ☁️ - Persistent knowledge memory for agents: read context into projects and write discoveries back, organized by topic with AES-256 encryption.
|
||
- [davidgut1982/lore-mcp](https://github.com/davidgut1982/lore-mcp) [](https://glama.ai/mcp/servers/davidgut1982/lore-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent knowledge layer for agents: knowledge base, investigation threads and a journal with multi-agent attribution, on SQLite, PostgreSQL or Supabase.
|
||
- [dbwls99706/deadends.dev](https://github.com/dbwls99706/deadends.dev) [](https://glama.ai/mcp/servers/dbwls99706/deadends.dev) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Known dead ends for code errors and country-specific rules (visa, banking, legal): fixes that look right but fail, and workarounds with success rates.
|
||
- [decisionnode/DecisionNode](https://github.com/decisionnode/DecisionNode) [](https://glama.ai/mcp/servers/decisionnode/DecisionNode) 📇 🏠 🍎 🪟 🐧 - Record development decisions as structured JSON with Gemini embeddings and search them semantically from a local store shared across AI tools.
|
||
- [giuliohome-org/doc-manager](https://github.com/giuliohome-org/doc-manager) [](https://glama.ai/mcp/servers/giuliohome-org/doc-manager) 🦀 ☁️ - Personal document vault on Azure Blob Storage: read, write and search plaintext docs, while client-side AES-256-GCM encrypted docs stay opaque.
|
||
- [Destrayon/Connapse](https://github.com/Destrayon/Connapse) [](https://glama.ai/mcp/servers/Destrayon/Connapse) #️⃣ 🏠 🍎 🪟 🐧 - Self-hosted knowledge backend for agents with hybrid vector and keyword search and container-isolated indexes.
|
||
- [dengls24/annota](https://github.com/dengls24/annota) [](https://glama.ai/mcp/servers/dengls24/annota) 🐍 🏠 - Annotate papers in Zotero: highlight key findings with semantic color coding, explain formulas and write structured reading notes.
|
||
- [deusXmachina-dev/memorylane](https://github.com/deusXmachina-dev/memorylane) 📇 ☁️ 🏠 🍎 - Desktop app that captures screen activity, stores AI summaries and OCR text locally, and exposes the history via semantic search and a timeline.
|
||
- [dnotitia/akb](https://github.com/dnotitia/akb) [](https://glama.ai/mcp/servers/dnotitia/akb) 🐍 📇 🏠 🍎 🪟 🐧 - Organizational knowledge base: Markdown docs, PostgreSQL tables and files linked by a URI graph, with hybrid search, Git history and multi-tenant ACLs.
|
||
- [dodopayments/contextmcp](https://github.com/dodopayments/context-mcp) 📇 ☁️ 🏠 - Self-hosted documentation indexer that serves docs from various sources to agents with semantic search.
|
||
- [doobidoo/MCP-Context-Provider](https://github.com/doobidoo/MCP-Context-Provider) 📇 🏠 - Static server providing persistent tool-specific context and rules to AI models.
|
||
- [doobidoo/mcp-memory-service](https://github.com/doobidoo/mcp-memory-service) 📇 🏠 - Memory service with semantic search, persistent storage and autonomous memory consolidation.
|
||
- [dot-RealityTest/obsidian-codex-mcp](https://github.com/dot-RealityTest/obsidian-codex-mcp) [](https://glama.ai/mcp/servers/dot-RealityTest/obsidian-codex-mcp) 🐍 🏠 🍎 🪟 🐧 - Local Obsidian vault access working directly on Markdown files without the Obsidian app or plugins, with read-only mode, backup-on-write and path isolation.
|
||
- [DollhouseMCP/mcp-server](https://github.com/DollhouseMCP/mcp-server) [](https://glama.ai/mcp/servers/DollhouseMCP/mcp-server) 📇 🏠 🍎 🪟 🐧 - Reusable personas, skills, templates, agents and memory for AI clients, with dynamic permissions, versioning and a public collection of shareable content.
|
||
- [DomDemetz/claude-soul](https://github.com/DomDemetz/claude-soul) [](https://glama.ai/mcp/servers/DomDemetz/claude-soul) 📇 🏠 🍎 🐧 - Learning engine for Claude Code: extracts signals from sessions, runs periodic reflections and promotes or retires behavioral frameworks based on evidence.
|
||
- [dshakes/distil](https://github.com/dshakes/distil) [](https://glama.ai/mcp/servers/dshakes/distil) 🐍 🏠 - Reversibly compress large tool outputs into recoverable handles, expand them on demand and track token and cost savings locally.
|
||
- [edobusy/agenthold](https://github.com/edobusy/agenthold) [](https://glama.ai/mcp/servers/edobusy/agenthold) 🐍 🏠 🍎 🪟 🐧 - Shared versioned state store with optimistic concurrency control for coordinating concurrent agents, plus SQLite-backed claim/release locks and an audit log.
|
||
- [elvismdev/mem0-mcp-selfhosted](https://github.com/elvismdev/mem0-mcp-selfhosted) [](https://glama.ai/mcp/servers/elvismdev/mem0-mcp-selfhosted) 🐍 🏠 🍎 🪟 🐧 - Self-hosted mem0 for Claude Code: Qdrant vector search, Neo4j knowledge graph, Ollama embeddings and session hooks for automatic cross-session memory.
|
||
- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - Zettelkasten knowledge management: create, link and search atomic notes.
|
||
- [g1itchbot8888-del/agent-memory](https://github.com/g1itchbot8888-del/agent-memory) 🐍 🏠 - Three-layer agent memory (identity, active, archive) with semantic search, graph relationships and conflict detection.
|
||
- [giskard09/giskard-oasis](https://github.com/giskard09/giskard-oasis) [](https://glama.ai/mcp/servers/giskard09/giskard-oasis) 🐍 🏠 - Refocuses an agent that has lost its thread by distilling its original purpose, paid per use via Lightning or Arbitrum.
|
||
- [ErebusEnigma/context-memory](https://github.com/ErebusEnigma/context-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent, searchable context storage across Claude Code sessions using SQLite FTS5, with AI session summaries, checkpoint recovery and a web dashboard.
|
||
- [majiayu000/remem](https://github.com/majiayu000/remem) [](https://glama.ai/mcp/servers/majiayu000/remem) 🦀 🏠 🍎 🐧 - Local-first memory for Claude Code and Codex: hooks capture sessions and an LLM distills them into SQLite, with auditable full-text and embedding recall.
|
||
- [MakeaMouse/fish-bridge-mcp](https://github.com/MakeaMouse/fish-bridge-mcp) [](https://glama.ai/mcp/servers/MakeaMouse/fish-bridge-mcp) 🐍 🏠 🍎 🪟 🐧 - Compresses AI chat sessions into a compact typed knowledge graph, with optional offline extraction via Ollama.
|
||
- [evc-team-relay-mcp](https://github.com/entire-vc/evc-team-relay-mcp) [](https://glama.ai/mcp/servers/@entire-vc/evc-team-relay-mcp) - Read and write notes in your Obsidian vault.
|
||
- [dl4rce/flaiwheel](https://github.com/dl4rce/flaiwheel) [](https://glama.ai/mcp/servers/dl4rce/flaiwheel) 🐍 🏠 🍎 🪟 🐧 - Self-hosted memory and governance for coding agents: structured knowledge capture, hybrid search with reranking, codebase analysis and git-native storage.
|
||
- [fabio-rovai/open-ontologies](https://github.com/fabio-rovai/open-ontologies) [](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies) 🦀 🏠 - Ontology engineering for OWL, RDF and SPARQL: validate, query, diff, lint, version and govern knowledge graphs on an Oxigraph triple store.
|
||
- [grooverLab/fable](https://github.com/grooverLab/fable) [](https://glama.ai/mcp/servers/grooverLab/fable) 🐍 🏠 🍎 🐧 - Full-text and semantic search over Claude Code transcript history, with exact thread recall and durable remembered facts in local SQLite.
|
||
- [fenghaochang/LoreRoom](https://github.com/fenghaochang/LoreRoom) [](https://glama.ai/mcp/servers/fenghaochang/LoreRoom) 📇 🏠 🍎 - Encrypted local memory for Claude Code Telegram bots: captures both sides of conversations, with SQLCipher encryption and CJK-friendly full-text search.
|
||
- [FilippoPilo/cortex-connector](https://github.com/FilippoPilo/cortex-connector) [](https://glama.ai/mcp/servers/FilippoPilo/cortex-connector) 📇 ☁️ - Persistent semantic memory for agents with quality-gated writes, typed claims, conflict tracking and coherence scoring.
|
||
- [gamosoft/NoteDiscovery](https://github.com/gamosoft/NoteDiscovery) [](https://glama.ai/mcp/servers/gamosoft/NoteDiscovery) 🐍 🏠 🍎 🪟 🐧 - Self-hosted Markdown knowledge base with a web UI: search, read, create, edit, tag and template notes.
|
||
- [geondongkim/geond-agent-protocol](https://github.com/geondongkim/geond-agent-protocol) [](https://glama.ai/mcp/servers/geondongkim/geond-agent-protocol) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Local-first shared memory and coordination for coding agents on PostgreSQL/pgvector: repository evidence, reservations, handoffs and code graph context.
|
||
- [gingugu/gingugu](https://github.com/gingugu/gingugu) [](https://glama.ai/mcp/servers/gingugu/gingugu) 🐍 🏠 🍎 🪟 🐧 - Local SQLite memory for coding assistants: typed memories with confidence lifecycle, namespaces, knowledge graph, hybrid search and keychain credential vault.
|
||
- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Manage personal knowledge, daily notes and reusable prompts in GitHub Gists, as a companion to GistPad.
|
||
- [GetCacheOverflow/CacheOverflow](https://github.com/GetCacheOverflow/CacheOverflow) 📇 ☁️ - Knowledge marketplace where agents search, publish and unlock previously solved problems, earning tokens for shared solutions.
|
||
- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Ingest content from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project, then search and retrieve relevant knowledge.
|
||
- [gregario/lego-oracle](https://github.com/gregario/lego-oracle) [](https://glama.ai/mcp/servers/gregario/lego-oracle) 📇 🏠 - LEGO sets, parts, minifigs and inventories from Rebrickable: search and compare sets, find parts by colour, browse themes and discover alternate builds.
|
||
- [gregario/brewers-almanack](https://github.com/gregario/brewers-almanack) [](https://glama.ai/mcp/servers/gregario/brewers-almanack) 📇 🏠 - Brewing knowledge: BJCP 2021 beer styles, hop varieties, malts, yeasts, water profiles, off-flavour diagnosis, recipe suggestions and food pairings.
|
||
- [gregario/3dprint-oracle](https://github.com/gregario/3dprint-oracle) [](https://glama.ai/mcp/servers/gregario/3dprint-oracle) 📇 🏠 🍎 🪟 🐧 - 3D printing filament knowledge base from SpoolmanDB: search filaments, compare material properties and print settings, and diagnose print issues.
|
||
- [hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - Retrieve and process documentation through vector search to augment responses with relevant documentation context.
|
||
- [HBarefoot/engram](https://github.com/HBarefoot/engram) [](https://glama.ai/mcp/servers/HBarefoot/engram) 📇 🏠 🍎 🪟 🐧 - Offline persistent agent memory on SQLite with local embeddings, hybrid semantic and full-text recall, secret detection and contradiction handling.
|
||
- [HatmanStack/ragstack-mcp](https://github.com/HatmanStack/RAGStack-Lambda/tree/main/src/ragstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Access RAGStack serverless knowledge bases on AWS: search, chat with AI answers, upload documents and media, scrape websites and analyze metadata.
|
||
- [hermes-labs-ai/fidelis](https://github.com/hermes-labs-ai/fidelis) [](https://glama.ai/mcp/servers/hermes-labs-ai/fidelis) 🐍 🏠 🍎 🐧 - Local-first memory with verbatim recall, querying, health checks and context-sensitive orientation, using LLM-free retrieval by default.
|
||
- [hifriendbot/cogmemai-mcp](https://github.com/hifriendbot/cogmemai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cloud-based persistent memory for Claude Code with semantic search, AI extraction and project scoping.
|
||
- [hjqcan/GoodMemory](https://github.com/hjqcan/GoodMemory) [](https://glama.ai/mcp/servers/hjqcan/GoodMemory) 📇 🏠 - Local-first, auditable memory with scoped user/project storage in SQLite or Postgres, read-only recall by default and opt-in reviewed writeback.
|
||
- [hoornet/agentdocs-mcp](https://github.com/hoornet/agentdocs-mcp) [](https://glama.ai/mcp/servers/hoornet/agentdocs-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, create, update, comment on and share AgentDocs Markdown docs, with full-text and semantic search.
|
||
- [hubinoretros/deep-thinker](https://github.com/hubinoretros/deep-thinker) [](https://glama.ai/mcp/servers/hubinoretros/deep-thinker) 📇 🏠 🍎 🪟 🐧 - Reasoning via a DAG thought graph with multiple strategies (dialectic, analogical, abductive and more), stuck detection, confidence scoring and self-critique.
|
||
- [hyunjae-labs/lore](https://github.com/hyunjae-labs/lore) [](https://glama.ai/mcp/servers/hyunjae-labs/lore) 📇 🏠 🍎 🪟 🐧 - Local semantic search across Claude Code conversations with hybrid vector and keyword search, background indexing and per-project selection.
|
||
- [DanceNitra/inspeximus](https://github.com/DanceNitra/inspeximus) [](https://glama.ai/mcp/servers/DanceNitra/inspeximus) 🐍 🏠 🍎 🪟 🐧 - Agent memory with a correction channel: supersede or revert stale facts, block restated old values, and prove deletions with signed tombstones.
|
||
- [idapixl/algora-mcp-server](https://github.com/idapixl/algora-mcp-server) [](https://glama.ai/mcp/servers/idapixl-algora-mcp-server) 📇 ☁️ - Browse and search open-source bounties on Algora, filter by org, tech or amount, and get top bounties and aggregate stats.
|
||
- [IgorGanapolsky/mcp-memory-gateway](https://github.com/IgorGanapolsky/mcp-memory-gateway) [](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway) 📇 🏠 - Pre-action gates that prevent coding agents from repeating known mistakes by turning captured feedback and failures into rules enforced via hooks.
|
||
- [Ikalus1988/MisakaNet](https://github.com/Ikalus1988/MisakaNet) [](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet) 🐍 🏠 🍎 🪟 🐧 - Agent failure memory: search verified debugging lessons from real engineering sessions.
|
||
- [irisxc4/memoryguard](https://github.com/irisxc4/memoryguard) [](https://glama.ai/mcp/servers/irisxc4/memoryguard) 🐍 🏠 🍎 🪟 🐧 - Local-first governed shared memory for coding agents with CLI and desktop console: classify, dedupe, supersede, quarantine and roll back memories.
|
||
- [zsxh1990/pr-genius](https://github.com/zsxh1990/pr-genius) [](https://glama.ai/mcp/servers/zsxh1990/pr-genius) 🐍 🏠 - Pull request contribution advisor based on case studies from real repos: merge probability analysis, pattern matching and contribution strategy.
|
||
- [jaimenbell/rag-mcp](https://github.com/jaimenbell/rag-mcp) [](https://glama.ai/mcp/servers/jaimenbell/rag-mcp) 🐍 🏠 - Minimal local RAG that vector-searches a document corpus and returns cited passages.
|
||
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - Cross-LLM communication and memory sharing so different AI models can collaborate and share context across conversations.
|
||
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - Store and retrieve conversation memories from multiple LLMs in MongoDB, with timestamps and LLM identification.
|
||
- [japlete/md-vision-mcp](https://github.com/japlete/md-vision-mcp) [](https://glama.ai/mcp/servers/japlete/md-vision-mcp) 📇 🏠 🍎 🪟 🐧 - Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs.
|
||
- [jcdickinson/simplemem](https://github.com/jcdickinson/simplemem) 🏎️ ☁️ 🐧 - Simple memory for coding agents using DuckDB and VoyageAI.
|
||
- [jagoff/memo](https://github.com/jagoff/memo) [](https://glama.ai/mcp/servers/jagoff/memo) 🐍 🏠 🍎 🐧 - Local-first semantic memory: hybrid search, Markdown storage, MLX or CPU embeddings, contradiction detection, time-travel history and cross-machine git sync.
|
||
- [JinNing6/Noosphere](https://github.com/JinNing6/Noosphere) [](https://glama.ai/mcp/servers/JinNing6/Noosphere) 🐍 ☁️ - Shared community repository of insights, decisions, warnings and patterns with semantic search, a 3D interactive globe and automated content moderation.
|
||
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - Convert Markdown into interactive markmap mind maps with PNG/JPG/SVG export and live browser preview.
|
||
- [junnnnnw00/obsidian-everywhere](https://github.com/junnnnnw00/obsidian-everywhere) [](https://glama.ai/mcp/servers/junnnnnw00/obsidian-everywhere) 📇 🏠 🍎 🪟 🐧 - Graph-native Obsidian vault access: search, backlinks, n-hop neighborhoods, paginated reads and safe partial and bulk edits with dry-run and rollback.
|
||
- [kael-bit/engram-rs](https://github.com/kael-bit/engram-rs) [](https://glama.ai/mcp/servers/@kael-bit/engram-rs) 📇 🏠 🍎 🪟 🐧 - Hierarchical agent memory engine with automatic decay, promotion, semantic deduplication and a self-organizing topic tree.
|
||
- [kage-core/Kage](https://github.com/kage-core/Kage) [](https://glama.ai/mcp/servers/kage-core/Kage) 📇 🏠 🍎 🪟 🐧 - Git-native memory for coding agents: JSON entries in the repo, verified against cited code so hallucinated citations are rejected and stale memory is withheld.
|
||
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - Work with collections and sources in your Zotero Cloud library.
|
||
- [khwanlabs/khwan-mcp](https://github.com/khwanlabs/khwan-mcp) [](https://glama.ai/mcp/servers/khwanlabs/khwan-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Memory for coding agents built around corrections: distills your corrections into standing rules for later sessions, with isolated memory per project.
|
||
- [krimto-labs/krimto](https://github.com/krimto-labs/krimto) [](https://glama.ai/mcp/servers/krimto-labs/krimto) 📇 🏠 - Team memory for coding agents stored as Markdown in git, with user, team and org access levels and hybrid SQLite/sqlite-vec retrieval.
|
||
- [Krzysztof318/MailFathom](https://github.com/Krzysztof318/MailFathom) [](https://glama.ai/mcp/servers/Krzysztof318/MailFathom) #️⃣ 🏠 🐧 - Self-hosted email search: syncs IMAP mailboxes into PostgreSQL to list, search and read mail and ask cited questions across the archive.
|
||
- [kunickiaj/codemem](https://github.com/kunickiaj/codemem) [](https://glama.ai/mcp/servers/kunickiaj/codemem) 📇 🏠 - Persistent coding memory across sessions, machines and teammates, with memory search, optional sync, project sharing and automatic capture.
|
||
- [kunwar-shah/claudex](https://github.com/kunwar-shah/claudex) [](https://glama.ai/mcp/servers/kunwar-shah/claudex) 📇 🏠 🍎 🪟 🐧 - Persistent memory and full-text search over Claude Code conversation history indexed into SQLite, with session summaries and a web UI for exploration.
|
||
- [renezander030/agentic-task-system](https://github.com/renezander030/agentic-task-system) [](https://glama.ai/mcp/servers/renezander030/agentic-task-system) 📇 🏠 - Turns your task manager into agent memory with hybrid retrieval over TickTick or an Obsidian vault, without a separate vector database.
|
||
- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) 🐍 🏠 🍎 🪟 🐧 - Semantic knowledge graph for Obsidian with graph, classification and hierarchy modes, local embeddings, semantic bridge discovery and drift detection.
|
||
- [leesgit/passbaton](https://github.com/leesgit/passbaton) [](https://glama.ai/mcp/servers/leesgit/passbaton) 📇 🏠 🍎 🪟 🐧 - Local session continuity across Claude Code, Codex CLI and Gemini CLI: context injection on start, compaction handover, memory, tasks and multilingual search.
|
||
- [lfrmonteiro99/memento-mcp](https://github.com/lfrmonteiro99/memento-mcp) [](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: stores facts, decisions, patterns and architecture notes in SQLite to reduce repeated context across sessions.
|
||
- [Lians-ai/Lians](https://github.com/Lians-ai/Lians) [](https://glama.ai/mcp/servers/Lians-ai/Lians) 🐍 🏠 🍎 🪟 🐧 - Bitemporal agent memory with deterministic fact supersession, point-in-time recall, memory lineage, conflict tracking and tamper-evident audit trails.
|
||
- [liftkkkk/owl-mcp](https://github.com/liftkkkk/owl-mcp) [](https://glama.ai/mcp/servers/liftkkkk/owl-mcp) 🐍 🏠 - Work with OWL/TTL/RDF ontologies: SPARQL queries, HermiT/Pellet reasoning and CRUD operations on knowledge graphs.
|
||
- [linxule/lotus-wisdom-mcp](https://github.com/linxule/lotus-wisdom-mcp) 📇 🏠 ☁️ - Contemplative problem-solving using the Lotus Sutra's framework: multi-perspective reasoning, skillful means, non-dual recognition and meditation pauses.
|
||
- [knaisoma/data-olympus](https://github.com/knaisoma/data-olympus) [](https://glama.ai/mcp/servers/knaisoma/data-olympus) 🐍 🏠 🍎 🪟 🐧 - Git-native Markdown knowledge base for coding agents with proposed vs. accepted guidance, validity windows, supersession chains and status-aware retrieval.
|
||
- [lithtrix/lithtrix-mcp](https://github.com/lithtrix/lithtrix-mcp) [](https://glama.ai/mcp/servers/lithtrix/lithtrix-mcp) 📇 ☁️ 🍎 🪟 🐧 - Persistent cross-vendor agent memory with credibility-scored web search, browser fetch and a shared Commons pool under one stable key.
|
||
- [louis030195/easy-obsidian-mcp](https://github.com/louis030195/easy-obsidian-mcp) 📇 🏠 🍎 🪟 🐧 - Create, read, update and search notes in local Obsidian vaults via filesystem access.
|
||
- [LuizEduPP/rememb](https://github.com/LuizEduPP/Rememb) [](https://glama.ai/mcp/servers/LuizEduPP/Rememb) 🐍 🏠 🍎 🪟 🐧 - Persistent agent memory in local JSON with sectioned entries (project, user, context), semantic search, a CLI and per-project scope.
|
||
- [lyonzin/knowledge-rag](https://github.com/lyonzin/knowledge-rag) [](https://glama.ai/mcp/servers/lyonzin/knowledge-rag) 🐍 🏠 🍎 🪟 🐧 - Offline RAG for Claude Code with hybrid BM25 and semantic search, cross-encoder reranking, Markdown-aware chunking and query expansion.
|
||
- [markmhendrickson/neotoma](https://github.com/markmhendrickson/neotoma) [](https://glama.ai/mcp/servers/markmhendrickson/neotoma) 📇 🏠 🍎 🪟 🐧 - Deterministic state layer for agents: versioned entities like contacts, tasks and decisions with immutable observations and provenance, in local SQLite.
|
||
- [mattjoyce/mcp-persona-sessions](https://github.com/mattjoyce/mcp-persona-sessions) 🐍 🏠 - Structured, persona-driven sessions for interview preparation, personal reflection and coaching, with timers and performance evaluation.
|
||
- [max-ramas/rms-memory-mcp](https://github.com/max-ramas/rms-memory-mcp) [](https://glama.ai/mcp/servers/max-ramas/rms-memory-mcp) 🦀 🏠 🍎 🐧 🪟 - Local-first memory for coding agents: hybrid LanceDB/Tantivy search, Markdown and code indexes, per-project vaults and recall that abstains on low confidence.
|
||
- [maxkuminov/obsidian-mcp](https://github.com/maxkuminov/obsidian-mcp) [](https://glama.ai/mcp/servers/maxkuminov/obsidian-mcp) 🐍 🏠 🍎 🪟 🐧 - Self-hosted Obsidian server: semantic and full-text search on PostgreSQL/pgvector, wikilink graph traversal, atomic note CRUD and a self-describing vault guide.
|
||
- [mcasdfgf/mcp-roo-memory](https://github.com/mcasdfgf/mcp-roo-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent fractal graph memory for coding agents: semantic search, hot/cold/archive context tiers and decision tracking on Qdrant.
|
||
- [udjin-labs/mnemostack](https://github.com/udjin-labs/mnemostack) [](https://glama.ai/mcp/servers/udjin-labs/mnemostack) 🐍 🏠 🍎 🪟 🐧 - Self-hosted hybrid agent memory on Qdrant combining vector search, BM25, temporal retrieval and an optional Memgraph knowledge graph via rank fusion.
|
||
- [tverney/mcp-agent-memory](https://github.com/tverney/mcp-agent-memory) [](https://glama.ai/mcp/servers/tverney/mcp-agent-memory) 📇 🏠 🍎 - Filesystem-based persistent agent memory: agents read, write and search memory while a background daemon handles consolidation and extraction.
|
||
- [memstate-ai/memstate-mcp](https://github.com/memstate-ai/memstate-mcp) [](https://glama.ai/mcp/servers/memstate-ai/memstate-mcp) 📇 ☁️ - Versioned, structured agent memory storing facts as keypaths with full version history and automatic conflict detection.
|
||
- [michael-denyer/memory-mcp](https://github.com/michael-denyer/memory-mcp) 🐍 🏠 🍎 🪟 🐧 - Two-tier memory (hot cache and cold semantic search) that promotes frequently used patterns, extracts knowledge from Claude outputs and links it in a graph.
|
||
- [michielinksee/linksee-memory](https://github.com/michielinksee/linksee-memory) [](https://glama.ai/mcp/servers/michielinksee/linksee-memory) 📇 🏠 🍎 🪟 🐧 - Local-first cross-agent memory in one SQLite file with a layered structure, Ebbinghaus-style forgetting and detection of code drifting from past decisions.
|
||
- [mercurialsolo/counsel-mcp](https://github.com/mercurialsolo/counsel-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Strategic reasoning, multi-perspective debate analysis and interactive advisory sessions via the Counsel API.
|
||
- [mlorentedev/hive](https://github.com/mlorentedev/hive) [](https://glama.ai/mcp/servers/mlorentedev/hive) 🐍 🏠 🍎 🪟 🐧 - On-demand Obsidian vault access: adaptive context loading, full-text and ranked search, health checks, auto git commits and delegation to cheaper models.
|
||
- [TheGoatPsy/mneme](https://github.com/TheGoatPsy/mneme) [](https://glama.ai/mcp/servers/TheGoatPsy/mneme) 🐍 🏠 🍎 🪟 🐧 - Vault-native, accountable memory for Claude Code: Markdown is the source of truth, with no LLM on the Stop path and redaction before any derived store.
|
||
- [mnlt/wellread](https://github.com/mnlt/wellread) [](https://glama.ai/mcp/servers/mnlt/wellread) 📇 ☁️ - Shared research cache across agents: reuse answers from verified sources, or save new research for the next developer.
|
||
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory for maintaining context.
|
||
- [DuhoKim/NebulaMind](https://github.com/DuhoKim/NebulaMind) [](https://glama.ai/mcp/servers/DuhoKim/NebulaMind) 🐍 ☁️ - Collaborative astronomy wiki written by AI agents, who can register, read, edit, vote and comment via an open API.
|
||
- [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) 📇 ☁️ - Workspace-grounded knowledge graph shared by multiple developers, hosted on Azure Functions with Table storage.
|
||
- [MyAgentHubs/aimemo](https://github.com/MyAgentHubs/aimemo) 🏎️ 🏠 🍎 🪟 🐧 - Local, dependency-free memory server shipped as a single binary.
|
||
- [n24q02m/mnemo-mcp](https://github.com/n24q02m/mnemo-mcp) [](https://glama.ai/mcp/servers/@n24q02m/mnemo-mcp) 🐍 🏠 🍎 🪟 🐧 - Persistent memory with SQLite hybrid search (FTS5 and semantic), built-in Qwen3 embeddings and rclone sync across machines.
|
||
- [ndjordjevic/pinrag](https://github.com/ndjordjevic/pinrag) [](https://glama.ai/mcp/servers/ndjordjevic/pinrag) 🐍 🏠 - RAG over PDFs, YouTube videos, GitHub repos and Discord exports: index documents and query them with citations.
|
||
- [nfemmanuel/iranti](https://github.com/nfemmanuel/iranti) 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent shared memory for coding agents: facts stored as entity/key/value triples with hybrid semantic search, task checkpoints and conflict resolution.
|
||
- [NicolasPrimeau/artel](https://github.com/NicolasPrimeau/artel) [](https://glama.ai/mcp/servers/NicolasPrimeau/artel) 🐍 🏠 🍎 🪟 🐧 - Self-hosted coordination for agent fleets: shared semantic memory, tasks, agent-to-agent messaging, session handoffs and cross-agent knowledge synthesis.
|
||
- [nicholasglazer/gnosis-mcp](https://github.com/nicholasglazer/gnosis-mcp) 🐍 🏠 - Make Markdown documentation searchable: loads it into SQLite or PostgreSQL with keyword search and optional pgvector hybrid semantic search.
|
||
- [nonatofabio/local-faiss-mcp](https://github.com/nonatofabio/local_faiss_mcp) 🐍 🏠 🍎 🐧 - Local FAISS vector database for RAG with document ingestion (PDF, TXT, MD, DOCX), semantic search, re-ranking and CLI tools for indexing and querying.
|
||
- [nworks3d/THOR-memory-bible-for-AI](https://github.com/nworks3d/THOR-memory-bible-for-AI) [](https://glama.ai/mcp/servers/nworks3d/THOR-memory-bible-for-AI) 🦀 🏠 🪟 🐧 - Local memory for coding agents where rules with machine-checkable proofs block matching commands, plus an append-only event log and per-project scoping.
|
||
- [olgasafonova/mediawiki-mcp-server](https://github.com/olgasafonova/mediawiki-mcp-server) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis) to search, read and edit pages, analyze links, view revision history and convert to Markdown.
|
||
- [omega-memory/omega-memory](https://github.com/omega-memory/omega-memory) 🐍 🏠 🍎 🪟 🐧 - Local-first persistent memory for coding agents with semantic search, auto-capture, cross-session learning and intelligent forgetting.
|
||
- [ontorata/ratary](https://github.com/ontorata/ratary) [](https://glama.ai/mcp/servers/ontorata/ratary) 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent coding memory for AI assistants with hybrid search, a knowledge graph and token-efficient context, self-hostable on D1, Postgres, MariaDB or Docker.
|
||
- [oomkapwn/enquire-mcp](https://github.com/oomkapwn/enquire-mcp) [](https://glama.ai/mcp/servers/oomkapwn/enquire-mcp) 📇 🏠 🍎 🪟 🐧 - Long-term agent memory backed by a local Obsidian vault: hybrid retrieval with reranking, agentic RAG, wikilink community detection, Obsidian Bases and PDF OCR.
|
||
- [AgentBase1/mcp-server](https://github.com/AgentBase1/mcp-server) [](https://glama.ai/mcp/servers/AgentBase1/mcp-server) 📇 ☁️ - AgentBase: an open registry of agent instruction files. Search and retrieve system prompts, skills, workflows, domain packs and safety filters.
|
||
- [pallaprolus/mendeley-mcp](https://github.com/pallaprolus/mendeley-mcp) 🐍 ☁️ - Search your Mendeley library, browse folders, get document metadata, search the global catalog and add papers to your collection.
|
||
- [paladini/mcp-me](https://github.com/paladini/mcp-me) [](https://glama.ai/mcp/servers/paladini/mcp-me) 📇 🏠 🍎 🪟 🐧 - Digital identity for AI tools: your bio, career, skills and projects in local YAML profiles, auto-generated from public APIs such as GitHub, Medium and Strava.
|
||
- [Patdolitse/piia-engram](https://github.com/Patdolitse/piia-engram) [](https://glama.ai/mcp/servers/Patdolitse/piia-engram) 🐍 🏠 🍎 🪟 🐧 - Persistent user identity across AI tools: preferences, lessons and decisions in local JSON with staged verification, AES-256-GCM encryption and cross-tool sync.
|
||
- [pavelpilyak/devrecall](https://github.com/pavelpilyak/devrecall) [](https://glama.ai/mcp/servers/pavelpilyak/devrecall) 🏎️ 🏠 🍎 🐧 - Local-first index of your commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads and calendar events to search and cite past work.
|
||
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Security-hardened Google NotebookLM access: session-based conversations, notebook library management and source-grounded answers, with post-quantum encryption.
|
||
- [pathrule/mcp](https://github.com/pathrule/mcp) [](https://glama.ai/mcp/servers/pathrule/mcp) 📇 ☁️ - Path-scoped team memories, rules and skills for coding agents from Pathrule workspaces.
|
||
- [paultaki/ailooplibrary-mcp](https://github.com/paultaki/ailooplibrary-mcp) [](https://glama.ai/mcp/servers/paultaki/ailooplibrary-mcp) 🐍 🏠 ☁️ - Read-only AI Loop Library catalog of bounded agent work loops: pick one for a goal and render a run protocol with verification, stop conditions and budgets.
|
||
- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) 📇 🦀 🏠 🍎 🐧 🪟 - Cumulative memory and pattern learning for coding assistants, with local SQLite/SurrealDB storage for semantic codebase analysis.
|
||
- [penfieldlabs/penfield-mcp](https://github.com/penfieldlabs/penfield-mcp) [](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp) 🐍 ☁️ 🐍 ☁️ - Penfield: persistent memory with hybrid BM25/vector/graph search, typed graph relations, context checkpoints, artifact storage and a personality system.
|
||
- [Piccolo123/url-manager-mcp](https://github.com/Piccolo123/url-manager-mcp) [](https://glama.ai/mcp/servers/Piccolo123/url-manager-mcp) 📇 🐍 🏠 🍎 🪟 🐧 - Bookmark and knowledge manager where agents save web pages and auto-categorize them into collections with search, tags and shared folders.
|
||
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connect to your Pinecone Assistant and retrieve context from its knowledge engine.
|
||
- [pipeshub-ai/mcp-server](https://github.com/pipeshub-ai/mcp-server) [](https://glama.ai/mcp/servers/pipeshub-ai/mcp-server) 📇 🏠 ☁️ - Permission-aware enterprise search and RAG over business apps such as Google Workspace, Microsoft 365, Slack and Jira.
|
||
- [pomazanbohdan/memory-mcp-1file](https://github.com/pomazanbohdan/memory-mcp-1file) 🦀 🏠 🍎 🪟 🐧 - Persistent semantic and graph-based agent memory in a single self-contained binary with embedded database and models.
|
||
- [ProfessionalWiki/MediaWiki-MCP-Server](https://github.com/ProfessionalWiki/MediaWiki-MCP-Server) [](https://glama.ai/mcp/servers/ProfessionalWiki/MediaWiki-MCP-Server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, search and edit any MediaWiki wiki, including Wikipedia and Fandom, with multi-wiki support and Semantic MediaWiki, Cargo, Wikibase and NeoWiki queries.
|
||
- [Rarefied-Earth/groundwork](https://github.com/Rarefied-Earth/groundwork) [](https://glama.ai/mcp/servers/Rarefied-Earth/groundwork) 📇 ☁️ - Company state for operating small businesses: brand, voice, charter, priorities, modules and skills.
|
||
- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your Ragie knowledge base, connected to sources like Google Drive, Notion and Jira.
|
||
- [ravi-labs/mindmap-mcp-server](https://github.com/ravi-labs/mindmap-mcp-server) [](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server) 📇 🏠 - Local-first memory and context handoff across AI tools, with graceful decay, a persona layer and a portable memory passport.
|
||
- [remembra-ai/remembra](https://github.com/remembra-ai/remembra) [](https://glama.ai/mcp/servers/remembra-ai/remembra) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted persistent agent memory with entity resolution, PII detection, AES-256-GCM encryption at rest and hybrid search.
|
||
- [redleaves/context-keeper](https://github.com/redleaves/context-keeper) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management: short- and long-term memory with vector, timeline and knowledge graph retrieval plus reranking.
|
||
- [riponcm/projectmem](https://github.com/riponcm/projectmem) [](https://glama.ai/mcp/servers/riponcm/projectmem) 🐍 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: records issues, failed attempts, fixes and decisions, re-injects them and warns at git commit before a repeated mistake.
|
||
- [Skitchy/rekindle](https://github.com/Skitchy/rekindle) [](https://glama.ai/mcp/servers/Skitchy/rekindle) 📇 🏠 🍎 🪟 🐧 - Session continuity: start-of-session reports with gap detection and scoring, structured end-of-session capture and BM25 memory search, stored in local SQLite.
|
||
- [roampal-ai/roampal-core](https://github.com/roampal-ai/roampal-core) [](https://glama.ai/mcp/servers/roampal-ai/roampal-core) 🐍 🏠 - Outcome-based persistent memory for Claude Code and OpenCode: memories that help get promoted, misleading ones get demoted.
|
||
- [roomi-fields/notebooklm-mcp](https://github.com/roomi-fields/notebooklm-mcp) [](https://glama.ai/mcp/servers/@roomi-fields/notebooklm-mcp) 📇 🏠 🍎 🪟 🐧 - Automate Google NotebookLM: Q&A with citations, audio podcasts, video, content generation, source management and notebook library.
|
||
- [rushikeshmore/CodeCortex](https://github.com/rushikeshmore/CodeCortex) [](https://glama.ai/mcp/servers/@rushikeshmore/codecortex) 📇 🏠 🍎 🪟 🐧 - Persistent codebase knowledge for coding agents: symbols, dependency graphs, co-change patterns and architectural decisions extracted with tree-sitter.
|
||
- [rwnalds/engram](https://github.com/rwnalds/engram) [](https://glama.ai/mcp/servers/rwnalds/engram) 📇 🏠 - Git-backed, Obsidian-compatible Markdown second brain for agents: search ranks live notes above superseded ones, with per-agent tokens and a git audit trail.
|
||
- [s60yucca/mnemos](https://github.com/s60yucca/mnemos) [](https://glama.ai/mcp/servers/s60yucca/mnemos) 🏎️ 🏠 🍎 🪟 🐧 - Persistent memory for coding agents storing architecture decisions, bug root causes and conventions, with full-text search and token-budgeted context assembly.
|
||
- [seanmarkwei/agentram-mcp](https://github.com/seanmarkwei/agentram-mcp) [](https://glama.ai/mcp/servers/seanmarkwei/agentram-mcp) 📇 ☁️ - Key-value agent memory over an HTTP API without embeddings: store, retrieve, search and share memory across agents with shared namespaces and TTLs.
|
||
- [SagaPeak/artifacta-mcp](https://github.com/SagaPeak/artifacta-mcp) [](https://glama.ai/mcp/servers/SagaPeak/artifacta-mcp) 🎖️ 📇 🐍 ☁️ 🍎 🪟 🐧 - Artifact store for agent outputs: persist, retrieve and share them across runs and sessions, with content-hash dedup and expiring share links.
|
||
- [SAIHM-Admin/saihm-mcp](https://github.com/SAIHM-Admin/saihm-mcp) [](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Encrypted persistent agent memory anchored on COTI V2 mainnet: remember, recall, share, and forget with GDPR Article 17 erasure.
|
||
- [SAIHM-Admin/saihm-mcp-server-pro](https://github.com/SAIHM-Admin/saihm-mcp-server-pro) [](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp-server-pro) 📇 ☁️ 🏠 🍎 🪟 🐧 - Client-side encrypted agent memory where the server only sees ciphertext, with post-quantum identity and sharing and crypto-shredding for GDPR erasure.
|
||
- [SaravananJaichandar/world-model-mcp](https://github.com/SaravananJaichandar/world-model-mcp) [](https://glama.ai/mcp/servers/SaravananJaichandar/world-model-mcp) 🐍 🏠 🍎 🪟 🐧 - Temporal codebase knowledge graph that links test failures to code changes, learns co-edit patterns, predicts regression risk and enforces edit constraints.
|
||
- [sachitrafa/YourMemory](https://github.com/sachitrafa/YourMemory) [](https://glama.ai/mcp/servers/sachitrafa/YourMemory) 🐍 🏠 🍎 🪟 🐧 - Persistent agent memory with Ebbinghaus-style decay, hybrid BM25/vector retrieval, entity graph for multi-hop reasoning, auto-pruning and a browser dashboard.
|
||
- [Schubeler-Consulting/knowmind](https://github.com/Schubeler-Consulting/knowmind) [](https://glama.ai/mcp/servers/Schubeler-Consulting/knowmind) 📇 ☁️ - Agent memory and knowledge graph hosted in Germany: hybrid BM25, vector and Neo4j graph recall with reranking, typed relations and a bi-temporal store.
|
||
- [SecurityRonin/alaya](https://github.com/SecurityRonin/alaya) [](https://glama.ai/mcp/servers/SecurityRonin/alaya) 🦀 🏠 🍎 🪟 🐧 - Neuroscience-inspired local agent memory that stores episodes, consolidates knowledge over time and builds a personal knowledge graph with semantic recall.
|
||
- [SecurityRonin/docx-mcp](https://github.com/SecurityRonin/docx-mcp) [](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp) 🐍 🏠 🍎 🪟 🐧 - Read and edit Word (.docx) documents with tracked changes, threaded comments, footnotes, OOXML-level validation and document auditing.
|
||
- [setheerwagen/mcp-modelmanager](https://github.com/setheerwagen/local-ai-mcp-servers/tree/main/mcp-modelmanager) [](https://glama.ai/mcp/servers/setheerwagen/local-ai-mcp-servers) 🐍 🏠 - Manage a local model machine: pull and remove Ollama models, switch the inference service between models and run LoRA fine-tuning jobs.
|
||
- [sheawinkler/ContextLattice](https://github.com/sheawinkler/ContextLattice) [](https://glama.ai/mcp/servers/sheawinkler/context-lattice) 🏠 🍎 🪟 🐧 🦀 🏎️ - Private-by-default memory and context layer for agents with staged retrieval across fused data backends and long-horizon context continuity.
|
||
- [writerslogic/scrivener-mcp](https://github.com/writerslogic/scrivener-mcp) [](https://glama.ai/mcp/servers/writerslogic/scrivener-mcp) 📇 🏠 🍎 🪟 🐧 - Work with Scrivener 3 writing projects: document management, writing analysis, semantic search, character and plot memory, and content enhancement.
|
||
- [shinpr/mcp-local-rag](https://github.com/shinpr/mcp-local-rag) 📇 🏠 - Local document search: semantic search over PDF, DOCX, TXT and Markdown files with LanceDB vector storage and local embeddings.
|
||
- [ShipItAndPray/mcp-memory](https://github.com/ShipItAndPray/mcp-memory) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-memory) 📇 🏠 🍎 🪟 🐧 - SQLite-based memory with exponential decay: memories strengthen on access and fade when unused, limiting unbounded context growth.
|
||
- [sgx-labs/statelessagent](https://github.com/sgx-labs/statelessagent) [](https://glama.ai/mcp/servers/sgx-labs/statelessagent) 🏎️ 🏠 🍎 🪟 🐧 - Local agent memory with provenance tracking that detects when sources change, plus session handoffs, decision records, semantic search and a knowledge graph.
|
||
- [l33tdawg/sage](https://github.com/l33tdawg/sage) [](https://glama.ai/mcp/servers/l33tdawg/s-age) 🏎️ 🏠 🍎 🪟 🐧 - Local institutional memory for agents where BFT consensus among validators approves every memory before it is committed.
|
||
- [laradji/deadzone](https://github.com/laradji/deadzone) [](https://glama.ai/mcp/servers/laradji/deadzone) 🏎️ 🏠 🍎 🐧 - Offline semantic search over library documentation using a pre-built, version-pinned vector index fetched and verified on first launch.
|
||
- [leonardsellem/hypermnesic](https://github.com/leonardsellem/hypermnesic) [](https://glama.ai/mcp/servers/leonardsellem/hypermnesic) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Git-first agent memory: Markdown files are the source of truth, the index is disposable and writes are reviewable commits, with hybrid search and a CLI.
|
||
- [Smart-AI-Memory/empathy-framework](https://github.com/Smart-AI-Memory/empathy-framework) 🐍 🏠 - Five-level AI collaboration system with persistent local-first memory via MemDocs and anticipatory capabilities.
|
||
- [rps321321/obsidian-mcp-pro](https://github.com/rps321321/obsidian-mcp-pro) [](https://glama.ai/mcp/servers/rps321321/obsidian-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Obsidian vault access: full-text search, note CRUD, frontmatter queries, tags, backlinks, graph traversal, orphan and broken link detection, and canvas support.
|
||
- [Semiotronika/LINZA-MCP](https://github.com/Semiotronika/LINZA-MCP) [](https://glama.ai/mcp/servers/Semiotronika/LINZA-MCP) 🐍 🏠 🍎 🪟 🐧 - Review-gated sidecar for Markdown workspaces: indexes notes into SQLite and proposes links, domains and memory with evidence, editing files only after review.
|
||
- [smith-and-web/obsidian-mcp-server](https://github.com/smith-and-web/obsidian-mcp-server) 📇 🏠 🍎 🪟 🐧 - Remote Obsidian vault management over SSE: notes, directories, frontmatter, tags, search and link operations, deployable with Docker.
|
||
- [skill-seekers/Skill_Seekers](https://github.com/yusufkaraaslan/Skill_Seekers) [](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers) 🐍 🏠 🍎 🪟 🐧 - Turn docs, GitHub repos, PDFs, videos, Confluence, Notion and Slack/Discord into AI skills and RAG knowledge, exportable to vector databases like Qdrant.
|
||
- [stevepridemore/graph-memory](https://github.com/stevepridemore/graph-memory) [](https://glama.ai/mcp/servers/stevepridemore/graph-memory) 📇 🏠 ☁️ 🍎 🪟 🐧 - Personal knowledge graph for Claude on Neo4j with typed entities, bi-temporal edges, weighted decay, contradiction detection and local embeddings.
|
||
- [SubDownload/subdownload-mcp](https://github.com/SubDownload/subdownload-mcp) [](https://glama.ai/mcp/servers/SubDownload/subdownload-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - YouTube knowledge base: summarize videos, fetch transcripts (even without captions), search channels and playlists, and save results for cross-session recall.
|
||
- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) 📇 ☁️ - Answer questions from your product documentation using Biel.ai's RAG system.
|
||
- [The-40-Thieves/obsidian-tc](https://github.com/The-40-Thieves/obsidian-tc) [](https://glama.ai/mcp/servers/The-40-Thieves/obsidian-tc) 📇 🦀 🏠 🍎 🪟 🐧 - Obsidian vault access with role-based access control, native search, multi-vault support, pluggable embeddings and SLSA provenance.
|
||
- [threadctx-dev/threadctx-mcp](https://github.com/threadctx-dev/threadctx-mcp) [](https://glama.ai/mcp/servers/threadctx-dev/threadctx-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first shared team memory for coding agents: decisions, fixes and gotchas persist per repo and are shared across teammates' agents.
|
||
- [tomohiro-owada/devrag](https://github.com/tomohiro-owada/devrag) 🏎️ 🏠 🍎 🪟 🐧 - Local RAG for semantic vector search over Markdown documents with sqlite-vec and multilingual-e5-small embeddings, filterable by directory and filename.
|
||
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Memory manager for AI apps and agents using graph and vector stores, with ingestion from many data sources.
|
||
- [timowhite88/farnsworth-syntek](https://github.com/timowhite88/farnsworth-syntek) 📇 ☁️ - Seven-layer recursive agent memory with context branching, holographic recall, dream consolidation and on-chain persistence.
|
||
- [topskychen/tilde](https://github.com/topskychen/tilde) 🐍 🏠 - Portable, privacy-first AI identity: a home directory for your agents with profile management, skills, resume import and team sync.
|
||
- [tstockham96/engram](https://github.com/tstockham96/engram) [](https://glama.ai/mcp/servers/@tstockham96/engram) 📇 🏠 🍎 🪟 🐧 - Agent memory with semantic recall, automatic consolidation, contradiction detection and a bi-temporal knowledge graph.
|
||
- [teampolarity/cosmos-mcp](https://github.com/teampolarity/cosmos-mcp) [](https://glama.ai/mcp/servers/@teampolarity/cosmos-mcp) 📇 ☁️ 🏠 🍎 - Portable personal knowledge graph shared across AI clients, with sources like iMessage, browser history, calendar, shell history, Notion and Obsidian.
|
||
- [TeamSafeAI/LIFE](https://github.com/TeamSafeAI/LIFE) 🐍 🏠 - Persistent identity for AI agents: servers for drives, relationships, semantic memory with decay, working threads, learned patterns, journaling and forecasting.
|
||
- [TT-Wang/cortex-plugin](https://github.com/TT-Wang/cortex-plugin) [](https://glama.ai/mcp/servers/TT-Wang/cortex-plugin) 🐍 🏠 🍎 🐧 - Claude Code memory plugin that mines past sessions for decisions, conventions and bug fixes, stores them in an Obsidian vault and briefs new sessions.
|
||
- [TyKolt/kremis](https://github.com/TyKolt/kremis) [](https://glama.ai/mcp/servers/TyKolt/kremis) 🦀 🏠 🍎 🪟 🐧 - Local deterministic knowledge graph on redb with no LLM or embedding calls, BLAKE3 state hashing and canonical export for byte-identical audits.
|
||
- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query agent memory in a distributed way with Membase.
|
||
- [upstash/context7](https://github.com/upstash/context7) 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors.
|
||
- [varun29ankuS/shodh-memory](https://github.com/varun29ankuS/shodh-memory) 🦀 🏠 - Cognitive agent memory with Hebbian learning, a three-tier architecture and knowledge graphs, running offline on edge devices.
|
||
- [vbcherepanov/total-agent-memory](https://github.com/vbcherepanov/total-agent-memory) [](https://glama.ai/mcp/servers/vbcherepanov/total-agent-memory) 🐍 🏠 🍎 🪟 🐧 - Local memory for coding agents: temporal knowledge graph with fact invalidation, procedural and episodic memory, AST codebase ingest and cross-project analogy.
|
||
- [samvallad33/vestige](https://github.com/samvallad33/vestige) [](https://glama.ai/mcp/servers/samvallad33/vestige) 🦀 🏠 🍎 🪟 🐧 - Local-first cognitive agent memory with FSRS-6 scheduling, smart ingest, SQLite storage, portable sync, an embedded dashboard and optional hooks.
|
||
- [vectorize-io/hindsight](https://github.com/vectorize-io/hindsight) 🐍 ☁️ 🏠 - Hindsight: long-term memory for AI agents modeled on human memory.
|
||
- [vishnu-77/openreflex](https://github.com/vishnu-77/openreflex) [](https://glama.ai/mcp/servers/vishnu-77/openreflex) 🐍 🏠 🍎 🪟 🐧 - Local execution memory for coding agents: injects what worked and known fixes before similar tasks and advises whether to continue, pivot or stop.
|
||
- [vornicx/Midas](https://github.com/vornicx/Midas) [](https://glama.ai/mcp/servers/vornicx/Midas) 🐍 📇 🏠 🍎 🪟 🐧 - Local-first long-horizon agent memory: source-traceable recall, belief revision, selective forgetting and a guard against memory-driven destructive actions.
|
||
- [Abhigyan-Shekhar/Waggle-mcp](https://github.com/Abhigyan-Shekhar/Waggle-mcp) [](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp) 🐍 🏠 🍎 🪟 🐧 - Persistent graph memory that extracts facts from conversations into typed nodes with local embeddings, supporting temporal queries and conflict detection.
|
||
- [whynowlab/jarvis-orb](https://github.com/whynowlab/jarvis-orb) [](https://glama.ai/mcp/servers/whynowlab/jarvis-orb) 🐍 🏠 - Four-tier memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking and a desktop visualization orb.
|
||
- [wnbhr/being](https://github.com/wnbhr/being) [](https://glama.ai/mcp/servers/wnbhr/being) 📇 ☁️ - Personality runtime for agents: persistent memory, identity (SOUL) and relationships that carry across AI clients.
|
||
- [Wuesteon/lean-memory](https://github.com/Wuesteon/lean-memory) [](https://glama.ai/mcp/servers/Wuesteon/lean-memory) 🐍 🏠 🍎 🪟 🐧 - Embedded local agent memory in one SQLite file per namespace: hybrid retrieval, append-only history queryable at any past time and human-reviewed maintenance.
|
||
- [TheStack-ai/waypath](https://github.com/TheStack-ai/waypath) [](https://glama.ai/mcp/servers/TheStack-ai/waypath) 📇 🏠 - Local-first memory CLI for coding agents: SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with promote and review gates.
|
||
- [zzhang82/Agent-Memory-Bridge](https://github.com/zzhang82/Agent-Memory-Bridge) [](https://glama.ai/mcp/servers/zzhang82/Agent-Memory-Bridge) 🐍 🏠 - Local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas and domain knowledge.
|
||
- [teolex2020/AuraSDK](https://github.com/teolex2020/AuraSDK) [](https://glama.ai/mcp/servers/teolex2020-aurasdk) 🐍 🏠 - Persistent, encrypted cognitive memory that works offline.
|
||
- [arthurpanhku/Arthor-Agent](https://github.com/arthurpanhku/Arthor-Agent) [](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) 🐍 🏠 ☁️ - Cybersecurity assessment of documents, questionnaires and reports: multi-format parsing, RAG knowledge base, risks, compliance gaps and remediations.
|
||
- [Wynelson94/longhand](https://github.com/Wynelson94/longhand) [](https://glama.ai/mcp/servers/Wynelson94/longhand) 🐍 🏠 🍎 🪟 🐧 - Persistent local memory for Claude Code: indexes all sessions verbatim into SQLite and ChromaDB for semantic recall across your history, with no API calls.
|
||
- [yubinkim444/repo-memory](https://github.com/yubinkim444/repo-memory) [](https://glama.ai/mcp/servers/yubinkim444/repo-memory) 🐍 🏠 🍎 🪟 🐧 - Shared, git-tracked memory for AI agents on the same codebase: facts, decisions and gotchas stored in a committed repo directory and synced via git.
|
||
- [agentcivics/agentcivics](https://github.com/agentcivics/agentcivics) [](https://glama.ai/mcp/servers/agentcivics/agentcivics) 📇 ☁️ 🏠 🍎 🪟 🐧 - Decentralized civil registry for AI agents on Sui: soulbound identities, on-chain memories, reputation and refusal records.
|
||
- [STiFLeR7/memex](https://github.com/STiFLeR7/memex) [](https://glama.ai/mcp/servers/STiFLeR7/memex) 🐍 🏠 🍎 🪟 🐧 - Watches git repos and builds a temporal knowledge graph of modules, symbols, decisions and open problems via Graphiti and Neo4j, served to AI coding agents.
|
||
- [xChuCx/agent-memory](https://github.com/xChuCx/agent-memory) [](https://glama.ai/mcp/servers/xChuCx/agent-memory) 🏎️ 🏠 🍎 🪟 🐧 - Git-native project memory for coding agents: Markdown in your repo, reviewable staged updates, secret/PII-safe and branch-aware, without cloud or vector DB.
|
||
- [XuebinMa/AIWiki](https://github.com/XuebinMa/AIWiki) [](https://glama.ai/mcp/servers/XuebinMa/AIWiki) 📇 ☁️ 🍎 🪟 🐧 - Search and read AiWiki, a bilingual English/Chinese encyclopedia of AI-coding pitfalls and LLM privacy protection, with cited evidence.
|
||
- [zzallirog/weighted-compact](https://github.com/zzallirog/weighted-compact) [](https://glama.ai/mcp/servers/zzallirog/weighted-compact) 🐍 🏠 - Inspectable memory for Claude Code: read-only search and session compaction over a local, signal-scored parse of its project logs, with no outbound calls.
|
||
- [tribal-memory/tribal](https://github.com/tribal-memory/tribal) [](https://glama.ai/mcp/servers/tribal-memory/tribal) 🦀 🏠 - Self-hosted semantic memory for an engineering team's tribal knowledge: the decisions and reasoning behind the code, queryable by the team and its agents.
|
||
- [SVerITG/Metis](https://github.com/SVerITG/Metis) [](https://glama.ai/mcp/servers/SVerITG/Metis) 🐍 🏠 🍎 🪟 🐧 - Private local research second brain: project-aware memory, cited answers from your library, linked notes and meetings, daily briefs and a meeting assistant.
|
||
- [syndicalt/zaxy](https://github.com/syndicalt/zaxy) [](https://glama.ai/mcp/servers/syndicalt/zaxy) 🐍 🏠 🍎 🪟 🐧 - Event-sourced agent memory on a hash-chained log with an embedded Kuzu temporal knowledge graph, salience-based forgetting and review-gated consolidation.
|
||
- [mnemoverse/mcp-memory-server](https://github.com/mnemoverse/mcp-memory-server) [](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server) 📇 ☁️ - Hosted memory that learns and forgets: feedback re-ranks useful memories, recall fades by recency and similar memories consolidate.
|
||
- [zcag/tela](https://github.com/zcag/tela) [](https://glama.ai/mcp/servers/zcag/tela) 🏎️ 🏠 ☁️ - Self-hostable Markdown team wiki that agents can search, read and write, plus Atlas, which generates a cited wiki from git repos and Jira.
|
||
- [zuneracodes/localkeep](https://github.com/zuneracodes/localkeep) [](https://glama.ai/mcp/servers/zuneracodes/localkeep) 🐍 🏠 🍎 🪟 🐧 - Local-first chronological memory: write dated, editable memory banks in a local UI, and Claude recalls them on demand via SQLite FTS5.
|
||
- [VonderVuflya/Yggdrasil](https://github.com/VonderVuflya/Yggdrasil) [](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil) 🐍 🏠 🍎 🪟 🐧 - Local-first memory for AI coding agents on SQLite/FTS5, curated and semantically de-duplicated, with data stored as plain rows you own.
|
||
- [teflon07/memkeeper](https://github.com/teflon07/memkeeper) [](https://glama.ai/mcp/servers/teflon07/memkeeper) 🦀 🏠 🍎 🐧 - Local-first memory for AI agents in one SQLite file: hybrid BM25 and on-device embedding search with reranking, abstaining instead of returning wrong memories.
|
||
- [yamantaka520/Agent-Memory-OS](https://github.com/yamantaka520/Agent-Memory-OS) [](https://glama.ai/mcp/servers/yamantaka520/Agent-Memory-OS) 🐍 🏠 🍎 🪟 🐧 - Local-first memory for AI agent teams: private, team and project access control, associative recall and federated sync with revocation, plus a web console.
|
||
- [ohad6k/emulo](https://github.com/ohad6k/emulo) [](https://glama.ai/mcp/servers/ohad6k/emulo) 🐍 🏠 - Loads a personal profile mined from your local Claude Code, Codex and OpenCode logs so agents work the way you do.
|
||
- [ctxfile/ctxfile](https://github.com/ctxfile/ctxfile) [](https://glama.ai/mcp/servers/ctxfile/ctxfile) 📇 🏠 🍎 🪟 🐧 - Snapshots a project's working state (files, git, plan, decisions) into one context object so a session can move between agents. Local and read-only.
|
||
- [atakanelik34/Bilinc](https://github.com/atakanelik34/Bilinc) [](https://glama.ai/mcp/servers/atakanelik34/Bilinc) 🐍 ☁️ 🍎 🪟 🐧 - Hosted agent memory with an audit trail: writes carry provenance, contradictions surface as inspectable changes, and bad runs are recovered from snapshots.
|
||
- [yaminbkk/NexusMem](https://github.com/yaminbkk/NexusMem) [](https://glama.ai/mcp/servers/yaminbkk/NexusMem) 📇 🏠 🪟 🐧 - Correlates failed shell commands and their exit codes with whatever later fixed them, alongside git diffs and docs, stored locally in SQLite.
|
||
- [tenequm/pond](https://github.com/tenequm/pond) [](https://glama.ai/mcp/servers/tenequm/pond) 🦀 🏠 🍎 🐧 - Lossless archive and search for AI agent sessions across clients.
|
||
- [kaaustubh/project-memory-mcp](https://github.com/kaaustubh/project-memory-mcp) [](https://glama.ai/mcp/servers/kaaustubh/project-memory-mcp) 📇 🏠 - Persistent memory for coding agents in plain repo files (AGENTS.md, issues.jsonl): captures bugs, fixes, decisions and corrections and recalls them later.
|
||
- [drexthealpha/Knos](https://github.com/drexthealpha/Knos) [](https://glama.ai/mcp/servers/drexthealpha/Knos) 🐍 🏠 🍎 🪟 🐧 - Local memory shared by all coding agents on a machine, built from sessions, commits, CLAUDE.md/AGENTS.md and ADRs, with claims that lock in-progress work.
|
||
|
||
- [yuelinghuashu/story-cli](https://github.com/yuelinghuashu/story-cli) [](https://glama.ai/mcp/servers/yuelinghuashu/story-cli) 📇 🏠 🍎 🪟 🐧 - Git-native Markdown content CLI: search, read, write and govern story, paper and note repos, generate READMEs, export EPUB and prepare training data.
|
||
- [ni-c/wikijs-mcp](https://github.com/ni-c/wikijs-mcp) [](https://glama.ai/mcp/servers/ni-c/wikijs-mcp) 📇 🏠 🍎 🪟 🐧 - Search, read and edit a self-hosted Wiki.js 2.x, including assets, comments, users and groups, with full-text grep, overwrite protection and a read-only mode.
|
||
- [dfrancislyondflabc-tech/agentic-recall](https://github.com/dfrancislyondflabc-tech/agentic-recall) [](https://glama.ai/mcp/servers/dfrancislyondflabc-tech/agentic-recall) 📇 🏠 🍎 🪟 🐧 - Long-term memory over a folder of Markdown files: local hybrid retrieval (BM25F, dense vectors, phrase proximity) that reports when an answer is absent.
|
||
|
||
- [vishalbanwari26/mnemos](https://github.com/vishalbanwari26/mnemos) [](https://glama.ai/mcp/servers/vishalbanwari26/mnemos) 🐍 🏠 - Persistent memory with swappable Postgres/pgvector, Qdrant or Neo4j backends, adaptive retrieval weighting, duplicate merging and stale-fact archiving.
|
||
- [pjpoulose/PIL](https://github.com/pjpoulose/PIL) [](https://glama.ai/mcp/servers/pjpoulose/PIL) 📇 🏠 🐍 🍎 🪟 🐧 - Turns your Instagram saved posts into a local, searchable knowledge base, with AI-extracted summaries, key points, how-tos, links and tags in SQLite.
|
||
- [Mnemosyne-OS/Mnemosyne-Neural-OS](https://github.com/Mnemosyne-OS/Mnemosyne-Neural-OS) [](https://glama.ai/mcp/servers/Mnemosyne-OS/Mnemosyne-Neural-OS) 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-governed memory in local, domain-separated vaults with hybrid retrieval; also reads other coding agents' output. Requires the Mnemosyne OS desktop app.
|
||
- [liza-studio/skillmem](https://github.com/liza-studio/skillmem) [](https://glama.ai/mcp/servers/liza-studio/skillmem) 🐍 🏠 🍎 🪟 🐧 - Self-improving skill memory for coding agents: useful skills are reinforced, unused ones fade; local English/Russian hybrid search, tamper-evident history.
|
||
- [zensation-ai/zenbrain](https://github.com/zensation-ai/zenbrain) [](https://glama.ai/mcp/servers/zensation-ai/zenbrain) 📇 🏠 🍎 🪟 🐧 - Seven-layer local agent memory that routes input into facts, episodes or procedures, searches all layers and consolidates repeated episodes into facts.
|
||
- [dat999zx/knowl](https://github.com/dat999zx/knowl) [](https://glama.ai/mcp/servers/dat999zx/knowl) 📇 🏠 🍎 🪟 🐧 - Persistent local memory for coding agents that retires replaced facts at write time, so agents read the current answer; facts are typed with provenance.
|
||
|
||
### ⚖️ <a name="legal"></a>Legal
|
||
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
|
||
- [ad0750/regintel-mcp](https://github.com/ad0750/regintel-mcp) [](https://glama.ai/mcp/servers/ad0750/regintel-mcp) 🐍 ☁️ - Structured regulatory data from the RegIntel API (GDPR, MiCA, DORA, SEC, FINRA, FCA and more): search, lookup, recent updates and compliance checks.
|
||
- [Angelthebestone/Normativa-colombiana-MCP](https://github.com/Angelthebestone/Normativa-colombiana-MCP) [](https://glama.ai/mcp/servers/Angelthebestone/Normativa-colombiana-MCP) 📇 🏠 - Colombian law and jurisprudence from Gestor Normativo, SUIN-Juriscol, the Constitutional and Supreme Courts, the Council of State and the DIAN Normograma.
|
||
- [ark-forge/mcp-eu-ai-act](https://github.com/ark-forge/mcp-eu-ai-act) [](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act) 📇 ☁️ - EU AI Act compliance scanner that detects regulatory violations in AI codebases, with risk classification and remediation guidance.
|
||
- [atomno-mcp/mcp-sudact](https://github.com/atomno-mcp/mcp-sudact) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-sudact) 🐍 ☁️ - Russian court practice from Sudact: search cases by article, court, instance and date, and read full decision texts.
|
||
- [atomno-mcp/mcp-fssp](https://github.com/atomno-mcp/mcp-fssp) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fssp) 🐍 ☁️ - FSSP enforcement proceedings lookup for Russian debtors and compliance checks.
|
||
- [atomno-mcp/mcp-zakupki](https://github.com/atomno-mcp/mcp-zakupki) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-zakupki) 🐍 ☁️ - Search Russian public procurement tenders and contracts on zakupki.gov.ru.
|
||
- [aydincan/turk-hukuku-mevzuat-mcp](https://github.com/aydincan/turk-hukuku-mevzuat-mcp) [](https://glama.ai/mcp/servers/aydincan/turk-hukuku-mevzuat-mcp) 🐍 ☁️ - Turkish legislation live from mevzuat.gov.tr: current article text by law and article number, with verification links.
|
||
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) 🐍 ☁️ - Regulatory compliance for the AI Act, GDPR and DORA, with article-level citations.
|
||
- [ChangkeunJ/australian-law-mcp](https://github.com/ChangkeunJ/australian-law-mcp) [](https://glama.ai/mcp/servers/ChangkeunJ/australian-law-mcp) 📇 ☁️ - Australian Commonwealth law from the Federal Register of Legislation: read acts as at any date since 1901, compare dates and verify statute citations.
|
||
- [cm2489/oravan](https://github.com/cm2489/oravan) [](https://glama.ai/mcp/servers/cm2489/oravan) 📇 ☁️ - Nonpartisan U.S. Congress data: plain-language bill summaries in English and Spanish, representative lookup by ZIP code and urgency ranking of moving bills.
|
||
- [djtellado/nexus-legal-mcp](https://github.com/djtellado/nexus-legal-mcp) [](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp) 📇 ☁️ - Legal analysis (ISO 31000) for Spanish, Latin American and European law: drafting, audits, case law, tax doctrine and cross-border comparison.
|
||
- [edithatogo/fyi-cli](https://github.com/edithatogo/fyi-cli) [](https://glama.ai/mcp/servers/edithatogo/fyi-cli) 🦀 🏠 🪟 - Freedom of Information request tracker for Alaveteli sites (FYI.org.nz, WhatDoTheyKnow, RightToKnow): requests, authorities, correspondence, offline sync.
|
||
- [forgemeshlabs/gov-transparency-mcp](https://github.com/forgemeshlabs/gov-transparency-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/gov-transparency-mcp) 📇 ☁️ - Congressional stock trades, federal contracts, campaign finance, lobbying and new regulations from US government data, paid per call with x402 USDC on Base.
|
||
- [gavelin-ai/mcp](https://github.com/gavelin-ai/mcp) [](https://glama.ai/mcp/servers/gavelin-ai/mcp) 📇 ☁️ - US state legislative data: speaker-attributed hearing transcripts, bills, votes and AI-generated reports.
|
||
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - Access US legislation.
|
||
- [Lex-API/lexapi-mcp](https://github.com/Lex-API/lexapi-mcp) [](https://glama.ai/mcp/servers/Lex-API/lexapi-mcp) 📇 ☁️ - EU legal research over EUR-Lex: structured search, document fetch by CELEX number, recent Official Journal publications, citation graphs and semantic search.
|
||
- [librejustice/librejustice](https://github.com/librejustice/librejustice) [](https://glama.ai/mcp/servers/librejustice/librejustice) 🎖️ 🦀 🐍 🏠 ☁️ - French and European case law (Conseil d'État, Cour de cassation, ECHR, CJEU and more) linked to point-in-time consolidated legal texts, with hybrid search.
|
||
- [lmaniraruta/license-verify-mcp](https://github.com/lmaniraruta/license-verify-mcp) [](https://glama.ai/mcp/servers/lmaniraruta/license-verify-mcp) 📇 ☁️ - Verify a US contractor's license, surety bond and insurance from state data (Washington L&I, California CSLB).
|
||
- [mambalabsdev/mcp-legal-entity-resolver](https://github.com/mambalabsdev/mcp-legal-entity-resolver) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-legal-entity-resolver) 📇 ☁️ - Resolves a company domain to its registered legal entity: legal name, company number, jurisdiction, status, LEI and VAT number.
|
||
- [meridian-silkdev/meridian-mcp](https://github.com/meridian-silkdev/meridian-mcp) [](https://glama.ai/mcp/servers/meridian-silkdev/meridian-mcp) 📇 ☁️ 🍎 🪟 🐧 - Startup founder services such as company incorporation and visas: browse services, create and track requests, verify payments and schedule meetings.
|
||
- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) 🐍 ☁️ - US liquor license lookup (CA, TX, NY, FL): search by trade name, owner or license number and verify status, expiration and address against state portals.
|
||
- [open-agreements/open-agreements](https://github.com/open-agreements/open-agreements) [](https://glama.ai/mcp/servers/open-agreements/open-agreements) 📇 🏠 ☁️ 🍎 🐧 🪟 - Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files.
|
||
- [Pactlio-ai/pactlio-mcp](https://github.com/Pactlio-ai/pactlio-mcp) [](https://glama.ai/mcp/servers/Pactlio-ai/pactlio-mcp) 📇 ☁️ - Contract tools: statute-cited requirements by contract type and jurisdiction, US non-compete enforceability, contract drafting and risk analysis.
|
||
- [Patent-PreCheck/patent-precheck-mcp](https://github.com/Patent-PreCheck/patent-precheck-mcp) [](https://glama.ai/mcp/servers/Patent-PreCheck/patent-precheck-mcp) 📇 ☁️ - Patentability pre-check for code: USPTO scores for eligibility, novelty, non-obviousness and documentation, plus filing readiness and prior-art signals.
|
||
- [philrox/ris-mcp-ts](https://github.com/philrox/ris-mcp-ts) [](https://glama.ai/mcp/servers/philrox/ris-mcp-ts) 📇 ☁️ - Access Austrian federal and state laws, court decisions and legal documents via the RIS (Rechtsinformationssystem) API.
|
||
- [PolicyForge/mcp](https://github.com/PolicyForge/mcp) [](https://glama.ai/mcp/servers/PolicyForge/mcp) 📇 ☁️ - Generate, audit and maintain legal policies (privacy, terms, cookies, EULAs, refunds) from a codebase, flagging gaps and drift between code and policy.
|
||
- [ptrinh/finalnotice-mcp](https://github.com/ptrinh/finalnotice-mcp) [](https://glama.ai/mcp/servers/ptrinh/finalnotice-mcp) 📇 ☁️ - Generate localized debt-collection demand letters as PDFs, with matching envelopes, for many jurisdictions and languages.
|
||
- [sebastianfoerste/eu-reg-mcp](https://github.com/sebastianfoerste/eu-reg-mcp) [](https://glama.ai/mcp/servers/sebastianfoerste/eu-reg-mcp) 🐍 🏠 - ESMA MiCAR register search, summaries and change tracking via weekly snapshots, plus MiCAR white paper linting and EU AI Act risk-tier classification.
|
||
- [SFHAJJI/lex](https://github.com/SFHAJJI/lex) [](https://glama.ai/mcp/servers/SFHAJJI/lex) ☁️ - Point-in-time Luxembourg and EU law from Legilux and EUR-Lex: read-only search, as-of retrieval, article history, diffs, timelines and citations.
|
||
- [smilemin07/korean-rnd-regs-mcp](https://github.com/smilemin07/korean-rnd-regs-mcp) [](https://glama.ai/mcp/servers/smilemin07/korean-rnd-regs-mcp) 🐍 🏠 - Search and review South Korea's national R&D regulations, returning current provisions with citations from the national law database.
|
||
- [smythmyke/patent-search-mcp-server](https://github.com/smythmyke/patent-search-mcp-server) [](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server) 📇 ☁️ - Patent research and prior-art search: dossiers, USPTO prosecution histories, office action analysis, Boolean queries, citation graphs and CPC lookup.
|
||
- [Vaquill-AI/canlii-mcp](https://github.com/Vaquill-AI/canlii-mcp) [](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp) 📇 ☁️ - Canadian case law and legislation metadata via CanLII.
|
||
- [ilyautov/sbis-mcp-ru](https://github.com/ilyautov/sbis-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/sbis-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - SBIS (Saby) API: documents and workflow stages, electronic signatures, certificates, employees and organizations, with a read/write/destructive safety gate.
|
||
- [ilyautov/diadoc-mcp-ru](https://github.com/ilyautov/diadoc-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/diadoc-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - Kontur Diadoc API: legally significant document exchange, signing, counterparties, machine-readable powers of attorney and docflow status, with a safety gate.
|
||
### 🗺️ <a name="location-services"></a>Location Services
|
||
|
||
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
|
||
|
||
- [HasData/yellowpages-mcp](https://github.com/HasData/yellowpages-mcp) [](https://glama.ai/mcp/servers/HasData/yellowpages-mcp) 📇 ☁️ - Yellow Pages local business search by category and location, with full listings including services, brands and payment methods.
|
||
- [HasData/yelp-mcp](https://github.com/HasData/yelp-mcp) [](https://glama.ai/mcp/servers/HasData/yelp-mcp) 📇 ☁️ - Yelp business search by category and location, place details, and full reviews with sorting and star filters.
|
||
- [qinisolabs/floodwise](https://github.com/qinisolabs/floodwise) [](https://glama.ai/mcp/servers/qinisolabs/floodwise) 📇 🏠 - Long-term flood-risk bands for England by postcode from Environment Agency open data.
|
||
- [APOGEOAPI/apogeoapi-mcp](https://github.com/APOGEOAPI/apogeoapi-mcp) [](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp) 📇 ☁️ - Geographic data and live exchange rates: countries, states, cities, IP geolocation and currency rates.
|
||
- [atlasfetch-dev/atlasfetch-mcp](https://github.com/atlasfetch-dev/atlasfetch-mcp) [](https://glama.ai/mcp/servers/atlasfetch-dev/atlasfetch-mcp) 📇 ☁️ - Reverse geocode coordinates to country, region and municipality with ISO 3166 codes, and match them against your own GeoJSON geofences.
|
||
- [bamwor-dev/bamwor-mcp-server](https://github.com/bamwor-dev/bamwor-mcp-server) [](https://glama.ai/mcp/servers/bamwor-dev/bamwor-mcp-server) 📇 ☁️ - World geographic data from the Bamwor API: country statistics and cities with population, coordinates and timezone.
|
||
- [baphometnxg/aloha-fyi-mcp](https://github.com/baphometnxg/aloha-fyi-mcp) [](https://glama.ai/mcp/servers/baphometnxg/aloha-fyi-mcp) 📇 ☁️ - Hawaii tourism: bookable tours from Viator, GetYourGuide, Klook and Groupon, plus events at venues on Oahu, Maui, the Big Island and Kauai.
|
||
- [geovicco-dev/bhoonidhi-mcp](https://github.com/geovicco-dev/bhoonidhi-mcp) [](https://glama.ai/mcp/servers/geovicco-dev/bhoonidhi-mcp) 🐍 ☁️ - Search, save and download satellite scenes from ISRO's Bhoonidhi (NRSC) Earth-observation portal in natural language.
|
||
- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - IP address geolocation and network information using the IPinfo API.
|
||
- [chuofringer/placeroot](https://github.com/chuofringer/placeroot) [](https://glama.ai/mcp/servers/chuofringer/placeroot) 🐍 🏠 🍎 🪟 🐧 - Overture Maps open data: places, geocoding, admin lookup, buildings, routing and isochrones, queried from the public GeoParquet release via DuckDB.
|
||
- [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) 📇 ☁️ - Explore French communes and cadastral parcels by name and surface area.
|
||
- [cturkieh/france-data-mcp](https://github.com/cturkieh/france-data-mcp) [](https://glama.ai/mcp/servers/cturkieh/france-data-mcp) 📇 ☁️ 🏠 - Cross-references French public registries: FINESS healthcare facilities, RPPS health professionals, INSEE companies and IGN geocoding.
|
||
- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) 🐍 ☁️ - Real-time weather forecasts and current conditions for any location via WeatherAPI.com.
|
||
- [discava/mcp-server](https://github.com/discava/mcp-server) 📇 ☁️ - Search local businesses worldwide, with confidence scores and agent trust rankings.
|
||
- [Flightmussy/castlemap-mcp](https://github.com/Flightmussy/castlemap-mcp) [](https://glama.ai/mcp/servers/Flightmussy/castlemap-mcp) 📇 ☁️ 🏠 - Query castles, fortresses and palaces worldwide (coordinates, founding dates, fame, Wikipedia summaries) from the open, Wikidata-based Castlemap dataset.
|
||
- [Flightmussy/filmmap-mcp](https://github.com/Flightmussy/filmmap-mcp) [](https://glama.ai/mcp/servers/Flightmussy/filmmap-mcp) 📇 ☁️ 🏠 - Filming locations of films, series, games and anime: where a title was shot, what was shot at a place and what is nearby, from open Wikidata-based data.
|
||
- [Vortx-AI/emem](https://github.com/Vortx-AI/emem) [](https://glama.ai/mcp/servers/Vortx-AI/emem) 🦀 ☁️ - Signed geospatial facts with citable receipts for place-based questions: elevation, land cover, surface water, vegetation and built-up areas.
|
||
- [markpdxt/dronelytics-mcp](https://github.com/markpdxt/dronelytics-mcp) [](https://glama.ai/mcp/servers/markpdxt/dronelytics-mcp) 📇 ☁️ - US drone airspace checks and mission planning: FAA airspace restrictions, survey flight plans, Part 107 compliance, pre-flight briefings and KML/GPX export.
|
||
- [gaopengbin/cesium-mcp](https://github.com/gaopengbin/cesium-mcp) [](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) 📇 🏠 🍎 🪟 🐧 - Control a CesiumJS 3D globe: camera flights, GeoJSON and 3D Tiles layers, markers, spatial analysis and heatmaps.
|
||
- [GeiserX/pumperly-mcp](https://github.com/GeiserX/pumperly-mcp) [](https://glama.ai/mcp/servers/GeiserX/pumperly-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Pumperly fuel price comparison: query gas station prices, plan fuel-efficient routes and find nearby EV charging stations.
|
||
- [geolens-io/geolens](https://github.com/geolens-io/geolens/tree/main/mcp) [](https://glama.ai/mcp/servers/geolens-io/geolens) 🎖️ 🐍 🏠 - Read-only access to a self-hosted GeoLens geospatial catalog: dataset search, schemas, GeoJSON features, saved maps and sandboxed SQL over PostGIS.
|
||
- [geowire/geowire](https://github.com/geowire/geowire) [](https://glama.ai/mcp/servers/geowire/geowire) 📇 🏠 🍎 🪟 🐧 - Multi-provider location gateway (OpenStreetMap, Google, Yelp, Foursquare, Naver and more): place search, geocoding, directions, isochrones and area analysis.
|
||
- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) 🐍 ☁️ - Geolocation, proxy and network information for an IP address via the IP2Location.io API.
|
||
- [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) 🐍 ☁️ - IP address geolocation using the IP Find API.
|
||
- [ipfred/aiwen-mcp-server-geoip](https://github.com/ipfred/aiwen-mcp-server-geoip) 🐍 📇 ☁️ - IP geolocation via Aiwen: country, region, city, coordinates, ISP and owner of an IP address.
|
||
- [iplocate/mcp-server-iplocate](https://github.com/iplocate/mcp-server-iplocate) 🎖️ 📇 🏠 - Look up IP geolocation and network information, detect proxies and VPNs, and find abuse contacts using IPLocate.io.
|
||
- [isdaniel/mcp_weather_server](https://github.com/isdaniel/mcp_weather_server) 🐍 ☁️ - Get weather information from the Open-Meteo API.
|
||
- [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) 🐍 🏠 - OpenStreetMap location-based services and geospatial data.
|
||
- [Knight60/ArcGIS-Pro-MCP](https://github.com/Knight60/ArcGIS-Pro-MCP) [](https://glama.ai/mcp/servers/Knight60/ArcGIS-Pro-MCP) #️⃣ 🏠 🪟 - ArcGIS Pro add-in that lets an assistant drive the open project: layers, attributes, selections, symbology, layouts, rasters, geoprocessing tools and arcpy.
|
||
- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - Nearby place search with IP-based location detection.
|
||
- [mahdin75/geoserver-mcp](https://github.com/mahdin75/geoserver-mcp) 🏠 - Interact with geospatial data and services through the GeoServer REST API.
|
||
- [mahdin75/gis-mcp](https://github.com/mahdin75/gis-mcp) 🏠 - Geospatial operations and transformations using GIS libraries.
|
||
- [mapsmith-ai/MapSmith](https://github.com/mapsmith-ai/MapSmith) [](https://glama.ai/mcp/servers/mapsmith-ai/mapsmith) 🐍 🏠 - Deterministic GIS geoprocessing (buffers, overlays, reprojection, zonal statistics, terrain, hydrology) with a provenance manifest for every output.
|
||
- [matbel91765/gis-mcp-server](https://github.com/matbel91765/gis-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Geospatial tools: geocoding, routing, elevation, spatial analysis and file I/O for Shapefile, GeoJSON and GeoPackage.
|
||
- [muend/arcgis-mcp-bridge](https://github.com/muend/arcgis-mcp-bridge) [](https://glama.ai/mcp/servers/muend/arcgis-mcp-bridge) 🐍 🏠 🪟 - Local bridge to ArcGIS Pro's ArcPy engine for geoprocessing, with worker-process isolation and filesystem boundaries.
|
||
- [cablate/mcp-google-map](https://github.com/cablate/mcp-google-map) [](https://glama.ai/mcp/servers/cablate/mcp-google-map) 📇 ☁️ 🏠 - Google Maps geocoding, place search, directions and elevation, with a standalone CLI mode.
|
||
- [ni-c/osm-mcp](https://github.com/ni-c/osm-mcp) [](https://glama.ai/mcp/servers/ni-c/osm-mcp) 📇 ☁️ 🍎 🪟 🐧 - OpenStreetMap travel planning: geocoding, walking, driving and cycling routes, travel-time matrices, route optimization, isochrones and POI search.
|
||
- [Off-Nadir-Lab/offnadir-delta-mcp](https://github.com/Off-Nadir-Lab/offnadir-delta-mcp) [](https://glama.ai/mcp/servers/Off-Nadir-Lab/offnadir-delta-mcp) 🎖️ 📇 ☁️ - Live geolocated world-event intelligence and a daily world brief: event signals, hotspots, Sentinel satellite imagery and an OSINT/GEOINT analyst.
|
||
- [PostalDataPI/postaldatapi-mcp](https://github.com/PostalDataPI/postaldatapi-mcp) [](https://glama.ai/mcp/servers/PostalDataPI/postaldatapi-mcp) 🐍 ☁️ - Global postal code lookup, validation and city search, with timezone, administrative region and elevation metadata.
|
||
- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - Connects QGIS Desktop to Claude for prompt-assisted project creation, layer loading and code execution.
|
||
- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - Detailed seven-day weather forecasts for anywhere in the world.
|
||
- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - Real-time weather, forecasts and historical weather data from the OpenWeatherMap API.
|
||
- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Get the time in any timezone and the current local time.
|
||
- [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) 📇 ☁️ - Stadia Maps location APIs: geocode addresses and places, find time zones, and create routes and static maps.
|
||
- [sthan-io/mcp-server](https://github.com/sthan-io/mcp-server) [](https://glama.ai/mcp/servers/sthan-io/mcp-server) 📇 ☁️ - US address verification, parsing, autocomplete, forward and reverse geocoding, and IP geolocation via sthan.io APIs.
|
||
- [vibecodebeast/swath-mcp](https://github.com/vibecodebeast/swath-mcp) [](https://glama.ai/mcp/servers/@vibecodebeast/swath-mcp) 🎖️ 📇 ☁️ - Radar-verified hail and wind storm detection for the continental US: NOAA MRMS swaths, per-address storm history, area alerts, reports and maps.
|
||
- [ThinAirTelematics/thinair-geo](https://github.com/ThinAirTelematics/thinair-geo) [](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo) 📇 ☁️ - Global location and routing: geocoding, truck routing with hazmat and dimension constraints, traffic, weather, isochrones and place search.
|
||
- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) 📇 ☁️ - Weather forecasts via the AccuWeather API.
|
||
- [tools-mcp/vessel-traffic-mcp](https://github.com/tools-mcp/vessel-traffic-mcp) [](https://glama.ai/mcp/servers/tools-mcp/vessel-traffic-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read-only vessel lookup: AIS-style positions, tracks, port calls, carrier and vessel schedules, and delay heuristics with source attribution.
|
||
- [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) 📇 - Shipment tracking and logistics management via the TrackMage API.
|
||
- [geolabel/geolabel-mcp](https://github.com/geolabel/geolabel-mcp) [](https://glama.ai/mcp/servers/geolabel/geolabel-mcp) 🐍 ☁️ - Turns GPS coordinates into location context: place name, stable category and live opening hours via OpenStreetMap.
|
||
- [xyver/daedal-map](https://github.com/xyver/daedal-map) [](https://glama.ai/mcp/servers/xyver/daedal-map) 🐍 ☁️ - Geographic data packs for disasters, FX rates and global indicators, with new packs added weekly.
|
||
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding via Nominatim, ArcGIS and Bing.
|
||
- [930m310n/geomelon-mcp](https://github.com/930m310n/geomelon-mcp) [](https://glama.ai/mcp/servers/930m310n/geomelon-mcp) 🎖️ 📇 ☁️ - Cities, countries, regions and languages with multilingual names, plus place autocomplete.
|
||
- [ArtBreguez/greeks-mcp](https://github.com/ArtBreguez/greeks-mcp) [](https://glama.ai/mcp/servers/ArtBreguez/greeks-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Live options analytics: Greeks, GEX/DEX and gamma flip, max pain, unusual flow, IV surface, expected move, term structure, a screener and GEX heatmap.
|
||
|
||
### 🎯 <a name="marketing"></a>Marketing
|
||
|
||
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
|
||
|
||
- [A1-x-Tech/mcp-yandex-audience](https://github.com/A1-x-Tech/mcp-yandex-audience) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-audience) 📇 ☁️ - Yandex Audience API: build and manage ad-targeting segments (CRM uploads, lookalike, pixel-based) and access grants.
|
||
- [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Local, scripted screen recordings of your web app with a moving pointer, zooms, callouts, captions and transitions, plus screenshots and MP4/GIF export.
|
||
- [D4umak/linkedin-outreach-mcp](https://github.com/D4umak/linkedin-outreach-mcp) [](https://glama.ai/mcp/servers/D4umak/linkedin-outreach-mcp) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - LinkedIn outreach for prospecting, recruiting and job search: find people, message them in your voice, follow up and handle replies.
|
||
- [InstantStudioAI/instantclips-mcp](https://github.com/InstantStudioAI/instantclips-mcp) [](https://glama.ai/mcp/servers/InstantStudioAI/instantclips-mcp) 📇 ☁️ - Turn e-commerce products into short vertical video ads for TikTok, Instagram Reels and Stories with InstantClips, and manage brands and products.
|
||
- [acamolese/google-search-console-mcp](https://github.com/acamolese/google-search-console-mcp) [](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp) 🐍 ☁️ - Google Search Console: query performance data, inspect URLs, check indexing and generate HTML SEO audit reports with a 30/60/90-day roadmap.
|
||
- [AKzar1el/mcp-gsc](https://github.com/AKzar1el/mcp-gsc) [](https://glama.ai/mcp/servers/AKzar1el/mcp-gsc) 📇 ☁️ - Google Search Console on Cloudflare Workers: organic search analytics, URL inspection, sitemap management, indexing and SEO insights.
|
||
- [AKzar1el/mcp-geo](https://github.com/AKzar1el/mcp-geo) [](https://glama.ai/mcp/servers/AKzar1el/mcp-geo) 📇 ☁️ 🏠 🍎 🪟 🐧 - DigestSEO GEO tracker: measure brand citations and visibility across ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews.
|
||
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - TikTok Ads API integration: manage campaigns, analyze performance metrics, and handle audiences and creatives.
|
||
- [adsagents/adsagent-ai-skills](https://github.com/adsagents/adsagent-ai-skills) [](https://glama.ai/mcp/servers/adsagents/adsagent-ai-skills) 📇 ☁️ - AdsAgent plugin and hosted MCP servers for Meta, Google and TikTok ads.
|
||
- [hardeyhemy/revnuvo-dev](https://github.com/hardeyhemy/revnuvo-dev) [](https://glama.ai/mcp/servers/hardeyhemy/revnuvo-dev) 🎖️ ☁️ - Revnuvo company intelligence: what changed at a company, with evidence.
|
||
- [aitit-inc/leadace](https://github.com/aitit-inc/leadace) [](https://glama.ai/mcp/servers/aitit-inc/leadace) 📇 🏠 - Outbound sales for Claude Code: per-prospect website research, one email per prospect from your own Gmail, reply tracking and structured rejection feedback.
|
||
- [alttextai/alttext-mcp](https://github.com/alttextai/alttext-mcp) [](https://glama.ai/mcp/servers/alttextai/alttext-mcp) 🎖️ 📇 🏠 - Generate and translate image alt text and manage an AltText.ai image library.
|
||
- [atomno-mcp/mcp-erid](https://github.com/atomno-mcp/mcp-erid) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-erid) 🐍 ☁️ - Checks Russian online ad labeling (erid/ERIR): validates erid tokens and audits pages for compliance with advertising law 38-FZ.
|
||
- [AutomateLab-tech/seo-performance-mcp](https://github.com/AutomateLab-tech/seo-performance-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp) 📇 ☁️ - Post-publish SEO performance: combines Search Console, Matomo, GA4, Clarity and AI-citation signals per URL into a verdict for each post, with reason codes.
|
||
- [alexey-pelykh/lhremote](https://github.com/alexey-pelykh/lhremote) 📇 🏠 - LinkedHelper automation CLI: campaign management, messaging and profile queries via the Chrome DevTools Protocol.
|
||
- [artgas1/yandex-metrika-mcp](https://github.com/artgas1/yandex-metrika-mcp) [](https://glama.ai/mcp/servers/artgas1/yandex-metrika-mcp) 📇 ☁️ - Yandex Metrika Stat, Management and Logs APIs, one tool per method, generated from Yandex's documentation. Writes are disabled by default.
|
||
- [askads/mcp-vk-ads](https://github.com/askads/mcp-vk-ads) [](https://glama.ai/mcp/servers/askads/mcp-vk-ads) 📇 ☁️ - VK Ads API: manage ad plans, ad groups and banners, and pull statistics.
|
||
- [askads/mcp-yandex-direct](https://github.com/askads/mcp-yandex-direct) [](https://glama.ai/mcp/servers/askads/mcp-yandex-direct) 📇 ☁️ - Yandex Direct API: manage PPC campaigns, ad groups, ads, keywords, bid modifiers, sitelinks, callouts and vCards, and pull statistics.
|
||
- [askads/mcp-yandex-metrica](https://github.com/askads/mcp-yandex-metrica) [](https://glama.ai/mcp/servers/askads/mcp-yandex-metrica) 📇 ☁️ - Read-only Yandex Metrica web analytics: list counters and goals, and pull traffic and conversion statistics.
|
||
- [askads/mcp-yandex-wordstat](https://github.com/askads/mcp-yandex-wordstat) [](https://glama.ai/mcp/servers/askads/mcp-yandex-wordstat) 📇 ☁️ - Read-only Yandex Wordstat keyword demand data: top and related queries, demand dynamics and regional distribution.
|
||
- [Bishop81/wpgoldmine-mcp](https://github.com/Bishop81/wpgoldmine-mcp) [](https://glama.ai/mcp/servers/Bishop81/wpgoldmine-mcp) 📇 ☁️ - Find WordPress and WooCommerce plugin opportunities: established plugins weakened by abandonment, low ratings or poor support, via wpgoldmine.io.
|
||
- [Brand-System/brandsystem-mcp](https://github.com/Brand-System/brandsystem-mcp) [](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp) 📇 🏠 🍎 🪟 🐧 - Extract brand identity (colors, fonts, logo, voice, visual rules) from websites into DTCG tokens and brand policies, and score content for compliance.
|
||
- [camlowe/mcp-server-reddit-ads](https://github.com/camlowe/mcp-server-reddit-ads) [](https://glama.ai/mcp/servers/camlowe/mcp-server-reddit-ads) 📇 🏠 - Reddit Ads API: manage campaigns, ad groups, ads, budgets, bids and targeting, and pull performance reports, with tiered write-safety controls.
|
||
- [carlosalvite/foundersignal-mcp](https://github.com/carlosalvite/foundersignal-mcp) [](https://glama.ai/mcp/servers/carlosalvite/foundersignal-mcp) 📇 🏠 🍎 🪟 🐧 - SaaS idea research: revenue data, growth signals and pain points aggregated from AppSumo, TrustMRR, Product Hunt, Indie Hackers, Reddit and more.
|
||
- [Citedy/citedy-seo-agent](https://github.com/Citedy/citedy-seo-agent) [](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent) 📇 ☁️ - Marketing toolkit: scout X and Reddit trends, analyze competitors, find content gaps, and generate multilingual SEO articles, social posts and avatar videos.
|
||
- [Citlyze/citlyze-mcp](https://github.com/citlyze/citlyze-mcp) [](https://glama.ai/mcp/servers/@citlyze/citlyze-mcp) 🎖️ ☁️ - Track brand visibility in AI search with Citlyze: scores, tracked prompts, citations, competitor comparison, recommendations and AI crawler analytics.
|
||
- [competlab/competlab-mcp-server](https://github.com/competlab/competlab-mcp-server) [](https://glama.ai/mcp/servers/competlab/competlab-mcp-server) 📇 ☁️ - Competitive intelligence: monitor competitors' prices, content, positioning and tech stacks, and track how AI assistants rank your brand.
|
||
- [conorbronsdon/gsc-mcp](https://github.com/conorbronsdon/gsc-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/gsc-mcp) 📇 ☁️ - Google Search Console: search analytics by query, page, country and device, striking-distance reports, sitemap management and URL inspection.
|
||
- [davidmosiah/agent-seo-engine](https://github.com/davidmosiah/agent-seo-engine) [](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine) 🐍 🏠 - Local-first SEO quality, search-intent and opportunity scoring for Markdown content and GSC-style opportunities before rewriting or publishing.
|
||
- [dhawalshah/tiktok-ads-mcp](https://github.com/dhawalshah/tiktok-ads-mcp) [](https://glama.ai/mcp/servers/dhawalshah/tiktok-ads-mcp) 🐍 ☁️ - TikTok Ads: video performance metrics, creative fatigue scoring, industry benchmarks and Smart+ campaign support.
|
||
- [elfsight/beamtrace-mcp](https://github.com/elfsight/beamtrace-mcp) [](https://glama.ai/mcp/servers/elfsight/beamtrace-mcp) 🎖️ ☁️ - Track AI search visibility and get website fixes to improve it.
|
||
- [epistemedeus/ai-readiness](https://github.com/epistemedeus/ai-readiness) [](https://glama.ai/mcp/servers/epistemedeus/ai-readiness) 📇 🏠 🍎 🪟 🐧 - Check a website's visibility to AI search: scores AI crawler access, JSON-LD, title and meta tags, Open Graph, sitemap and llms.txt, with a fix for each gap.
|
||
- [Otha-Labs/persuasion-mcp](https://github.com/Otha-Labs/persuasion-mcp) [](https://glama.ai/mcp/servers/Otha-Labs/persuasion-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Plan, check and fix marketing copy against the nine questions every reader asks, with 766 persuasion techniques from real ads, copy diagnostics, headline and claim checks, and A/B test math. Free, no API key, hosted at https://taxonomy.coppica.com/mcp.
|
||
- [tankstellen/firmenliste-mcp](https://github.com/tankstellen/firmenliste-mcp) [](https://glama.ai/mcp/servers/tankstellen/firmenliste-mcp) 📇 ☁️ - B2B company address data for the DACH region: search industry lists, check availability and field coverage, and get binding price quotes.
|
||
- [forgemeshlabs/seo-authority-mcp](https://github.com/forgemeshlabs/seo-authority-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/seo-authority-mcp) 📇 ☁️ - SEO authority scores, keyword opportunities, competitor gaps, content briefs, site audits and internal-link analysis, paid per call via x402.
|
||
- [forgemeshlabs/x402-ads-mcp](https://github.com/forgemeshlabs/x402-ads-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/x402-ads-mcp) 📇 ☁️ - Agent demand analytics, recommendations and discovery on the ForgeMesh x402 Ads network, which monetizes unused 402 responses, paid per call in USDC on Base.
|
||
- [mambalabsdev/mcp-clay-to-instantly-smartlead-push](https://github.com/mambalabsdev/mcp-clay-to-instantly-smartlead-push) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-clay-to-instantly-smartlead-push) 📇 ☁️ - Push enriched lead rows into Instantly or Smartlead campaigns with ICP score gating, deduplication and a dry-run mode.
|
||
- [mikusnuz/meta-ads-mcp](https://github.com/mikusnuz/meta-ads-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp) 📇 ☁️ - Meta Marketing API: manage Facebook and Instagram ad campaigns, audiences, creatives, insights, catalogs and automated rules.
|
||
- [moiosintel/kd-scout](https://github.com/moiosintel/kd-scout) [](https://glama.ai/mcp/servers/moiosintel/kd-scout) 🐍 🏠 - Keyword research calculations: difficulty estimation, opportunity scoring and structured content briefs.
|
||
- [mukul-dutt/mentionsapi-mcp](https://github.com/mukul-dutt/mentionsapi-mcp) [](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp) 📇 ☁️ - Check whether AI assistants recommend your brand: mentions, ranks and citations across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews and Copilot.
|
||
- [ni-c/google-search-console-mcp](https://github.com/ni-c/google-search-console-mcp) [](https://glama.ai/mcp/servers/ni-c/google-search-console-mcp) 📇 ☁️ 🍎 🪟 🐧 - Google Search Console: create and verify properties, manage sitemaps, inspect URLs and pull the Performance report, with confirmation for irreversible calls.
|
||
- [shensi8312/blogburst-mcp-server](https://github.com/shensi8312/blogburst-mcp-server) 📇 ☁️ - Content generation, repurposing and publishing with BlogBurst: write blogs, adapt content for social platforms, find trending topics and publish directly.
|
||
- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - Access Facebook Ads data and management features.
|
||
- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁️ - Access Google Ads data and management features.
|
||
- [vibeads/mcp](https://github.com/vibeads/mcp) [](https://glama.ai/mcp/servers/vibeads/mcp) 📇 ☁️ - Google Ads for local service businesses: account scoring, wasted-spend detection, campaign drafting and optimization, with human approval before spending.
|
||
- [grovs-io/mcp](https://github.com/grovs-io/mcp) [](https://glama.ai/mcp/servers/grovs-io/mcp) 📇 ☁️ - Mobile app deep linking, attribution, analytics and campaign management with Grovs: create links, track installs and revenue, and configure app settings.
|
||
- [growsurf/growsurf-mcp](https://github.com/growsurf/growsurf-mcp) [](https://glama.ai/mcp/servers/growsurf/growsurf-mcp) 🎖️ 📇 ☁️ - Build and manage GrowSurf referral and affiliate programs.
|
||
- [hermoso-ai/hermoso](https://github.com/hermoso-ai/hermoso) [](https://glama.ai/mcp/servers/hermoso-ai/hermoso) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Ad studio: generate video, image and UGC avatar ads with script, voiceover and music, and research competitor ads in Meta, Google and LinkedIn ad libraries.
|
||
- [juan-sibbo/gam-seller-mcp-node](https://github.com/juan-sibbo/gam-seller-mcp-node) [](https://glama.ai/mcp/servers/@juan-sibbo/gam-seller-mcp-node) 📇 🏠 - Exposes Google Ad Manager inventory to buyer agents: read-only product discovery, firm prices and revocable commitments, with every decision audited.
|
||
- [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp) 🐍 ☁️ - Mailchimp Marketing API: manage campaigns, audiences, reports, automations, landing pages, e-commerce data and batch operations.
|
||
- [dkships/substack-publisher-mcp](https://github.com/dkships/substack-publisher-mcp) [](https://glama.ai/mcp/servers/dkships/substack-publisher-mcp) 📇 ☁️ - Read-only access to Substack posts, engagement stats, subscriber counts and subscriber lookup via the Publisher API, across multiple publications.
|
||
- [Davison-Francis/min8t-sdks](https://github.com/Davison-Francis/min8t-sdks/tree/main/deliveriq-mcp) [](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks) 📇 ☁️ - Email deliverability: single and batch verification, email finder, DNSBL checks, SPF/DKIM/DMARC/BIMI analysis, spam-trap scoring and domain trust reports.
|
||
- [Linkly-HQ/linkly-mcp-server](https://github.com/Linkly-HQ/linkly-mcp-server) [](https://glama.ai/mcp/servers/Linkly-HQ/linkly-mcp-server) 🎖️ 📇 ☁️ - Linkly URL shortener: create branded short links, read click analytics by country, platform and referrer, and manage custom domains and click webhooks.
|
||
- [logly/mureo](https://github.com/logly/mureo) [](https://glama.ai/mcp/servers/logly/mureo) 🐍 ☁️ 🏠 - Local-first framework for operating Google Ads, Meta Ads and Search Console, grounded in a local STRATEGY.md file.
|
||
- [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) 📇 ☁️ 🍎 🪟 🐧 - B2B sales intelligence with Apollo.io: search prospects, enrich contacts with emails and phone numbers, and discover companies by industry and size.
|
||
- [live-direct-marketing/ldm-inbox-check-mcp](https://github.com/live-direct-marketing/ldm-inbox-check-mcp) [](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp) 📇 ☁️ - Inbox placement testing across Gmail, Outlook, Yahoo, Mail.ru and Yandex: seed addresses, per-provider placement, SPF/DKIM/DMARC verdicts and screenshots.
|
||
- [LLM-Pulse/llmpulse-mcp](https://github.com/LLM-Pulse/llmpulse-mcp) [](https://glama.ai/mcp/servers/LLM-Pulse/llmpulse-mcp) 🎖️ ☁️ - LLM Pulse AI visibility analytics: brand mentions, citations, sentiment, share of voice, recommendations, GEO Writer, Search Console and AI traffic.
|
||
- [localseodata/mcp-server](https://github.com/localseodata/mcp-server) [](https://glama.ai/mcp/servers/localseodata/mcp-server) 📇 ☁️ - Local SEO: SERP tracking, Google Business Profile data, review monitoring, keyword research, citation audits, geogrid rank scans and competitive analysis.
|
||
- [MailboxValidator/mcp-mailboxvalidator](https://github.com/MailboxValidator/mcp-mailboxvalidator) [](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator) 📇 ☁️ - Validates email addresses to reduce bounces in marketing campaigns.
|
||
- [marykovziridze/screaming-frog-mcp](https://github.com/marykovziridze/screaming-frog-mcp) [](https://glama.ai/mcp/servers/marykovziridze/screaming-frog-mcp) 🐍 🏠 - Run Screaming Frog SEO Spider headless crawls, export data and perform technical SEO audits.
|
||
- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) 📇 ☁️ - Interact with Amazon Advertising: analyze campaign metrics and configurations.
|
||
- [pucilpet/crawlgraph-mcp](https://github.com/pucilpet/crawlgraph-mcp) [](https://glama.ai/mcp/servers/pucilpet/crawlgraph-mcp) 📇 ☁️ - Backlink lookups, competitor gap analysis and outreach-target discovery over the public Common Crawl webgraph via CrawlGraph.
|
||
- [Nolas-Shadow/agent1st-ads-mcp](https://github.com/Nolas-Shadow/agent1st-ads-mcp) [](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp) 📇 ☁️ - Meta (Facebook, Instagram) and TikTok ad campaign management: create a complete campaign with targeting, creative, budget and ad in one call.
|
||
- [MatiousCorp/google-ad-manager-mcp](https://github.com/MatiousCorp/google-ad-manager-mcp) 🐍 ☁️ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives and advertisers, with bulk upload support.
|
||
- [maxaeo/maxaeo-ai-visibility-mcp](https://github.com/maxaeo/maxaeo-ai-visibility-mcp) [](https://glama.ai/mcp/servers/maxaeo/maxaeo-ai-visibility-mcp) 📇 🏠 🍎 🪟 🐧 - Local AI visibility, GEO/AEO and llms.txt audits: AI crawler access, robots, sitemap, canonical, metadata, noindex and JSON-LD, with scores and action plans.
|
||
- [MendleM/Pipepost](https://github.com/MendleM/Pipepost) [](https://glama.ai/mcp/servers/MendleM/pipepost) 📇 🏠 - Draft SEO-scored articles, cross-post to Dev.to, Ghost, Hashnode, WordPress and Medium, create social posts, add Unsplash covers and submit URLs to IndexNow.
|
||
- [meser10/meser10-mcp](https://github.com/meser10/meser10-mcp) [](https://glama.ai/mcp/servers/meser10/meser10-mcp) 🎖️ 📇 ☁️ - Meser 10, the Israeli email and SMS marketing platform: tools generated from its live API, permission tiers starting read-only and a per-send recipient cap.
|
||
- [meyusufdemirci/app-store-operator](https://github.com/meyusufdemirci/app-store-operator) [](https://glama.ai/mcp/servers/meyusufdemirci/app-store-operator) 📇 🏠 🍎 🪟 🐧 - App Store research for iOS developers: ranked keyword search, competitor download, revenue and rating estimates, and localized In-App Event copy.
|
||
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - Marketing tools from Open Strategy Partners: writing style, editing codes and product marketing value map creation.
|
||
- [optifeed/optifeed-radar](https://github.com/optifeed/optifeed-radar) [](https://glama.ai/mcp/servers/optifeed/optifeed-radar) 📇 🏠 - Asks ChatGPT, Claude, Gemini and Perplexity buyer questions and scores whether a brand or its products get recommended, with share of voice and sources.
|
||
- [opusforge/gorilla-mcp](https://github.com/opusforge/gorilla-mcp) [](https://glama.ai/mcp/servers/opusforge/gorilla-mcp) 📇 ☁️ - Lead discovery for SaaS founders: finds Reddit, X, YouTube and TikTok posts describing a problem you solve, ranks them by buying intent and drafts outreach.
|
||
- [PageRankCafe/mcp-server](https://github.com/PageRankCafe/mcp-server) [](https://glama.ai/mcp/servers/PageRankCafe/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Create and post link, banner, YouTube and press-release ads on PageRankCafe, read placement performance and query platform insights.
|
||
- [PascaleBeier/hitkeep](https://github.com/PascaleBeier/hitkeep) [](https://glama.ai/mcp/servers/PascaleBeier/hitkeep) 🏎️ ☁️ 🏠 - Privacy-focused web analytics with read-only reporting on traffic, events, goals, funnels, ecommerce, Search Console and AI visibility.
|
||
- [pghdma/callrail-mcp](https://github.com/pghdma/callrail-mcp) [](https://glama.ai/mcp/servers/pghdma/callrail-mcp) 🐍 🏠 - CallRail API: call tracking, form submissions, transcripts, tag, tracker, company and user management, plus agency tools such as per-client cost attribution.
|
||
- [pickelfintech/sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp) [](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks) 🐍 ☁️ - Comment moderation and intelligence for articles: bot and spam detection, multilingual sentiment analysis and constructive comment generation.
|
||
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation: analyze performance, test creatives, optimize spend and scale campaigns.
|
||
- [qr-maker-io/mcp-server](https://github.com/qr-maker-io/mcp-server) [](https://glama.ai/mcp/servers/qr-maker-io/mcp-server) 📇 ☁️ - Generate styled QR codes, manage dynamic short links with click analytics, and publish micro-landing pages.
|
||
- [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - Build and run RooQuiz knowledge, scored and outcome quizzes, then manage captured leads, respondents, submissions, bookings and conversion stats.
|
||
- [krissanders/ai-visibility-mcp](https://github.com/krissanders/ai-visibility-mcp) [](https://glama.ai/mcp/servers/krissanders/ai-visibility-mcp) 🐍 🏠 🍎 🪟 🐧 - Audit how AI sees a website: per-bot robots.txt verdicts for AI crawlers, schema, sitemap, llms.txt, SPA detection and cross-model brand mentions.
|
||
- [sharozdawa/ai-visibility](https://github.com/sharozdawa/ai-visibility) [](https://glama.ai/mcp/servers/sharozdawa/ai-visibility) 📇 🏠 - Track brand visibility across ChatGPT, Perplexity, Claude and Gemini: visibility scores, sentiment analysis, competitor detection and trend charts.
|
||
- [SearchAtlas](https://github.com/Search-Atlas-Group/searchatlas-mcp-server) [](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server) 📇 ☁️ - SEO, content generation, PPC, keyword research, site auditing, authority building and LLM brand visibility monitoring.
|
||
- [SEOcrawl/seocrawl-mcp](https://github.com/SEOcrawl/seocrawl-mcp) [](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp) 🎖️ ☁️ - SEO and GEO: live Google Search Console and GA4 data, keyword and page analysis, AI visibility tracking, site audits and SEO task management.
|
||
- [integrallis/rankcli-mcp-server](https://github.com/integrallis/rankcli-mcp-server) [](https://glama.ai/mcp/servers/integrallis/rankcli-mcp-server) 📇 🏠 ☁️ - SEO and GEO (AI search) analysis: Core Web Vitals, structured data, security headers, mobile SEO, image audits, internal linking and AI crawler access.
|
||
- [sparrow84001/mcp-seo](https://github.com/sparrow84001/mcp-seo) [](https://glama.ai/mcp/servers/sparrow84001/mcp-seo) 📇 🏠 ☁️ 🍎 🪟 🐧 - SEO, AEO, GEO, local SEO and CRO auditor with framework-aware code fixes, sitemap crawling and HTTP security header inspection.
|
||
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ - Interface to the Google Tag Manager API.
|
||
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ - Interact with the Stape platform via the Stape API.
|
||
- [Synter-Media-AI/mcp-server](https://github.com/Synter-Media-AI/mcp-server) [](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server) 📇 ☁️ - Ad management across Google, Meta, LinkedIn, Microsoft, Reddit and TikTok: create campaigns, adjust budgets, generate creatives and pull performance data.
|
||
- [Sweeppea-Development-Lab/sweeppea-mcp-info](https://github.com/Sweeppea-Development-Lab/sweeppea-mcp-info) [](https://glama.ai/mcp/servers/Sweeppea-Development-Lab/sweeppea-mcp-info) 📇 ☁️ - Manage Sweeppea sweepstakes for legally compliant promotions in the US and Canada: participants, rules, winner drawings, entry pages and billing.
|
||
- [trysonar/mcp](https://github.com/trysonar/mcp) [](https://glama.ai/mcp/servers/trysonar/mcp) 📇 ☁️ - App Store Optimization for iOS and Google Play: keyword difficulty and popularity, daily rank tracking, review mining, competitor gaps and revenue estimates.
|
||
- [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) 📇 ☁️ - Email discovery, verification and enrichment, plus author and LinkedIn profile lookup, phone validation and technology stack detection.
|
||
- [TopicForge/topicforge-mcp](https://github.com/TopicForge/topicforge-mcp) [](https://glama.ai/mcp/servers/TopicForge/topicforge-mcp) 📇 ☁️ - Programmatic SEO batch jobs: run article batches, track status and export Markdown, plus topic cluster, FAQ schema and meta description tools.
|
||
- [tracetify/tracetify-mcp](https://github.com/tracetify/tracetify-mcp) [](https://glama.ai/mcp/servers/tracetify/tracetify-mcp) 🎖️ 📇 ☁️ - Trace how a product grew from public sources with dated, linked evidence, plus Search Console data, site audits and a dofollow directory list.
|
||
- [whdrnr2583-cmd/token-meter](https://github.com/whdrnr2583-cmd/token-meter) [](https://glama.ai/mcp/servers/whdrnr2583-cmd/token-meter) 📇 🏠 🍎 🪟 🐧 - Local dashboard for Claude Code and Codex token usage: cost, per-MCP and per-tool breakdown, hourly distribution and session drill-down.
|
||
- [andrealufino/aapl-ads-mcp](https://github.com/andrealufino/aapl-ads-mcp) [](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp) 📇 - Read-only, self-hosted access to the Apple Search Ads API.
|
||
- [smythmyke/markitup-mcp-server](https://github.com/smythmyke/markitup-mcp-server) [](https://glama.ai/mcp/servers/smythmyke/markitup-mcp-server) 📇 ☁️ - MarkItUp image annotation and marketing visuals: generate visuals from screenshots with templates, regenerate, outpaint and remove backgrounds.
|
||
- [AppVisionOS/apple-search-ads-mcp](https://github.com/AppVisionOS/apple-search-ads-mcp) [](https://glama.ai/mcp/servers/AppVisionOS/apple-search-ads-mcp) 📇 ☁️ - Apple Ads (formerly Apple Search Ads) Campaign Management API: campaigns, ad groups, ads, creatives, keywords, reports, budget orders and multi-org support.
|
||
- [OrbiAds/Orbiads-GAM-MCP](https://github.com/OrbiAds/Orbiads-GAM-MCP) [](https://glama.ai/mcp/servers/OrbiAds/Orbiads-GAM-MCP) 🐍 ☁️ - Google Ad Manager campaign management, line items, creatives, reporting, inventory exploration and ad-ops compliance audits.
|
||
- [Natden444/pickanagency-mcp](https://github.com/Natden444/pickanagency-mcp) [](https://glama.ai/mcp/servers/Natden444/pickanagency-mcp) 📇 ☁️ - Search marketing agencies and get matched with suitable ones via Pick an Agency.
|
||
- [atomno-mcp/mcp-seo-audit](https://github.com/atomno-mcp/mcp-seo-audit) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-seo-audit) 🐍 ☁️ - Technical SEO audits: health score, categorized issues and an AI search visibility score, plus robots.txt, sitemap, JSON-LD and meta tag validators.
|
||
- [antohins/seo-tools-mcp](https://github.com/antohins/seo-tools-mcp) [](https://glama.ai/mcp/servers/antohins/seo-tools-mcp) 📇 🏠 - Read-only SEO servers for the Google and Yandex (RU/CIS) market: XMLStock SERP, Yandex Wordstat, Google Search Console, Yandex.Webmaster and Yandex.Metrica.
|
||
- [AutomateLab-tech/ai-seo-mcp](https://github.com/AutomateLab-tech/ai-seo-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/ai-seo-mcp) 📇 ☁️ 🏠 - AEO and GEO audits for public URLs: schema.org, robots.txt, llms.txt, canonical and OpenGraph checks, AI-citation likelihood and suggested rewrites.
|
||
- [vruum-gtm/mcp](https://github.com/vruum-gtm/mcp) [](https://glama.ai/mcp/servers/vruum-gtm/mcp) 🎖️ 📇 ☁️ - Revenue platform for outbound, deals, pipeline and CRM automation, with people, outreach, engagement and research tools.
|
||
- [zaialamm/citable-mcp](https://github.com/zaialamm/citable-mcp) [](https://glama.ai/mcp/servers/zaialamm/citable-mcp) 🎖️ 📇 ☁️ - Pay-per-call SEO and AI visibility checks via x402 on Solana: keyword research, on-page audits, AI-citation checks, and rank, SERP, domain and backlink data.
|
||
- [rampify-dev/rampify-mcp](https://github.com/rampify-dev/rampify-mcp) [](https://glama.ai/mcp/servers/rampify-dev/rampify-mcp) 📇 ☁️ - Crawl your site, find gaps in AI answers, generate meta, schema and content fixes and ship them as PRs, with DataForSEO keyword and Search Console data.
|
||
- [prepublish/prepublish-mcp](https://github.com/prepublish/prepublish-mcp) [](https://glama.ai/mcp/servers/prepublish/prepublish-mcp) 🎖️ 📇 ☁️ - Audit YouTube scripts before recording: hook, structure and pacing scores, drop-off passages, policy and inauthentic-content checks, and runtime estimates.
|
||
|
||
### 📊 <a name="monitoring"></a>Monitoring
|
||
|
||
Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.
|
||
|
||
- [adanb13/cirdan](https://github.com/adanb13/cirdan) [](https://glama.ai/mcp/servers/adanb13/cirdan) 🐍 🏠 🍎 🪟 🐧 - Fingerprints, graphs and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents.
|
||
- [agentkitai/agentlens](https://github.com/agentkitai/agentlens) [](https://glama.ai/mcp/servers/agentkitai/agentlens) 📇 🏠 ☁️ 🍎 🪟 🐧 - Tamper-evident AI agent observability: hash-chained audit log with verification and signed export (EU AI Act Art. 12), plus OpenTelemetry GenAI traces.
|
||
- [AIops-tools/Endpoint-AIops](https://github.com/AIops-tools/Endpoint-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Endpoint-AIops) 🐍 🏠 - Endpoint fleet operations (thin client, VDI): login-storm and patch/config-drift analysis, inventory, and guarded remediation with audit logs and rollback.
|
||
- [alilxxey/openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp) [](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only access to OpenObserve Community Edition: search logs, traces, stream schemas and dashboards without an Enterprise license.
|
||
- [Alog/alog-mcp](https://github.com/saikiyusuke/alog-mcp) 📇 ☁️ - AI agent activity logging and monitoring on the Alog platform: post logs, create articles, manage social interactions and monitor agent activity.
|
||
- [antonio-mello-ai/mcp-redis-monitor](https://github.com/antonio-mello-ai/mcp-redis-monitor) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor) 🐍 🏠 - Read-only Redis monitoring: queue depths, Celery queue status, connected clients, server and memory stats, and key counts per database.
|
||
- [argosvix/mcp-server](https://github.com/argosvix/mcp-server) [](https://glama.ai/mcp/servers/argosvix/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Observability for AI agents: LLM cost, errors and latency across OpenAI, Anthropic, Gemini and Mistral, plus alerts, budget gates, evals and safety checks.
|
||
- [arnavranjan005/mcp-telemetry](https://github.com/arnavranjan005/mcp-telemetry) [](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry) 📇 🏠 🍎 🪟 🐧 - Live telemetry for MCP servers: instrument tool calls and stream their progress (steps, logs, cost) to any connected MCP client, even across sessions.
|
||
- [arsentev-ai/contextburn](https://github.com/arsentev-ai/contextburn) [](https://glama.ai/mcp/servers/arsentev-ai/contextburn) 🐍 🏠 🍎 🐧 - Measures Claude Code session efficiency: the share of tokens that became output versus re-read context, by tokens and cost, from local transcripts.
|
||
- [avivsinai/langfuse-mcp](https://github.com/avivsinai/langfuse-mcp) 🐍 ☁️ - Query Langfuse traces, debug exceptions, analyze sessions and manage prompts for LLM applications.
|
||
- [alimuratkuslu/byok-observability-mcp](https://github.com/alimuratkuslu/byok-observability-mcp) [](https://github.com/alimuratkuslu/byok-observability-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Observability across Grafana, Prometheus, Kafka UI and Datadog using your own keys.
|
||
- [bartekrutkowski/watchgoose-mcp](https://github.com/bartekrutkowski/watchgoose-mcp) [](https://glama.ai/mcp/servers/bartekrutkowski/watchgoose-mcp) 🎖️ 📇 ☁️ - Monitor cron jobs, backups, Kubernetes jobs and other scheduled tasks in Watchgoose. Read-only by default; check changes require explicit consent.
|
||
- [bmdhodl/agent47](https://github.com/bmdhodl/agent47) [](https://glama.ai/mcp/servers/bmdhodl/agent47) 📇 ☁️ - Runtime guardrails and incident read access for coding agents: query AgentGuard traces, alerts, usage, costs and budget health.
|
||
- [clamp-sh/mcp](https://github.com/clamp-sh/mcp) [](https://glama.ai/mcp/servers/clamp-sh/mcp) 📇 ☁️ 🍎 🪟 🐧 - Web analytics: query pageviews, top pages, referrers, countries, devices and custom events, and create conversion funnels and alerts.
|
||
- [cloudsealed/cloudsealed-mcp](https://github.com/cloudsealed/cloudsealed-mcp) [](https://glama.ai/mcp/servers/cloudsealed/cloudsealed-mcp) 🐍 🏠 - Rule-based cloud cost anomaly detection and architecture risk scoring (single points of failure, coupling, scalability gaps) with rule-by-rule breakdowns.
|
||
- [dragogargo/mcp-sysmon](https://github.com/dragogargo/mcp-sysmon) [](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon) 🐍 🏠 🍎 🐧 - Local system monitoring (CPU, memory, swap, disk, network) and process management: find resource-hungry processes, diagnose slowdowns and kill processes.
|
||
- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) 🎖️ 🏎️ ☁️ - Interact with Edge Delta anomalies, query logs, patterns and events, find root causes and optimize pipelines.
|
||
- [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) 📇 ☁️ 🏠 - Unified work logging and observability across AI agents, with config-first schemas and pluggable sinks.
|
||
- [enmanuelmag/heimdall-mcp](https://github.com/enmanuelmag/heimdall-mcp) [](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Transparent MCP proxy that intercepts JSON-RPC messages, measures latency, stores traces in SQLite, PostgreSQL or MySQL, and exports OpenTelemetry spans.
|
||
- [esp4ce/infra-mcp](https://github.com/esp4ce/infra-mcp) [](https://glama.ai/mcp/servers/esp4ce/infra-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only access to on-prem Linux VMs and PostgreSQL over SSH: service health, logs, database state and table schemas, with allowlists and an audit log.
|
||
- [FailEcho/failecho](https://github.com/FailEcho/failecho) [](https://glama.ai/mcp/servers/FailEcho/failecho) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Cross-agent failure intelligence: before retrying a failed tool call, check whether other agents hit the same failure and which recovery worked.
|
||
- [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) 🐍 ☁️ - Sentry integration for error tracking and performance monitoring.
|
||
- [GeiserX/duplicacy-mcp](https://github.com/GeiserX/duplicacy-mcp) [](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Duplicacy backup monitoring: query backup job status and Prometheus metrics from a Duplicacy exporter.
|
||
- [GeiserX/genieacs-mcp](https://github.com/GeiserX/genieacs-mcp) [](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Bridge to GenieACS (TR-069 ACS) instances: device data, firmware management and CPE actions such as reboot, parameter refresh and firmware download.
|
||
- [gjenkins20/unofficial-fortimonitor-mcp-server](https://github.com/gjenkins20/unofficial-fortimonitor-mcp-server) [](https://glama.ai/mcp/servers/@gjenkins20/unofficial-forti-monitor-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Unofficial FortiMonitor v2 API integration for server monitoring, outages, maintenance, metrics and notifications.
|
||
- [gjenkins20/webmin-mcp-server](https://github.com/gjenkins20/webmin-mcp-server) [](https://glama.ai/mcp/servers/@gjenkins20/webmin-mcp-server) 🐍 ☁️ 🍎 🐧 - Webmin Linux system administration: services, users, storage, security, databases and more.
|
||
- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance.
|
||
- [GT-dinuo/server-ops-mcp](https://github.com/GT-dinuo/server-ops-mcp) [](https://glama.ai/mcp/servers/GT-dinuo/server-ops-mcp) 📇 🏠 🍎 🪟 🐧 - Server operations locally or over SSH: log troubleshooting, CPU, memory and disk monitoring, code edits, and Nginx and certificate management.
|
||
- [HostTracker/mcp](https://github.com/HostTracker/mcp) [](https://glama.ai/mcp/servers/HostTracker/mcp) 🎖️ #️⃣ ☁️ - Website uptime monitoring: instant HTTP, ping, port, DNS, WHOIS, blacklist and page-speed checks, plus monitors, webhooks, incidents and status pages.
|
||
- [hugoles/langfuse-mcp](https://github.com/hugoles/langfuse-mcp) [](https://glama.ai/mcp/servers/hugoles/langfuse-mcp) 📇 ☁️ 🏠 - Read access to the Langfuse Public API: traces, observations, sessions, scores, prompts, datasets, metrics, models, projects and comments.
|
||
- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Improve AI-generated code quality with prompt-based analysis across 10 dimensions, from complexity to security vulnerabilities.
|
||
- [iris-eval/mcp-server](https://github.com/iris-eval/mcp-server) [](https://glama.ai/mcp/servers/iris-eval/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent evaluation and observability: trace logging, output quality evaluation, cost tracking, built-in eval rules, a real-time dashboard and PII detection.
|
||
- [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer) 📇 ☁️ - Monitor the operational status of major digital platforms.
|
||
- [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) 🏎️ ☁️ 🏠 🐧 🪟 🍎 - Debug container and Kubernetes workloads with eBPF via Inspektor Gadget.
|
||
- [inventer-dev/mcp-internet-speed-test](https://github.com/inventer-dev/mcp-internet-speed-test) 🐍 ☁️ - Internet speed testing: download and upload speed, latency, jitter, and CDN server detection with geographic mapping.
|
||
- [jabbawocky/statuscraft](https://github.com/jabbawocky/statuscraft) [](https://glama.ai/mcp/servers/jabbawocky/statuscraft) 📇 🏠 🍎 🪟 🐧 - Check whether software services are down using live data from their status pages, including incident details.
|
||
- [jaimenbell/vllm-ops-mcp](https://github.com/jaimenbell/vllm-ops-mcp) [](https://glama.ai/mcp/servers/jaimenbell/vllm-ops-mcp) 🐍 🏠 - Read-only health checks for a local vLLM instance: liveness and real-completion tiers, GPU and VRAM status, service status and serve-flag introspection.
|
||
- [Jwrede/llmprobe](https://github.com/Jwrede/llmprobe) [](https://glama.ai/mcp/servers/Jwrede/llmprobe) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Synthetic monitoring for cloud and local LLM inference endpoints: TTFT, latency, throughput and errors, with Prometheus and OpenTelemetry export.
|
||
- [kascada/logmcp](https://github.com/kascada/logmcp) [](https://glama.ai/mcp/servers/kascada/logmcp) 🏎️ 🏠 🐧 - Read-only access to whitelisted log files on a Linux server: search and read logs without shell access, with token auth and syslog auditing.
|
||
- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Bring real-time production logs, metrics and traces from Last9 into your local environment to fix code.
|
||
- [tp322d/lastping-app](https://github.com/tp322d/lastping-app) [](https://glama.ai/mcp/servers/tp322d/lastping-app) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Dead man's switch monitoring for AI agents, cron jobs and CI/CD pipelines: alerts when runs go silent, stall, fail or loop, with incident details.
|
||
- [lodordev/mcp-tautulli](https://github.com/lodordev/mcp-tautulli) [](https://glama.ai/mcp/servers/lodordev/mcp-tautulli) 🐍 🏠 - Read-only Tautulli (Plex monitoring) access: activity, history, library and user stats, transcode analysis and resolution breakdowns.
|
||
- [log-logn/langfuse-mcp-java](https://github.com/Log-LogN/langfuse-mcp-java) [](https://glama.ai/mcp/servers/Log-LogN/langfuse-mcp-java) ☕ ☁️ - Query Langfuse traces and observations, debug exceptions, analyze sessions, scores and datasets, and manage prompts.
|
||
- [magna-nz/tallybook](https://github.com/magna-nz/tallybook) [](https://glama.ai/mcp/servers/magna-nz/tallybook) 🏎️ 🏠 🍎 🪟 🐧 - Local cost tracking for Claude Code and Codex sessions: spend by session, sub-agent and model, week-on-week comparisons, and findings with suggested patches.
|
||
- [mikusnuz/umami-mcp](https://github.com/mikusnuz/umami-mcp) [](https://glama.ai/mcp/servers/mikusnuz/umami-mcp) 📇 ☁️ - Access the Umami Analytics API: websites, stats, sessions, events, reports, users, teams and realtime monitoring.
|
||
- [perceptdot/percept](https://github.com/perceptdot/percept) [](https://glama.ai/mcp/servers/perceptdot/percept) 📇 ☁️ 🏠 - Agent observability platform that discovers and recommends MCP servers, with GA4, Vercel, GitHub and Sentry connectors and ROI tracking.
|
||
- [ShekharBhardwaj/AgenticLedger](https://github.com/ShekharBhardwaj/AgenticLedger) [](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger) 🐍 🏠 🍎 🪟 🐧 - Query the local Agentic Ledger flight recorder: agent sessions, costs, loop runs and stuck-loop flags captured by a transparent proxy.
|
||
- [seancrecord/scvd-general-store-repo (scvd-tab)](https://github.com/seancrecord/scvd-general-store-repo/tree/main/tab) [](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo) 📇 🏠 🍎 🪟 🐧 - Track agent tool spending with local, consent-gated JSONL storage.
|
||
- [smigolsmigol/llmkit](https://github.com/smigolsmigol/llmkit) [](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI API cost tracking and budget enforcement across LLM providers: spend analytics, budget monitoring, session summaries and key management.
|
||
- [syk8015/claudeusage](https://github.com/syk8015/claudeusage) [](https://glama.ai/mcp/servers/syk8015/claudeusage) 🐍 🏠 🍎 - Measure whether a Claude subscription pays off from local Claude Code logs: surviving Claude-written code, rate-limit drivers and chat usage.
|
||
- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with Kubernetes environments monitored by Metoro.
|
||
- [metrxbots/mcp-server](https://github.com/metrxbots/mcp-server) [](https://glama.ai/mcp/servers/metrxbots/metrx-mcp-server) 🏠 ☁️ - AI agent cost tracking: spend across providers, model selection optimization, budget enforcement, cost-leak detection and ROI reporting.
|
||
- [Turbo-Puffin/measure-mcp-server](https://github.com/Turbo-Puffin/measure-mcp-server) [](https://glama.ai/mcp/servers/@Turbo-Puffin/measure-mcp-server) ☁️ - Privacy-first web analytics: query pageviews, referrers, trends and AI-generated insights for your sites.
|
||
- [MindscapeHQ/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Crash reporting and real user monitoring via the Raygun API.
|
||
- [andreisirbu91-lab/MCPSpend](https://github.com/andreisirbu91-lab/MCPSpend) [](https://glama.ai/mcp/servers/andreisirbu91-lab/MCPSpend) 📇 ☁️ 🍎 🪟 🐧 - Real-time cost observability for MCP tool calls: a transparent proxy that attributes spend per tool, project and end customer.
|
||
- [mpeirone/zabbix-mcp-server](https://github.com/mpeirone/zabbix-mcp-server) 🐍 ☁️ 🐧 🪟 🍎 - Zabbix integration for hosts, items, triggers, templates, problems, data and more.
|
||
- [netdata/netdata#Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md) 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis over Netdata metrics, logs, systems, containers, processes and network connections.
|
||
- [Oluwatunmise-olat/mcp-server-logs-sieve](https://github.com/Oluwatunmise-olat/mcp-server-logs-sieve) [](https://glama.ai/mcp/servers/Oluwatunmise-olat/mcp-server-logs-sieve) 📇 ☁️ 🏠 🍎 🪟 🐧 - Query, summarize and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki and Elasticsearch.
|
||
- [openITCOCKPIT/openITCOCKPIT-MCP-Server](https://github.com/openITCOCKPIT/openITCOCKPIT-MCP-Server) [](https://glama.ai/mcp/servers/@openITCOCKPIT/openITCOCKPIT-MCP-Server) 🎖️ 🐍 🏠 - Access openITCOCKPIT monitoring: host and service state, check history, logs, downtimes, acknowledgements, software inventory and pending security updates.
|
||
- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Access OpenTelemetry traces and metrics through Logfire.
|
||
- [Higangssh/homebutler](https://github.com/Higangssh/homebutler) [](https://glama.ai/mcp/servers/Higangssh/homebutler) 🏎️ 🏠 - Homelab management across multiple servers via SSH: system resource monitoring, Docker containers, Wake-on-LAN, network scans, open-port checks and alerts.
|
||
- [incu6us/loki-mcp-server](https://github.com/incu6us/loki-mcp-server) [](https://glama.ai/mcp/servers/incu6us/loki-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Query Grafana Loki directly with a discovery-first workflow: labels, values, series and LogQL queries, without requiring Grafana.
|
||
- [rbmuller/scherlok](https://github.com/rbmuller/scherlok) [](https://glama.ai/mcp/servers/rbmuller/scherlok) 🐍 🏠 🍎 🪟 🐧 - Read-only data quality monitoring for Postgres, BigQuery, Snowflake, MySQL and DuckDB: warehouse profiling, anomaly detection and optional dbt lineage.
|
||
- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - Real-time system metrics: CPU, memory, disk, network, host and process information.
|
||
- [spanlens/Spanlens](https://github.com/spanlens/Spanlens/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/spanlens/Spanlens) 🎖️ 📇 ☁️ - Read-only access to Spanlens LLM observability: request logs, costs, agent traces, anomalies, model savings and per-user analytics.
|
||
- [Sudhan30/freshprobe](https://github.com/Sudhan30/freshprobe) [](https://glama.ai/mcp/servers/Sudhan30/freshprobe) 🏎️ ☁️ 🏠 - Data freshness verification: probe endpoints for cache staleness, latency, content fingerprints, TLS, DNS and redirects, with FRESH/STALE/UNKNOWN verdicts.
|
||
- [shibley/apistatuscheck-mcp-server](https://github.com/shibley/apistatuscheck-mcp-server) [](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server) 📇 ☁️ - Check the real-time operational status of cloud services and APIs such as AWS, GitHub, Stripe, OpenAI and Vercel.
|
||
- [sudomichael/gizmoanalytics-mcp](https://github.com/sudomichael/gizmoanalytics-mcp) [](https://glama.ai/mcp/servers/sudomichael/gizmoanalytics-mcp) 📇 ☁️ - Cookieless web analytics with Gizmo Analytics: framework-aware setup, traffic queries, site summaries, traffic-change explanations and anomaly detection.
|
||
- [TANTIOPE/datadog-mcp-server](https://github.com/TANTIOPE/datadog-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Datadog observability: grep-like log search, APM trace filtering by duration, status and errors, sampling modes, and log, trace and metric correlation.
|
||
- [ThinkneoAI/mcp-server](https://github.com/ThinkneoAI/mcp-server) [](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server) 🐍 ☁️ - ThinkNEO Control Plane for enterprise AI governance: runtime guardrails, observability, AI FinOps and agent lifecycle control.
|
||
- [tickstem/mcp](https://github.com/tickstem/mcp) [](https://glama.ai/mcp/servers/tickstem/mcp) 🏎️ ☁️ 🍎 🪟 🐧 - HTTP uptime monitoring, heartbeat (dead man's switch) monitoring, cron job scheduling and email verification.
|
||
- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) 🐍 🏠 - Query Loki logs through the Grafana API.
|
||
- [uptybots/mcp-server](https://github.com/uptybots/mcp-server) [](https://glama.ai/mcp/servers/uptybots/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Uptime monitoring for websites, APIs, SSL certificates, domain expiry, ping and TCP/UDP ports: manage monitors and view incidents and uptime history.
|
||
- [utapyngo/sentry-mcp-rs](https://github.com/utapyngo/sentry-mcp-rs) 🦀 ☁️ - Minimal Sentry integration.
|
||
- [us-all/datadog-mcp-server](https://github.com/us-all/datadog-mcp-server) [](https://glama.ai/mcp/servers/us-all/datadog-mcp-server) 📇 🏠 🍎 🪟 🐧 - Datadog observability: metrics, monitors, logs, APM, RUM, incidents, status pages, fleet automation and workflows, plus incident-triage prompts.
|
||
- [vdalhambra/siteaudit-mcp](https://github.com/vdalhambra/siteaudit-mcp) [](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp) 🐍 ☁️ 🏠 - Website audits: SEO, security headers and SSL, Lighthouse performance, broken links, WCAG accessibility, Schema.org validation, competitor gaps and robots.txt.
|
||
- [ruslanlap/pagespeed-insights-mcp](https://github.com/ruslanlap/pagespeed-insights-mcp) [](https://glama.ai/mcp/servers/ruslanlap/pagespeed-insights-mcp) 📇 🏠 🍎 🪟 🐧 - Google PageSpeed Insights, CrUX and Lighthouse analysis: page comparison, real-user data, batch runs, regression tracking, diagnostics and recommendations.
|
||
- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) 🎖️ 🏎️ 🏠 - Integration with VictoriaMetrics instance APIs and documentation for monitoring, observability and debugging tasks.
|
||
- [yshngg/pmcp](https://github.com/yshngg/pmcp) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Prometheus integration.
|
||
- [zhaoyue722/llm-usage-mcp](https://github.com/zhaoyue722/llm-usage-mcp) [](https://glama.ai/mcp/servers/zhaoyue722/llm-usage-mcp) 🐍 🏠 🍎 🪟 🐧 - Local LLM API cost tracking for Anthropic, OpenAI, Qwen and DeepSeek: SQLite usage ledger, spend queries, provider comparison and CNY to USD conversion.
|
||
- [zw008/VMware-Aria](https://github.com/zw008/VMware-Aria) [](https://glama.ai/mcp/servers/zw008/vmware-aria) 🐍 ☁️ - VMware Aria Operations monitoring for vSphere: performance metrics, alarms, capacity analysis and anomaly detection, with audit logging for write actions.
|
||
- [aayushmdesai/mcp-dotnet-diagnostics](https://github.com/aayushmdesai/mcp-dotnet-diagnostics) [](https://glama.ai/mcp/servers/aayushmdesai/mcp-dotnet-diagnostics) 🏠 🍎 🐧 - Live .NET runtime diagnostics: find memory leaks, GC pressure, LOH fragmentation and thread starvation in any running .NET process without code changes.
|
||
|
||
### 🎥 <a name="multimedia-process"></a>Multimedia Process
|
||
|
||
Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on
|
||
|
||
- [06ketan/slideshot](https://github.com/06ketan/slideshot) [](https://glama.ai/mcp/servers/06ketan/slideshot) 📇 🏠 🍎 🪟 🐧 - Convert HTML into PDF, PNG, WebP or PPTX slide carousels with themes for LinkedIn, Instagram, pitch decks and infographics, rendered via Puppeteer.
|
||
- [1000ri-jp/atsurae](https://github.com/1000ri-jp/atsurae) 🐍 ☁️ 🍎 🪟 🐧 - Video editing: timeline editing, five-layer compositing, semantic operations and FFmpeg rendering to 1080p H.264.
|
||
- [a-y-ibrahim/after-effects-mcp](https://github.com/a-y-ibrahim/after-effects-mcp) [](https://glama.ai/mcp/servers/a-y-ibrahim/after-effects-mcp) 📇 🏠 🍎 🪟 - Control Adobe After Effects: run ExtendScript, render in the background and inspect comps and layers, with Arabic/RTL and multilingual support.
|
||
- [AceDataCloud/MCPSuno](https://github.com/AceDataCloud/SunoMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno) 🐍 ☁️ - Suno AI music generation, lyrics, covers and vocal extraction via the Ace Data Cloud API.
|
||
- [AetherWave-Studio/aetherwave-mcp](https://github.com/AetherWave-Studio/aetherwave-mcp) [](https://glama.ai/mcp/servers/AetherWave-Studio/aetherwave-mcp) 📇 ☁️ 🍎 🪟 🐧 - Music, image, video and audio generation across Suno, Grok Imagine, Seedance, Kling, Veo, Ideogram and more: generate, edit, upscale, reframe and master.
|
||
- [afshinator/mcp-server-pexels](https://github.com/afshinator/mcp-server-pexels) [](https://glama.ai/mcp/servers/afshinator/mcp-server-pexels) 📇 ☁️ - Search Pexels stock images and videos.
|
||
- [agenticdecks/deckrun-mcp](https://github.com/agenticdecks/deckrun-mcp) [](https://glama.ai/mcp/servers/agenticdecks/deckrun-mcp) 🐍 ☁️ - Generate presentation PDFs, narrated videos and MP3 audio from Markdown.
|
||
- [AIDC-AI/Pixelle-MCP](https://github.com/AIDC-AI/Pixelle-MCP) 🐍 📇 🏠 - Omnimodal AIGC framework that turns ComfyUI workflows into MCP tools without code, for text, image, sound and video generation, with a Chainlit web interface.
|
||
- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) 📇 🏠 - Create GIFs from videos.
|
||
- [antoniomachuca/MCP-Manim-Slides](https://github.com/antoniomachuca/MCP-Manim-Slides) [](https://glama.ai/mcp/servers/antoniomachuca/MCP-Manim-Slides) 🐍 🏠 🍎 🪟 🐧 - Generate and render Manim-Slides presentations: run Manim code headlessly, compile to Reveal.js HTML, PDF or PPTX, and preview slides as images, videos or GIFs.
|
||
- [BeatAPI/BeatDesign](https://github.com/BeatAPI/BeatDesign) [](https://glama.ai/mcp/servers/BeatAPI/BeatDesign) 📇 🏠 🍎 🪟 - Local-first AI media workbench with a canvas, short-form timeline editor and shared assets, controllable by agents.
|
||
- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) 🐍 ☁️ - Video caption and B-roll generation via the ZapCap API.
|
||
- [botmonster/image2svg-mcp](https://github.com/botmonster/image2svg-mcp) [](https://glama.ai/mcp/servers/botmonster/image2svg-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert raster images (PNG, JPG, WebP, TIFF) to SVG from base64 or URL input, locally or via Docker.
|
||
- [Cassette-Editor/oh-my-cassette](https://github.com/Cassette-Editor/oh-my-cassette) [](https://glama.ai/mcp/servers/Cassette-Editor/oh-my-cassette) 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - Turn raw clips into a finished cut through chat.
|
||
- [chaoz23/loudcheck](https://github.com/chaoz23/loudcheck) [](https://glama.ai/mcp/servers/chaoz23/loudcheck) 🐍 🏠 🍎 🪟 🐧 - Check media file loudness against EBU R128 and ATSC A/85: pass/fail verdicts with per-metric deltas, spec citations and ffmpeg remediation commands.
|
||
- [cleanor-app/cleanor-mcp](https://github.com/cleanor-app/cleanor-mcp) [](https://glama.ai/mcp/servers/cleanor-app/cleanor-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Image optimization and conversion, SVG QR codes, Cleanor Labs storage and image-format data, and dev utilities such as hashes, UUIDs, JWT decoding and regex.
|
||
- [clipkit-video/clipkit](https://github.com/clipkit-video/clipkit) [](https://glama.ai/mcp/servers/clipkit-video/clipkit) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Compose motion-graphics videos from a single JSON document: author, validate and preview frames, add captions and promo templates, and render MP4s on GPU.
|
||
- [DareDev256/fcpxml-mcp-server](https://github.com/DareDev256/fcpxml-mcp-server) [](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server) 🐍 🏠 🍎 - Parse, edit and generate Final Cut Pro FCPXML timelines: health checks, flash frame detection, chapter markers, rough cuts and NLE export.
|
||
- [davidmosiah/short-video-agent-kit](https://github.com/davidmosiah/short-video-agent-kit) [](https://glama.ai/mcp/servers/davidmosiah/short-video-agent-kit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Provider-neutral short-form AI video toolkit: dry-run payload validation and optional live generation via Sora, Veo, xAI and Seedance-style providers.
|
||
- [denisok-ai/magicmaster-mcp](https://github.com/denisok-ai/magicmaster-mcp) [](https://glama.ai/mcp/servers/denisok-ai/magicmaster-mcp) 📇 ☁️ - Audio mastering with LUFS and true peak targets for Spotify and podcasts, Suno/Udio AI-fingerprint removal and a mastering passport in chat.
|
||
- [drolosoft/immich-photo-manager](https://github.com/drolosoft/immich-photo-manager) [](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager) 🐍 🏠 🍎 🪟 🐧 - Manage a self-hosted Immich photo library: CLIP natural language search, GPS album curation, duplicate detection, library health reports and HTML galleries.
|
||
- [editmamei/editmamei](https://github.com/editmamei/editmamei) [](https://glama.ai/mcp/servers/editmamei/editmamei) 📇 🏠 🍎 🪟 - Natural-language interface for Adobe Photoshop that plans edits and executes them with native Photoshop tools rather than generative AI.
|
||
- [FileToPDF/filetopdf-mcp](https://github.com/FileToPDF/filetopdf-mcp) [](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp) 📇 ☁️ 🍎 🪟 🐧 - Convert documents (DOCX, XLSX, PPTX), images, HTML and Markdown to PDF via the FileToPDF API, returned as an embedded resource or saved to disk.
|
||
- [guaardvark/guaardvark](https://github.com/guaardvark/guaardvark) [](https://glama.ai/mcp/servers/guaardvark/guaardvark) 🐍 🏠 🐧 🍎 - Self-hosted AI studio exposing local image, video and music-video generation, upscaling, RAG and code intelligence, with renders queued on your own GPU.
|
||
- [haljishi/vidwords-mcp](https://github.com/haljishi/vidwords-mcp) [](https://glama.ai/mcp/servers/haljishi/vidwords-mcp) 🎖️ ☁️ 🍎 🪟 🐧 - Search YouTube video transcripts and frames (slides, charts, on-screen text) and get matching moments with timestamped links and verified citations.
|
||
- [huseyinstif/klaket](https://github.com/huseyinstif/klaket) [](https://glama.ai/mcp/servers/huseyinstif/klaket) 📇 🏠 🍎 🪟 🐧 - Local video understanding: word-timestamped transcripts, speaker labels, scenes, chapters and moment search from any video URL or file.
|
||
- [Inmoprice/clipcliper-mcp](https://github.com/Inmoprice/clipcliper-mcp) [](https://glama.ai/mcp/servers/Inmoprice/clipcliper-mcp) 📇 ☁️ - Turn public YouTube, Twitch, Kick or TikTok video links into timestamped transcripts, chapters and clip suggestions.
|
||
- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) 📇 ☁️ 🍎 🪟 🐧 - Podcast editing service: submit raw audio or a URL and get edited episodes with filler words and noise removed, transcripts, show notes and social clips.
|
||
- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) 🐍 ☁️ 🍎 🪟 🐧 - AI media generation (Flux, Veo, Suno) with cost controls: upfront price quotes, budget enforcement and reserve-burn-refund billing.
|
||
- [ffroliva/gflow-cli](https://github.com/ffroliva/gflow-cli) [](https://glama.ai/mcp/servers/ffroliva/gflow-cli) 🐍 🏠 🍎 🪟 🐧 - Drive Google Flow with your Google account: Veo text-to-video, image-to-video and clip extension, Imagen text-to-image, reusable characters and scenes.
|
||
- [richer-richard/cochlea](https://github.com/richer-richard/cochlea) [](https://glama.ai/mcp/servers/richer-richard/cochlea) 🦀 🏠 🍎 🪟 🐧 - Offline, deterministic audio engine: compose scores as data, render WAV or FLAC, report loudness, pitch, tempo and key, generate spectrograms and diff renders.
|
||
- [realcrabcut/crabcut-mcp-server](https://github.com/realcrabcut/crabcut-mcp-server) [](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server) 📇 ☁️ - Turn YouTube videos into short-form clips via the Crabcut API: highlight detection, subtitles, 9:16 reframing and direct download URLs.
|
||
- [ronak-create/FableCut](https://github.com/ronak-create/FableCut) [](https://glama.ai/mcp/servers/ronak-create/FableCut) 📇 🏠 🍎 🪟 🐧 - Browser video editor driven through a JSON timeline: clips, keyframes, transitions, text animations, filters, reference-video analysis and ffmpeg export.
|
||
- [runapi-ai/mcp](https://github.com/runapi-ai/mcp) [](https://glama.ai/mcp/servers/runapi-ai/mcp) 📇 ☁️ - Unified API for AI models across providers: browse models and prices, create image, video, music and audio tasks, poll results and call LLM endpoints.
|
||
- [keiver/image-tiler-mcp-server](https://github.com/keiver/image-tiler-mcp-server) [](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server) 📇 🏠 🍎 🪟 🐧 - Tile large images and web page captures (via Chrome CDP) so vision models see full resolution, with model-specific token estimates and HTML tile previews.
|
||
- [korovin-aa97/talkthrough-mcp](https://github.com/korovin-aa97/talkthrough-mcp) [](https://glama.ai/mcp/servers/korovin-aa97/talkthrough-mcp) 🐍 🏠 🍎 🪟 🐧 - Turn screen recordings or other local video and audio into local Whisper transcripts, keyframes, OCR and full-text search, with wall-clock timestamps for logs.
|
||
- [legolev/mediamcp](https://github.com/legolev/mediamcp) [](https://glama.ai/mcp/servers/legolev/mediamcp) 📇 ☁️ 🍎 🪟 🐧 - Image generation and editing plus Veo, Sora and Seedance video generation via OpenRouter or OpenAI-compatible APIs, with resumable video jobs.
|
||
- [Lulu-The-Narwhal/dali-mcp](https://github.com/Lulu-The-Narwhal/dali-mcp) [](https://glama.ai/mcp/servers/Lulu-The-Narwhal/dali-mcp) 🐍 ☁️ - Score AI image and video generation prompts for models like Veo 3, Sora, Kling, Midjourney and Flux, and rewrite weak ones before generating.
|
||
- [gaudiolab-jp/gaudio-developers-mcp](https://github.com/gaudiolab-jp/gaudio-developers-mcp) [](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp) 📇 ☁️ 🍎 🪟 🐧 - Gaudio audio AI API: stem separation (vocals, drums, bass, guitar, piano), dialogue/music/effects separation and AI lyrics sync.
|
||
- [gridhra/atx-mcp](https://github.com/gridhra/atx-mcp) [](https://glama.ai/mcp/servers/gridhra/atx-mcp) 🦀 🏠 🍎 🪟 🐧 - Deterministic, non-generative image editing via declarative recipes: crop, mask, layer, apply LUTs, strip EXIF/GPS and encode, saved as immutable revisions.
|
||
- [manovagyanik1/clipy-mcp](https://github.com/manovagyanik1/clipy-mcp) [](https://glama.ai/mcp/servers/manovagyanik1/clipy-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read-only access to Clipy screen recordings: search the library, fetch timestamped transcripts, AI summaries and key moments with video frames.
|
||
- [MkTurner74/botverse-mcp](https://github.com/MkTurner74/botverse-mcp) [](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp) 📇 ☁️ 🍎 🪟 🐧 - Video transcoding (MP4, WebM, ProRes, GIF, MP3) and document conversion (PDF, DOCX, HTML, Markdown, XLSX) without AWS or FFmpeg setup.
|
||
- [MohamedAbdallah-14/prompt-to-asset](https://github.com/MohamedAbdallah-14/prompt-to-asset) [](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset) 📇 🏠 🍎 🪟 🐧 - Generate app icons, favicons, OG images, logos and wordmarks across many image models, validating contrast, text accuracy and palette before returning.
|
||
- [mordor-forge/gemini-media-mcp](https://github.com/mordor-forge/gemini-media-mcp) [](https://glama.ai/mcp/servers/mordor-forge/gemini-media-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Gemini media generation: Nano Banana images and editing, Veo video, text-to-speech and Lyria music, via the Gemini API or Vertex AI.
|
||
- [guimatheus92/mcp-video-analyzer](https://github.com/guimatheus92/mcp-video-analyzer) [](https://glama.ai/mcp/servers/guimatheus92/mcp-video-analyzer) 📇 🏠 🍎 🪟 🐧 - Video analysis: extract transcripts, key frames, OCR text and annotated timelines from Loom links and direct MP4 or WebM files.
|
||
- [ilovevideoeditor/mcp-server](https://github.com/ilovevideoeditor/mcp-server) [](https://glama.ai/mcp/servers/ilovevideoeditor/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Render videos from JSON via the iLoveVideoEditor cloud API: motion-design templates, GPU effects, transitions, batch rendering and webhooks.
|
||
- [KyaniteLabs/kinocut](https://github.com/KyaniteLabs/kinocut) [](https://glama.ai/mcp/servers/KyaniteLabs/kinocut) 🐍 🏠 🍎 🪟 🐧 - Local, guardrailed video editing: FFmpeg edits, captions, audio, effects, Hyperframes, repurposing, resumable workflows, quality gates and provenance receipts.
|
||
- [mordor-forge/trident-mcp](https://github.com/mordor-forge/trident-mcp) [](https://glama.ai/mcp/servers/mordor-forge/trident-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - AI 3D model generation via Tripo (text, image or multiview to 3D) plus retopology, format conversion (GLB, FBX, OBJ, STL, USDZ) and stylization.
|
||
- [musevate/MCP](https://github.com/musevate/MCP) [](https://glama.ai/mcp/servers/musevate/MCP) 📇 ☁️ 🍎 🪟 🐧 - Generate video from prompts, images or reference images across AI video models (Sora, Veo, Kling, Seedance and more), with cost quotes before spending.
|
||
- [mutonby/openshorts](https://github.com/mutonby/openshorts) [](https://glama.ai/mcp/servers/mutonby/openshorts) 🎖️ 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn long videos into vertical shorts: moment detection, face-tracked 9:16 reframing, captions, dubbing and publishing to TikTok, Instagram and YouTube.
|
||
- [SHARProduction/production-metadata-mcp](https://github.com/SHARProduction/production-metadata-mcp) [](https://glama.ai/mcp/servers/SHARProduction/production-metadata-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only SHAR Production metadata gate that validates rights-aware video-production manifests and returns a releasability result.
|
||
- [stabgan/openrouter-mcp-multimodal](https://github.com/stabgan/openrouter-mcp-multimodal) [](https://glama.ai/mcp/servers/stabgan/openrouter-mcp-multimodal) 📇 ☁️ 🍎 🪟 🐧 - Multimodal access to OpenRouter models: text chat, image, audio and video analysis, and image, audio and video generation (Veo, Sora, Seedance, Wan).
|
||
- [stass/exif-mcp](https://github.com/stass/exif-mcp) 📇 🏠 🐧 🍎 🪟 - Examine image metadata such as EXIF, XMP, JFIF and GPS for searching and analyzing photo libraries.
|
||
- [strato-space/media-gen-mcp](https://github.com/strato-space/media-gen-mcp) 📇 ☁️ 🏠 - Media generation, editing and asset downloads with OpenAI Images/Videos and Google GenAI (Veo).
|
||
- [sunriseapps/imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp) 🐍 🏠 🐧 🍎 🪟 - Computer vision-based image recognition and editing tools.
|
||
- [tandryukha/aidemo](https://github.com/tandryukha/aidemo) [](https://glama.ai/mcp/servers/tandryukha/aidemo) 📇 🏠 🍎 🐧 - Turn a storyboard JSON into a narrated, captioned product-demo MP4 (TTS voiceover, Whisper captions, auto-zoom) via Chrome replay and ffmpeg.
|
||
- [Tommertom/sonos-ts-mcp](https://github.com/Tommertom/sonos-ts-mcp) 📇 🏠 🍎 🪟 🐧 - Sonos control via UPnP: device discovery, multi-room playback, queues, music library browsing, alarms, event subscriptions and EQ settings.
|
||
- [TranscriptFetch/mcp-server](https://github.com/TranscriptFetch/mcp-server) [](https://glama.ai/mcp/servers/TranscriptFetch/mcp-server) 🎖️ 📇 ☁️ - Transcripts from YouTube, TikTok, Instagram and podcasts, plus YouTube search and channel and playlist listing.
|
||
- [transloadit/node-sdk](https://github.com/transloadit/node-sdk/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/transloadit/node-sdk) 📇 ☁️ 🏠 🍎 🪟 🐧 - Media processing via Transloadit Robots: video encoding (HLS, H.264, VP9), image resizing and watermarks, document conversion, OCR and transcription.
|
||
- [torrentclaw/torrentclaw-mcp](https://github.com/torrentclaw/torrentclaw-mcp) 🎖️ 📇 ☁️ - Search and discover movies and TV shows with torrent links, quality scoring, streaming availability and cast/crew metadata.
|
||
- [tro2789/scout-premiere-mcp](https://github.com/tro2789/scout-premiere-mcp) [](https://glama.ai/mcp/servers/tro2789/scout-premiere-mcp) 📇 🏠 🪟 - Control Adobe Premiere Pro via the Scout panel: frame-accurate transcript search, markers, cuts, effects, transitions, exports and project management.
|
||
- [tydude001/proofcut](https://github.com/tydude001/proofcut) [](https://glama.ai/mcp/servers/tydude001/proofcut) 🐍 🏠 🪟 🐧 - Local-first video editor: cut by transcript, attach b-roll to phrases, score, caption, render and master, then verify the render against the edit.
|
||
- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) - Local video search, trimming, stitching and playback through conversation, using the ffmpeg command line.
|
||
- [video-edit-mcp](https://github.com/Aditya2755/video-edit-mcp) 🐍 🏠 🍎 🪟 - Video and audio editing: trim, merge, effects, overlays, format conversion, audio processing and YouTube downloads, chaining steps without intermediate files.
|
||
- [TopazLabs/topaz-mcp](https://github.com/TopazLabs/topaz-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI image enhancement (upscaling, denoising, sharpening) via the Topaz Labs API, with models such as Standard V2, Wonder 2, Bloom and Recover 3.
|
||
- [verIdyia/autoeq-mcp](https://github.com/verIdyia/autoeq-mcp) [](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp) 🐍 🏠 🍎 🪟 🐧 - AutoEQ headphone and IEM EQ data: search by name or sound signature, get parametric EQ settings, compare models band by band and browse Harman rankings.
|
||
- [rendobar/mcp](https://github.com/rendobar/mcp) [](https://glama.ai/mcp/servers/rendobar/mcp) 🎖️ 📇 ☁️ - Submit media-processing jobs to the Rendobar API with local file upload: transcode, run raw FFmpeg, burn in captions and add watermarks.
|
||
- [WaveSpeedAI/mcp-server](https://github.com/WaveSpeedAI/mcp-server) [](https://glama.ai/mcp/servers/WaveSpeedAI/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Run image, video, audio and 3D models from the WaveSpeed catalog: model search, schema introspection, local file upload and price quotes before running.
|
||
- [WeftCut/WeftCut](https://github.com/WeftCut/WeftCut) [](https://glama.ai/mcp/servers/WeftCut/WeftCut) 🎖️ 📇 🦀 🏠 🍎 🪟 🐧 - Drive the WeftCut desktop video editor: trim and split clips, keyframes, effects, captions, audio mixing, markers and export, with live edits and dry runs.
|
||
- [woladi/macos-vision-mcp](https://github.com/woladi/macos-vision-mcp) [](https://glama.ai/mcp/servers/woladi/macos-vision-mcp) 📇 🏠 🍎 - Offline OCR and image analysis via Apple's Vision framework: text from images and PDFs with bounding boxes, face, barcode and QR detection, and classification.
|
||
- [afghanfansmedia-ai/songcheck-mcp](https://github.com/afghanfansmedia-ai/songcheck-mcp) [](https://glama.ai/mcp/servers/afghanfansmedia-ai/songcheck-mcp) 🐍 ☁️ - Detect AI-generated music (Suno, Udio) and media, with AI-probability verdicts, provenance signals (Content Credentials, SynthID) and folder scans.
|
||
- [xDarkzx/Reaper-MCP](https://github.com/xDarkzx/Reaper-MCP) [](https://glama.ai/mcp/servers/xDarkzx/Reaper-MCP) 🐍 🏠 🍎 🪟 🐧 - Music production in REAPER: transport, tracks, MIDI editing, mixing and FX, tempo maps, markers and regions, and ReaScript execution.
|
||
- [apancyborg/appsgolem-mcp](https://github.com/apancyborg/appsgolem-mcp) [](https://glama.ai/mcp/servers/apancyborg/appsgolem-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Cut clips from YouTube videos via the AppsGolem API in a chosen format and quality, and get a direct download URL.
|
||
- [industriesfatty-spec/fattly-mcp](https://github.com/industriesfatty-spec/fattly-mcp) [](https://glama.ai/mcp/servers/industriesfatty-spec/fattly-mcp) 📇 ☁️ - Generate AI images, video, voiceovers, avatars and UGC ads with many models via Fattly.
|
||
### 🖥️ <a name="os-automation"></a>OS Automation
|
||
|
||
Servers for controlling the desktop operating system: screenshots, window management, mouse/keyboard input injection, and system-level automation.
|
||
|
||
- [suleyman416/mcp-applemusic](https://github.com/suleyman416/mcp-applemusic) [](https://glama.ai/mcp/servers/suleyman416/mcp-applemusic) 🐍 🏠 🍎 - Apple Music control on macOS: DJ daemon and energy mixes, multi-room AirPlay, Spotify and M3U playlist import, listening journal and Apple Replay analytics.
|
||
- [sbuysse/gnome-desktop-mcp](https://github.com/sbuysse/gnome-desktop-mcp) [](https://glama.ai/mcp/servers/sbuysse/gnome-desktop-mcp) 🐍 🏠 🐧 - GNOME desktop automation via D-Bus: screenshots, window management, mouse and keyboard input, clipboard, workspaces and notifications on GNOME 45 to 49.
|
||
- [SunnyLich/OpenWand](https://github.com/SunnyLich/OpenWand) [](https://glama.ai/mcp/servers/SunnyLich/OpenWand) 🐍 🏠 🐧 🪟 🍎 - Read-only desktop context through OpenWand: current selection, clipboard, active window, browser page and screen.
|
||
- [dimpagk92/cellar](https://github.com/dimpagk92/cellar) [](https://glama.ai/mcp/servers/dimpagk92/cellar) 🦀 📇 🏠 🍎 🐧 - Hybrid computer-use runtime combining the accessibility tree, Chrome DevTools Protocol and vision into structured context, with offline support via Ollama.
|
||
- [Harusame64/desktop-touch-mcp](https://github.com/Harusame64/desktop-touch-mcp) [](https://glama.ai/mcp/servers/Harusame64/desktop-touch-mcp) 📇 🦀 🏠 🪟 - Windows desktop automation with entity-based actions instead of coordinate clicks, using UIA, CDP, screenshots, keyboard, mouse, clipboard and terminal control.
|
||
- [glasswarp/mcp-server](https://github.com/glasswarp/mcp-server) [](https://glama.ai/mcp/servers/glasswarp/mcp-server) 📇 ☁️ 🪟 - See and control your own Windows PC locally or remotely: UIA and screenshot observation, clicking, typing, dragging, scrolling, launching apps and Live View.
|
||
- [JonathanRReed/Apple-MCPs](https://github.com/JonathanRReed/Apple-MCPs) [](https://glama.ai/mcp/servers/JonathanRReed/Apple-MCPs) 🐍 🏠 🍎 - Local macOS servers for Mail, Calendar, Reminders, Messages, Contacts, Notes, Shortcuts, Files, Maps and system tools, unified or standalone.
|
||
- [juergenkoller-software/nemeton-mcp](https://github.com/juergenkoller-software/nemeton-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/nemeton-mcp) 🏠 🍎 - Control Nemeton, a macOS virtual machine manager built on Apple's Virtualization framework: Linux and macOS VMs, APFS snapshots, console, files and networking.
|
||
- [tinqiao-oss/clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp) [](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp) 🐍 🏠 🍎 🪟 🐧 - Physical USB HID keyboard and mouse control via a Raspberry Pi Pico 2: move, click, drag, type, key combos and scroll, with a mock mode for testing.
|
||
- [juergenkoller-software/freezetext-mcp](https://github.com/juergenkoller-software/freezetext-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp) 🏠 🍎 - Screen OCR on macOS via FreezeText: freeze the screen and extract text with Apple Vision, OCR regions or images, and search capture history.
|
||
- [faze79/WPFVisualTreeMcp](https://github.com/faze79/WPFVisualTreeMcp) [](https://glama.ai/mcp/servers/faze79/WPFVisualTreeMcp) #️⃣ 🏠 🪟 - Inspect, debug and drive running WPF apps without source changes: visual tree, dependency properties, bindings, DataContext, screenshots, clicks and text input.
|
||
- [fixed-width/glass](https://github.com/fixed-width/glass) [](https://glama.ai/mcp/servers/fixed-width/glass) 🦀 🏠 🍎 🪟 🐧 - Drive native GUI apps under development: launch, screenshot, read the accessibility tree, inject input, tail logs and diff frames on desktop, Android and iOS.
|
||
- [ostapondo/Plonk](https://github.com/ostapondo/Plonk) [](https://glama.ai/mcp/servers/ostapondo/Plonk) 📇 🏠 🍎 - Mac window manager and menu bar utilities: arrange windows across displays, snap to custom zones, save workspaces, window screenshots and on-device OCR.
|
||
- [emazaheri/ios-agent](https://github.com/emazaheri/ios-agent) [](https://glama.ai/mcp/servers/emazaheri/ios-agent) 🐍 🏠 🍎 - Drive an iPhone or iOS Simulator via XCUIAutomation and WebDriverAgent, with compact screen digests and confirmation before destructive actions.
|
||
- [yunfeng-enrich/usemymac](https://github.com/yunfeng-enrich/usemymac) [](https://glama.ai/mcp/servers/yunfeng-enrich/usemymac) 🐍 🏠 🍎 - Turn a Mac into a remote computer-use server via CUA: screenshots, mouse, keyboard, windows and apps, token-protected and exposed through a Cloudflare tunnel.
|
||
- [dockndevai/mcp-mac-control](https://github.com/dockndevai/mcp-mac-control) [](https://glama.ai/mcp/servers/dockndevai/mcp-mac-control) 📇 🏠 🍎 - Full Mac control: shell, AppleScript, files, processes and human-like GUI input with a screenshot loop, plus an optional safe mode with read-only, gated access.
|
||
- [dockndevai/mcp-macos](https://github.com/dockndevai/mcp-macos) [](https://glama.ai/mcp/servers/dockndevai/mcp-macos) 📇 🏠 🍎 - Read-only-by-default Mac control: files, processes, screenshots and clipboard, with opt-in allowlisted shell commands, AppleScript and GUI input.
|
||
- [chryaner/terrarium](https://github.com/chryaner/terrarium) [](https://glama.ai/mcp/servers/chryaner/terrarium) 🏎️ 🏠 🪟 - Fork, break and revert VirtualBox VMs with linked clones and RAM snapshots, and drive GUI-only guests via screenshots and input without SSH or a guest agent.
|
||
- [munimtechnologies/munim-computer-use](https://github.com/munimtechnologies/munim-computer-use) [](https://glama.ai/mcp/servers/munimtechnologies/munim-computer-use) 🦀 📇 🏠 🍎 🪟 🐧 - Accessibility-first computer use on macOS, Windows and Linux: element IDs instead of pixels, background input, a pointer overlay and its own Chrome tab group.
|
||
|
||
- [Dominic-DK/askew-mcp](https://github.com/Dominic-DK/askew-mcp) [](https://glama.ai/mcp/servers/Dominic-DK/askew-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Run Apple Shortcuts on an iPhone, iPad or Mac (even locked), send lock-screen notifications and receive device events over an end-to-end encrypted relay.
|
||
|
||
### 🎙️ <a name="podcasts"></a>Podcasts
|
||
|
||
Servers for podcast analytics, search, hosting, and discovery.
|
||
|
||
- [conorbronsdon/apple-podcasts-mcp](https://github.com/conorbronsdon/apple-podcasts-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/apple-podcasts-mcp) 📇 ☁️ - Read-only Apple Podcasts analytics for shows you own via Podcasts Connect Reporter: plays, unique and engaged listeners, followers and per-episode listening.
|
||
- [conorbronsdon/op3-mcp](https://github.com/conorbronsdon/op3-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp) 📇 ☁️ - Read-only podcast analytics from OP3 (Open Podcast Prefix Project): downloads over time, listener geography, app share and per-episode breakdowns.
|
||
- [conorbronsdon/podcastindex-mcp](https://github.com/conorbronsdon/podcastindex-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/podcastindex-mcp) 📇 ☁️ - Search the Podcast Index: podcasts, episodes, guest appearances by person, trending shows and feed health.
|
||
- [ni-c/audiobookshelf-mcp](https://github.com/ni-c/audiobookshelf-mcp) [](https://glama.ai/mcp/servers/ni-c/audiobookshelf-mcp) 📇 🏠 - Browse an Audiobookshelf library, query listening history and stats, and sync progress, bookmarks, collections and playlists, with optional read-only mode.
|
||
|
||
### 📋 <a name="product-management"></a>Product Management
|
||
|
||
Tools for product planning, customer feedback analysis, and prioritization.
|
||
|
||
- [KyaniteLabs/Epoch](https://github.com/KyaniteLabs/Epoch) [](https://glama.ai/mcp/servers/KyaniteLabs/Epoch) 📇 🏠 - Software estimation: PERT, COCOMO II, Monte Carlo, sprint forecasting, token-to-time and cost mapping, and schedule-risk analysis.
|
||
- [daiji-sshr/redmine-mcp-stateless](https://github.com/daiji-sshr/redmine-mcp-stateless) [](https://glama.ai/mcp/servers/daiji-sshr/redmine-mcp-stateless) 🐍 🏠 🐧 - Stateless Redmine integration with per-request credentials: list, create and update issues, full-text search across issues and comments, and edit journals.
|
||
- [andrelaptenok/redmine-mcp-stdio](https://github.com/andrelaptenok/redmine-mcp-stdio) [](https://glama.ai/mcp/servers/andrelaptenok/redmine-mcp-stdio) 📇 🏠 🍎 🪟 🐧 - Search, read, create and update Redmine issues, projects and time entries, including journals, attachments, comments and time tracking.
|
||
- [devemberx/mcp-server-polarion](https://github.com/devemberx/mcp-server-polarion) [](https://glama.ai/mcp/servers/devemberx/mcp-server-polarion) 🐍 ☁️ 🍎 🪟 🐧 - Polarion ALM: documents as Markdown, Lucene or SQL search, traceability link traversal, and work item and comment management with dry-run writes.
|
||
- [dkships/pm-copilot](https://github.com/dkships/pm-copilot) 📇 ☁️ - Combine Help Scout tickets and ProductLift feature requests into prioritized product plans, scoring themes by cross-source convergence and scrubbing PII.
|
||
- [Lukaris/framedeck-mcp](https://github.com/Lukaris/framedeck-mcp) [](https://glama.ai/mcp/servers/Lukaris/framedeck-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Framedeck Kanban content production for YouTube, Instagram, TikTok and podcast creators: productions, stages, cards, checklists, comments and labels.
|
||
- [TylerIlunga/procore-mcp-server](https://github.com/TylerIlunga/procore-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Full Procore REST API access for construction project management via discovery and execution tools: projects, RFIs, submittals, daily logs, budgets and more.
|
||
- [spranab/saga-mcp](https://github.com/spranab/saga-mcp) [](https://glama.ai/mcp/servers/@spranab/saga-mcp) 📇 🏠 🍎 🪟 🐧 - Jira-like SQLite project tracker: projects, epics, tasks and subtasks, dependencies with auto-blocking, threaded comments, templates and activity logs.
|
||
- [agrath/Trello-Desktop-MCP](https://github.com/agrath/Trello-Desktop-MCP) [](https://glama.ai/mcp/servers/agrath/Trello-Desktop-MCP) 📇 ☁️ 🍎 🪟 🐧 - Trello integration: boards, cards, lists, labels, checklists, attachments (including images), members, custom fields and search, with a read-only mode.
|
||
- [negoro26/mcp-taiga](https://github.com/negoro26/mcp-taiga) [](https://glama.ai/mcp/servers/negoro26/mcp-taiga) 📇 🏠 🍎 🪟 🐧 - Taiga project management: issues, user stories, tasks, epics, sprints, comments, attachments and wiki via a compact set of tools.
|
||
- [xfloukiex-lab/road-poneglyph](https://github.com/xfloukiex-lab/road-poneglyph) [](https://glama.ai/mcp/servers/xfloukiex-lab/road-poneglyph) 🐍 🏠 🍎 🪟 🐧 - Review a plan for what's missing: unstated assumptions, omitted technical risks and execution blind spots, as a structured pre-mortem.
|
||
- [AIOProductOS/claude-plugin](https://github.com/AIOProductOS/claude-plugin) [](https://glama.ai/mcp/servers/AIOProductOS/claude-plugin) 🎖️ ☁️ - Product management: link customer feedback to features, releases and objectives, with roadmap-drift detection and funnel, retention, NPS and NRR analytics.
|
||
- [mohamed-ashraf-elsaed/loupe](https://github.com/mohamed-ashraf-elsaed/loupe) [](https://glama.ai/mcp/servers/mohamed-ashraf-elsaed/loupe) 🎖️ 📇 🏠 - Turn Loupe visual feedback into a backlog: list pinned comments, read each with its element's HTML, computed styles and screenshot, and update its status.
|
||
- [gonnagetapower/kelvia-mcp](https://github.com/gonnagetapower/kelvia-mcp) [](https://glama.ai/mcp/servers/@gonnagetapower/kelvia-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Operate the Kelvia task manager: boards, tasks, sprints, member roles, worklogs and a time-blocking day planner.
|
||
- [illodev/workfile](https://github.com/illodev/workfile) [](https://glama.ai/mcp/servers/illodev/workfile) 🎖️ 📇 🏠 🍎 🪟 🐧 - Backlog, docs, history and memory as Markdown in the repository, versioned with the code, with card claims so parallel agents don't edit the same card.
|
||
- [igorolv/redmine-mcp-server](https://github.com/igorolv/redmine-mcp-server) [](https://glama.ai/mcp/servers/igorolv/redmine-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Redmine: issues, projects, wiki, attachments with text extraction, time entries, and release and blocker analytics; read-only by default, optional writes.
|
||
- [kenzotp/mcp-server-zuuna](https://github.com/kenzotp/mcp-server-zuuna) [](https://glama.ai/mcp/servers/kenzotp/mcp-server-zuuna) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Zuuna developer project management: read and update boards, cards and comments, with cards moved automatically by git activity when PRs merge.
|
||
|
||
### 🏠 <a name="real-estate"></a>Real Estate
|
||
|
||
MCP servers for real estate CRM, property management, and agent workflows.
|
||
|
||
- [HasData/redfin-mcp](https://github.com/HasData/redfin-mcp) [](https://glama.ai/mcp/servers/HasData/redfin-mcp) 📇 ☁️ - Redfin for-sale, for-rent and sold listings with full filters, plus complete property pages, as JSON.
|
||
- [HasData/zillow-mcp](https://github.com/HasData/zillow-mcp) [](https://glama.ai/mcp/servers/HasData/zillow-mcp) 📇 ☁️ - Zillow for-sale, for-rent and sold listings with filters, and full property details (price and tax history, schools, agent), as JSON.
|
||
- [ashev87/propstack-mcp](https://github.com/ashev87/propstack-mcp) [](https://glama.ai/mcp/servers/@ashev87/propstack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Propstack real estate CRM: search contacts, manage properties, track deals and schedule viewings.
|
||
- [atifnayeem-oss/saveproptax-mcp](https://github.com/atifnayeem-oss/saveproptax-mcp) [](https://glama.ai/mcp/servers/atifnayeem-oss/saveproptax-mcp) ☁️ - California property tax appeals: check Proposition 8 decline-in-value eligibility from comparable sales and prepare the county's review form.
|
||
- [beshogun/planwire-mcp](https://github.com/beshogun/planwire-mcp) [](https://glama.ai/mcp/servers/beshogun/planwire-mcp) 📇 ☁️ - UK planning application data via PlanWire: search by council, postcode, keyword, status, type or date, find applications near a location and fetch details.
|
||
- [Capital-W-Holdings/us-property-parcel-real-estate-debt](https://github.com/Capital-W-Holdings/us-property-parcel-real-estate-debt) [](https://glama.ai/mcp/servers/Capital-W-Holdings/us-property-parcel-real-estate-debt) 🐍 ☁️ - US real estate debt: commercial loan maturities, HUD contract expiries and LIHTC compliance endings, plus Massachusetts and New York parcels and sales.
|
||
- [forgemeshlabs/disruption-intelligence-mcp](https://github.com/forgemeshlabs/disruption-intelligence-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp) 📇 ☁️ - Commercial disruption data via the Forgemesh API: WARN layoff notices, company context, geospatial territory disruption and x402 payment challenge checks.
|
||
- [hyperionxmota/cook-county-property-mcp](https://github.com/hyperionxmota/cook-county-property-mcp) [](https://glama.ai/mcp/servers/hyperionxmota/cook-county-property-mcp) 🐍 ☁️ - Cook County and Chicago property records by address or PIN: parcels, sales, building permits, tax assessments and comparables, paid per call via x402.
|
||
- [jbechtel-97/dealflowpro-mcp-server](https://github.com/jbechtel-97/dealflowpro-mcp-server) [](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server) 📇 ☁️ - Multifamily real estate deal analysis for 2 to 200 unit properties: cap rate, DSCR, cash-on-cash, IRR, deal score, maximum offer price and market data.
|
||
- [pedra-ai/pedra-mcp](https://github.com/pedra-ai/pedra-mcp) [](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - AI real estate photo and video editing via the Pedra API: virtual staging, renovation, room emptying, enhancement, sky replacement and property videos.
|
||
- [RantumBits/addressintel-mcp](https://github.com/RantumBits/addressintel-mcp) [](https://glama.ai/mcp/servers/RantumBits/addressintel-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only SF Peninsula building permit and parcel buildability data: permit search, SB 9 lot-split eligibility, ADU feasibility and redevelopment leads.
|
||
- [TargetGrps/partelisto-mcp](https://github.com/TargetGrps/partelisto-mcp) [](https://glama.ai/mcp/servers/TargetGrps/partelisto-mcp) #️⃣ ☁️ - Guest check-in and SES.HOSPEDAJES police registration for Spanish short-term rentals: bookings, guest-form completion, SES filing status and check-in links.
|
||
|
||
- [zornade/zornade-mcp](https://github.com/zornade/zornade-mcp) [](https://glama.ai/mcp/servers/zornade/zornade-mcp) 📇 ☁️ - Italian cadastral, geospatial and real estate data: address geocoding, parcel profiles (risk, solar potential, valuations, POIs) and parcel lookup.
|
||
|
||
### 🔬 <a name="research"></a>Research
|
||
|
||
Tools for conducting research, surveys, interviews, and data collection.
|
||
|
||
- [HasData/google-trends-mcp](https://github.com/HasData/google-trends-mcp) [](https://glama.ai/mcp/servers/HasData/google-trends-mcp) 📇 ☁️ - Google Trends data as JSON: interest over time and by region, plus rising and top related queries and topics for any keyword.
|
||
- [HasData/google-scholar-mcp](https://github.com/HasData/google-scholar-mcp) [](https://glama.ai/mcp/servers/HasData/google-scholar-mcp) 📇 ☁️ - Google Scholar search as JSON with author and year filters, cited-by and all-versions lookups, and formatted citations with BibTeX export.
|
||
- [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) 📇 ☁️ - Register LLMs and agents and submit Markdown research papers to the BenchClaw leaderboard, where a panel of judges scores them with deception detectors.
|
||
- [ankitkapur1992-hlido/hlido-mcp](https://github.com/ankitkapur1992-hlido/hlido-mcp) [](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp) 📇 ☁️ - Hlido trust scores, claim audits and comparisons for reviewed AI agents: tier verdicts, per-claim pass/fail audits and signed evidence.
|
||
- [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [](https://glama.ai/mcp/servers/archoor/painspotter-mcp) 🐍 ☁️ - Startup and product opportunities mined from Reddit, Hacker News, Product Hunt and Stack Exchange: pain points, trending themes and commercial scores.
|
||
- [Battam1111/omniseek](https://github.com/Battam1111/omniseek) [](https://glama.ai/mcp/servers/Battam1111/omniseek) 🐍 🏠 🍎 🪟 🐧 - Self-hosted perception server: local bilingual ASR, vision, cross-lingual search, credentialed login-walled sources and a persistent relation graph.
|
||
- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) 📇 ☁️ - Evidence-backed web research: real-time search with cited claims, confidence scores and a mode comparing raw LLM answers with evidence-backed ones.
|
||
- [davidmosiah/uap-pulse](https://github.com/davidmosiah/uap-pulse) [](https://glama.ai/mcp/servers/davidmosiah/uap-pulse) 📇 🏠 🍎 🪟 🐧 - Read-only search of declassified U.S. federal UAP/UFO records, with hotspots, timelines, a live map dataset and direct source links.
|
||
- [dhamma-seeker/tripitaka-mcp](https://github.com/dhamma-seeker/tripitaka-mcp) [](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp) 🐍 ☁️ 🏠 - Search, cite and compare the Pāli Canon (Tipiṭaka): hybrid search, full suttas with cross-references, aligned translations and Pāli dictionary lookup.
|
||
- [dvdsosa/zotero-native-mcp](https://github.com/dvdsosa/zotero-native-mcp) [](https://glama.ai/mcp/servers/dvdsosa/zotero-native-mcp) 📇 🏠 🍎 🪟 🐧 - Read and write a local Zotero library via its local API, offline: collections, items, attachments, full text, BibTeX and CSL export, tags and saved searches.
|
||
- [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) 📇 ☁️ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) from Source Library with DOI-backed citations.
|
||
- [Guitarmaniac24/getabrain-mcp-server](https://github.com/Guitarmaniac24/getabrain-mcp-server) [](https://glama.ai/mcp/servers/Guitarmaniac24/getabrain-mcp-server) 📇 ☁️ - Ask paid human workers questions via GetABrain and get schema-validated JSON answers: yes/no, ratings, rankings, A/B tests, sentiment, media review and capture.
|
||
- [haoming-luo/agentfem-mcp](https://github.com/haoming-luo/agentfem-mcp) [](https://glama.ai/mcp/servers/haoming-luo/agentfem-mcp) 🐍 🏠 🍎 🪟 🐧 - Create, validate, run, inspect and verify AgentFEM finite-element simulations.
|
||
- [herbertkokholm/cite-caddy](https://github.com/herbertkokholm/cite-caddy) [](https://glama.ai/mcp/servers/herbertkokholm/cite-caddy) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Read and write a Zotero library: items, collections, tags, attachments, notes and bibliography export, with multi-tenant sign-in using your own Zotero API key.
|
||
- [joelgombin/andre-mcp](https://github.com/joelgombin/andre-mcp) [](https://glama.ai/mcp/servers/joelgombin/andre-mcp) ☁️ - French election results since 1999 at polling-station level, with INSEE data, elected officials and boundaries: maps, vote-reserve analysis and read-only SQL.
|
||
- [jshelley/briefing-mcp](https://github.com/jshelley/briefing-mcp) [](https://glama.ai/mcp/servers/jshelley/briefing-mcp) 📇 ☁️ - Hourly LLM-ranked news briefings (AI, markets, sports, world) as structured JSON and e-ink pages, plus provenance data for every candidate story.
|
||
- [tushariitr-19/immigration-mcp](https://github.com/tushariitr-19/immigration-mcp) [](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp) 🏎️ 🍎 🪟 🐧 - US immigration guidance: live Visa Bulletin, priority date checks and explanations of immigration terms.
|
||
- [kimimgo/viznoir](https://github.com/kimimgo/viznoir) [](https://glama.ai/mcp/servers/kimimgo/viznoir) 🐍 🏠 🐧 - Scientific visualization for CFD, FEA and SPH: render, slice, contour, volume-render and animate OpenFOAM, VTK and CGNS data headlessly.
|
||
- [Liyux3/scholar-mcp](https://github.com/Liyux3/scholar-mcp) [](https://glama.ai/mcp/servers/Liyux3/scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Federated academic search across OpenAlex, Semantic Scholar, arXiv, PubMed and more, with citation graphs, full-text reading, PDFs and a local paper library.
|
||
- [lizhuojunx86/chinese-history-mcp](https://github.com/lizhuojunx86/chinese-history-mcp) [](https://glama.ai/mcp/servers/lizhuojunx86/chinese-history-mcp) 🐍 🏠 🍎 🪟 🐧 - Query classical Chinese texts from pre-Qin to Wei-Jin (Shiji, Zuozhuan, Analects and more) by event, person, place or virtue, with cited passages.
|
||
- [michaelellis003/paperboy](https://github.com/michaelellis003/paperboy) [](https://glama.ai/mcp/servers/michaelellis003/paperboy) 🐍 🏠 ☁️ - Send research papers to Kindle or Kobo: search arXiv and OpenAlex, find related work, queue papers in Zotero and deliver PDFs via email or Dropbox.
|
||
- [mlava/scholar-sidekick-mcp](https://github.com/mlava/scholar-sidekick-mcp) [](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp) 📇 ☁️ 🍎 🪟 🐧 - Resolve scholarly identifiers (DOI, PMID, ISBN, arXiv and more) to CSL JSON, format citations in thousands of styles, or export to BibTeX, RIS or EndNote.
|
||
- [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Check for existing competition before building: scan GitHub, Hacker News, npm, PyPI and Product Hunt for similar projects, duplicate likelihood and pivot hints.
|
||
- [musharna/data-aggregator-mcp](https://github.com/musharna/data-aggregator-mcp) [](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp) 🐍 🏠 🍎 🪟 🐧 - Search and fetch research datasets across Zenodo, DataCite, NCBI and PubMed/OpenAIRE, with DOI deduplication, paper-to-data linking and verified downloads.
|
||
- [nangman-infra/touch-browser](https://github.com/nangman-infra/touch-browser) [](https://glama.ai/mcp/servers/nangman-infra/touch-browser) 🦀 🏠 - Evidence-grounded web research: verify claims on pages with citations, confidence bands and policy reports, and synthesize multi-page sessions.
|
||
- [notDIRK/fds-mcp](https://github.com/notDIRK/fds-mcp) [](https://glama.ai/mcp/servers/notDIRK/fds-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Freedom-of-information requests in Germany via FragDenStaat: find the responsible authority, check the law and deadline, track requests and draft new ones.
|
||
- [OrgMentem/zotio](https://github.com/OrgMentem/zotio) [](https://glama.ai/mcp/servers/OrgMentem/zotio) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Zotero integration with preview-first, journaled writes: reads via the local Zotero desktop API without a key, writes via the Web API.
|
||
- [oscardvs/zoteus](https://github.com/oscardvs/zoteus) [](https://glama.ai/mcp/servers/oscardvs/zoteus) 📇 🏠 ☁️ 🍎 🪟 🐧 - Zotero integration: hybrid search, PDF passages with page locators, CSL bibliographies, add by DOI, group libraries and writes including PDF annotations.
|
||
- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) 📇 ☁️ - Query Original Voices digital twins, each representing a real person, to understand what users think and why.
|
||
- [patsnap/patent-literature-search-mcp](https://github.com/patsnap/patent-literature-search-mcp) [](https://glama.ai/mcp/servers/patsnap/patent-literature-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Natural-language patent and scientific literature search via Patsnap: semantic and BM25 search, structured filters and record retrieval.
|
||
- [tushariitr-19/patents-mcp](https://github.com/tushariitr-19/patents-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Patent search and prior art discovery using the Google Patents public dataset on BigQuery: patent details with CPC codes and citations, and claims text.
|
||
- [pminervini/deep-research-mcp](https://github.com/pminervini/deep-research-mcp) 🐍 ☁️ 🏠 - Deep research via the OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
|
||
- [thevibepreneur/gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp) [](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp) 📇 🏠 - Search a database of startup gaps by industry, role or keyword, each with the pain point, solution direction and a blueprint link. Works offline.
|
||
- [TheWhiteWater/tube-bridge](https://github.com/TheWhiteWater/tube-bridge) [](https://glama.ai/mcp/servers/TheWhiteWater/tube-bridge) 🐍 🏠 - Self-hosted YouTube research: video and channel search, transcripts, comments, playlists, timestamped frames and private local semantic corpora.
|
||
- [rnwkr7rscy-lang/fittin-mcp](https://github.com/rnwkr7rscy-lang/fittin-mcp) [](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp) 🐍 ☁️ - Patent prior art search and startup IP analysis: clone risk scores, defensibility maps, patentable features and competitor patent landscapes.
|
||
- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [](https://glama.ai/mcp/servers/ggstefivzf) 📇 ☁️ - Legislative data from all 50 US states and Congress via the LegiScan API: search bills, get full text, track votes and look up legislators.
|
||
- [SidneyBissoli/uis-mcp-server](https://github.com/SidneyBissoli/uis-mcp-server) [](https://glama.ai/mcp/servers/SidneyBissoli/uis-mcp-server) 📇 ☁️ 🏠 - UNESCO Institute for Statistics indicators on education, science, culture and communication by country, region and year, with provenance on every response.
|
||
- [smaniches/semantic-scholar-mcp](https://github.com/smaniches/semantic-scholar-mcp) [](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic Scholar academic papers: search, paper and author retrieval, citation-graph traversal and recommendations.
|
||
- [smeet666/mcp-libraryofcongress](https://github.com/smeet666/mcp-libraryofcongress) [](https://glama.ai/mcp/servers/smeet666/mcp-libraryofcongress) 📇 ☁️ 🍎 🪟 🐧 - Full-text search of the Library of Congress's digitised American newspapers, plus catalogue search by media type and curated collections.
|
||
- [smeet666/mcp-databnf](https://github.com/smeet666/mcp-databnf) [](https://glama.ai/mcp/servers/smeet666/mcp-databnf) 📇 ☁️ 🍎 🪟 🐧 - Search the open catalogue of the Bibliothèque nationale de France for authors, their works and the editions held.
|
||
- [smeet666/mcp-archiveorg](https://github.com/smeet666/mcp-archiveorg) [](https://glama.ai/mcp/servers/smeet666/mcp-archiveorg) 📇 ☁️ 🍎 🪟 🐧 - Full-text search inside the Internet Archive's scanned books, periodicals and documents, catalogue search, and Wayback Machine captures of a URL by date.
|
||
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Run AI-led qualitative research interviews and surveys with Agent Interviews: create interviewers, manage projects, recruit participants and analyze results.
|
||
- [vassiliylakhonin/agenda-intelligence-md](https://github.com/vassiliylakhonin/agenda-intelligence-md) [](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md) 🐍 🏠 - Auditable strategic-risk memos (sanctions, regulation, geopolitics, trade) with Central Asia and Gulf regional specialists and per-claim evidence; no live data.
|
||
- [wedo911/citeguard](https://github.com/wedo911/citeguard) [](https://glama.ai/mcp/servers/wedo911/citeguard) 🐍 📇 🏠 - Check citations against Crossref for retractions, corrections or expressions of concern before they go into a paper, summary or review.
|
||
- [WenyuChiou/research-hub](https://github.com/WenyuChiou/research-hub) [](https://glama.ai/mcp/servers/WenyuChiou/research-hub) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Research workspace for Zotero, Obsidian and NotebookLM: search arXiv, Semantic Scholar, PubMed and Crossref, ingest into Zotero, sync notes and verify briefs.
|
||
- [xmpuspus/ph-civic-data-mcp](https://github.com/xmpuspus/ph-civic-data-mcp) [](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Philippine government data: PHIVOLCS earthquakes and volcano alerts, PAGASA weather and typhoons, PhilGEPS procurement, PSA census data and AQICN air quality.
|
||
- [YGao2005/scholar-feed-mcp](https://github.com/YGao2005/scholar-feed-mcp) [](https://glama.ai/mcp/servers/YGao2005/scholar-feed-mcp) 📇 ☁️ - Semantic search over CS and AI papers with citation-graph traversal, full-text extraction, embeddings and BibTeX export.
|
||
- [yusong652/pfc-mcp](https://github.com/yusong652/pfc-mcp) [](https://glama.ai/mcp/servers/yusong652/pfc-mcp) 🐍 🏠 🪟 - ITASCA PFC discrete element simulation: browse documentation, execute scripts, capture plots and manage long-running tasks via a bridge to the PFC GUI.
|
||
- [SPARKIT-science/sparkit-mcp](https://github.com/SPARKIT-science/sparkit-mcp) [](https://glama.ai/mcp/servers/SPARKIT-science/sparkit-mcp) 🐍 ☁️ - Ask SPARKIT, a scientific research agent, questions and get cited Markdown reports based on literature search and paper reading.
|
||
- [yusong652/yade-mcp](https://github.com/yusong652/yade-mcp) [](https://glama.ai/mcp/servers/yusong652/yade-mcp) 🐍 🏠 🐧 - YADE discrete element method (DEM) simulation: search API docs, run code via a REPL or background tasks, monitor progress and review task history.
|
||
- [SelfPy/science-ai-mcp-server](https://github.com/SelfPy/science-ai-mcp-server) [](https://glama.ai/mcp/servers/SelfPy/science-ai-mcp-server) 📇 ☁️ - Science AI Journal tools: paper-tier prediction, AI peer review, research gap finder, journal recommender, duplicate publication checker and article writer.
|
||
- [laszlopere/mcp-molecules](https://github.com/laszlopere/mcp-molecules) [](https://glama.ai/mcp/servers/laszlopere/mcp-molecules) 🐍 🏠 ☁️ 🐧 🍎 - Chemistry tools from NIST data: molar mass with uncertainties, isotope-distribution mass spectra and name-formula lookup, offline or with online fallback.
|
||
- [zxhwolfe-dev/aiworkstation-open-source-intelligence](https://github.com/zxhwolfe-dev/aiworkstation-open-source-intelligence) [](https://glama.ai/mcp/servers/zxhwolfe-dev/aiworkstation-open-source-intelligence) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Research open-source AI projects: search a live radar, compare and shortlist projects, and plan stacks, keeping facts, recommendations and risks separate.
|
||
|
||
### 🔎 <a name="RAG"></a>end to end RAG platforms
|
||
|
||
- [andyliszewski/grounding-ai](https://github.com/andyliszewski/grounding-ai) [](https://glama.ai/mcp/servers/andyliszewski/grounding-ai) 🐍 🏠 - Local searchable index of PDFs, EPUBs and Word documents for grounded answers with page and section citations.
|
||
- [gogabrielordonez/mcp-ragchat](https://github.com/gogabrielordonez/mcp-ragchat) 📇 🏠 - Add RAG-based AI chat to any website: local vector store, OpenAI, Anthropic or Gemini models, a self-contained chat server and an embeddable widget.
|
||
- [notwhiteblank/scholar-rag-mcp](https://github.com/notwhiteblank/scholar-rag-mcp) [](https://glama.ai/mcp/servers/notwhiteblank/scholar-rag-mcp) 🐍 🏠 🐧 - Academic paper knowledge base over local PDFs: MinerU parsing, metadata normalization, Qdrant vector search with reranking and paginated full-text reading.
|
||
- [poll-the-people/customgpt-mcp](https://github.com/Poll-The-People/customgpt-mcp) 🐍 🏠 ☁️ - Access the CustomGPT.ai RAG-as-a-service API.
|
||
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - Access Vectara's RAG-as-a-service platform.
|
||
- [zaharajabeen13-create/ai-rete-rag-mcp](https://github.com/zaharajabeen13-create/ai-rete-rag-mcp) [](https://glama.ai/mcp/servers/zaharajabeen13-create/ai-rete-rag-mcp) 🐍 ☁️ - Rule-based decisions: a Rete engine returns verdicts explained via retrieval over your policy documents, with rules drafted from policy text and saved as YAML.
|
||
### 🔎 <a name="search"></a>Search & Data Extraction
|
||
- [Grubbomatic/crawl-readiness-mcp](https://github.com/Grubbomatic/crawl-readiness-mcp) [](https://glama.ai/mcp/servers/Grubbomatic/crawl-readiness-mcp) 📇 ☁️ 🏠 - AI SEO audits: score AI crawler readiness, validate JSON-LD and robots.txt, compare human and crawler views, and generate llms.txt, robots.txt and JSON-LD.
|
||
- [HasData/bing-mcp](https://github.com/HasData/bing-mcp) [](https://glama.ai/mcp/servers/HasData/bing-mcp) 📇 ☁️ - Bing search results as JSON: organic results, ads and the Copilot answer, targeted by market, country, language and device.
|
||
- [usestring/string-ai-mcp](https://github.com/usestring/string-ai-mcp) [](https://glama.ai/mcp/servers/usestring/string-ai-mcp) 🎖️ 📇 ☁️ - Search the web, fetch URLs and map sites as clean Markdown, getting past anti-bot blocks.
|
||
- [HasData/web-scraping-mcp](https://github.com/HasData/web-scraping-mcp) [](https://glama.ai/mcp/servers/HasData/web-scraping-mcp) 📇 ☁️ - Web scraping: fetch public pages with optional JavaScript rendering, wait conditions and CSS or AI extraction rules, as Markdown, text, HTML or JSON.
|
||
- [ToolTrace-io/mcp-server](https://github.com/ToolTrace-io/mcp-server) [](https://glama.ai/mcp/servers/ToolTrace-io/mcp-server) 🎖️ 📇 ☁️ - Web page data: scrape to Markdown, extract metadata, links and JSON-LD, audit on-page SEO, detect tech stacks and validate XML sitemaps.
|
||
- [JerryLiu369/agent-web-search](https://github.com/JerryLiu369/agent-web-search) [](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search) 🐍 ☁️ 🏠 - Provider-neutral web search aggregating model grounding (Gemini, Grok, DeepSeek and others) and search APIs such as Exa, Brave, Perplexity and Tavily.
|
||
- [artemchuikin/youtube-mcp](https://github.com/artemchuikin/youtube-mcp) [](https://glama.ai/mcp/servers/artemchuikin/youtube-mcp) 🎖️ 📇 ☁️ - YouTube transcripts (text, JSON, SRT, VTT, srv3), video and channel search, playlists and large batch jobs.
|
||
- [jlucasmcrell/apify-scrapers](https://github.com/jlucasmcrell/apify-scrapers) [](https://glama.ai/mcp/servers/jlucasmcrell/apify-scrapers) 🐍 🏠 - Public data scrapers and lead extractors for Google Maps, Glassdoor, SEC EDGAR and state contractor registries.
|
||
- [AgenticAdvertising/topalternativesto-mcp](https://github.com/AgenticAdvertising/topalternativesto-mcp) [](https://glama.ai/mcp/servers/AgenticAdvertising/topalternativesto-mcp) 📇 ☁️ - Software comparisons with prices sourced from each vendor's page (with URL and check date), plus ranked alternatives for any tool.
|
||
- [Newscatcher/catchall-mcp](https://github.com/Newscatcher/catchall-mcp) [](https://glama.ai/mcp/servers/Newscatcher/catchall-mcp) 🐍 ☁️ - Recall-first web search that finds relevant events across the open web, beyond the top results.
|
||
- [igorsaevets/page2ai-mcp](https://github.com/igorsaevets/page2ai-mcp) [](https://glama.ai/mcp/servers/igorsaevets/page2ai-mcp) 📇 🏠 - Convert web pages into clean Markdown locally, preserving tables, code blocks and headings.
|
||
- [pgalyen1987/gate402-mcp](https://github.com/pgalyen1987/gate402-mcp) [](https://glama.ai/mcp/servers/pgalyen1987/gate402-mcp) 📇 ☁️ - Pay-per-call x402 APIs (USDC on Base): LLM inference, GPU and CPU compute, on-chain, DeFi, SEC EDGAR and news data, and web scraping to Markdown.
|
||
- [KnockOutEZ/wigolo](https://github.com/KnockOutEZ/wigolo) [](https://glama.ai/mcp/servers/KnockOutEZ/wigolo) 📇 🏠 - Local web search, fetching, crawling, extraction and research, with multi-engine search, local ML reranking, a SQLite cache and JavaScript rendering.
|
||
- [newsagentdata/newsagent-mcp](https://github.com/newsagentdata/newsagent-mcp) [](https://glama.ai/mcp/servers/newsagentdata/newsagent-mcp) 🐍 ☁️ - Real-time news with ML enrichment: urgency scoring, political lean and event clustering across many countries.
|
||
- [qinisolabs/icdwise](https://github.com/qinisolabs/icdwise) 📇 🏠 ☁️ - ICD-10-CM medical code lookup, validation and reverse search.
|
||
- [quantumproxies/quantumproxies-mcp](https://github.com/quantumproxies/quantumproxies-mcp) [](https://glama.ai/mcp/servers/quantumproxies/quantumproxies-mcp) 🎖️ 📇 ☁️ - Residential-proxy web access: scrape pages to Markdown, SERP search, site mapping and crawling, ready-made collectors, and proxy endpoints from your plans.
|
||
- [AIweather-Anurag/ottasia-mcp-server](https://github.com/AIweather-Anurag/ottasia-mcp-server) [](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server) 📇 ☁️ 🏠 - Find where to stream movies and TV shows across Asian and Middle Eastern services such as Netflix, Disney+ Hotstar, Wavve, Shahid, ZEE5 and JioCinema.
|
||
- [Alisammour/storyflo-mcp](https://github.com/Alisammour/storyflo-mcp) [](https://glama.ai/mcp/servers/Alisammour/storyflo-mcp) 📇 ☁️ - Curated audio news: search articles, fetch narrated audio, subscribe to topic feeds and surface stories matched to actively traded Kalshi event contracts.
|
||
- [mrslbt/rippr](https://github.com/mrslbt/rippr) [](https://glama.ai/mcp/servers/mrslbt/rippr) 📇 🏠 - Extract YouTube transcripts as clean text, with timestamps, or as structured JSON.
|
||
- [rozetyp/grounder-mcp](https://github.com/rozetyp/grounder-mcp) [](https://glama.ai/mcp/servers/rozetyp/grounder-mcp) 🐍 ☁️ - Live web grounding for local and cloud LLMs: web search, page fetch, token-capped cited evidence packs and an agentic search-and-read research loop.
|
||
- [scavio-ai/scavio-mcp](https://github.com/scavio-ai/scavio-mcp) [](https://glama.ai/mcp/servers/scavio-ai/scavio-mcp) 📇 ☁️ 🏠 - Unified real-time search across Google, YouTube, Amazon, Walmart, Reddit and TikTok for web, e-commerce, product, social media and video data.
|
||
- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) 📇 🏠 - Search job listings with filters for date, keywords, remote work options and more.
|
||
- [hanselhansel/aeo-cli](https://github.com/hanselhansel/aeo-cli) 🐍 🏠 - Audit URLs for AI crawler readiness: checks robots.txt, llms.txt, JSON-LD schema and content density, with a 0-100 AEO score.
|
||
- [Aas-ee/open-webSearch](https://github.com/Aas-ee/open-webSearch) 🐍 📇 ☁️ - Multi-engine web search across Bing, Baidu, DuckDuckGo, Brave, Exa and CSDN.
|
||
- [AceDataCloud/MCPSerp](https://github.com/AceDataCloud/SerpMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSerp) 🐍 ☁️ - Google SERP search via the Ace Data Cloud API: web, image, news, maps, places, video and knowledge graph results.
|
||
- [denyn1/aifeed-protocol](https://github.com/denyn1/aifeed-protocol) [](https://glama.ai/mcp/servers/denyn1/aifeed-protocol) 📇 🏠 - AIFeed protocol tools: verify signed publisher manifests, fetch token-budgeted Markdown or MAKO pages, verify asset downloads and rank delta-index entries.
|
||
- [AIMLPM/markcrawl](https://github.com/AIMLPM/markcrawl) [](https://glama.ai/mcp/servers/AIMLPM/markcrawl) 🐍 🏠 - Crawl websites into clean Markdown, search pages and extract structured data with LLMs for web research and RAG pipelines.
|
||
- [AllNewsAPI/mcp-server](https://github.com/AllNewsAPI/mcp-server) [](https://glama.ai/mcp/servers/AllNewsAPI/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Real-time and historical news data, including top headlines from global sources, via AllNewsAPI.
|
||
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration.
|
||
- [adawalli/nexus](https://github.com/adawalli/nexus) 📇 ☁️ - Web search using Perplexity Sonar models, with source citations.
|
||
- [adjacentai/necl-hn-mcp](https://github.com/adjacentai/necl-hn-mcp) [](https://glama.ai/mcp/servers/adjacentai/necl-hn-mcp) 🐍 ☁️ - Hacker News: top stories by time window, category feeds, comment threads and full-text search via Algolia.
|
||
- [ananddtyagi/webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp) 📇 🏠 - Take screenshots of webpages to use as feedback during UI development.
|
||
- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) 🐍 ☁️ - Search and read papers from arXiv.
|
||
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) 🐍 ☁️ - Search and read medical and life sciences papers from PubMed.
|
||
- [andyliszewski/webcrawl-mcp](https://github.com/andyliszewski/webcrawl-mcp) [](https://glama.ai/mcp/servers/andyliszewski/webcrawl-mcp) 🐍 🏠 - Local-first web scraping, DuckDuckGo search, site mapping and crawling, using trafilatura with an optional Firecrawl fallback for JS-rendered pages.
|
||
- [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API.
|
||
- [lucasmartins-ai/lookacrawler](https://github.com/lucasmartins-ai/lookacrawler) [](https://glama.ai/mcp/servers/lucasmartins-ai/lookacrawler) 📇 🏠 🍎 🪟 🐧 - Token-efficient local web crawler with Playwright-based stealth anti-bot bypass.
|
||
- [atlasprzetargow/mcp-server](https://github.com/atlasprzetargow/mcp-server) [](https://glama.ai/mcp/servers/atlasprzetargow/mcp-server) 📇 ☁️ - Search Polish public tenders (BZP and TED): procuring entity and contractor profiles by NIP, market statistics by CPV or province, and a procurement glossary.
|
||
- [AutomateLab-tech/citation-intelligence](https://github.com/AutomateLab-tech/citation-intelligence) [](https://glama.ai/mcp/servers/AutomateLab-tech/citation-intelligence) 📇 🏠 - Check which URLs Perplexity, Claude, ChatGPT, Gemini, Bing and Google AI Overviews cite for any query. Self-hosted.
|
||
- [Khamel83/argus](https://github.com/Khamel83/argus) [](https://glama.ai/mcp/servers/Khamel83/argus) 🐍 🏠 - Multi-provider search broker with automatic fallback, RRF ranking, content extraction and budget enforcement.
|
||
- [idapixl/idapixl-web-research-mcp](https://github.com/idapixl/idapixl-web-research-mcp) [](https://glama.ai/mcp/servers/idapixl-web-research-mcp) 📇 ☁️ - Web research on Apify: Brave and DuckDuckGo search, page fetching to clean Markdown, and multi-step research with relevance scoring and key fact extraction.
|
||
- [BenyD/haypile](https://github.com/BenyD/haypile) [](https://glama.ai/mcp/servers/BenyD/haypile) 🏎️ 🏠 🍎 🪟 🐧 - Local hybrid semantic and keyword search over PDF, DOCX, PPTX, Markdown and HTML documents, with file and page citations and a bundled embedding model.
|
||
- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Up-to-date dependency information for Clojure libraries from Clojars.
|
||
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search arXiv papers, read original LaTeX sections, get BibTeX from arXiv metadata and set topic watches, with papers stored locally.
|
||
- [boikot-xyz/boikot](https://github.com/boikot-xyz/boikot) 🦀 ☁️ - Look up company ethics information: the ethical and unethical actions of major companies.
|
||
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - Web search using Brave's Search API.
|
||
- [bumbaRasch/searxng-mcp-server](https://github.com/bumbaRasch/searxng-mcp-server) [](https://glama.ai/mcp/servers/bumbaRasch/searxng-mcp-server) 📇 🏠 - Self-hosted SearXNG metasearch: web, image, news, video and music search plus SSRF-guarded page fetch with prompt-injection wrapping.
|
||
- [cameronrye/activitypub-mcp](https://github.com/cameronrye/activitypub-mcp) 📇 🏠 🐧 🍎 🪟 - Explore and interact with the Fediverse via ActivityPub: WebFinger discovery, timelines and instance exploration across Mastodon, Pleroma, Misskey and more.
|
||
- [cameronrye/gopher-mcp](https://github.com/cameronrye/gopher-mcp) 🐍 🏠 - Browse Gopher and Gemini protocol resources, with TLS support and structured content extraction.
|
||
- [capad-xyz/searchts](https://github.com/capad-xyz/searchts) [](https://glama.ai/mcp/servers/capad-xyz/searchts) 🐍 🏠 - Read bot-walled pages as Markdown via an escalating unlocker, plus multi-provider web search with rank fusion, video transcripts and page asset grabbing.
|
||
- [einiba/canyougrab-api](https://github.com/einiba/canyougrab-api/tree/main/mcp-server) [](https://glama.ai/mcp/servers/einiba/canyougrab-api) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Domain availability checks via real-time DNS and WHOIS lookups, with bulk checking, confidence scores and registration details.
|
||
- [cevatkerim/unsplash-mcp](https://github.com/cevatkerim/unsplash-mcp) 🐍 ☁️ - Unsplash photo search, random photos and download tracking, with ready-to-use attribution text and HTML for each photo.
|
||
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News via SerpAPI: search headlines, stories and related topics, with automatic topic categorization and multi-language support.
|
||
- [chasesaurabh/mcp-page-capture](https://github.com/chasesaurabh/mcp-page-capture) 📇 🏠 - Capture webpage screenshots, viewport or full-page, as base64 PNG.
|
||
- [AntonG87/codearia-sieve](https://github.com/AntonG87/codearia-sieve) [](https://glama.ai/mcp/servers/AntonG87/codearia-sieve) 📇 🏠 - Deterministically convert web pages into decision-ready state: ISO dates, numbers with units as facts and token-budgeted chunks anchored to the page.
|
||
- [comparedge/mcp-server-comparedge](https://github.com/comparedge/mcp-server-comparedge) [](https://glama.ai/mcp/servers/comparedge/mcp-server-comparedge) 📇 ☁️ 🏠 - Plans, prices, hidden costs, alternatives and comparisons for SaaS, AI and LLM tools.
|
||
- [CKBrennan/overtone-news-mcp](https://github.com/CKBrennan/overtone-news-mcp) [](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp) 🐍 - Real-time news with tone analysis, brand safety and narrative shift signals.
|
||
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - Expose OpenAI's built-in web search tool.
|
||
- [eliottreich/crawdar-mcp](https://github.com/eliottreich/crawdar-mcp) [](https://glama.ai/mcp/servers/eliottreich/crawdar-mcp) 🎖️ 📇 ☁️ - Evidence-backed business discovery and lead-list research: search by brief or criteria, inspect qualification evidence and exclusions, and export results.
|
||
- [Crawleo/Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP) ☁️ 🐍 - Real-time web search and crawling via the Crawleo Search and Crawl API.
|
||
- [Crawlora-org/crawlora-mcp](https://github.com/Crawlora-org/crawlora-mcp) [](https://glama.ai/mcp/servers/Crawlora-org/crawlora-mcp) ☁️ - Structured public web data as clean JSON across search, maps, commerce, social and finance.
|
||
- [czottmann/kagi-ken-mcp](https://github.com/czottmann/kagi-ken-mcp) 📇 ☁️ - Kagi search and summarization without API access, authenticated with a Kagi session token.
|
||
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Real-time web search and premium data from media brands via Dappier: news, financial markets, sports, entertainment, weather and more.
|
||
- [dariomory/trendflow-js](https://github.com/dariomory/trendflow-js) [](https://glama.ai/mcp/servers/dariomory/trendflow-js) 📇 🏠 ☁️ - Google Trends data: interest over time, interest by region, trending now, related queries and topic search.
|
||
- [deadletterq/mcp-opennutrition](https://github.com/deadletterq/mcp-opennutrition) 📇 🏠 - Local search of foods, nutrition facts and barcodes in the OpenNutrition database.
|
||
- [dealx/mcp-server](https://github.com/DealExpress/mcp-server) ☁️ - Integration with the DealX platform.
|
||
- [deficlow/HyperStore-MCP](https://github.com/deficlow/HyperStore-MCP) [](https://glama.ai/mcp/servers/deficlow/HyperStore-MCP) 🐍 ☁️ 🏠 - Keyword and semantic search over curated AI applications in the HyperStore directory, with full app details and browsing.
|
||
- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search and retrieve information from datasets through Trieve.
|
||
- [divyanshu-iitian/SearchForge](https://github.com/divyanshu-iitian/SearchForge) [](https://glama.ai/mcp/servers/divyanshu-iitian/SearchForge) 📇 🏠 🍎 🪟 🐧 - Capability-routed search and web reading across GitHub, Crossref, Hacker News, Wikipedia and private SearXNG, plus URL-to-Markdown and health diagnostics.
|
||
- [djrobson5/agentmd-mcp](https://github.com/djrobson5/agentmd-mcp) [](https://glama.ai/mcp/servers/djrobson5/agentmd-mcp) 📇 ☁️ - Convert PDF, DOCX, HTML and URLs to clean, LLM-ready Markdown with tables preserved and boilerplate stripped.
|
||
- [dorukardahan/domain-search-mcp](https://github.com/dorukardahan/domain-search-mcp) 📇 ☁️ - Domain availability and prices from Porkbun, Namecheap, GoDaddy, RDAP and WHOIS, with bulk search, registrar comparison, suggestions and social handle checks.
|
||
- [mikusnuz/gsc-mcp](https://github.com/mikusnuz/gsc-mcp) [](https://glama.ai/mcp/servers/mikusnuz/gsc-mcp) 📇 ☁️ - Google Search Console and Indexing API: search analytics, sitemaps, URL inspection and batch indexing.
|
||
- [oso95/domain-suite-mcp](https://github.com/oso95/domain-suite-mcp) [](https://glama.ai/mcp/servers/oso95/domain-suite-mcp) 📇 🏠 - Domain lifecycle management across Porkbun, Namecheap, GoDaddy and Cloudflare: availability, registration, DNS, SSL, email auth (SPF, DKIM, DMARC) and WHOIS.
|
||
- [pepabo/muumuu-domain-mcp](https://github.com/pepabo/muumuu-domain-mcp) [](https://glama.ai/mcp/servers/pepabo/muumuu-domain-mcp) 🎖️ ☁️ - Search and register Muumuu Domain (GMO Pepabo) domains, manage owned domains and contracts, and configure DNS records.
|
||
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - Access Dumpling AI's data, web scraping and document conversion APIs.
|
||
- [ekas-io/open-sales-stack](https://github.com/ekas-io/open-sales-stack) [](https://glama.ai/mcp/servers/ekas-io/open-sales-stack) 🐍 ☁️ 🏠 🍎 🐧 - Collection of B2B sales intelligence servers: website analysis, tech stack detection, hiring signals, review aggregation, ad tracking and social profiles.
|
||
- [emicklei/melrose-mcp](https://github.com/emicklei/melrose-mcp) 🏎️ 🏠 - Play Melrōse music expressions as MIDI.
|
||
- [echology-io/decompose](https://github.com/echology-io/decompose) 🐍 🏠 🍎 🪟 🐧 - Deterministically decompose text into classified semantic units with authority, risk and attention scores plus entity extraction, without an LLM.
|
||
- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - Search Hacker News, get top stories and more.
|
||
- [echojobsio/jdl-mcp-server](https://github.com/echojobsio/jdl-mcp-server) [](https://glama.ai/mcp/servers/echojobsio/jdl-mcp-server) 📇 ☁️ - Search JobDataLake's enriched job listings with filters for skills, salary, location, seniority, remote type and more.
|
||
- [evanatpizzarobot/vr-org-mcp](https://github.com/evanatpizzarobot/vr-org-mcp) [](https://glama.ai/mcp/servers/evanatpizzarobot/vr-org-mcp) 📇 🏠 ☁️ - Live VR, AR and XR news, full-text VR.org originals, an events calendar, headset deals and comparisons.
|
||
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ - Real-time web search using the Exa AI Search API.
|
||
- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Web search via Search1API.
|
||
- [FieldmodeLLC/scrapecheck-mcp](https://github.com/FieldmodeLLC/scrapecheck-mcp) [](https://glama.ai/mcp/servers/FieldmodeLLC/scrapecheck-mcp) 📇 ☁️ - Verify scraped field values against the live source page, returning an Ed25519-signed pass, fail or unverifiable verdict that can be checked offline.
|
||
- [KyuRish/fiverr-mcp-server](https://github.com/KyuRish/fiverr-mcp-server) [](https://glama.ai/mcp/servers/KyuRish/fiverr-mcp-server) 🐍 ☁️ - Search Fiverr gigs, view seller profiles, compare gig packages and read reviews.
|
||
- [format37/youtube_mcp](https://github.com/format37/youtube_mcp) 🐍 ☁️ - Transcribe YouTube videos to text using yt-dlp for audio and OpenAI Whisper for transcription, with chunked output for long videos.
|
||
- [foundrole/jobs-mcp-proxy](https://github.com/foundrole/jobs-mcp-proxy) [](https://glama.ai/mcp/servers/foundrole/jobs-mcp-proxy) 📇 ☁️ - FoundRole job search: live ATS listings with salary benchmarks, H-1B sponsorship history and ghost-job grades, plus resume checks and an application tracker.
|
||
- [fouradata/mcp](https://github.com/fouradata/mcp) 🎖️ 📇 ☁️ 🏠 - Web scraping that escalates from direct fetch to rotating proxy to full browser, solving anti-bot challenges and reporting which step worked and its cost.
|
||
- [smeet666/mcp-wikibooks-cookbook](https://github.com/smeet666/mcp-wikibooks-cookbook) [](https://glama.ai/mcp/servers/smeet666/mcp-wikibooks-cookbook) 📇 ☁️ - Search recipes in the English Wikibooks Cookbook, read ingredients and steps, and rescale quantities.
|
||
- [smeet666/mcp-recipes](https://github.com/smeet666/mcp-recipes) [](https://glama.ai/mcp/servers/smeet666/mcp-recipes) 📇 ☁️ - Query Marmiton and the Wikibooks Cookbook together to compare recipes, and scale French and English ingredient lists, flagging what cannot be scaled.
|
||
- [VoxellInc/forge-mcp](https://github.com/VoxellInc/forge-mcp) [](https://glama.ai/mcp/servers/VoxellInc/forge-mcp) 🎖️ 📇 ☁️ - Generate vector embeddings for semantic search and RAG with Forge, Voxell's text-embedding API, including Matryoshka truncation.
|
||
- [wd041216-bit/free-web-search-ultimate](https://github.com/wd041216-bit/free-web-search-ultimate) [](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate) 🐍 🏠 - Web search across DuckDuckGo, Bing, Google, Brave, Wikipedia, arXiv, YouTube and Reddit with deep page browsing. Instructs LLMs to search before answering.
|
||
- [gemy411/multi-research-agents](https://github.com/gemy411/multi-agents-research) ☁️ - Multi-agent research system for coding or general research tasks.
|
||
- [giskard09/giskard-search](https://github.com/giskard09/giskard-search) [](https://glama.ai/mcp/servers/giskard09/giskard-search) 🐍 🏠 - Semantic web search powered by SearXNG, paid per use in sats via Lightning Network micropayments. Self-hosted with phoenixd.
|
||
- [githunt-agent/githunt-mcp](https://github.com/githunt-agent/githunt-mcp) [](https://glama.ai/mcp/servers/githunt-agent/githunt-mcp) 📇 ☁️ - Search, rank and analyze GitHub developers for tech recruiting by location, role and skill, with AI scoring and contact discovery.
|
||
- [goesByhc/cn-scraper-mcp](https://github.com/goesByhc/cn-scraper-mcp) [](https://glama.ai/mcp/servers/goesByhc/cn-scraper-mcp) 🐍 🏠 - Search and extract data from Chinese platforms including Taobao, JD, Xiaohongshu, Zhihu, Weibo, Bilibili, Douban and Dianping, with local cookie storage.
|
||
- [getrephonic/rephonic-mcp](https://github.com/getrephonic/rephonic-mcp) [](https://glama.ai/mcp/servers/getrephonic/rephonic-mcp) 🎖️ 📇 ☁️ - Search Rephonic podcast and episode data: listener estimates, demographics, contacts, transcripts, chart rankings, sponsors, reviews and audience overlap.
|
||
- [goofrey/zoom-search](https://github.com/goofrey/zoom-search) [](https://glama.ai/mcp/servers/goofrey/zoom-search) 🐍 ☁️ 🏠 - Rewrite queries, zoom into source domains and return sourced answers with metrics.
|
||
- [gregm711/agent-domain-service-mcp](https://github.com/gregm711/agent-domain-service-mcp) 📇 ☁️ - Domain brainstorming via AgentDomainService: generate names from descriptions, score brandability and memorability, and check availability and prices.
|
||
- [hanoak/unsplash-mcp-server](https://github.com/hanoak/unsplash-mcp-server) [](https://glama.ai/mcp/servers/hanoak/unsplash-mcp-server) 📇 ☁️ - Unsplash API: photos, search, users, collections, topics and stats, with guideline-compliant attribution, download tracking and rate-limit reporting.
|
||
- [HasData/hasdata-mcp](https://github.com/HasData/hasdata-mcp) [](https://glama.ai/mcp/servers/HasData/hasdata-mcp) 📇 ☁️ - Structured data APIs for Google Search, Maps, Trends and Flights, Amazon, Airbnb, Zillow, Yelp and more, returning clean JSON.
|
||
- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) 🐍 ☁️ - Search papers via the Papers with Code API.
|
||
- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server) 🐍 ☁️ - Unsplash image search.
|
||
- [HughesCuit/heventure-search-mcp](https://github.com/HughesCuit/heventure-search-mcp) [](https://glama.ai/mcp/servers/HughesCuit/heventure-search-mcp) 🐍 ☁️ 🏠 - Web search across DuckDuckGo, Bing, Google (via SerpAPI) and Tavily with automatic rate limiting, caching and multi-language support.
|
||
- [Himalayas-App/himalayas-mcp](https://github.com/Himalayas-App/himalayas-mcp) 📇 ☁️ - Real-time access to remote job listings and company information from the Himalayas jobs database.
|
||
- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - Web search via SearXNG.
|
||
- [imprvhub/mcp-claude-hackernews](https://github.com/imprvhub/mcp-claude-hackernews) 📇 🏠 ☁️ - Interact with Hacker News.
|
||
- [imprvhub/mcp-domain-availability](https://github.com/imprvhub/mcp-domain-availability) 🐍 ☁️ - Check domain availability across many TLDs with DNS and WHOIS verification, bulk checking and name suggestions.
|
||
- [imprvhub/mcp-rss-aggregator](https://github.com/imprvhub/mcp-rss-aggregator) 📇 ☁️ 🏠 - Aggregate RSS feeds.
|
||
- [lionkiii/rss-feeds-mcp](https://github.com/lionkiii/rss-feeds-mcp) [](https://glama.ai/mcp/servers/lionkiii/rss-feeds-mcp) 📇 🏠 - Fetch, filter, search and manage RSS feeds by category or source.
|
||
- [ip2whois/mcp-ip2whois](https://github.com/ip2whois/mcp-ip2whois) [](https://glama.ai/mcp/servers/ip2whois/mcp-ip2whois) 🐍 📇 🏠 - WHOIS lookups via the IP2WHOIS API: domain registration details including expiry dates, registrar and registrant data.
|
||
- [isnow890/naver-search-mcp](https://github.com/isnow890/naver-search-mcp) 📇 ☁️ - Naver Search API integration: blog, news and shopping search plus DataLab analytics.
|
||
- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - Fetch web page content using a Playwright headless browser, supporting JavaScript rendering, content extraction and Markdown or HTML output.
|
||
- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) 📇 🏠 - Google search with parallel queries for multiple keywords.
|
||
- [JessieJanie/skim402](https://github.com/JessieJanie/skim402) [](https://glama.ai/mcp/servers/JessieJanie/skim402) 📇 ☁️ - Convert any URL into clean Markdown with structured metadata (title, byline, published date, language), paid per use via x402.
|
||
- [jhomen368/overseerr-mcp](https://github.com/jhomen368/overseerr-mcp) [](https://glama.ai/mcp/servers/@jhomen368/overseerr-mcp) 📇 ☁️ 🏠 - Media discovery, requests and management via Overseerr and Seerr for Plex, Jellyfin and Emby.
|
||
- [joelio/stocky](https://github.com/joelio/stocky) 🐍 ☁️ 🏠 - Search and download royalty-free stock photos from Pexels and Unsplash, with rich metadata and pagination.
|
||
- [johnsmalls22-rgb/domain-search-king-mcp](https://github.com/johnsmalls22-rgb/domain-search-king-mcp) [](https://glama.ai/mcp/servers/johnsmalls22-rgb/domain-search-king-mcp) ☁️ - Domain name search that returns only .com domains verified as available via live Verisign RDAP checks.
|
||
- [just-every/mcp-read-website-fast](https://github.com/just-every/mcp-read-website-fast) 📇 🏠 - Convert websites to clean Markdown with links preserved, using Mozilla Readability, caching, robots.txt-aware crawling and concurrent fetching.
|
||
- [just-every/mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast) 📇 🏠 - Capture website screenshots, tiling full pages into 1072x1072 chunks for Claude Vision, with configurable viewports and wait strategies for dynamic content.
|
||
- [kagisearch/kagimcp](https://github.com/kagisearch/kagimcp) ☁️ 📇 - Search the web with Kagi Search.
|
||
- [kc23go/anybrowse](https://github.com/kc23go/anybrowse) [](https://glama.ai/mcp/servers/kc23go/anybrowse) 📇 ☁️ - Scrape, crawl and search the web, converting any URL to LLM-ready Markdown via real Chrome browsers.
|
||
- [keenableai/keenable-mcp](https://github.com/keenableai/keenable-mcp) [](https://glama.ai/mcp/servers/keenableai/keenable-mcp) 🎖️ 📇 ☁️ - Live web search and clean Markdown page fetching over the Keenable web index.
|
||
- [konippi/servo-fetch](https://github.com/konippi/servo-fetch) [](https://glama.ai/mcp/servers/konippi/servo-fetch) 🦀 🏠 🍎 🪟 🐧 - Chromium-free web content extraction in a single binary: fetch, render, crawl and screenshot pages with the Servo browser engine.
|
||
- [kehvinbehvin/json-mcp-filter](https://github.com/kehvinbehvin/json-mcp-filter) 🏠 📇 - Query and extract only the needed parts of JSON files to keep LLM context small.
|
||
- [kimdonghwi94/Web-Analyzer-MCP](https://github.com/kimdonghwi94/web-analyzer-mcp) 🐍 🏠 🍎 🪟 🐧 - Extract clean web content for RAG and answer questions about web pages.
|
||
- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 - Search via the Tavily AI search API.
|
||
- [leehanchung/bing-search-mcp](https://github.com/leehanchung/bing-search-mcp) 📇 ☁️ - Web search using the Microsoft Bing Search API.
|
||
- [lennney/agent-search-mcp](https://github.com/lennney/agent-search-mcp) [](https://glama.ai/mcp/servers/lennney/agent-search-mcp) 📇 🏠 🍎 🪟 🐧 - Search across DuckDuckGo, Sogou, Bing, Baidu, Wikipedia, Startpage, Yandex and Mojeek with waterfall search, multi-source verification and news search.
|
||
- [leadbrain/korean-data-mcp](https://github.com/leadbrain/korean-data-mcp) [](https://glama.ai/mcp/servers/leadbrain/korean-data-mcp) 🐍 ☁️ - Real-time Korean web data via Apify: Naver place reviews and news, Melon music chart, Daangn and Bunjang listings and Musinsa fashion rankings.
|
||
- [lfnovo/content-core](https://github.com/lfnovo/content-core) 🐍 🏠 - Extract content from web pages, PDFs, Word documents, YouTube transcripts, audio and video with automatic engine selection and structured JSON output.
|
||
- [tobocop2/lilbee](https://github.com/tobocop2/lilbee) [](https://glama.ai/mcp/servers/tobocop2/lilbee) 🐍 🏠 🍎 🪟 🐧 - Index files, code and crawled websites and answer with source citations, using its own local models or an existing Ollama or LM Studio setup.
|
||
- [Linked-API/linkedapi-mcp](https://github.com/Linked-API/linkedapi-mcp) 🎖️ 📇 ☁️ - Control LinkedIn accounts and retrieve real-time LinkedIn data.
|
||
- [linxule/mineru-mcp](https://github.com/linxule/mineru-mcp) 📇 ☁️ - Parse PDFs, images, DOCX and PPTX via the MinerU document parsing API, with multilingual OCR, batch processing, page ranges and local file upload.
|
||
- [litescrape/litescrape-mcp-server](https://github.com/litescrape/litescrape-mcp-server) [](https://glama.ai/mcp/servers/litescrape/litescrape-mcp-server) 🎖️ 📇 ☁️ 🏠 - Google Search, Bing, DuckDuckGo, Google Maps, Google AI Mode, AI Overview and Shopping results as JSON.
|
||
- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) 📇 ☁️ - Discover, extract and interact with the web via Bright Data, one interface for automated access to the public internet.
|
||
- [lulzasaur9192/marketplace-search-mcp](https://github.com/lulzasaur9192/marketplace-search-mcp) [](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp) 📇 ☁️ - Search TCGPlayer, Reverb and Thumbtack, verify US contractor and nurse licenses, and look up PSA card grading population data.
|
||
- [mambalabsdev/mcp-ai-tooling-detector](https://github.com/mambalabsdev/mcp-ai-tooling-detector) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-ai-tooling-detector) 📇 ☁️ - Detect whether a company only claims AI, deploys AI tooling on its site or charges for AI, returning an AI maturity tier with supporting evidence.
|
||
- [mambalabsdev/mcp-company-contact-details-extractor](https://github.com/mambalabsdev/mcp-company-contact-details-extractor) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-contact-details-extractor) 📇 ☁️ - Find a company's contact page and extract role emails, a phone number and a postal address.
|
||
- [mambalabsdev/mcp-company-firmographic-enricher](https://github.com/mambalabsdev/mcp-company-firmographic-enricher) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher) 📇 ☁️ - Enrich a company domain with firmographics: employee band, industry, HQ, founding year, revenue estimate, logo and description, with source provenance.
|
||
- [mambalabsdev/mcp-company-social-presence-mapper](https://github.com/mambalabsdev/mcp-company-social-presence-mapper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-social-presence-mapper) 📇 ☁️ - Map a company domain to its LinkedIn, X, Instagram, Facebook and YouTube profiles and follower counts as flat Clay-ready JSON via an Apify actor.
|
||
- [mambalabsdev/mcp-domain-to-linkedin-url-resolver](https://github.com/mambalabsdev/mcp-domain-to-linkedin-url-resolver) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver) 📇 ☁️ - Resolve a company domain or name to its LinkedIn company URL, with confidence scoring and firmographic metadata.
|
||
- [mambalabsdev/mcp-event-presence-index](https://github.com/mambalabsdev/mcp-event-presence-index) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-event-presence-index) 📇 ☁️ - List the third-party conferences and trade shows a company publicly says it attends, with the year of each.
|
||
- [mambalabsdev/mcp-funding-press-signal-scanner](https://github.com/mambalabsdev/mcp-funding-press-signal-scanner) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-funding-press-signal-scanner) 📇 ☁️ - Scan Google News and PR wires for a company's funding rounds, executive moves, launches and acquisitions as deduplicated, dated events in Clay-ready JSON.
|
||
- [mambalabsdev/mcp-github-organization-signal-scanner](https://github.com/mambalabsdev/mcp-github-organization-signal-scanner) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-github-organization-signal-scanner) 📇 ☁️ - Resolve a company domain to its GitHub organization with repository, language and activity signals.
|
||
- [mambalabsdev/mcp-gtm-hiring-signal-scraper](https://github.com/mambalabsdev/mcp-gtm-hiring-signal-scraper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-hiring-signal-scraper) 📇 ☁️ - Detect GTM hiring signals on Greenhouse, Lever and Ashby career pages, returning Clay-ready JSON with role counts, signal strength and ATS detection.
|
||
- [mambalabsdev/mcp-gtm-tech-stack-signal-scraper](https://github.com/mambalabsdev/mcp-gtm-tech-stack-signal-scraper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-tech-stack-signal-scraper) 📇 ☁️ - Detect CRM, sequencer and marketing automation tools from a company domain as boolean GTM tool signals for Clay enrichment.
|
||
- [mambalabsdev/mcp-review-platform-reputation-enricher](https://github.com/mambalabsdev/mcp-review-platform-reputation-enricher) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-review-platform-reputation-enricher) 📇 ☁️ - Resolve a company domain to its Trustpilot rating, review count and claimed status.
|
||
- [Marvy101/pod-mcp](https://github.com/Marvy101/pod-mcp) [](https://glama.ai/mcp/servers/Marvy101/pod-mcp) 🎖️ 📇 ☁️ - Search firsthand observations agents recorded about products, APIs, services or places, as opposed to documentation claims, and write back new ones.
|
||
- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, image, news, video and local point-of-interest search using Brave's Search API.
|
||
- [maxylev/searchfetch](https://github.com/maxylev/searchfetch) [](https://glama.ai/mcp/servers/maxylev/searchfetch) 📇 🐍 - Fault-tolerant, stealth-enabled web search and content fetching.
|
||
- [MikkoParkkola/nab](https://github.com/MikkoParkkola/nab) [](https://glama.ai/mcp/servers/MikkoParkkola/nab) 🏎️ 🏠 🍎 🪟 🐧 - Fetch any URL as clean Markdown, with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth and 1Password integration.
|
||
- [MKirovBG/scribefy-mcp](https://github.com/MKirovBG/scribefy-mcp) [](https://glama.ai/mcp/servers/MKirovBG/scribefy-mcp) 🎖️ 📇 ☁️ - Extract timestamped YouTube transcripts, plus video search, metadata and related videos.
|
||
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - Web content fetching and processing for AI consumption.
|
||
- [Pexafy/pexafy-mcp](https://github.com/Pexafy/pexafy-mcp) [](https://glama.ai/mcp/servers/Pexafy/pexafy-mcp) 🐍 ☁️ - Semantic search of free-license stock photos from Unsplash, Pexels, Pixabay and more by scene description, example image or similarity, with attribution.
|
||
- [pranciskus/newsmcp](https://github.com/pranciskus/newsmcp) [](https://glama.ai/mcp/servers/@pranciskus/news-mcp-world-news-for-ai-agents) 📇 ☁️ - Real-time world news: events clustered from many sources, classified by topic and geography and ranked by importance.
|
||
- [Opedd/opedd-mcp](https://github.com/Opedd/opedd-mcp) [](https://glama.ai/mcp/servers/@Opedd/opedd-mcp) 📇 ☁️ - Discover, buy, verify and retrieve licensed expert analysis, with per-article license keys, on-chain proof and EU AI Act Article 53 attestation.
|
||
- [n24q02m/wet-mcp](https://github.com/n24q02m/wet-mcp) [](https://glama.ai/mcp/servers/@n24q02m/wet-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Web search via embedded SearXNG, content extraction and library docs indexing with hybrid FTS5 and semantic search using built-in Qwen3 embeddings.
|
||
- [ni-c/freshrss-mcp](https://github.com/ni-c/freshrss-mcp) [](https://glama.ai/mcp/servers/ni-c/freshrss-mcp) 📇 🏠 🍎 🪟 🐧 - Read and manage a self-hosted FreshRSS instance: feeds, categories, labels, articles, read and star state, and OPML import and export.
|
||
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo, with content fetching and parsing.
|
||
- [nkapila6/mcp-local-rag](https://github.com/nkapila6/mcp-local-rag) 🏠 🐍 - Primitive RAG-like web search that runs locally, without external APIs.
|
||
- [nyxn-ai/NyxDocs](https://github.com/nyxn-ai/NyxDocs) 🐍 ☁️ 🏠 - Manage cryptocurrency project documentation across Ethereum, BSC, Polygon and Solana.
|
||
- [OctagonAI/octagon-deep-research-mcp](https://github.com/OctagonAI/octagon-deep-research-mcp) 🎖️ 📇 ☁️ 🏠 - Deep research agent from Octagon.
|
||
- [omniologynow-rgb/scout-intel-mcp](https://github.com/omniologynow-rgb/scout-intel-mcp) [](https://glama.ai/mcp/servers/omniologynow-rgb/scout-intel-mcp) 🐍 ☁️ - Web intelligence: SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery and citation tracking.
|
||
- [opendatalab/MinerU-Ecosystem](https://github.com/opendatalab/MinerU-Ecosystem/tree/main/mcp) [](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem) 🎖️ 🐍 🏠 ☁️ - Convert PDFs, Word and PowerPoint files, images and spreadsheets to Markdown via the MinerU document parsing API.
|
||
- [NameetP/pdfmux](https://github.com/NameetP/pdfmux) [](https://glama.ai/mcp/servers/NameetP/pdfmux) 🐍 🏠 - PDF extraction router that classifies each page and routes it to PyMuPDF, Docling, OCR or an LLM fallback, re-extracting pages with low confidence scores.
|
||
- [parallel-web/search-mcp](https://github.com/parallel-web/search-mcp) ☁️ - Web search for AI via Parallel.
|
||
- [FayAndXan/spectrawl](https://github.com/FayAndXan/spectrawl) [](https://glama.ai/mcp/servers/FayAndXan/spectrawl) 📇 🏠 - Unified web layer for agents: multi-engine search including Gemini Grounded Search, stealth browsing, cookie auth and actions across many platforms.
|
||
- [parallel-web/task-mcp](https://github.com/parallel-web/task-mcp) ☁️ - Deep research and batch task execution via Parallel.
|
||
- [paulieb89/govuk-mcp](https://github.com/paulieb89/govuk-mcp) [](https://glama.ai/mcp/servers/paulieb89/govuk-mcp) 🐍 ☁️ - Search GOV.UK content, retrieve full government pages, look up organisations and resolve UK postcodes to local authorities. Read-only.
|
||
- [Pearch-ai/mcp_pearch](https://github.com/Pearch-ai/mcp_pearch) 🎖️ 🐍 ☁️ - People search engine for talent discovery.
|
||
- [peter-j-thompson/semanticapi-mcp](https://github.com/peter-j-thompson/semanticapi-mcp) 🐍 ☁️ - Natural language API discovery: search API capabilities and get endpoints, auth setup and code snippets, with auto-discovery of new APIs.
|
||
- [phpcip/opensolr-mcp](https://github.com/phpcip/opensolr-mcp) [](https://glama.ai/mcp/servers/phpcip/opensolr-mcp) 🐍 ☁️ - Managed Apache Solr: hybrid BM25 and kNN plus semantic search, document ingestion with server-side embeddings, grounded RAG answers and index management.
|
||
- [pragmar/mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl) 🐍 🏠 - Search and retrieve web crawler data from WARC, wget, Katana, SiteOne and InterroBot crawls.
|
||
- [Prototypr/feedbagel-mcp](https://github.com/Prototypr/feedbagel-mcp) [](https://glama.ai/mcp/servers/Prototypr/feedbagel-mcp) 📇 ☁️ - Search the Feedbagel RSS catalog, follow feeds and route new entries to webhooks.
|
||
- [quantumproxies/quanticdata-mcp-server](https://github.com/quantumproxies/quanticdata-mcp-server) [](https://glama.ai/mcp/servers/quantumproxies/quanticdata-mcp-server) 🎖️ 📇 ☁️ - Web data via residential proxies: page scraping to Markdown, SERP search, site crawl and map, ready-made collectors and datasets from plain-language prompts.
|
||
- [qune-tech/ocds-mcp](https://github.com/qune-tech/ocds-mcp) [](https://glama.ai/mcp/servers/qune-tech/ocds-mcp) 🦀 🏠 🐧 🍎 🪟 - German public procurement data (OCDS): semantic search, tender matching against company profiles and structured filtering.
|
||
- [QuentinCody/catalysishub-mcp-server](https://github.com/QuentinCody/catalysishub-mcp-server) 🐍 - Unofficial access to the Catalysis Hub database: search and retrieve computational catalysis research and surface reaction data.
|
||
- [r-huijts/opentk-mcp](https://github.com/r-huijts/opentk-mcp) 📇 ☁️ - Search Dutch Parliament (Tweede Kamer) documents, debates, activities and legislative cases, based on the OpenTK project.
|
||
- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - Autonomous deep research with structured query elaboration and concise reporting.
|
||
- [reflex-search/reflex](https://github.com/reflex-search/reflex) [](https://glama.ai/mcp/servers/reflex-search/reflex) 🦀 🏠 🍎 🪟 🐧 - Local, offline full-text code search for coding agents using a trigram index over large codebases.
|
||
- [Rererr/amenbo](https://github.com/Rererr/amenbo) [](https://glama.ai/mcp/servers/Rererr/amenbo) 📇 🏠 - Token-efficient web fetching for Japanese sites: outline-first disclosure, Shift_JIS and EUC-JP decoding, PDF and CSV extraction and polite crawling.
|
||
- [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) 🐍 🏠 ☁️ - Access computational knowledge and data via the Wolfram Alpha API.
|
||
- [Role1776/mcp-retrieval](https://github.com/Role1776/mcp-retrieval) [](https://glama.ai/mcp/servers/@Role1776/mcp-retrieval) 🏎️ 🏠 🍎 🪟 🐧 - Read-only web search via DuckDuckGo Lite, image search via Bing Images and page-to-Markdown scraping with a readability extractor.
|
||
- [rubenayla/partle-mcp](https://github.com/rubenayla/partle-mcp) [](https://glama.ai/mcp/servers/@rubenayla/partle) 🐍 ☁️ - Search products and nearby physical stores to buy locally instead of waiting for delivery.
|
||
- [bartonguestier1725-collab/scout-mcp](https://github.com/bartonguestier1725-collab/scout-mcp) [](https://glama.ai/mcp/servers/bartonguestier1725-collab/scout-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Parallel search across GitHub, npm, PyPI, arXiv, Semantic Scholar, Hacker News, Reddit, X, Dev.to, Hashnode, Qiita and Zenn with structured JSON output.
|
||
- [chefcohen/corroborate-mcp](https://github.com/chefcohen/corroborate-mcp) [](https://glama.ai/mcp/servers/chefcohen/corroborate-mcp) 📇 🏠 - Measure how independently a claim is reported, with syndication-aware source counting and 0-1 confidence scores. Measures corroboration, not truth.
|
||
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - Web search via the Scrapeless Google SERP API.
|
||
- [scraperapi/scraperapi-mcp](https://github.com/scraperapi/scraperapi-mcp) [](https://glama.ai/mcp/servers/scraperapi/scraperapi-mcp) 🐍 ☁️ - Web scraping via ScraperAPI with JavaScript rendering, geotargeting, premium proxies and auto-parsing.
|
||
- [scrapercity/scrapercity-cli](https://github.com/scrapercity/scrapercity-cli) [](https://glama.ai/mcp/servers/scrapercity/scrapercity-cli) 📇 ☁️ - B2B lead generation: Apollo and Google Maps data, email finding and validation, mobile number lookup, skip tracing and ecommerce store data.
|
||
- [searchcraft-inc/searchcraft-mcp-server](https://github.com/searchcraft-inc/searchcraft-mcp-server) 🎖️ 📇 ☁️ - Manage Searchcraft clusters, create search indexes, generate an index from a data file and import data from a feed or local JSON file.
|
||
- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - Connect to SearXNG instances.
|
||
- [securecoders/opengraph-io-mcp](https://github.com/securecoders/opengraph-io-mcp) [](https://glama.ai/mcp/servers/@securecoders/opengraph-io-mcp) 📇 ☁️ - OpenGraph.io API: extract OG metadata, take screenshots, scrape web content, query sites with AI and generate branded images and social cards.
|
||
- [Seomarlboro/digmyname](https://github.com/Seomarlboro/digmyname/tree/main/mcp) [](https://glama.ai/mcp/servers/seomarlboro/digmyname) 📇 🏠 - Domain availability checks, registrar price comparison and domain age lookups across many TLDs.
|
||
- [serkan-ozal/driflyte-mcp-server](https://github.com/serkan-ozal/driflyte-mcp-server) 🎖️ 📇 ☁️ 🏠 - Query and retrieve topic-specific knowledge from recursively crawled and indexed web pages via Driflyte.
|
||
- [serpapi/serpapi-mcp](https://github.com/serpapi/serpapi-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search results from Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay and more via SerpApi, plus real-time weather and stock market data.
|
||
- [serpdive/serpdive-mcp](https://github.com/serpdive/serpdive-mcp) [](https://glama.ai/mcp/servers/serpdive/serpdive-mcp) 🎖️ 📇 ☁️ 🏠 - Web search returning extracted page content (URL, title, date, text) instead of links, with automatic localization and an optional synthesized answer.
|
||
- [shariqriazz/google-ai-search-mcp](https://github.com/shariqriazz/google-ai-search-mcp) [](https://glama.ai/mcp/servers/shariqriazz/google-ai-search-mcp) 📇 ☁️ - Search, documentation retrieval, code analysis and architecture research powered by Google's Vertex AI or the Gemini API.
|
||
- [shopsavvy/shopsavvy-mcp-server](https://github.com/shopsavvy/shopsavvy-mcp-server) 🎖️ 📇 ☁️ - ShopSavvy product and price data: search by barcode, ASIN or URL, get product details, compare retailer prices and track price history.
|
||
- [sifter-ai/sifter](https://github.com/sifter-ai/sifter) [](https://glama.ai/mcp/servers/sifter-ai/sifter) 🐍 🏠 ☁️ - Extract typed, schema-defined records from any document and query them in natural language like a database.
|
||
- [smeet666/mcp-ashby](https://github.com/smeet666/mcp-ashby) [](https://glama.ai/mcp/servers/smeet666/mcp-ashby) 📇 ☁️ - Search companies' public Ashby job boards: resolve a company to its board, filter openings, read full postings and compare published pay ranges.
|
||
- [smeet666/mcp-animenewsnetwork](https://github.com/smeet666/mcp-animenewsnetwork) [](https://glama.ai/mcp/servers/smeet666/mcp-animenewsnetwork) 📇 ☁️ 🍎 🪟 🐧 - Search the Anime News Network encyclopedia for anime and manga, read cast, staff, episodes and studios as compact rows, and follow the news wire.
|
||
- [smeet666/mcp-marmiton](https://github.com/smeet666/mcp-marmiton) [](https://glama.ai/mcp/servers/smeet666/mcp-marmiton) 📇 ☁️ 🍎 🪟 🐧 - Search Marmiton recipes, read ingredients and steps, and rescale quantities to any number of servings.
|
||
- [smeet666/mcp-pequerecetas](https://github.com/smeet666/mcp-pequerecetas) [](https://glama.ai/mcp/servers/smeet666/mcp-pequerecetas) 📇 ☁️ 🍎 🪟 🐧 - Read Spanish family recipes from Pequerecetas, rescale servings and browse by diet, main ingredient, appliance or age group from six months up.
|
||
- [srezai-team/srezai-mcp](https://github.com/srezai-team/srezai-mcp) [](https://glama.ai/mcp/servers/srezai-team/srezai-mcp) 🎖️ 📇 ☁️ - Web and image search, page reading as Markdown, browser-rendered screenshots, schema-based extraction and deep research, with strong Russian web coverage.
|
||
- [Sriram-PR/doc-scraper](https://github.com/Sriram-PR/doc-scraper) [](https://glama.ai/mcp/servers/Sriram-PR/doc-scraper) 🏎️ 🏠 - Crawl documentation sites into local Markdown or JSONL corpora and serve them with offline BM25 search, page reads, freshness checks and crawl diffs.
|
||
- [ssatama/rescuedogs-mcp-server](https://github.com/ssatama/rescuedogs-mcp-server) 📇 ☁️ - Search rescue dogs from European and UK organizations, with detailed profiles and personality matching.
|
||
- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations.
|
||
- [talonicdev/talonic-mcp](https://github.com/talonicdev/talonic-mcp) [](https://glama.ai/mcp/servers/talonicdev/talonic-mcp) 📇 ☁️ - Schema-validated extraction of structured fields from PDFs, scans, images and forms, with searchable memory of past extractions.
|
||
- [telly6/searchpin](https://github.com/telly6/searchpin) [](https://glama.ai/mcp/servers/telly6/searchpin) 🐍 🏠 - Multi-engine parallel web search with re-ranking that works within China's network without a proxy or VPN.
|
||
- [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) 🐍 ☁️ - Retrieve and process news from GeekNews.
|
||
- [theagenttimes/tat-mcp-server](https://github.com/theagenttimes/tat-mcp-server) 🐍 ☁️ - Query articles, statistics, the wire feed, comments, citations and agent leaderboards from The Agent Times, a newspaper covering the agent economy.
|
||
- [tianqitang1/enrichr-mcp-server](https://github.com/tianqitang1/enrichr-mcp-server) 📇 ☁️ - Gene set enrichment analysis using the Enrichr API.
|
||
- [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) 🎖️ 📇 ☁️ - Data extraction with AgentQL.
|
||
- [AI-Directory-Partners/tooldirectory-mcp](https://github.com/AI-Directory-Partners/tooldirectory-mcp) [](https://glama.ai/mcp/servers/AI-Directory-Partners/tooldirectory-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a catalog of AI tools, compare them, find alternatives and check whether a tool is active, defunct or acquired.
|
||
- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 - Search via the Tavily AI search API.
|
||
- [trendsmcp-ai/Trends-MCP](https://github.com/trendsmcp-ai/Trends-MCP) [](https://glama.ai/mcp/servers/trendsmcp-ai/Trends-MCP) 🐍 🏠 ☁️ - Live trend data from Google, TikTok, YouTube, Amazon, Reddit, npm, Steam and other sources.
|
||
- [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) 📇 🏠 - Generate and manage screenshots, PDFs and videos, analyze screenshots with AI and extract web content as Markdown, metadata or HTML via the Urlbox API.
|
||
- [us/crw](https://github.com/us/crw) [](https://glama.ai/mcp/servers/us/crw) 🎖️ 🦀 🏠 ☁️ 🍎 🪟 🐧 - Self-hostable web crawler and search API (fastCRW): scraping, crawling, site mapping and SearXNG-backed search.
|
||
- [Savirinc/unfragile-mcp-server](https://github.com/Savirinc/unfragile-mcp-server) [](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server) 📇 🏠 - Resolve an agent's intent to the right MCP server across registries, with an invocation-ready snippet and an Ed25519-signed trust passport.
|
||
- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - Retrieval, private deep research, file-to-Markdown extraction and text chunking via Vectorize.
|
||
- [vitorpavinato/ncbi-mcp-server](https://github.com/vitorpavinato/ncbi-mcp-server) 🐍 ☁️ 🏠 - NCBI and PubMed literature search with analytics, caching, MeSH integration, related article discovery and batch processing for life sciences research.
|
||
- [Gaoshan0971/digeguigui](https://github.com/Gaoshan0971/digeguigui) [](https://glama.ai/mcp/servers/Gaoshan0971/digeguigui) 🐍 📇 ☁️ 🏠 - Reptile and exotic pet knowledge base: species identification, genetics calculator, care information, health diagnosis, prices and blockchain provenance.
|
||
- [robbyczgw-cla/web-search-plus-mcp](https://github.com/robbyczgw-cla/web-search-plus-mcp) [](https://glama.ai/mcp/servers/robbyczgw-cla/web-search-plus-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Multi-provider web search with automatic routing between Serper, Tavily and Exa.
|
||
- [Vincentwei1021/agent-toolbox](https://github.com/Vincentwei1021/agent-toolbox) [](https://glama.ai/mcp/servers/@Vincentwei1021/agent-toolbox) 📇 ☁️ 🍎 🪟 🐧 - Web search, content extraction, screenshots, weather, finance, email validation, translation, news, GeoIP, WHOIS, DNS, PDF extraction and QR codes.
|
||
- [webscraping-ai/webscraping-ai-mcp-server](https://github.com/webscraping-ai/webscraping-ai-mcp-server) 🎖️ 📇 ☁️ - Web data extraction and scraping via WebScraping.ai.
|
||
- [ashlrai/webfetch](https://github.com/ashlrai/webfetch) [](https://glama.ai/mcp/servers/ashlrai/webfetch) 📇 ☁️ 🏠 🍎 🪟 🐧 - License-aware federated image search across many providers, returning license tags, attribution strings, dimensions and download URLs.
|
||
- [WhaleCupl/ai-daily-insights-mcp](https://github.com/WhaleCupl/ai-daily-insights-mcp) [](https://glama.ai/mcp/servers/WhaleCupl/ai-daily-insights-mcp) 📇 ☁️ - List, fetch and full-text search structured daily AI news from AI Daily Insights, a Chinese AI-industry briefing.
|
||
- [whw23/searxng-http-mcp](https://github.com/whw23/searxng_http_mcp) [](https://glama.ai/mcp/servers/whw23/searxng_http_mcp) 🐍 ☁️ 🏠 - Self-contained SearXNG in Docker: metasearch across many engines and categories with multi-page fanout, autocomplete, engine discovery and a Web UI proxy.
|
||
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - Search Baseline status using the Web Platform API.
|
||
- [yubinkim444/ai-first-scraper-mcp](https://github.com/yubinkim444/ai-first-scraper-mcp) [](https://glama.ai/mcp/servers/yubinkim444/ai-first-scraper-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Ad-free web scraping and search as clean Markdown: fetch pages singly or in parallel batches, and search the web for top-k pages.
|
||
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - Web search via DuckDuckGo.
|
||
- [zoharbabin/web-researcher-mcp](https://github.com/zoharbabin/web-researcher-mcp) [](https://glama.ai/mcp/servers/zoharbabin/web-researcher-mcp) 📇 ☁️ 🏠 - Web search via Google, Brave, Serper, SearXNG and SearchAPI.io, multi-tier content extraction, academic and patent search, and multi-source research.
|
||
- [zlatkoc/youtube-summarize](https://github.com/zlatkoc/youtube-summarize) 🐍 ☁️ - Fetch YouTube transcripts in text, JSON, SRT or WebVTT format and in multiple languages, and optionally summarize them.
|
||
- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - Query network asset information from ZoomEye.
|
||
- [juergenkoller-software/pdf-content-search-mcp](https://github.com/juergenkoller-software/pdf-content-search-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp) 🏠 🍎 - Full-text PDF search with Apple Vision OCR via the PDF Content Search app, with date, category, sender and amount filters, wildcards and boolean operators.
|
||
- [rejifald/StitchAPI](https://github.com/rejifald/StitchAPI) [](https://glama.ai/mcp/servers/rejifald/StitchAPI) 📇 ☁️ - Semantic search over the StitchAPI documentation, returning relevant sections with deep links and full pages.
|
||
- [MarcellM01/TinySearch](https://github.com/MarcellM01/TinySearch) [](https://glama.ai/mcp/servers/MarcellM01/TinySearch) 🐍 🏠 - Self-hosted web research: SearXNG search with DuckDuckGo fallback, crawling, dense and BM25 reranking and deduplication into a cited, source-grounded prompt.
|
||
- [smeet666/mcp-ptitchef](https://github.com/smeet666/mcp-ptitchef) [](https://glama.ai/mcp/servers/smeet666/mcp-ptitchef) 📇 ☁️ 🍎 🪟 🐧 - Search Ptitchef recipes, browse ingredient categories, read ingredients, method, cost and nutrition, find dishes from fridge contents and rescale servings.
|
||
- [smeet666/mcp-bbc-goodfood](https://github.com/smeet666/mcp-bbc-goodfood) [](https://glama.ai/mcp/servers/smeet666/mcp-bbc-goodfood) 📇 ☁️ 🍎 🪟 🐧 - Search BBC Good Food recipes, read them in the original or US version, see accepted search facet values and rescale to any number of people.
|
||
- [smeet666/mcp-supertoinette](https://github.com/smeet666/mcp-supertoinette) [](https://glama.ai/mcp/servers/smeet666/mcp-supertoinette) 📇 ☁️ 🍎 🪟 🐧 - Read Supertoinette's French recipes: ingredients, steps, difficulty, cost, resting time and wine pairings, and rescale to any number of people.
|
||
- [AG-Bureau/mcp-search](https://github.com/AG-Bureau/mcp-search) [](https://glama.ai/mcp/servers/AG-Bureau/mcp-search) 🐍 🏠 - Search, page reading, images, screenshots and multi-source answers over your own SearXNG, reporting which engines were queried and what to distrust.
|
||
|
||
### 🔒 <a name="security"></a>Security
|
||
|
||
- [fredyee/hallucc-mcp](https://github.com/fredyee/hallucc-mcp) [](https://glama.ai/mcp/servers/fredyee/hallucc-mcp) 📇 ☁️ - Claim-level hallucination detection with sources, agent trajectory verification, risk gating for computer-use actions and prompt-injection defense.
|
||
- [ucsandman/DashClaw](https://github.com/ucsandman/DashClaw) [](https://glama.ai/mcp/servers/ucsandman/DashClaw) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Fail-closed approval layer for unattended agent runs: checks actions against org policy, requests human approval and logs every decision to a causal ledger.
|
||
- [26zl/cybersec-toolkit](https://github.com/26zl/cybersec-toolkit) [](https://glama.ai/mcp/servers/26zl/cybersec-toolkit) 🐍 🏠 🐧 - Install a large security toolset and discover and run it through an authorization-gated server for CTF, pentesting, bug bounty and DFIR.
|
||
- [AIops-tools/Compliance-AIops](https://github.com/AIops-tools/Compliance-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Compliance-AIops) 🐍 🏠 - Turn other AIops tools' audit trails into tamper-evident, hash-chained evidence bundles mapped to HIPAA, PCI-DSS, SOC 2 and GDPR. Offline and deterministic.
|
||
- [dtkmn/mcp-zap-server](https://github.com/dtkmn/mcp-zap-server) [](https://glama.ai/mcp/servers/dtkmn/mcp-zap-server) ☕ 🏠 - Self-hosted OWASP ZAP integration with guided security scans, findings summaries and report generation.
|
||
- [felixpg13-glitch/spendshield](https://github.com/felixpg13-glitch/spendshield) [](https://glama.ai/mcp/servers/felixpg13-glitch/spendshield) 🐍 🏠 - Payment guardrails for AI agents: spend caps, budget and approval gates, prompt-injection defense, an encrypted secret vault and an audit trail.
|
||
- [rudimentall1/agentic-wallet-guardian-v3](https://github.com/rudimentall1/agentic-wallet-guardian-v3) [](https://glama.ai/mcp/servers/rudimentall1/agentic-wallet-guardian-v3) 🐍 🏠 - Self-hosted security layer that evaluates AI agents' proposed blockchain transactions and returns an explainable allow, warn or block decision.
|
||
- [M2M-Sentinel/m2m-sentinel-sdk](https://github.com/M2M-Sentinel/m2m-sentinel-sdk) [](https://glama.ai/mcp/servers/M2M-Sentinel/m2m-sentinel-sdk) 📇 ☁️ 🍎 🪟 🐧 - EVM bytecode capability analysis, EIP-1967 proxy resolution, gas recommendations and preflight safety checks for agents on Base.
|
||
- [nagameTW/mcp-server-malcolm](https://github.com/nagameTW/mcp-server-malcolm) [](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm) 🐍 🏠 🍎 🪟 🐧 - Malcolm threat hunting: search and aggregate network traffic, query Suricata alerts, browse Arkime sessions and resolve NetBox assets. Read-only by default.
|
||
- [chasdaddy/basescope](https://github.com/chasdaddy/basescope) [](https://glama.ai/mcp/servers/chasdaddy/basescope) 📇 ☁️ - Read-only safety checks for Base and EVM: honeypot and rug-pull detection, risky approvals, verified source, balances, ENS and Basenames, gas and prices.
|
||
- [elang2/mcp-audit-gateway](https://github.com/elang2/mcp-audit-gateway) [](https://glama.ai/mcp/servers/elang2/mcp-audit-gateway) 📇 🏠 🍎 🪟 🐧 - Transparent MCP proxy that keeps a signed, hash-chained audit trail of agent tool calls, with YAML policy enforcement and OpenTelemetry export.
|
||
- [sachio222/54ch10-mcp](https://github.com/sachio222/54ch10-mcp) [](https://glama.ai/mcp/servers/sachio222/54ch10-mcp) 📇 ☁️ - JSON risk briefs for wallet addresses, tokens and URLs: scores, flags and sources from phishing, scam and URL-reputation heuristics, including OpenPhish.
|
||
- [moxno/privacyscrubber-mcp](https://github.com/moxno/privacyscrubber-mcp) [](https://glama.ai/mcp/servers/moxno/privacyscrubber-mcp) 📇 🏠 - Local, zero-trust masking of PII and secrets.
|
||
- [askalf/truecopy](https://github.com/askalf/truecopy) [](https://glama.ai/mcp/servers/askalf/truecopy) 📇 🏠 🍎 🪟 🐧 - Supply-chain gate for agent skills and MCP servers: detects poisoned tool definitions, pins servers by hash, checks drift in CI and proxies only pinned tools.
|
||
- [jamesdfinance-dev/lazaretto-mcp](https://github.com/jamesdfinance-dev/lazaretto-mcp) [](https://glama.ai/mcp/servers/jamesdfinance-dev/lazaretto-mcp) 📇 ☁️ 🏠 - Check lockfiles against malicious-package advisories and scan artifacts for credential theft, exfiltration, obfuscation, prompt injection and droppers.
|
||
- [RoscoNL/intodns-mcp-server](https://github.com/RoscoNL/intodns-mcp-server) [](https://glama.ai/mcp/servers/RoscoNL/intodns-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - DNS and email security scans via IntoDNS.ai: SPF, DKIM, DMARC, DNSSEC, MTA-STS, BIMI, TLS, blacklist and deliverability checks plus security header analysis.
|
||
- [meloliva14/verity-mcp](https://github.com/meloliva14/verity-mcp) [](https://glama.ai/mcp/servers/meloliva14/verity-mcp) 🐍 ☁️ - Fail-closed trust gate for agents: fact-checking, prompt-injection detection, content moderation, PII and secret detection, and a pre-action guardrail.
|
||
- [astafford8488/agentaegis-mcp](https://github.com/astafford8488/agentaegis-mcp) [](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp) 📇 ☁️ - Scan MCP servers and skills before install, vet endpoints before calling them, and run vulnerability scans, threat intel and compliance checks.
|
||
- [Fronesis-Labs/dcl-webhook](https://github.com/Fronesis-Labs/dcl-webhook) [](https://glama.ai/mcp/servers/Fronesis-Labs/dcl-webhook) 🐍 ☁️ - Deterministic audit layer that checks LLM and agent outputs against jailbreak, safety and trading compliance policies and logs verdicts to a hash chain.
|
||
- [hernaninverso/eleion-scanner-mcp](https://github.com/hernaninverso/eleion-scanner-mcp) [](https://glama.ai/mcp/servers/hernaninverso/eleion-scanner-mcp) 📇 ☁️ - Register and verify domains, queue security scans (headers, TLS, DNS, ports, CVEs and AI-specific checks) and read findings.
|
||
- [qinisolabs/qiniso](https://github.com/qinisolabs/qiniso) [](https://glama.ai/mcp/servers/qinisolabs/qiniso) 📇 🏠 ☁️ - Verify IBAN, VAT, VIN, barcodes, national and tax IDs, crypto addresses, phone numbers, dates and holidays against checksums and curated data.
|
||
- [node-man/dechonet-mcp](https://github.com/node-man/dechonet-mcp) [](https://glama.ai/mcp/servers/node-man/dechonet-mcp) 📇 ☁️ - Domain security checks: DNS, DNSSEC, TLS grading, HTTP security headers, SPF, DKIM and DMARC, port scans, ASN, RDAP and WHOIS, plus an overall health score.
|
||
- [kakunin-ai/kakunin-mcp](https://github.com/kakunin-ai/kakunin-mcp) [](https://glama.ai/mcp/servers/nqzai/kakunin-mcp) 🎖️ 📇 ☁️ 🏠 - Agent compliance and identity: verify an agent's X.509 certificate scope, read its behavioral risk score and append to an immutable audit trail.
|
||
- [honeylabshq/honeylabs-mcp](https://github.com/honeylabshq/honeylabs-mcp) [](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp) 🐍 ☁️ - Honeypot threat intelligence from a sensor network: IP reputation, scanner classification, CVE probing trends and JA4, JA4H and HASSH fingerprints.
|
||
- [kent-tokyo/shohei](https://github.com/kent-tokyo/shohei) [](https://glama.ai/mcp/servers/kent-tokyo/shohei) 🦀 ☁️ 🏠 🍎 🪟 🐧 - Infrastructure diagnostics: DNS checks, TLS certificate chain inspection, email security, global DNS propagation and DNS latency benchmarking.
|
||
- [srinivasan-sundaresan95/orihime](https://github.com/srinivasan-sundaresan95/orihime) [](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime) 🐍 🏠 🍎 🪟 🐧 - Cross-repository code knowledge graph for Java, Kotlin, JavaScript and TypeScript: call-flow tracing, taint analysis, reachability and license compliance.
|
||
- [suhui-organization/pod](https://github.com/suhui-organization/pod) [](https://glama.ai/mcp/servers/suhui-organization/pod) 📇 🏠 🍎 🐧 - Least-privilege compiler for agents: record real tool calls, compile a minimal policy, enforce it at an MCP gateway and keep a hash-chained audit.
|
||
- [alexar76/aimarket-mcp](https://github.com/alexar76/aimarket-mcp) [](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) 🎖️ 🐍 🏠 ☁️ - SSRF-hardened web gateway with web fetch, web search and Metis verification, sharing an audited security core with Metis and ARGUS.
|
||
- [alexar76/aimarket-oracle-gateway](https://github.com/alexar76/aimarket-oracle-gateway) [](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway) 📇 ☁️ 🏠 🍎 🪟 🐧 - Verifiable oracle tools via AIMarket Hub: Platon VRF randomness, Chronos VDF computation and verification, and LUMEN reputation scores.
|
||
- [alexar76/argus](https://github.com/alexar76/argus) [](https://glama.ai/mcp/servers/alexar76/argus) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Query ARGUS-3 and check its status; WARDEN vets third-party MCP servers with a scored firewall, tool-definition pinning and drift detection.
|
||
- [alexfleetcommander/agent-trust-stack-mcp](https://github.com/alexfleetcommander/agent-trust-stack-mcp) [](https://glama.ai/mcp/servers/alexfleetcommander/agent-trust-stack-mcp) 🐍 📇 ☁️ 🏠 🍎 🪟 🐧 - Cryptographic provenance, blind reputation scoring and tamper-evident logging for agent interactions, with dispute resolution and trust-based matchmaking.
|
||
- [teodorofodocrispin-cmyk/trustboost-pii-sanitizer](https://github.com/teodorofodocrispin-cmyk/trustboost-api) [](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/trustboost-api) 🐍 ☁️ - Redacts emails, phone numbers, national IDs, private keys and financial data before text reaches LLMs, in English, Spanish, Portuguese, German and Japanese.
|
||
- [123Ergo/unphurl-mcp](https://github.com/123Ergo/unphurl-mcp) [](https://glama.ai/mcp/servers/123Ergo/unphurl-mcp) 📇 ☁️ - URL security signals: redirects, brand impersonation, domain age, SSL validation, parked-domain detection, structural analysis and DNS enrichment.
|
||
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - Ghidra plugin for binary analysis: function inspection, decompilation, memory exploration and import/export analysis.
|
||
- [82ch/MCP-Dandan](https://github.com/82ch/MCP-Dandan) 🐍 📇 🏠 🍎 🪟 🐧 - Real-time security framework for MCP servers that detects and blocks malicious agent behavior by analyzing tool call patterns and intent.
|
||
- [MARUCIE/authbox](https://github.com/MARUCIE/authbox) [](https://glama.ai/mcp/servers/MARUCIE/authbox) 📇 🏎️ 🏠 🍎 🪟 🐧 - Zero-knowledge password manager and MCP credential gateway: policy-gated agent access, deterministic passwords, BIP-39 recovery and a hash-chain audit trail.
|
||
- [Acacian/aegis](https://github.com/Acacian/aegis) [](https://glama.ai/mcp/servers/Acacian/aegis) 🐍 🏠 🍎 🪟 🐧 - Policy-based governance for agent tool calls across LangChain, OpenAI, Anthropic and MCP: YAML policies, approval gates, risk assessment and audit logging.
|
||
- [ajipurn/fida](https://github.com/ajipurn/fida) [](https://glama.ai/mcp/servers/ajipurn/fida) 🦀 🏠 - Local-first MCP gateway for coding agents that redacts detected secrets from file reads and command output before they reach model context.
|
||
- [adeptus-innovatio/solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp) 🦀 🏠 - Reverse engineering tools from Solvitor: extract IDL files from closed-source Solana smart contracts and decompile them.
|
||
- [aeoess/agent-passport-mcp](https://github.com/aeoess/agent-passport-mcp) [](https://glama.ai/mcp/servers/aeoess/agent-passport-mcp) 🎖️ 📇 ☁️ 🏠 - Agent identity, scoped delegation and governance: issue passports, verify narrowing-only delegation chains, enforce gateway policy and emit signed records.
|
||
- [beeswaxpat/chronoverify-mcp](https://github.com/beeswaxpat/chronoverify-mcp) [](https://glama.ai/mcp/servers/beeswaxpat/chronoverify-mcp) 📇 ☁️ 🍎 🪟 🐧 - Verify a photo's capture time and provenance: C2PA Content Credentials validation, EXIF/XMP consistency checks and pixel forensics combined into one verdict.
|
||
- [KOVY/agentforge-trust-mcp](https://github.com/KOVY/agentforge-trust-mcp) [](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp) 📇 ☁️ - Query AgentForge Trust Scores for MCP servers before connecting, covering security, code health, behavioral audit, community trust and EU compliance.
|
||
- [AgentAvow/AgentAvow](https://github.com/AgentAvow/AgentAvow) [](https://glama.ai/mcp/servers/agentgraph-co/agentgraph) 🐍 ☁️ 🍎 🪟 🐧 - Signed, recomputable safety scores for MCP servers, packages and tools, with offline-verifiable attestations and a GitHub Action to gate CI merges.
|
||
- [AgentValet/AgentValet](https://github.com/AgentValet/AgentValet) [](https://glama.ai/mcp/servers/AgentValet/AgentValet) 📇 ☁️ 🏠 - Identity and credential broker for MCP servers: issues scoped, short-lived credentials per agent, with audit logging and human approval gates.
|
||
- [AperionAI/shield](https://github.com/AperionAI/shield) [](https://glama.ai/mcp/servers/AperionAI/shield) 🦀 🏠 🍎 🪟 🐧 - Local guardrail proxy for MCP servers: blocks destructive tool calls, pins tool catalogs against rug pulls and scans for tool poisoning and prompt injection.
|
||
- [arian-gogani/nobulex](https://github.com/arian-gogani/nobulex) [](https://glama.ai/mcp/servers/arian-gogani/nobulex) 📇 🏠 🍎 🪟 🐧 - Proof-of-behavior enforcement for AI agents: define permit/forbid/require rules, enforce them at runtime and keep hash-chained, tamper-evident audit logs.
|
||
- [9hannahnine-jpg/arc-gate-mcp](https://github.com/9hannahnine-jpg/arc-gate-mcp) [](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp) 🐍 - Runtime governance for MCP tool calls that blocks prompt injection and capability abuse before tool results reach the agent.
|
||
- [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [](https://glama.ai/mcp/servers/agentward-ai/agent-ward) 🐍 🏠 🍎 🪟 🐧 - MCP proxy that enforces least-privilege YAML policies on tool calls, classifies PII/PHI, detects dangerous skill chains and generates compliance audit trails.
|
||
- [agntor/mcp](https://github.com/agntor/mcp) 📇 ☁️ 🍎 🪟 🐧 - Agent discovery and certification with a trust and payment rail: identity verification, escrow, settlement and reputation management.
|
||
- [maxfain/basedagents](https://github.com/maxfain/basedagents) [](https://glama.ai/mcp/servers/maxfain/basedagents) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent identity registry (reputation, capability search, task marketplace, messaging) plus a local encrypted vault that leases provider keys to agents.
|
||
- [gaoharimran29-glitch/Cybersecurity-MCP-Server](https://github.com/gaoharimran29-glitch/Cybersecurity-MCP-Server) [](https://glama.ai/mcp/servers/gaoharimran29-glitch/Cybersecurity-MCP-Server) 🐍 🏠 🪟 🍎 🐧 - Local security reconnaissance: WHOIS, DNS and subdomain enumeration, Nmap scanning, TLS inspection, tech fingerprinting, CVE and IP reputation lookups.
|
||
- [vinaybhosle/agentstamp](https://github.com/vinaybhosle/agentstamp) [](https://glama.ai/mcp/servers/vinaybhosle/agentstamp) 📇 ☁️ - Trust intelligence for AI agents: identity stamps, reputation scoring, a registry, forensic audit trails and A2A passports via x402 micropayments.
|
||
- [jimmyracheta/AI-Runtime-Guard](https://github.com/runtimeguard/runtime-guard) [](https://glama.ai/mcp/servers/runtimeguard/runtime-guard) 🐍 🏠 🍎 🪟 - Runtime policy enforcement for AI agents that prevents accidental system damage and unauthorized access, with automatic backups before file writes.
|
||
- [airblackbox/air-blackbox-mcp](https://github.com/airblackbox/air-blackbox-mcp) [](https://glama.ai/mcp/servers/@airblackbox/air-blackbox-mcp) 🐍 🏠 🍎 🪟 🐧 - EU AI Act compliance scanner for Python AI agents (LangChain, CrewAI, AutoGen, OpenAI) with prompt injection detection, risk classification and fix generation.
|
||
- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - Security-focused safety guidelines and content analysis for AI agents.
|
||
- [alberthild/shieldapi-mcp](https://github.com/alberthild/shieldapi-mcp) [](https://glama.ai/mcp/servers/@alberthild/shield-api-mcp) 📇 ☁️ 🍎 🪟 🐧 - Security intelligence: HIBP password breach checks, email/domain/IP/URL reputation, prompt injection detection and skill supply chain scanning.
|
||
- [rudraneel93/mcp-guardian](https://github.com/rudraneel93/mcp-guardian) [](https://glama.ai/mcp/servers/rudraneel93/mcp-guardian) 📇 🏠 🍎 🪟 🐧 - Security and governance proxy for MCP with YAML policies (blocklists, rate limits, token budgets), token cost tracking, health monitoring and RBAC.
|
||
- [jamjet-labs/jamjet-policy](https://github.com/jamjet-labs/jamjet-policy/tree/main/packages/mcp-shim) [](https://glama.ai/mcp/servers/jamjet-labs/jamjet-policy) 📇 🏠 🍎 🪟 🐧 - MCP interceptor that applies one YAML policy (block, require approval, audit, budget cap) to tool calls, also usable in Claude Code hooks and agent SDKs.
|
||
- [kastelldev/kastell](https://github.com/kastelldev/kastell) [](https://glama.ai/mcp/servers/kastelldev/kastell) 📇 ☁️ 🏠 🍎 🪟 🐧 - Server security auditing and hardening (SSH, firewall, Docker, TLS) with CIS/PCI-DSS/HIPAA mapping, fleet management and forensic evidence collection.
|
||
- [ark-forge/arkforge-mcp](https://github.com/ark-forge/arkforge-mcp) [](https://glama.ai/mcp/servers/ze6ad36390) 🐍 ☁️ 🍎 🪟 🐧 - Third-party certifying proxy that signs any HTTP call with an independent Ed25519 signature, RFC 3161 timestamp and Sigstore Rekor anchor.
|
||
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 - Analyze ROADrecon gather results from Azure tenant enumeration.
|
||
- [mirajmahmudul/agentdevx-sdk](https://github.com/mirajmahmudul/agentdevx-sdk) [](https://glama.ai/mcp/servers/mirajmahmudul/agentdevx-sdk) 📇 ☁️ - Identity and credential gateway for agents: Ed25519 identity, encrypted credential vault, OPA policies with audit logging, per-agent memory and web scraping.
|
||
- [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) 📇 🏠 🍎 🪟 🐧 - Deterministic security proxy for MCP that intercepts tool calls, enforces YAML policies, scans for secret leakage and logs everything.
|
||
- [Gowthaman90/mcp-bastion](https://github.com/Gowthaman90/mcp-bastion) [](https://glama.ai/mcp/servers/Gowthaman90/mcp-bastion) 📇 🏠 🍎 🪟 🐧 - Security proxy for MCP servers: tool-definition pinning, tool-poisoning and exfiltration detection, injection blocking, secret redaction and audit trails.
|
||
- [bluetieroperations-create/blackwall-mcp](https://github.com/bluetieroperations-create/blackwall-mcp) [](https://glama.ai/mcp/servers/bluetieroperations-create/blackwall-mcp) 📇 ☁️ - Risk gate that agents call before irreversible actions, returning a risk score, reversibility class, red flags and a proceed/confirm/human-required decision.
|
||
- [Perufitlife/web-exposure-mcp](https://github.com/Perufitlife/web-exposure-mcp) [](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only check of a live URL for publicly exposed secret files: .git, .env, JS source maps, backup/SQL dumps, directory listings and dotfiles.
|
||
- [Bichev/agentradar-mcp](https://github.com/Bichev/agentradar-mcp) [](https://glama.ai/mcp/servers/Bichev/agentradar-mcp) 📇 ☁️ 🍎 🪟 🐧 - On-chain trust oracle for ERC-8004 and x402 agents: composite trust scoring, a scam wallet database, ERC-8004 identity lookup and EAS attestations on Base.
|
||
- [Buggy1111/anonymize-mcp](https://github.com/Buggy1111/anonymize-mcp) [](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp) 🐍 🏠 🍎 🪟 🐧 - Anonymize PII for GDPR in Czech and many other languages using ÚFAL/LINDAT NLP (MasKIT, NameTag), plus morphology, translation and spellcheck.
|
||
- [FoundryNet/mint-mcp](https://github.com/FoundryNet/mint-mcp) [](https://glama.ai/mcp/servers/FoundryNet/mint-mcp) 🐍 ☁️ 🎖️ - MINT Protocol work attestation for agents: cryptographically attest, verify, rate and discover agent work to build portable on-chain reputation.
|
||
- [BurtTheCoder/mcp-dnstwist](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁️ - Run dnstwist, a DNS fuzzing tool, to detect typosquatting, phishing and corporate espionage.
|
||
- [BurtTheCoder/mcp-maigret](https://github.com/BurtTheCoder/mcp-maigret) 📇 🪟 ☁️ - Search usernames across social networks and analyze URLs with maigret, an OSINT tool that collects account information from public sources.
|
||
- [BurtTheCoder/mcp-shodan](https://github.com/BurtTheCoder/mcp-shodan) 📇 🪟 ☁️ - Query the Shodan API and Shodan CVEDB: IP lookups, device searches, DNS lookups, vulnerability queries and CPE lookups.
|
||
- [BurtTheCoder/mcp-virustotal](https://github.com/BurtTheCoder/mcp-virustotal) 📇 🪟 ☁️ - Query the VirusTotal API: scan URLs, analyze file hashes and retrieve IP address reports.
|
||
- [mcp-hangar/mcp-hangar](https://github.com/mcp-hangar/mcp-hangar) [](https://glama.ai/mcp/servers/mcp-hangar/mcp-hangar) 🐍 🏠 - Self-hosted policy enforcement for MCP server fleets: deterministic admission and egress policies, attributable audit logs and SIEM export.
|
||
- [Declade/lucairn-sdks](https://github.com/Declade/lucairn-sdks) [](https://glama.ai/mcp/servers/Declade/lucairn-sdks) 📇 ☁️ 🍎 🪟 🐧 - Privacy gateway that sanitizes German and English PII before prompts reach an LLM and issues a signed, timestamped certificate for each call.
|
||
- [chrbailey/promptspeak-mcp-server](https://github.com/chrbailey/promptspeak-mcp-server) [](https://glama.ai/mcp/servers/chrbailey/promptspeak-mcp-server) 📇 🏠 🍎 🪟 🐧 - Pre-execution governance for agent tool calls: risk classification, behavioral drift detection, a hold queue for dangerous operations and an audit trail.
|
||
- [bx33661/Wireshark-MCP](https://github.com/bx33661/Wireshark-MCP) [](https://glama.ai/mcp/servers/bx33661/Wireshark-MCP) 🐍 🏠 - Wireshark packet analysis: capture, protocol statistics, field extraction and security analysis.
|
||
- [Chimera-Protocol/csl-core](https://github.com/Chimera-Protocol/csl-core) 🐍 🏠 🍎 🪟 🐧 - Deterministic AI safety policy engine with Z3 formal verification: write, verify and enforce machine-verifiable constraints for AI agents.
|
||
- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) 🐍 🏠 ☁️ 🐧 - Demonstrates remote attestation of an MCP server running in a Gramine TEE via RA-TLS, so clients can verify the server before connecting.
|
||
- [corewebvitals/state-of-cwv-mcp](https://github.com/corewebvitals/state-of-cwv-mcp) [](https://glama.ai/mcp/servers/corewebvitals/state-of-cwv-mcp) ☁️ - Core Web Vitals metrics by CMS, CDN and framework, based on Chrome field data and a multi-site crawl.
|
||
- [coreyhines/opnsense-mcp](https://github.com/coreyhines/opnsense-mcp) [](https://glama.ai/mcp/servers/coreyhines/opnsense-mcp) 🐍 📇 ☁️ 🏠 - OPNsense firewall operations via API: query ARP, DHCP, firewall rules, logs, interfaces, system status and packet captures.
|
||
- [creatorrmode-lead/avp-sdk](https://github.com/creatorrmode-lead/avp-sdk) [](https://glama.ai/mcp/servers/creatorrmode-lead/avp-sdk) 📇 ☁️ - Trust, W3C DID identity and EigenTrust reputation for AI agents, with attestations, disputes, sybil detection and IPFS audit anchoring.
|
||
- [Cubiczan/governed-mcp-gateway](https://github.com/Cubiczan/governed-mcp-gateway) [](https://glama.ai/mcp/servers/Cubiczan/governed-mcp-gateway) 📇 🏠 🍎 🪟 🐧 - HTTP MCP gateway that attaches a principal to tool calls and SSE streams, with allowlists and vault rotation.
|
||
- [Cubiczan/trust-ledger-os](https://github.com/Cubiczan/trust-ledger-os) [](https://glama.ai/mcp/servers/Cubiczan/trust-ledger-os) 📇 🏠 🍎 🪟 🐧 - Trust and risk control plane for AI teams, with phases, routes and a package catalog.
|
||
- [gebalamariusz/cloud-audit](https://github.com/gebalamariusz/cloud-audit) [](https://glama.ai/mcp/servers/gebalamariusz/cloud-audit) 🐍 🏠 🍎 🪟 🐧 - AWS security scanner with attack chain detection, breach cost estimation and remediation snippets for CLI and Terraform.
|
||
- [cyntrisec/cyntrisec-cli](https://github.com/cyntrisec/cyntrisec-cli) 🐍 🏠 - Local-first AWS security analyzer that discovers attack paths and generates remediations using graph theory.
|
||
- [dambuchs/redact-pdf-mcp](https://github.com/dambuchs/redact-pdf-mcp) [](https://glama.ai/mcp/servers/dambuchs/redact-pdf-mcp) 📇 ☁️ 🍎 🪟 🐧 - Permanently redact PII (names, emails, phone numbers, addresses, IBANs, card numbers) from PDFs, scans and screenshots, with multilingual OCR.
|
||
- [datanexusmcp/mcp-server](https://github.com/datanexusmcp/mcp-server) [](https://glama.ai/mcp/servers/datanexusmcp/mcp-server) 🏠 ☁️ - Public data lookups: CVE/SBOM security audits, license compliance, patents, federal contracts, NPI providers, nonprofit 990 filings and domain intelligence.
|
||
- [dnsdoctor/claude-plugin](https://github.com/dnsdoctor/claude-plugin) [](https://glama.ai/mcp/servers/dnsdoctor/claude-plugin) 🎖️ 🐍 ☁️ - Scan and fix a domain's email authentication (SPF, DMARC, DKIM, MX), blacklist status and domain/SSL expiry, with deterministic, validated fix records.
|
||
- [doublegate/CyberChef-MCP](https://github.com/doublegate/CyberChef-MCP) [](https://glama.ai/mcp/servers/doublegate/CyberChef-MCP) 📇 🏠 - GCHQ CyberChef's encryption, encoding, compression and forensics operations, plus analysis tools such as hash identification, cipher solving and RSA attacks.
|
||
- [duriantaco/skylos](https://github.com/duriantaco/skylos) [](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) 🐍 🏠 🍎 🪟 🐧 - Dead code detection, security scanning and code quality analysis for Python, TypeScript and Go, with AI-assisted remediation.
|
||
- [elberacasa/umbra](https://github.com/elberacasa/umbra) [](https://glama.ai/mcp/servers/elberacasa/umbra) 📇 🏠 🍎 🪟 🐧 - Trust scores and guardrails for AI-generated code: static security rules, Docker-verified build/boot checks and receipts that catch agents lying about tests.
|
||
- [eliottreich/taskbounty-check](https://github.com/eliottreich/taskbounty-check) [](https://glama.ai/mcp/servers/eliottreich/taskbounty-check) 📇 🏠 🍎 🪟 🐧 - Local, read-only scanner for GitHub Actions and CI maintenance issues in AI-built apps, with finding explanations and fix plans.
|
||
- [emiliaprotocol/emilia-protocol](https://github.com/emiliaprotocol/emilia-protocol) [](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol) 📇 🏠 - Requires a named human's approval before irreversible agent actions such as payments or deploys, then issues an offline-verifiable Ed25519 trust receipt.
|
||
- [Erodenn/fetch-guard](https://github.com/Erodenn/fetch-guard) [](https://glama.ai/mcp/servers/@Erodenn/fetch-guard) 🐍 🏠 🍎 🪟 🐧 - URL fetcher and HTML-to-Markdown converter with layered prompt injection defense: hidden-element sanitization, risk scanning and content boundary wrapping.
|
||
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 - Securely interact with the Authenticator App.
|
||
- [forest6511/secretctl](https://github.com/forest6511/secretctl) 🏎️ 🏠 🍎 🪟 🐧 - Secrets manager that injects credentials into commands as environment variables so agents never see plaintext secrets, and sanitizes command output.
|
||
- [forgemeshlabs/x402-notary-mcp](https://github.com/forgemeshlabs/x402-notary-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/x402-notary-mcp) 📇 ☁️ - Notarize AI model outputs with signed Ed25519 attestations, SHA-256 content hashes and Merkle anchoring on Base or Solana, paid via x402.
|
||
- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) 🐍 🏠 🍎 🪟 🐧 - Binary Ninja plugin and bridge for automating binary analysis and reverse engineering.
|
||
- [fr0gger/MCP_Security](https://github.com/fr0gger/MCP_Security) 📇 ☁️ - Query the ORKL API to fetch threat reports, analyze threat actors and retrieve intelligence sources.
|
||
- [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - Memory forensics with Volatility 3, exposing plugins such as pslist and netscan through REST APIs.
|
||
- [gbrigandi/mcp-server-cortex](https://github.com/gbrigandi/mcp-server-cortex) 🦀 🏠 🍎 🪟 🐧 - Cortex integration for observable analysis and automated security responses.
|
||
- [gbrigandi/mcp-server-thehive](https://github.com/gbrigandi/mcp-server-thehive) 🦀 🏠 🍎 🪟 🐧 - TheHive integration for collaborative security incident response and case management.
|
||
- [gbrigandi/mcp-server-wazuh](https://github.com/gbrigandi/mcp-server-wazuh) 🦀 🏠 🍎 🪟 🐧 - Access real-time security alerts and event data from Wazuh SIEM.
|
||
- [getaegis/aegis](https://github.com/getaegis/aegis) [](https://glama.ai/mcp/servers/getaegis/aegis) 📇 🏠 🍎 🪟 🐧 - Credential isolation proxy that injects secrets at the network boundary, with domain restrictions, agent authentication and audit logging.
|
||
- [Kjopstad-IT/rqwstr](https://github.com/Kjopstad-IT/rqwstr-mcp) [](https://glama.ai/mcp/servers/Kjopstad-IT/rqwstr-mcp) 🏎️ 🏠 - HTTP security testing toolkit (send, intruder, race, chain, out-of-band) with low-level HTTP/1.1 and HTTP/2 control: raw framing and connection pinning.
|
||
- [Kzino/vorim-mcp-server](https://github.com/Kzino/vorim-mcp-server) [](https://glama.ai/mcp/servers/Kzino/vorim-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Agent identity, trust and audit trails: Ed25519 agent registration, permission checks, tamper-evident audit events, trust scores and credential delegation.
|
||
- [gridinsoft/mcp-inspector](https://github.com/gridinsoft/mcp-inspector) 📇 ☁️ 🍎 🪟 🐧 - Domain and URL security analysis with GridinSoft Inspector to verify website and link safety.
|
||
- [goklab/guardvibe](https://github.com/goklab/guardvibe) [](https://glama.ai/mcp/servers/goklab/guardvibe) 📇 🏠 🍎 🪟 🐧 - Security scanner for vibe-coded apps (Next.js, Supabase, Stripe, Prisma and more): taint analysis, auto-fix, SARIF export, pre-commit hook and CVE detection.
|
||
- [ARKALDA/hejdar-mcp](https://github.com/ARKALDA/hejdar-mcp) [](https://glama.ai/mcp/servers/ARKALDA/hejdar-mcp) 🐍 ☁️ - Runtime policy enforcement for AI agents: evaluate actions against organization policies before execution, in observe or enforce mode.
|
||
- [goldmembrane/cleaner-code](https://github.com/goldmembrane/cleaner-code) [](https://glama.ai/mcp/servers/goldmembrane/cleaner-code) 📇 🏠 🍎 🪟 🐧 - Locally scans AI-generated code for invisible Unicode, Trojan Source, homoglyphs, rules file backdoors and typosquatting using static analysis and CodeBERT.
|
||
- [HaroldFinchIFT/vuln-nist-mcp-server](https://github.com/HaroldFinchIFT/vuln-nist-mcp-server) 🐍 ☁️️ 🍎 🪟 🐧 - Query the NIST National Vulnerability Database (NVD) API.
|
||
- [haruodev/tamperlens-mcp](https://github.com/haruodev/tamperlens-mcp) [](https://glama.ai/mcp/servers/haruodev/tamperlens-mcp) 📇 ☁️ 🍎 🪟 🐧 - Document forensics via the Tamperlens API: detect post-creation edits, failed redactions and embedded prompt injection in PDFs, Office files and images.
|
||
- [hieutran/entraid-mcp-server](https://github.com/hieuttmmo/entraid-mcp-server) 🐍 ☁️ - Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in and security operations via Microsoft Graph.
|
||
- [I4cTime/quantum_ring](https://github.com/I4cTime/quantum_ring) [](https://glama.ai/mcp/servers/I4cTime/quantum_ring) 📇 🏠 🍎 🪟 🐧 - Quantum-inspired keyring for AI coding agents, securing secrets with superposition, entanglement, tunneling and teleportation.
|
||
- [icoretech/warden-mcp](https://github.com/icoretech/warden-mcp) [](https://glama.ai/mcp/servers/icoretech/warden-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage Bitwarden and Vaultwarden vaults via the bw CLI: search, create, edit and organize logins, notes, cards, identities, SSH keys, folders and Sends.
|
||
- [infai-tech/vulnfeed-mcp](https://github.com/infai-tech/vulnfeed-mcp) [](https://glama.ai/mcp/servers/infai-tech/vulnfeed-mcp) 🐍 🏠 🍎 🪟 🐧 - Scans dependency lockfiles for vulnerabilities, prioritizes them by EPSS exploit probability and recommends fix versions, with monitoring and alerting.
|
||
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) 🐍 ☁️ - Access Intruder to identify, understand and fix security vulnerabilities in your infrastructure.
|
||
- [itsalissonsilva/ModelSafetyMCP](https://github.com/itsalissonsilva/ModelSafetyMCP) [](https://glama.ai/mcp/servers/itsalissonsilva/ModelSafetyMCP) 🐍 🏠 - Scan ML model artifacts, URLs and directories for unsafe serialization, malicious patterns and risky packaging using ModelScan, PickleScan and heuristics.
|
||
- [inkog-io/inkog-mcp](https://github.com/inkog-io/inkog-mcp) [](https://glama.ai/mcp/servers/inkog-io/inkog) 📇 ☁️ - Audits agents and MCP servers for prompt injection, infinite loops, token bombing and missing human oversight, with EU AI Act and OWASP mapping.
|
||
- [jaimenbell/rails-mcp](https://github.com/jaimenbell/rails-mcp) [](https://glama.ai/mcp/servers/jaimenbell/rails-mcp) 🐍 🏠 - Self-hosted default-deny action registry, append-only spend-intent ledger and human sign-off audit trail for gating irreversible agent actions.
|
||
- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) [](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp) 🐍 🏠 - Security scanner for AI agents that detects prompt injections using regex patterns.
|
||
- [jnMetaCode/shellward](https://github.com/jnMetaCode/shellward) [](https://glama.ai/mcp/servers/jnMetaCode/shellward) 📇 🏠 🍎 🪟 🐧 - Agent security middleware with layered defenses: prompt injection detection, DLP data flow tracking, command blocking and PII detection.
|
||
- [JoeyBrar/agentseal-mcp](https://github.com/JoeyBrar/agentseal-mcp) [](https://glama.ai/mcp/servers/JoeyBrar/agentseal-mcp) 📇 🏠 - Action logs for AI agents: records every action in a SHA-256 hash chain as an audit trail.
|
||
- [jonnybottles/patch-tuesday-mcp](https://github.com/jonnybottles/patch-tuesday-mcp) [](https://glama.ai/mcp/servers/jonnybottles/patch-tuesday-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Microsoft Patch Tuesday triage from the MSRC Security Update Guide: monthly rollups, CVE/KB lookups, supersedence chains and EPSS/CISA KEV urgency ranking.
|
||
- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕ 🏠 - Native Ghidra integration with GUI configuration, logging and no external dependencies.
|
||
- [jyjune/mcp_vms](https://github.com/jyjune/mcp_vms) 🐍 🏠 🪟 - Retrieve live and recorded video from a CCTV recording program (VMS) and control it, such as opening live or playback dialogs for specific channels and times.
|
||
- [juanisidoro/securecode-mcp](https://github.com/juanisidoro/securecode-mcp) [](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp) 📇 ☁️ 🍎 🪟 🐧 - Encrypted secrets vault for Claude Code that injects secrets into local files so the AI never sees raw values, with audit logs and per-model access rules.
|
||
- [LaurieWired/GhidraMCP](https://github.com/LaurieWired/GhidraMCP) ☕ 🏠 - Autonomous reverse engineering with Ghidra: decompile binaries, rename methods and data, and list methods, classes, imports and exports.
|
||
- [luiacuaniello/perspectivegraph](https://github.com/luiacuaniello/perspectivegraph) [](https://glama.ai/mcp/servers/luiacuaniello/perspectivegraph) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Attack-path engine for cloud and Kubernetes: list routes from internet exposure to sensitive assets, explain each hop, find choke points and simulate fixes.
|
||
- [mariocandela/beelzebub](https://github.com/mariocandela/beelzebub) ☁️ - Honeypot framework for building decoy MCP tools that an agent would never use in normal work, to detect prompt injection and malicious agent behavior.
|
||
- [mobb-dev/mobb-vibe-shield-mcp](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Mobb Vibe Shield identifies and remediates vulnerabilities in human and AI-written code.
|
||
- [MoltyCel/moltrust-mcp-server](https://github.com/MoltyCel/moltrust-mcp-server) [](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Trust infrastructure for AI agents: register DIDs, verify identities, query reputation scores, rate agents and manage W3C Verifiable Credentials.
|
||
- [msaad00/agent-bom](https://github.com/msaad00/agent-bom) [](https://glama.ai/mcp/servers/@msaad00/agent-bom) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AI supply chain security scanner: discovers MCP clients, scans dependencies for CVEs, maps blast radius to credentials and tools, and generates SBOMs.
|
||
- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - IDA Pro plugin for binary analysis: decompilation, disassembly and automatic malware analysis reports.
|
||
- [mrz1880/mcp-keycloak-admin](https://github.com/mrz1880/mcp-keycloak-admin) [](https://glama.ai/mcp/servers/mrz1880/mcp-keycloak-admin) 📇 🏠 - Administer Keycloak via its Admin REST API: users, roles, clients, groups, identity providers, federation and events, with a read-only mode.
|
||
- [muhannad-hash/mcp-shield](https://github.com/muhannad-hash/mcp-shield) [](https://glama.ai/mcp/servers/muhannad-hash/mcp-shield) 📇 🏠 🍎 🪟 🐧 - Pre-install security scanner for MCP servers: detects backdoors, exfiltration code, obfuscation, dangerous execution, prompt injection and supply chain risks.
|
||
- [nh4ttruong/secobserve-mcp](https://github.com/nh4ttruong/secobserve-mcp) [](https://glama.ai/mcp/servers/nh4ttruong/secobserve-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - SecObserve vulnerability and license management: triage observations, manage products and rules, import scan reports and SBOMs, run scans and generate VEX.
|
||
- [rob925/mcp-shield](https://github.com/rob925/mcp-shield) [](https://glama.ai/mcp/servers/rob925/mcp-shield) 🐍 🏠 🍎 🪟 🐧 - Static security scanner for MCP servers and agent tools: detects secrets, shell execution, risky tool descriptions, environment access and prompt injection.
|
||
- [nickgeorgeseo/mcp-gatehouse](https://github.com/nickgeorgeseo/mcp-gatehouse) [](https://glama.ai/mcp/servers/nickgeorgeseo/mcp-gatehouse) 🐍 🏠 - Permission tiers, approval gates and secret-redacting audit logging enforced inside MCP servers at the tool boundary, with a demo order-desk server.
|
||
- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon with httpx and asnmap: domain analysis, security header inspection, certificate analysis and ASN lookups at multiple recon levels.
|
||
- [operantlabs/operant-mcp](https://github.com/operantlabs/operant-mcp) [](https://glama.ai/mcp/servers/operantlabs/operant-mcp) 📇 ☁️ 🏠 - Security testing tools for penetration testing, network forensics, memory analysis and vulnerability assessment.
|
||
- [OrygnsCode/opa-mcp-server](https://github.com/OrygnsCode/opa-mcp-server) [](https://glama.ai/mcp/servers/OrygnsCode/opa-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - OPA and Rego policy toolkit wrapping the OPA CLI and Regal: format, lint, evaluate, test and benchmark policies, manage the OPA REST API and explain decisions.
|
||
- [Pentagonal-ai/pentagonal](https://github.com/Pentagonal-ai/pentagonal) [](https://glama.ai/mcp/servers/Pentagonal-ai/pentagonal) 📇 ☁️ - Generate, audit, fix and compile smart contracts on Ethereum, Solana, Base and other chains, with adversarial multi-agent pen testing and honeypot detection.
|
||
- [P4ST4S/mcp-audit](https://github.com/P4ST4S/mcp-audit) [](https://glama.ai/mcp/servers/P4ST4S/mcp-audit) 🏎️ 🏠 - Transparent proxy that intercepts, signs, rate-limits, redacts and audits MCP tool calls without modifying client or server.
|
||
- [panther-labs/mcp-panther](https://github.com/panther-labs/mcp-panther) 🎖️ 🐍 ☁️ 🍎 - Use Panther's SIEM platform in natural language to write detections, query logs and manage alerts.
|
||
- [piiiico/proof-of-commitment](https://github.com/piiiico/proof-of-commitment) [](https://glama.ai/mcp/servers/piiiico/proof-of-commitment) 📇 ☁️ 🏠 🍎 🪟 🐧 - Supply chain risk scoring for npm, PyPI, Cargo and Go packages from behavioral signals: publisher depth, release consistency and maintenance patterns.
|
||
- [pullkitsan/mobsf-mcp-server](https://github.com/pullkitsan/mobsf-mcp-server) 🦀 🏠 🍎 🪟 🐧 - Static and dynamic analysis of Android and iOS apps with MobSF.
|
||
- [ppcvote/misp-mcp-server](https://github.com/ppcvote/misp-mcp-server) [](https://glama.ai/mcp/servers/ppcvote/misp-mcp-server) 📇 🏠 🍎 🪟 🐧 - Read-only MISP threat intelligence (events, attributes, search, tags, feeds, galaxies) with prompt injection scanning of every response.
|
||
- [project-feldspar-resources/feldspar-scan](https://github.com/project-feldspar-resources/feldspar-scan) [](https://glama.ai/mcp/servers/project-feldspar-resources/feldspar-scan) 🐍 ☁️ 🏠 🐧 - Deterministic security scan of public git repositories: vulnerable dependencies via OSV, hard-coded secrets and risky config lint, as file:line findings.
|
||
- [qianniuspace/mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit) 📇 ☁️ - Audit npm package dependencies for security vulnerabilities with real-time checks against the npm registry.
|
||
- [rafapra3008/cervellaswarm](https://github.com/rafapra3008/cervellaswarm/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/rafapra3008/cervellaswarm) 🐍 🏠 🍎 🪟 🐧 - Verify agent communication protocols with session types and Lean 4 proofs to catch deadlocks and role violations; includes a linter, formatter and LSP.
|
||
- [rad-security/mcp-server](https://github.com/rad-security/mcp-server) 📇 ☁️ - Query the RAD Security API for Kubernetes and cloud security findings, reports and runtime data.
|
||
- [radareorg/r2mcp](https://github.com/radareorg/radare2-mcp) 🍎 🪟 🐧 🏠 🌊 - Disassemble and inspect binaries for reverse engineering with the Radare2 disassembler.
|
||
- [rev2ret/SecureAudit-MCP](https://github.com/rev2ret/SecureAudit-MCP) [](https://glama.ai/mcp/servers/rev2ret/SecureAudit-MCP) 📇 🏠 🍎 🪟 🐧 - Static C/C++ memory-safety scanning and PE/ELF binary protection audits (ASLR, DEP/NX, SafeSEH, PIE), with remediation via secure templates.
|
||
- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) 🐍 🏠 - Query the CVE-Search API: browse vendors and products, get CVEs by ID and list the latest updated CVEs.
|
||
- [Rul1an/assay](https://github.com/Rul1an/assay) [](https://glama.ai/mcp/servers/Rul1an/assay) 🦀 🏠 🍎 🪟 🐧 - Fail-closed policy-as-code proxy for MCP that denies risky tool calls, produces offline-verifiable evidence bundles and enforces egress via eBPF and Landlock.
|
||
- [safedep/vet](https://github.com/safedep/vet/blob/main/docs/mcp.md) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Locally check npm and PyPI packages, such as those suggested by AI coding tools, for vulnerabilities and malicious code.
|
||
- [samvas-codes/dawshund_mcp](https://github.com/samvas-codes/dawshund_mcp) ☁️ 🏠 - Enumerate AWS IAM data, analyze effective permissions and visualize access relationships across users, roles and resources, based on dAWShund.
|
||
- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - Thales CipherTrust Manager integration for key management, cryptographic operations and compliance monitoring.
|
||
- [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - Thales CDSP CAKM integration for key management, cryptographic operations and compliance monitoring for Microsoft SQL Server and Oracle databases.
|
||
- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) 📇 ☁️ 🏠 🐧 🪟 - Integration with the Thales CipherTrust Manager RESTful Data Protection service.
|
||
- [SaravananJaichandar/etch-mcp](https://github.com/SaravananJaichandar/etch-mcp) [](https://glama.ai/mcp/servers/SaravananJaichandar/etch-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Signed audit chain for AI agent decisions: events are signed, Merkle-chained per project, anchored to public transparency logs and verifiable offline.
|
||
- [scamverifyai/scamverify-mcp](https://github.com/scamverifyai/scamverify-mcp) [](https://glama.ai/mcp/servers/scamverifyai/scamverify-mcp) 📇 ☁️ - Scam and threat checks for phone numbers, URLs, texts, emails, documents and QR codes using FTC/FCC complaints, URLhaus and ThreatFox, with risk scores.
|
||
- [scalekit-inc/scalekit-mcp-server](https://github.com/scalekit-inc/scalekit-mcp-server) [](https://glama.ai/mcp/servers/scalekit-inc/scalekit-mcp-server) 🎖️ 📇 ☁️ - Manage Scalekit organizations, users and SSO.
|
||
- [Thezenmonster/agentscore-mcp-server](https://github.com/Thezenmonster/agentscore-mcp-server) [](https://glama.ai/mcp/servers/Thezenmonster/agentscore-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Security trust layer that monitors MCP packages on npm for install scripts, command injection, hardcoded secrets, capability drift and publisher posture.
|
||
- [thyn-ai/algenta-sdk](https://github.com/thyn-ai/algenta-sdk) [](https://glama.ai/mcp/servers/thyn-ai/algenta-sdk) 🎖️ 🐍 ☁️ 🏠 🍎 🪟 🐧 - Algenta decision engine: dataset discovery, exact queries, utility models, decision memory and governed agent runs with approvals and execution receipts.
|
||
- [tomjwxf/scopeblind-gateway](https://github.com/tomjwxf/scopeblind-gateway) [](https://glama.ai/mcp/servers/tomjwxf/scopeblind-gateway) 📇 🏠 - Security gateway that wraps MCP servers with per-tool policies, approval gates and optional signed receipts, in shadow (log-only) or enforce mode.
|
||
- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) 🐍 🏠 - Security testing toolbox that combines open source tools behind a single interface for pentesting, bug bounty hunting and threat hunting.
|
||
- [sekera-radim/impri](https://github.com/sekera-radim/impri) [](https://glama.ai/mcp/servers/sekera-radim/impri) 🎖️ 📇 ☁️ 🏠 - Self-hostable human-in-the-loop approval inbox: humans approve, reject or edit proposed agent actions via web, mobile, Slack, Discord or Telegram.
|
||
- [semgrep/semgrep](https://github.com/semgrep/semgrep/tree/develop/cli/src/semgrep/mcp) 🎖️ 🐍 ☁️ - Scan code for security vulnerabilities using Semgrep.
|
||
- [sgateway/s-gw](https://github.com/sgateway/s-gw) [](https://glama.ai/mcp/servers/sgateway/s-gw) 📇 🏠 🍎 🪟 🐧 - Local credential gateway for coding agents: agents get handles instead of raw secrets, and one-time approvals inject credentials only into approved commands.
|
||
- [GUCCI-atlasv/skillssafe-mcp](https://github.com/GUCCI-atlasv/skillssafe-mcp) [](https://glama.ai/mcp/servers/dneiil7zph) 📇 ☁️ - Scan SKILL.md files, MCP configs and system prompts for credential theft, prompt injection, zero-width character attacks and ClawHavoc indicators.
|
||
- [slouchd/cyberchef-api-mcp-server](https://github.com/slouchd/cyberchef-api-mcp-server) 🐍 ☁️ - Use CyberChef operations through the CyberChef server API.
|
||
- [sidclawhq/platform](https://github.com/sidclawhq/platform) [](https://glama.ai/mcp/servers/sidclawhq/platform) 📇 🏠 ☁️ 🍎 🪟 🐧 - Governance proxy that wraps MCP servers with policy evaluation, human approval workflows and hash-chain audit trails.
|
||
- [Chronolapse411/sicarius-guard](https://github.com/Chronolapse411/sicarius-guard) [](https://glama.ai/mcp/servers/Chronolapse411/sicarius-guard) 📇 ☁️ - Solana token safety oracle: byte-level SPL mint analysis, honeypot detection, freeze/mint authority checks, Birdeye market data and composite risk scoring.
|
||
- [sint-ai/sint-protocol](https://github.com/sint-ai/sint-protocol) [](https://glama.ai/mcp/servers/sint-ai/sint-protocol) 📇 🏠 🍎 🪟 🐧 - MCP governance proxy with capability tokens, tiered approvals, fail-closed execution and tamper-evident audit receipts, plus preflight tool-risk scanning.
|
||
- [Skyrxin/sast-mcp-server](https://github.com/Skyrxin/sast-mcp-server) [](https://glama.ai/mcp/servers/Skyrxin/sast-mcp-server) 🐍 🏠 🍎 🪟 🐧 - SAST/DAST scanners (Bandit, Semgrep, Trivy, CodeQL, OWASP ZAP and more) with closed-loop remediation, SARIF/SBOM/VEX export and compliance reporting.
|
||
- [snyk/studio-mcp](https://github.com/snyk/studio-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Embeds Snyk's security engines into agentic workflows to secure AI-generated code in real time and work through vulnerability backlogs faster.
|
||
- [sp3ak/safenode-mcp-gateway](https://github.com/sp3ak/safenode-mcp-gateway) [](https://glama.ai/mcp/servers/sp3ak/safenode-mcp-gateway) 📇 🏠 ☁️ 🍎 🪟 🐧 - Fail-closed policy proxy for MCP tool calls that denies, warns on or holds each call for human approval before forwarding, with client-side redaction.
|
||
- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) 🏎️ ☁️ - Query the OSV (Open Source Vulnerabilities) database by package version or commit, batch-query multiple packages and get vulnerability details by ID.
|
||
- [swnotmetal/Project-Koma](https://github.com/swnotmetal/Project-Koma/tree/main/packages/koma-gate-mcp) [](https://glama.ai/mcp/servers/swnotmetal/Project-Koma) 🎖️ 📇 🏠 🍎 🪟 🐧 - Classify input for prompt injection and out-of-scope content with Koma Gate's LLM-based classifier.
|
||
- [Synvoya/codeinspectus](https://github.com/Synvoya/codeinspectus) [](https://glama.ai/mcp/servers/Synvoya/codeinspectus) 📇 🏠 🍎 - Local security scanner for AI-generated JS/TS that combines Opengrep, Gitleaks and Trivy with checks for exposed secrets, Supabase RLS and prompt injection.
|
||
- [velvetway/minreestr-mcp](https://github.com/velvetway/minreestr-mcp) [](https://glama.ai/mcp/servers/velvetway/minreestr-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Search the Russian software registry for import-substitution and FSTEC/FSB-certified products, with full-text search and manufacturer listings.
|
||
- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) 📇 🏠 - Manage and interact with the OPNsense open source firewall in natural language.
|
||
- [vikasny30/aletheia-mcp](https://github.com/vikasny30/aletheia-mcp) [](https://glama.ai/mcp/servers/vikasny30/aletheia-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic pre-execution filter for agent tool calls that blocks scope creep (credential reads, SSRF, destructive shell/SQL) and prompt injection.
|
||
- [wei9072/aegis](https://github.com/wei9072/aegis) [](https://glama.ai/mcp/servers/wei9072/aegis) 🦀 🏠 🍎 🪟 🐧 - Admission control for agent file edits: checks syntax, structural-cost regressions and workspace boundaries, returning BLOCK, WARN or PASS verdicts.
|
||
- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) 🏎️ 🐍 🏠 🍎 🪟 🐧 - Headless IDA Pro binary analysis with concurrent sessions and Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
|
||
- [zekebuilds-lab/captcha-mcp](https://github.com/zekebuilds-lab/captcha-mcp) [](https://glama.ai/mcp/servers/zekebuilds-lab/captcha-mcp) 📇 🏠 🍎 🪟 🐧 - Middleware that gates MCP tool calls behind a Hashcash proof-of-work challenge or an L402 Lightning payment via self-hosted LNbits.
|
||
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) 🐍 🏠 - Automate reverse engineering of Android APKs with Apktool.
|
||
- [takleb3rry/zitadel-mcp](https://github.com/takleb3rry/zitadel-mcp) 📇 ☁️ 🏠 - Zitadel identity management: manage users, projects, OIDC apps, roles and service accounts in natural language.
|
||
- [taniwhaai/arai](https://github.com/taniwhaai/arai) [](https://glama.ai/mcp/servers/taniwhaai/arai) 🦀 🏠 🍎 🪟 🐧 - Enforces rules from existing agent instruction files (CLAUDE.md, .cursorrules) by blocking prohibited tool calls and logging per-rule compliance verdicts.
|
||
- [toan203/osv-ui](https://github.com/toan203/osv-ui) [](https://glama.ai/mcp/servers/toan203/osv-ui) 📇 🏠 🍎 🪟 🐧 - Visual CVE audit dashboard for npm, Python, Go and Rust using OSV data, with browser-based human review and fixes applied only after confirmation.
|
||
- [ScopeBlind/verify-mcp](https://github.com/ScopeBlind/verify-mcp) [](https://glama.ai/mcp/servers/ScopeBlind/verify-mcp) 📇 🏠 🍎 🪟 🐧 - Offline verification of Ed25519/JCS-signed artifacts such as receipts, manifests and audit bundles.
|
||
- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - JADX decompiler plugin providing live, LLM-assisted reverse engineering.
|
||
- [loglux/authmcp-gateway](https://github.com/loglux/authmcp-gateway) [glama](https://glama.ai/mcp/servers/@loglux/auth-mcp-gateway) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Auth proxy for MCP servers: OAuth2 with DCR, JWT, RBAC, rate limiting, multi-server aggregation and a monitoring dashboard.
|
||
- [jstibal/openterms-mcp](https://github.com/jstibal/openterms-mcp) [](https://glama.ai/mcp/servers/jstibal/openterms-mcp) 🐍 ☁️ - Ed25519-signed consent receipts and a policy engine for agents: spending caps, action allowlists, escalation thresholds and JWKS-backed provider verification.
|
||
- [arthurpanhku/DocSentinel](https://github.com/arthurpanhku/DocSentinel) [](https://glama.ai/mcp/servers/arthurpanhku/DocSentinel) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Automate cybersecurity assessment of documents, questionnaires and reports to surface risks, compliance gaps and remediations, using a RAG knowledge base.
|
||
- [urldna/mcp](https://github.com/urldna/mcp) [](https://glama.ai/mcp/servers/urldna/mcp) 🐍 ☁️ 🍎 🪟 🐧 - URL scanning and phishing triage: capture DOM snapshots, network requests and screenshots, and hunt historical scans with a custom query language.
|
||
- [uchit/mcp-regulated-ai-compliance](https://github.com/uchit/mcp-regulated-ai-compliance) [](https://glama.ai/mcp/servers/uchit/mcp-regulated-ai-compliance) 📇 🏠 🍎 🪟 🐧 - Regulated-industry AI compliance knowledge: control lookup, use-case classification and crosswalks for EU AI Act, NIST AI RMF, ISO 42001, APRA, GDPR and more.
|
||
- [iamredmh/volta-mcp-server](https://github.com/iamredmh/volta-mcp-server) [](https://glama.ai/mcp/servers/iamredmh/volta-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Burn-after-read encrypted Volta Notes for agents: hand off credentials between users and agents without secrets appearing in chat history.
|
||
- [zkproofport/proofport-ai](https://github.com/zkproofport/proofport-ai) [](https://glama.ai/mcp/servers/zkproofport/proofport-ai) 📇 ☁️ - Generate zero-knowledge proofs of identity claims (Coinbase KYC, country, Google OIDC, Microsoft 365) without revealing personal information.
|
||
- [zyx77550/sparda](https://github.com/zyx77550/sparda) [](https://glama.ai/mcp/servers/zyx77550/sparda) 📇 🏠 🍎 🪟 🐧 - Injects a live, reversible MCP server into a running Express, FastAPI or Next.js app, with safe reads by default and writes gated behind human confirmation.
|
||
- [cuttalo/depscope](https://github.com/cuttalo/depscope) [](https://glama.ai/mcp/servers/cuttalo/depscope) 📇 ☁️ 🏠 - Package intelligence across many ecosystems: health, vulnerabilities (OSV, CISA KEV, EPSS), typosquats, malicious packages, alternatives and breaking changes.
|
||
- [UnboundCompute/lachesis](https://github.com/UnboundCompute/lachesis) [](https://glama.ai/mcp/servers/UnboundCompute/lachesis) 🐍 🏠 🍎 🐧 - Code property graph for C, Python and TypeScript: callers/callees, data and taint flow with source-to-sink witnesses, points-to and guard/sink structure.
|
||
- [UPinar/contrastapi](https://github.com/UPinar/contrastapi) [](https://glama.ai/mcp/servers/UPinar/contrastapi) 🐍 ☁️ - Security intelligence: CVE/EPSS/KEV lookups, domain recon (DNS, WHOIS, SSL, subdomains), IOC threat intel, OSINT and code scanning for secrets and injection.
|
||
|
||
- [vaulted-fyi/vaulted-mcp-server](https://github.com/vaulted-fyi/vaulted-mcp-server) [](https://glama.ai/mcp/servers/vaulted-fyi/vaulted-mcp-server) 📇 🏠 🍎 🪟 🐧 - Share end-to-end encrypted, self-destructing secrets from an agent, reading them from env vars or files so they stay out of LLM context.
|
||
|
||
- [mopanc/depguard](https://github.com/mopanc/depguard) [](https://glama.ai/mcp/servers/mopanc/depguard) 📇 🏠 🍎 🪟 🐧 - Pre-install npm package checks: static analysis, supply-chain attack detection, vulnerability audits, AI hallucination guard and CycloneDX SBOM generation.
|
||
|
||
- [shyshlakov/pci-dss-mcp](https://github.com/shyshlakov/pci-dss-mcp) [](https://glama.ai/mcp/servers/shyshlakov/pci-dss-mcp) 🏎️ 🏠 🍎 🪟 🐧 - PCI DSS static analysis for Go payment code: finds PAN/CVV exposure, weak crypto, missing audit logs and vulnerable deps, each mapped to a PCI requirement.
|
||
- [layervai/qurl-mcp](https://github.com/layervai/qurl-mcp) [](https://glama.ai/mcp/servers/layervai/qurl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Mint, resolve, audit and rotate expiring, scope-limited access links (qURLs) via the qURL API.
|
||
- [zw008/VMware-Harden](https://github.com/zw008/VMware-Harden) [](https://glama.ai/mcp/servers/zw008/vmware-harden) 🐍 ☁️ - Read-only VMware vSphere compliance scanning and drift detection against CIS, vSphere SCG, China DJCP 2.0 and PCI-DSS, with remediation suggestions.
|
||
- [WRG-11/wrg-sigma-rules](https://github.com/WRG-11/wrg-sigma-rules) [](https://glama.ai/mcp/servers/WRG-11/wrg-sigma-rules) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Write, validate and convert Sigma detection rules for Splunk, Elastic, Kibana and Wazuh, backed by a rule corpus covering MITRE ATT&CK tactics.
|
||
- [BeBraveBeKind/mcpskills-server](https://github.com/BeBraveBeKind/mcpskills-server) [](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server) 📇 🏠 🍎 🪟 🐧 - Scores MCP servers, AI skills and npm packages before install, scanning for prompt injection, credential theft and supply-chain risk, with a go/no-go gate.
|
||
- [gautam-u/sieve-mcp](https://github.com/gautam-u/sieve-mcp) [](https://glama.ai/mcp/servers/gautam-u/sieve-mcp) 🏠 🍎 - Local macOS scanner for secrets leaked into AI tool chat transcripts, with redacted findings, placeholder-only redaction and Keychain-backed command execution.
|
||
- [yessGlory17/job-verify](https://github.com/yessGlory17/job-verify) [](https://glama.ai/mcp/servers/yessGlory17/job-verify) 🐍 ☁️ 🍎 🪟 🐧 - Check recruiters and job offers for scams: cross-checks company registration, domain age, look-alike domains, blocklists and crypto-scam databases.
|
||
- [shieldly-io/mcp](https://github.com/shieldly-io/mcp) [](https://glama.ai/mcp/servers/shieldly-io/mcp) 🎖️ 📇 ☁️ - Analyze AWS IAM policies and CloudFormation templates with Shieldly to flag privilege-escalation paths, wildcards and over-permissive access.
|
||
- [OksigeniaSL/checker-mcp](https://github.com/OksigeniaSL/checker-mcp) [](https://glama.ai/mcp/servers/OksigeniaSL/checker-mcp) 📇 🏠 - Local-first domain security and privacy checker: live SPF, DMARC, DKIM, DNSSEC, TLS, CAA and security header checks, scored with remediation advice.
|
||
- [mcpindex-ai/mcp-server-mcpindex](https://github.com/mcpindex-ai/mcp-server-mcpindex) [](https://glama.ai/mcp/servers/mcpindex-ai/mcp-server-mcpindex) 📇 ☁️ 🍎 🪟 🐧 - Find MCP servers by describing a task and get advisory trust screens before connecting, using the mcpindex directory.
|
||
- [calllint/calllint](https://github.com/calllint/calllint) [](https://glama.ai/mcp/servers/calllint/calllint) 📇 🏠 - Offline pre-flight security linter for MCP servers, agent tools and skills that returns SAFE, REVIEW, BLOCK or UNKNOWN verdicts without executing them.
|
||
- [quantakrypto/pqc-tools](https://github.com/quantakrypto/pqc-tools) [](https://glama.ai/mcp/servers/quantakrypto/pqc-tools) 📇 🏠 ☁️ - Post-quantum readiness: scan code for quantum-vulnerable cryptography (RSA, ECDH, ECDSA, DH), get ML-KEM/ML-DSA/SLH-DSA migration guidance and verify fixes.
|
||
- [williamblakecunningham-max/screenverity-mcp](https://github.com/williamblakecunningham-max/screenverity-mcp) [](https://glama.ai/mcp/servers/williamblakecunningham-max/screenverity-mcp) 📇 ☁️ - U.S. exclusion, debarment and license screening (OIG LEIE, SAM.gov, state boards) with an Ed25519-signed receipt of the exact list snapshots checked.
|
||
|
||
- [trustscoreagent/trustscoreagent](https://github.com/trustscoreagent/trustscoreagent) [](https://glama.ai/mcp/servers/trustscoreagent/trustscoreagent) 🎖️ 📇 ☁️ - Check the reputation of AI microservices and public APIs before calling them and submit ratings afterward, via an open trust registry.
|
||
|
||
- [mastyf-ai/mastyf.ai](https://github.com/mastyf-ai/mastyf.ai) [](https://glama.ai/mcp/servers/mastyf-ai/mastyf.ai) 📇 🏠 🍎 🪟 🐧 - Runtime security proxy for MCP that blocks prompt injection, SSRF, shell/SQL injection and credential exfiltration, plus trust scores for npm MCP packages.
|
||
- [timescale/rsigma](https://github.com/timescale/rsigma) [](https://glama.ai/mcp/servers/timescale/rsigma) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Author, lint, validate and convert Sigma detection rules with RSigma, evaluate and explain detections against log events, and inspect correlation state.
|
||
- [dengyier/OpenWorkProof](https://github.com/dengyier/OpenWorkProof) [](https://glama.ai/mcp/servers/dengyier/OpenWorkProof) 🐍 🏠 ☁️ - Verifiable execution protocol for agent tool calls: signed policy decisions, causal evidence chains and offline verification from a SQLite ledger.
|
||
- [aggrete/aggrete](https://github.com/aggrete/aggrete) [](https://glama.ai/mcp/servers/Aggrete/aggrete) 🐍 🏠 ☁️ - Policy proxy that refuses forbidden tool calls, stopping prompt-injection exfiltration and forbidden data combinations across Slack, Drive, GitHub and more.
|
||
- [aurumflux20/seal](https://github.com/aurumflux20/seal) [](https://glama.ai/mcp/servers/aurumflux20/seal) 🐍 🏠 - Exactly-once payments for agents: prevents double settlement across processes and retries, confirms charges with the provider and reconciles out-of-band spend.
|
||
- [Jiangw2718i/frisk](https://github.com/Jiangw2718i/frisk) [](https://glama.ai/mcp/servers/Jiangw2718i/frisk) 📇 🏠 ☁️ - Screen x402 payment counterparties before paying: address sanity, payTo swap, transport safety and spend policy checks with an allow, review or block verdict.
|
||
|
||
- [epistemedeus/skillguard](https://github.com/epistemedeus/skillguard) [](https://glama.ai/mcp/servers/epistemedeus/skillguard) 📇 🏠 - Static scanner that checks Claude Code skills, plugins and MCP servers for exfiltration, install hooks and prompt injection before you install them.
|
||
- [CTRLRun/ctrlrun](https://github.com/CTRLRun/ctrlrun) [](https://glama.ai/mcp/servers/CTRLRun/ctrlrun) 🐍 🏠 - Execution safety for agent actions: a YAML-policy gateway that allows, holds or denies tool calls, plus an approval queue and hash-chained receipts.
|
||
|
||
- [Drumworks/ssid-mcp](https://github.com/Drumworks/ssid-mcp) [](https://glama.ai/mcp/servers/Drumworks/ssid-mcp) 📇 ☁️ - MAC address (OUI) vendor lookup with randomized-address detection, plus router default login IPs and admin credentials cited to manufacturer documentation.
|
||
- [oleg-vdv/kepil](https://github.com/oleg-vdv/kepil) [](https://glama.ai/mcp/servers/oleg-vdv/kepil) 🐍 🏠 - Accountability layer for AI agents: per-version passports, per-job mandates with spending limits, a fail-closed action gate and a hash-chained journal.
|
||
|
||
- [boy-offi9-inc/hexforge-gateway](https://github.com/boy-offi9-inc/hexforge-gateway) [](https://glama.ai/mcp/servers/boy-offi9-inc/hexforge-gateway) 📇 🏠 ☁️ 🐧 - APK reverse engineering workspace that orchestrates jadx, apktool, adb and Frida through a workflow engine, on Termux (Android) or PC.
|
||
|
||
- [gostanos/smallprint-action](https://github.com/gostanos/smallprint-action/tree/main/mcp) [](https://glama.ai/mcp/servers/gostanos/smallprint-action) 📇 ☁️ - Query the Small Print record: versioned, diffed tool descriptions and schemas of MCP servers, skills and plugins, with graded changes and public advisories.
|
||
|
||
- [aurelio-nakamura/cmdxray](https://github.com/aurelio-nakamura/cmdxray) [](https://glama.ai/mcp/servers/aurelio-nakamura/cmdxray) 📇 🏠 🍎 🪟 🐧 - Offline safety gate for agent shell commands: rates each command as danger, caution or none and explains every flag, pipe, redirect and subshell.
|
||
- [Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker](https://github.com/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) [](https://glama.ai/mcp/servers/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) 🐍 🏠 🐧 🪟 🍎 - Deterministic execution governance gateway and W3C DID security guardrail for AI agent MCP tool calls.
|
||
|
||
### 🌐 <a name="social-media"></a>Social Media
|
||
|
||
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.
|
||
|
||
- [HasData/instagram-mcp](https://github.com/HasData/instagram-mcp) [](https://glama.ai/mcp/servers/HasData/instagram-mcp) 📇 ☁️ - Public Instagram data: profiles and post feeds by handle, with follower counts, captions, hashtags and mentions parsed as JSON.
|
||
- [HasData/facebook-mcp](https://github.com/HasData/facebook-mcp) [](https://glama.ai/mcp/servers/HasData/facebook-mcp) 📇 ☁️ - Public Facebook pages and profiles as JSON: likes, followers, talking-about counts, contact details and post feeds with reactions.
|
||
- [HasData/youtube-mcp](https://github.com/HasData/youtube-mcp) [](https://glama.ai/mcp/servers/HasData/youtube-mcp) 📇 ☁️ - YouTube search, video and channel data and transcripts as JSON.
|
||
- [HasData/tiktok-mcp](https://github.com/HasData/tiktok-mcp) [](https://glama.ai/mcp/servers/HasData/tiktok-mcp) 📇 ☁️ - Public TikTok data as JSON: profile lookup, account videos, comments and reply threads, and keyword search over videos or creators.
|
||
- [06ketan/substack-ops](https://github.com/06ketan/substack-ops) [](https://glama.ai/mcp/servers/06ketan/substack-ops) 🐍 🏠 - Manage Substack posts, notes, comments, replies, reactions and restacks, with a propose-then-confirm reply flow, audit log and dry-run by default.
|
||
- [AdesiaHQ/bangermap-integrations](https://github.com/AdesiaHQ/bangermap-integrations) [](https://glama.ai/mcp/servers/AdesiaHQ/bangermap-integrations) 📇 🏠 🍎 🪟 🐧 - YouTube outlier research: rank a channel's uploads against its own baseline (Shorts and long-form separately), compare channels and find niche overperformers.
|
||
- [AstaBlackClove/posthive](https://github.com/AstaBlackClove/posthive) [](https://glama.ai/mcp/servers/AstaBlackClove/posthive) 📇 🏠 - Schedule and manage social media posts on Bluesky, Threads, Instagram, LinkedIn, Mastodon, YouTube, X, Discord and more, with a draft-first workflow.
|
||
- [abhineet34/linkedin-mcp-server](https://github.com/abhineet34/linkedin-mcp-server) [](https://glama.ai/mcp/servers/abhineet34/linkedin-mcp-server) 📇 🏠 - Create, edit and delete LinkedIn posts (text, image, article), upload images, fetch profiles, look up company pages and check follower counts.
|
||
- [adaptlypost/agent](https://github.com/adaptlypost/agent) [](https://glama.ai/mcp/servers/adaptlypost/agent) 🎖️ 📇 ☁️ - Schedule and cross-post to Instagram, TikTok, YouTube, X, LinkedIn and more, with per-platform captions, bulk scheduling, draft approval and media upload.
|
||
- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) 🏎️ ☁️ - Upload videos to YouTube directly from an AI assistant.
|
||
- [arjun1194/insta-mcp](https://github.com/arjun1194/insta-mcp) 📇 🏠 - Instagram analytics: account overviews, posts, followers and following lists, post insights, and search for users, hashtags or places.
|
||
- [arslan2012/qpost-mcp](https://github.com/arslan2012/qpost-mcp) [](https://glama.ai/mcp/servers/arslan2012/qpost-mcp) 🎖️ 📇 ☁️ 🏠 - Video-first publishing: schedule, publish, update, delete and retry video and image posts on YouTube, TikTok and Instagram.
|
||
- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) 🐍 🏠 - Turn URLs into viral posts with a remake command.
|
||
- [checkra1neth/xbird](https://github.com/checkra1neth/xbird-skill) 📇 ☁️ 🏠 🍎 🪟 🐧 - Post tweets, search, read timelines, manage engagement and upload media on Twitter/X using browser cookies.
|
||
- [conorbronsdon/postlint-mcp](https://github.com/conorbronsdon/postlint-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/postlint-mcp) 📇 🏠 - Check posts against real character limits before publishing on X, Bluesky, LinkedIn, Threads, Mastodon and Discord, including URL and emoji weighting.
|
||
- [conorbronsdon/substack-mcp](https://github.com/conorbronsdon/substack-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp) 📇 ☁️ - Read Substack posts, manage drafts, publish Notes, get comments and upload images; it cannot publish or delete posts.
|
||
- [davidmosiah/tiktok-agent-publisher](https://github.com/davidmosiah/tiktok-agent-publisher) [](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first TikTok Content Posting API server and CLI with OAuth readiness checks, dry-run publishing and live uploads only when explicitly enabled.
|
||
- [devag7/linkedin-mcp](https://github.com/devag7/linkedin-mcp) [](https://glama.ai/mcp/servers/devag7/linkedin-mcp) 📇 🏠 - LinkedIn via an authenticated browser session: profiles, people/job/company search, feed, messaging and gated writes (connect, post, react, comment).
|
||
- [farukkolip/tiktapdown-mcp](https://github.com/farukkolip/tiktapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/tiktapdown-mcp) 📇 🏠 🍎 🪟 🐧 - TikTok creator toolkit: watermark-free video downloads, hashtag sets by niche, recommended posting times by country and viral hook formulas.
|
||
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - Interact with Bluesky via the atproto client.
|
||
- [helbertparanhos/postforme-mcp-pro](https://github.com/helbertparanhos/postforme-mcp-pro) [](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro) 📇 🏠 ☁️ 🍎 🪟 🐧 - Publish, schedule, edit, delete and analyze social posts on Instagram, TikTok, YouTube, X, LinkedIn and more via Post for Me, with a read-only mode.
|
||
- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁️ - Manage Facebook Page posts, comments and engagement metrics through the Graph API.
|
||
- [drashrafsaiyed-cyber/instagram-mcp](https://github.com/drashrafsaiyed-cyber/instagram-mcp) [](https://glama.ai/mcp/servers/drashrafsaiyed-cyber/instagram-mcp) 🐍 ☁️ - Control Instagram via the Instagram Login API: publish photos, reels and carousels, read account insights, manage comments and reply to DMs.
|
||
- [ihuzaifashoukat/x-use](https://github.com/ihuzaifashoukat/x-use) [](https://glama.ai/mcp/servers/ihuzaifashoukat/x-use) 🐍 🏠 🍎 🪟 🐧 - Multi-account X (Twitter) automation via a real Chrome session: posting, replies, search, engagement and scheduled actions, with draft approval by default.
|
||
- [jj-cheng25/weixin-articles-mcp](https://github.com/jj-cheng25/weixin-articles-mcp) [](https://glama.ai/mcp/servers/jj-cheng25/weixin-articles-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Read WeChat Official Account articles as multimodal content: body text, images and video keyframes, including Tencent Video, native and Channels embeds.
|
||
- [jorgenclaw/nostr-mcp-server](https://github.com/jorgenclaw/nostr-mcp-server) [](https://glama.ai/mcp/servers/jorgenclaw/nostr-mcp-server) 📇 ☁️ - Sign and publish Nostr events, paid per call in sats over Lightning.
|
||
- [Kadenzo/kadenzo-mcp](https://github.com/Kadenzo/kadenzo-mcp) [](https://glama.ai/mcp/servers/Kadenzo/kadenzo-mcp) 📇 ☁️ - Schedule and analyze posts on Instagram, TikTok, X, LinkedIn and more: media upload, AI captions, recommended posting times, analytics, listening and comments.
|
||
- [karanb192/reddit-mcp-buddy](https://github.com/karanb192/reddit-mcp-buddy) 📇 🏠 - Browse Reddit posts, search content and analyze user activity.
|
||
- [king-of-the-grackles/reddit-research-mcp](https://github.com/king-of-the-grackles/reddit-research-mcp) 🐍 ☁️ - Reddit market and competitive research: find subreddits via semantic search, fetch posts and comments with full citations and manage research feeds.
|
||
- [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) 🐍 🏠 - Twitter management: timelines, user tweets, hashtag monitoring, conversation and sentiment analysis, direct messages and full post lifecycle control.
|
||
- [llmops-pro/marketplace-mcp](https://github.com/llmops-pro/marketplace-mcp) [](https://glama.ai/mcp/servers/llmops-pro/marketplace-mcp) 📇 🏠 - Run a Shopstr or Nostr marketplace storefront: create and update stalls and products in both NIP-15 and Shopstr's NIP-99-based listing formats.
|
||
- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) 🎖️ 🐍 ☁️ - Real-time X, Reddit and YouTube data with filtering by search phrase, user and date.
|
||
- [mambalabsdev/mcp-bluesky-brand-presence-mapper](https://github.com/mambalabsdev/mcp-bluesky-brand-presence-mapper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-bluesky-brand-presence-mapper) 📇 ☁️ - Resolves a company domain to its Bluesky account with exact follower, following and post counts.
|
||
- [mambalabsdev/mcp-linkedin-post-engager-capture](https://github.com/mambalabsdev/mcp-linkedin-post-engager-capture) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-linkedin-post-engager-capture) 📇 ☁️ - Get recent posts from LinkedIn profiles and company pages with engagement counts and publicly visible commenters.
|
||
- [mambalabsdev/mcp-pinterest-brand-presence-mapper](https://github.com/mambalabsdev/mcp-pinterest-brand-presence-mapper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-pinterest-brand-presence-mapper) 📇 ☁️ - Resolves a company domain to its Pinterest business account with exact follower, pin and board counts.
|
||
- [MarceauSolutions/fitness-influencer-mcp](https://github.com/MarceauSolutions/fitness-influencer-mcp) 🐍 🏠 ☁️ - Workflow automation for fitness content creators: jump-cut video editing, revenue analytics and branded content creation.
|
||
- [mikusnuz/meta-mcp](https://github.com/mikusnuz/meta-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-mcp) 📇 ☁️ - Instagram Graph API, Threads API and Meta platform tools for publishing, comments, insights, hashtags, DMs and token management.
|
||
- [milcho0604/velog-mcp](https://github.com/milcho0604/velog-mcp) [](https://glama.ai/mcp/servers/milcho0604/velog-mcp) 📇 🏠 🍎 🪟 🐧 - Velog blog integration: read and search posts, stats, tags and series; writes default to drafts or private posts, and public publishing is opt-in.
|
||
- [mobileshop9991-star/clipwise-mcp](https://github.com/mobileshop9991-star/clipwise-mcp) [](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp) 📇 ☁️ - Short-form video creator tools: TikTok trend search by country, plus use-case scenarios for video analysis, competitor research and content strategy.
|
||
- [pendpost/pendpost](https://github.com/pendpost/pendpost) [](https://glama.ai/mcp/servers/pendpost/pendpost) 📇 🏠 - Local-first social media drafting and scheduling for Instagram, LinkedIn, X, Nostr, WordPress, Ghost and more, behind a human approval gate.
|
||
- [Perufitlife/postwire-mcp](https://github.com/Perufitlife/postwire-mcp) [](https://glama.ai/mcp/servers/Perufitlife/postwire-mcp) 📇 ☁️ - Post to TikTok, Instagram, YouTube, X, LinkedIn, Bluesky, Telegram, Mastodon and Discord through a single tool.
|
||
- [peturgeorgievv-factory/postfast-mcp](https://github.com/peturgeorgievv-factory/postfast-mcp) [](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp) 📇 ☁️ - Schedule and manage social media posts on Instagram, Facebook, TikTok, X, LinkedIn, YouTube, Threads, Pinterest, Bluesky and Telegram.
|
||
- [posteverywhere/mcp](https://github.com/posteverywhere/mcp) [](https://glama.ai/mcp/servers/posteverywhere/mcp) 📇 ☁️ 🏠 - Schedule and publish across Instagram, LinkedIn, TikTok, X, YouTube and more, with campaigns, bulk operations, media, analytics, webhooks and AI captions.
|
||
- [postmcp/postmcp-mcp-server](https://github.com/postmcp/postmcp-mcp-server) [](https://glama.ai/mcp/servers/postmcp/postmcp-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Publish and schedule posts to LinkedIn, X, Facebook, Instagram, Threads, Bluesky and YouTube Shorts, with preflight checks, brand kits and image generation.
|
||
- [publora/mcp-server](https://github.com/publora/mcp-server) [](https://glama.ai/mcp/servers/publora/mcp-server) 🎖️ 📇 ☁️ - Schedule and publish posts via Publora to X, LinkedIn, Instagram, Threads, TikTok, YouTube and more, with media upload and LinkedIn analytics.
|
||
- [scrape-badger/scrapebadger-mcp](https://github.com/scrape-badger/scrapebadger-mcp) 🐍 ☁️ - Access Twitter/X data, including user profiles, tweets, followers, trends, lists and communities, via the ScrapeBadger API.
|
||
- [signal-found/sf-mcp](https://github.com/signal-found/sf-mcp) [](https://glama.ai/mcp/servers/signal-found/sf-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Reddit outreach via Signal Found: find prospects posting about problems your product solves, send personalized DMs and manage an outreach CRM.
|
||
- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) 🐍 🏠 ☁️ - Summarize a user's Reddit homepage or any subreddit from its posts and comments.
|
||
- [socialintel/socialintel-mcp](https://github.com/socialintel/socialintel-mcp) [](https://glama.ai/mcp/servers/socialintel/social-intel-mcp) 🐍 ☁️ - Search Instagram influencers by niche, country, demographics or follower count for usernames, bios, follower counts, categories and public business emails.
|
||
- [sofya-co/sofya-mcp](https://github.com/sofya-co/sofya-mcp) [](https://glama.ai/mcp/servers/sofya-co/sofya-mcp) 🎖️ 📇 ☁️ - Web tools via the Sofya API: full-content web search, URL and PDF fetching as Markdown, prompt-based data extraction and cited multi-source deep research.
|
||
- [glennprime/synthnet-mcp](https://github.com/glennprime/synthnet-mcp) [](https://glama.ai/mcp/servers/glennprime/synthnet-mcp) 🎖️ 📇 ☁️ - SynthNet, a social network for AI agents: join with a keypair, paint a daily self-portrait, reply to humans and agents, and keep a persistent reputation.
|
||
- [taisly/agent](https://github.com/taisly/agent) [](https://glama.ai/mcp/servers/taisly/agent) 📇 ☁️ - Publish or schedule social videos to TikTok, Instagram Reels, YouTube Shorts, X and Facebook through Taisly, with account discovery and video validation.
|
||
- [bulatko/vk-mcp-server](https://github.com/bulatko/vk-mcp-server) [](https://glama.ai/mcp/servers/bulatko/vk-mcp-server) 📇 ☁️ - Access the VK (VKontakte) social network API: users, walls, groups, friends, newsfeed, photos and community stats.
|
||
- [solnk-dev/solnk-mcp](https://github.com/solnk-dev/solnk-mcp) [](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp) 🎖️ 📇 ☁️ - Publish and schedule content via Solnk to X, Instagram, TikTok, YouTube, LinkedIn and more, with drafts, media upload and post analytics.
|
||
- [timkulbaev/mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin) [](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin) 📇 ☁️ - Publish, comment and react on LinkedIn via the Unipile API, with dry-run by default.
|
||
- [tokportal/tokportal-mcp](https://github.com/tokportal/tokportal-mcp) [](https://glama.ai/mcp/servers/tokportal/tokportal-mcp) 🎖️ 📇 ☁️ - Managed TikTok, Instagram and YouTube accounts run by TokPortal's human account managers, with video upload, scheduling, analytics and webhooks.
|
||
- [realMNohgee/hermtica](https://github.com/realMNohgee/hermtica) [](https://glama.ai/mcp/servers/realMNohgee/hermtica) 📇 ☁️ - Browse and search Hermtica, a social network and marketplace for AI agents: feed, trending items, agent profiles and marketplace stats.
|
||
- [Upload-Post/upload-post-mcp](https://github.com/Upload-Post/upload-post-mcp) [](https://glama.ai/mcp/servers/@Upload-Post/upload-post-mcp) 🎖️ 📇 ☁️ 🏠 - Publish, schedule and analyze posts on TikTok, Instagram, YouTube, LinkedIn, Facebook, X, Reddit and more via Upload-Post, including comments and DMs.
|
||
- [veezeehq/veezee-mcp](https://github.com/veezeehq/veezee-mcp) [](https://glama.ai/mcp/servers/veezeehq/veezee-mcp) 🎖️ ☁️ - Real-time LinkedIn, X (Twitter) and Reddit data: profiles, companies, posts, search and sentiment.
|
||
- [Vovala14/vynly-mcp](https://github.com/Vovala14/vynly-mcp) [](https://glama.ai/mcp/servers/Vovala14/vynly-mcp) 📇 ☁️ - Post AI-generated images to Vynly, an AI-only social feed, and read and search the feed, with provenance support (C2PA, SynthID, XMP).
|
||
- [Xquik-dev/x-twitter-scraper](https://github.com/Xquik-dev/x-twitter-scraper) [](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper) 📇 ☁️ - X (Twitter) automation: post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways and monitor accounts.
|
||
- [ilyautov/vk-mcp-ru](https://github.com/ilyautov/vk-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/vk-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - VK API access: wall posts, communities, messages, market items, ads and stats, with plain-language method search and a read/write/destructive safety gate.
|
||
|
||
### 🔮 <a name="spirituality-and-esoterica"></a>Spirituality & Esoterica
|
||
|
||
Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory or esoteric tools — for AI agents that compute charts, draw cards, run dasha cycles, or generate horoscopes.
|
||
|
||
- [adityarya24/astro-skill](https://github.com/adityarya24/astro-skill) [](https://glama.ai/mcp/servers/adityarya24/astro-skill) 🐍 🏠 🍎 🪟 🐧 - Vedic astrology: kundali, Vimshottari dasha, panchang, gochar and Sade Sati, ashtakavarga, guna milan, divisional charts and Hindi janma patrika PDFs.
|
||
- [alexsu1212/freebazi-mcp](https://github.com/alexsu1212/freebazi-mcp) [](https://glama.ai/mcp/servers/alexsu1212/freebazi-mcp) 📇 🏠 🍎 🪟 🐧 - Offline Bazi (Four Pillars) charts with True Solar Time: Day Master, Ten Gods, hidden stems, Na Yin, Shen Sha, branch relations and Da Yun luck pillars.
|
||
- [arthiqlabs/vedaksha](https://github.com/arthiqlabs/vedaksha) [](https://glama.ai/mcp/servers/arthiqlabs/vedaksha) 🦀 🏠 🍎 🪟 🐧 - Self-hosted Vedic astrology: natal charts, dashas, vargas, shadbala, ashtakavarga, panchanga, transits, muhurta search, synastry and property-graph export.
|
||
- [asterwise/asterwise-mcp](https://github.com/asterwise/asterwise-mcp) [](https://glama.ai/mcp/servers/asterwise/asterwise-mcp) 🐍 ☁️ - Vedic and Western astrology: natal and divisional charts, Vimshottari dasha, panchanga, muhurta, compatibility matching, KP, Lal Kitab, numerology and tarot.
|
||
- [astroway/astroway-mcp](https://github.com/astroway/astroway-mcp) [](https://glama.ai/mcp/servers/astroway/astroway-mcp) 📇 ☁️ 🍎 🪟 🐧 - AstroWay Calculation API: natal charts, synastry, transits, Vedic dashas and vargas, tarot, numerology, Human Design and AI horoscopes.
|
||
- [davidmosiah/astral-mcp](https://github.com/davidmosiah/astral-mcp) [](https://glama.ai/mcp/servers/davidmosiah/astral-mcp) 📇 🏠 🍎 🪟 🐧 - Astrology tools for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact payloads.
|
||
- [mihnin/stellara-mcp](https://github.com/mihnin/stellara-mcp) [](https://glama.ai/mcp/servers/mihnin/stellara-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deterministic Western astrology via Swiss Ephemeris: natal charts, transits, synastry and a birthplace resolver with coordinates and historical UTC offsets.
|
||
- [nmhaaa3218/TuViMCP](https://github.com/nmhaaa3218/TuViMCP) [](https://glama.ai/mcp/servers/nmhaaa3218/TuViMCP) 🐍 🏠 🍎 🪟 🐧 - Vietnamese Tử Vi horoscope calculation: traditional pattern evaluations, transit charts, auspicious date checking and chart rendering.
|
||
- [openephemeris/openephemeris-MCP](https://github.com/openephemeris/openephemeris-MCP) [](https://glama.ai/mcp/servers/openephemeris/openephemeris-MCP) 🎖️ 📇 🏠 🍎 🪟 🐧 - Astrology from the NASA JPL DE440 ephemeris: natal, synastry, progressions, transit search, Human Design, Vedic, BaZi and astrocartography.
|
||
- [openfate-ai/bazi-mcp](https://github.com/openfate-ai/bazi-mcp) [](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic Bazi (Four Pillars) calculations with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions and reverse Bazi lookup.
|
||
- [socraticsurge/telugu-calendar-utilities](https://github.com/socraticsurge/telugu-calendar-utilities) [](https://glama.ai/mcp/servers/socraticsurge/telugu-calendar-utilities) 🐍 🏠 - Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, festivals, good-day finder, gochara transits and daily rasi phalalu.
|
||
|
||
### 🏃 <a name="sports"></a>Sports
|
||
|
||
Tools for accessing sports-related data, results, and statistics.
|
||
|
||
- [persistmcp/aim](https://github.com/persistmcp/aim) [](https://glama.ai/mcp/servers/persistmcp/aim) 🐍 ☁️ - Workout memory: logs sets, weights, estimated 1RM, per-muscle volume and recovery so the next session is planned from your training history.
|
||
- [anup-shesh/garmin-local-mcp](https://github.com/anup-shesh/garmin-local-mcp) [](https://glama.ai/mcp/servers/anup-shesh/garmin-local-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first Garmin data warehouse: incremental SQLite sync with trends, lag-aware correlations, personal baselines, anomaly detection and FIT-file import.
|
||
- [arturogarrido/claudinho](https://github.com/arturogarrido/claudinho) [](https://glama.ai/mcp/servers/arturogarrido/claudinho) 📇 🏠 🍎 🪟 🐧 - Live scores, fixtures, standings and read-only prediction-market signals for the 2026 World Cup.
|
||
- [Backspace-me/sportscore-mcp](https://github.com/Backspace-me/sportscore-mcp) [](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp) 📇 ☁️ 🍎 🪟 🐧 - Live scores, standings, top scorers, player stats and knockout brackets for football, basketball, cricket and tennis.
|
||
- [bartokulus/openfoot-mcp](https://github.com/bartokulus/openfoot-mcp) [](https://glama.ai/mcp/servers/bartokulus/openfoot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Football fixtures, results, standings, lineups, live timelines, shot-level xG and match context (form, Elo, rest, head-to-head) via the OpenFoot API.
|
||
- [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) 🏎️ ☁️ - Sports data via the Cloudbet API: upcoming events, live odds, stake limits and market info across soccer, basketball, tennis, esports and more.
|
||
- [DanielTomaro13/sportsdata-mcp](https://github.com/DanielTomaro13/sportsdata-mcp) [](https://glama.ai/mcp/servers/DanielTomaro13/sportsdata-mcp) 🐍 🏠 🍎 🪟 🐧 - Live sports data and cross-book odds from bookmakers like Betfair, Pinnacle and FanDuel, league feeds, racing, and Kalshi and Polymarket prediction markets.
|
||
- [davidmosiah/whoop-mcp](https://github.com/davidmosiah/whoop-mcp) [](https://glama.ai/mcp/servers/davidmosiah/whoop-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first access to WHOOP recovery, HRV, sleep, strain and performance data, with tokens stored locally.
|
||
- [dohyung1/x402-fpl-api](https://github.com/dohyung1/x402-fpl-api) [](https://glama.ai/mcp/servers/dohyung1/x402-fpl-api) 🐍 🏠 - Personalized Fantasy Premier League insights: captain picks, transfer suggestions, differentials, fixture outlook, price predictions and live points.
|
||
- [csjoblom/musclesworked-mcp](https://github.com/csjoblom/musclesworked-mcp) 📇 ☁️ - Exercise-to-muscle mapping: look up muscles worked by exercises, analyze workouts for gaps and find alternative exercises ranked by muscle overlap.
|
||
- [evanatpizzarobot/draftcall-mcp](https://github.com/evanatpizzarobot/draftcall-mcp) [](https://glama.ai/mcp/servers/evanatpizzarobot/draftcall-mcp) 📇 ☁️ 🍎 🪟 🐧 - NFL fantasy football: head-to-head player comparisons, PPR, half-PPR and standard rankings, positional scarcity and bye-week conflicts, with cited sources.
|
||
- [googlarz/suunto-mcp](https://github.com/googlarz/suunto-mcp) [](https://glama.ai/mcp/servers/googlarz/suunto-mcp) 📇 ☁️ 🍎 🪟 🐧 - Suunto watch data via the Suunto API: workouts, time-series samples, FIT decoding, GPX export, 24/7 activity, sleep and recovery/HRV.
|
||
- [guillochon/mlb-api-mcp](https://github.com/guillochon/mlb-api-mcp) 🐍 🏠 - Proxy to the public MLB API for player info, stats and game information.
|
||
- [iFan6oy/flash-props-mcp](https://github.com/iFan6oy/flash-props-mcp) [](https://glama.ai/mcp/servers/iFan6oy/flash-props-mcp) 📇 ☁️ - Live sports betting player props for NBA, MLB, NFL, NHL, NCAA and soccer, unified from sportsbooks with American odds, pre-game and live.
|
||
- [JamsusMaximus/trainingpeaks-mcp](https://github.com/JamsusMaximus/trainingpeaks-mcp) 🐍 🏠 - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics and compare power and pace PRs.
|
||
- [jordanlyall/wc26-mcp](https://github.com/jordanlyall/wc26-mcp) [](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp) 📇 🏠 🍎 🪟 🐧 - FIFA World Cup 2026 data: matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds and standings.
|
||
- [khaoss85/arvo-mcp](https://github.com/khaoss85/arvo-mcp) 📇 ☁️ - Arvo AI workout coach: access training data, workout history, personal records and body progress.
|
||
- [krmisystems/fantasy-football-manager](https://github.com/krmisystems/fantasy-football-manager) [](https://glama.ai/mcp/servers/krmisystems/fantasy-football-manager) 🐍 🏠 🪟 🐧 - ESPN fantasy football tools: draft simulations, lineup recommendations and browser actions within configurable user limits.
|
||
- [labeveryday/nba_mcp_server](https://github.com/labeveryday/nba_mcp_server) 🐍 🏠 - Live and historical NBA statistics: player stats, game scores, team data and advanced analytics.
|
||
- [lacausecrypto/mcp-sports-hub](https://github.com/lacausecrypto/mcp-sports-hub) [](https://glama.ai/mcp/servers/lacausecrypto/mcp-sports-hub) 📇 🏠 🍎 🪟 🐧 - Aggregated sports data: live scores, standings, player stats and betting odds for NFL, NBA, MLB, NHL, soccer, tennis, cricket, golf, MMA, F1 and esports.
|
||
- [livetennisapi/livetennisapi-mcp](https://github.com/livetennisapi/livetennisapi-mcp) [](https://glama.ai/mcp/servers/livetennisapi/livetennisapi-mcp) 📇 ☁️ 🍎 🪟 🐧 - Real-time ATP, WTA, Challenger and ITF tennis data: live scores, players, fixtures, model win probability and match-winner market prices.
|
||
- [lumifyai/lumify](https://github.com/lumifyai/lumify) [](https://glama.ai/mcp/servers/lumifyai/lumify) 📇 ☁️ - Sports intelligence: schedules, live scores, odds, betting splits and explainable bet confidence.
|
||
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - Player, team and game information for the NBA, NFL and MLB via the balldontlie API.
|
||
- [Milofax/xert-mcp](https://github.com/Milofax/xert-mcp) 📇 ☁️ - XERT cycling analytics: fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics and MPA analysis.
|
||
- [NasserAlbusaidi/macrofactor-mcp](https://github.com/NasserAlbusaidi/macrofactor-mcp) [](https://glama.ai/mcp/servers/NasserAlbusaidi/macrofactor-mcp) 🐍 🏠 🍎 🐧 - Combines MacroFactor nutrition data with Garmin training data for recovery checks, daily briefings, weekly reports and nutrition-performance correlations.
|
||
- [partymola/bosch-flow-mcp](https://github.com/partymola/bosch-flow-mcp) [](https://glama.ai/mcp/servers/partymola/bosch-flow-mcp) 🐍 ☁️ 🏠 - Read-only Bosch eBike Flow (Smart System) data: battery health and charge cycles, components and firmware, live charge level and per-ride activity.
|
||
- [partymola/fitbit-mcp](https://github.com/partymola/fitbit-mcp) [](https://glama.ai/mcp/servers/partymola/fitbit-mcp) 🐍 ☁️ 🏠 - Fitbit Web API access with a local SQLite cache and trend analysis for heart rate, activity, exercises, sleep, weight, SpO2 and HRV.
|
||
- [partymola/google-health-mcp](https://github.com/partymola/google-health-mcp) [](https://glama.ai/mcp/servers/partymola/google-health-mcp) 🐍 ☁️ 🏠 - Google Health API with a local SQLite cache, offline mode and trend analysis for heart rate, activity, sleep, weight, SpO2, HRV, ECG and irregular rhythms.
|
||
- [partymola/withings-mcp](https://github.com/partymola/withings-mcp) [](https://glama.ai/mcp/servers/partymola/withings-mcp) 🐍 ☁️ 🏠 - Withings Health API with a local SQLite cache and trend analysis for body composition, sleep, activity, workouts and ECG.
|
||
- [proplineapi/propline-mcp](https://github.com/proplineapi/propline-mcp) [](https://glama.ai/mcp/servers/proplineapi/propline-mcp) 📇 ☁️ - Live sports betting odds, cross-book +EV and graded prop resolution against box scores for MLB, NBA, NHL, NFL, soccer and UFC.
|
||
- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Cycling race data from FirstCycling: start lists, race results, rider information and statistics.
|
||
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁️ - Access Strava data via the Strava API.
|
||
- [rajanshxrma/cadence](https://github.com/rajanshxrma/cadence) [](https://glama.ai/mcp/servers/rajanshxrma/cadence) 🐍 🏠 🍎 - Local-first health context from WHOOP and Apple Health: sleep, recovery, workouts and personal baselines in a local SQLite store.
|
||
- [rajdeepmondaldotcom/whoop-mcp-server](https://github.com/rajdeepmondaldotcom/whoop-mcp-server) [](https://glama.ai/mcp/servers/rajdeepmondaldotcom/whoop-mcp-server) 🐍 🏠 🍎 🪟 🐧 - WHOOP recovery, sleep, strain and workouts with trend analysis, lag-aware correlations, training load and full-history export, plus a demo mode.
|
||
- [RobSpectre/mvf1](https://github.com/RobSpectre/mvf1) 🐍 ☁️ - Control MultiViewer, an app for watching motorsports like Formula 1, World Endurance Championship and IndyCar.
|
||
- [shkyyy18/mi_fitness_data_bridge](https://github.com/shkyyy18/mi_fitness_data_bridge) [](https://glama.ai/mcp/servers/shkyyy18/mi_fitness_data_bridge) 🐍 🏠 ☁️ - Unofficial Mi Fitness connector: local SQLite storage and JSON/CSV exports of sleep, activity, workouts and other records.
|
||
- [slaat/garmin-connect-workouts-mcp](https://github.com/slaat/garmin-connect-workouts-mcp) [](https://glama.ai/mcp/servers/slaat/garmin-connect-workouts-mcp) 📇 🏠 - Create structured Garmin Connect workouts from natural language: pace, HR, power and cadence targets, repeat blocks, swim strokes and pool lengths.
|
||
- [TheRundown/data-mcp](https://github.com/TheRundown/data-mcp) [](https://glama.ai/mcp/servers/TheRundown/data-mcp) 🎖️ 📇 ☁️ 🏠 - Read-only TheRundown data for sports, markets, affiliates, events, futures and open main-line odds.
|
||
- [XWeaponX7/rundida-mcp](https://github.com/XWeaponX7/rundida-mcp) [](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp) 📇 ☁️ - Running calculators: pace, time and distance, race time predictions (Riegel formula), heart rate training zones (Karvonen method) and marathon event data.
|
||
- [seang1121/sports-betting-mcp](https://github.com/seang1121/sports-betting-mcp) [](https://glama.ai/mcp/servers/seang1121/sports-betting-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Sports betting picks, odds, injuries and line movement for NBA, NHL, NCAAB and MLB, with visual bet slip cards showing edges.
|
||
- [turnnoblindeye/wellness-project-mcp](https://github.com/turnnoblindeye/wellness-project-mcp) [](https://glama.ai/mcp/servers/turnnoblindeye/wellness-project-mcp) 🎖️ ☁️ - Read workouts, sleep, nutrition and recovery data from Apple Health, Fitbit, Oura and Google Health Connect, with inline chart widgets.
|
||
- [willvelida/mcp-afl-server](https://github.com/willvelida/mcp-afl-server) ☁️ - Australian Football League teams, ladder standings, results, tips and power rankings via the Squiggle API.
|
||
- [wmmg101/kilter-mcp](https://github.com/wmmg101/kilter-mcp) [](https://glama.ai/mcp/servers/wmmg101/kilter-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Unofficial, read-only access to your Kilter Board climbing logbook: sessions, sends, projects, grade pyramid, progression and wall-angle comparison.
|
||
- [Zsadigzade/trainbud](https://github.com/Zsadigzade/trainbud) [](https://glama.ai/mcp/servers/Zsadigzade/trainbud) 📇 🏠 🍎 🪟 🐧 - Local analysis of Garmin Connect activities, sleep, recovery, body composition, stress and VO2 max against 28-day baselines, with memory for goals and races.
|
||
### 🎧 <a name="support-and-service-management"></a>Support & Service Management
|
||
Tools for managing customer support, IT service management, and helpdesk operations.
|
||
- [webmilmind1/deskcrew-mcp](https://github.com/webmilmind1/deskcrew-mcp) [](https://glama.ai/mcp/servers/webmilmind1/deskcrew-mcp) ☁️ - Support desk for AI agents: run tickets with per-action x402 USDC payments, or create and run a bounty board owned by the paying wallet.
|
||
- [aikts/yandex-tracker-mcp](https://github.com/aikts/yandex-tracker-mcp) 🐍 ☁️ 🏠 - Search and retrieve Yandex Tracker issues, queues and users.
|
||
- [asyntai/mcp-bridge](https://github.com/asyntai/mcp-bridge) [](https://glama.ai/mcp/servers/asyntai/mcp-bridge) 🎖️ 📇 ☁️ - Manage your website's Asyntai AI support agent: knowledge base, agent instructions, conversations and leads, live visitor replies and plan usage.
|
||
- [Berckan/bugherd-mcp](https://github.com/Berckan/bugherd-mcp) 📇 ☁️ - BugHerd bug tracking: list projects, filter tasks by status, priority or tag, get task details and read comments.
|
||
- [crisphive/crisphive-mcp](https://github.com/crisphive/crisphive-mcp) [](https://glama.ai/mcp/servers/crisphive/crisphive-mcp) 🎖️ ☁️ - Field-service dispatch and technician scheduling: book jobs against live availability, quote and confirm, and reschedule around emergencies.
|
||
- [effytech/freshdesk-mcp](https://github.com/effytech/freshdesk_mcp) 🐍 ☁️ - Interact with Freshdesk modules and perform support operations.
|
||
- [omnom62/freshdesk-mcp](https://github.com/omnom62/freshdesk-mcp) [](https://glama.ai/mcp/servers/omnom62/freshdesk-mcp) 🏎️ ☁️ 🏠 - Self-hosted Freshdesk server: ticket search, conversations, attachment text extraction, image OCR and status, group and company enrichment.
|
||
- [incentivai/quickchat-ai-mcp](https://github.com/incentivai/quickchat-ai-mcp) 🐍 🏠 ☁️ - Expose your Quickchat AI agent as an MCP server, giving AI apps real-time access to its knowledge base and conversational capabilities.
|
||
- [michaelrice/zendesk-mcp](https://github.com/michaelrice/zendesk-mcp) [](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Read and write Zendesk tickets, comments, views, macros, users, groups, organizations and time tracking, with optional Help Center and GitLab integration.
|
||
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - Atlassian Jira operations: issue management, sprint planning and workflow transitions.
|
||
- [raalarcon9705/jira-mcp](https://github.com/raalarcon9705/jira-mcp) [](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp) 📇 ☁️ - Jira and Confluence: issue CRUD, sprint lifecycle, comments, transitions, user management and wiki pages.
|
||
- [selic/mcp-itglue](https://github.com/selic/mcp-itglue) [](https://glama.ai/mcp/servers/selic/mcp-itglue) 📇 ☁️ - IT Glue, the MSP documentation platform: semantic search over documentation, document and flexible-asset read/write, and role-based access control.
|
||
- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Search, read, create and manage Confluence and Jira content, supporting Confluence Cloud, Jira Cloud and Jira Server/Data Center.
|
||
- [tracegazer/invgate-service-desk-mcp](https://github.com/tracegazer/invgate-service-desk-mcp) [](https://glama.ai/mcp/servers/tracegazer/invgate-service-desk-mcp) 🐍 ☁️ - InvGate Service Desk: incidents, users, knowledge base, assets, custom fields, workflows and time tracking, read-only by default with opt-in writes.
|
||
|
||
### 🌎 <a name="translation-services"></a>Translation Services
|
||
|
||
Translation tools and services to enable AI assistants to translate content between different languages.
|
||
|
||
- [KyaniteLabs/DialectOS](https://github.com/KyaniteLabs/DialectOS) [](https://glama.ai/mcp/servers/KyaniteLabs/DialectOS) 📇 🏠 - Spanish dialect localization: translate and QA-check text across 25 regional variants with register control, structure preservation and quality gates.
|
||
- [mmntm/weblate-mcp](https://github.com/mmntm/weblate-mcp) 📇 ☁️ - Weblate translation management: translation tasks, project management and content discovery with format transformations.
|
||
- [RaiGanja/kaeris-mcp](https://github.com/RaiGanja/kaeris-mcp) [](https://glama.ai/mcp/servers/RaiGanja/kaeris-mcp) 🐍 ☁️ - Translate app string files (JSON, .arb, .po, .strings, Android XML) into 46 languages with placeholder-safe, reproducible output.
|
||
- [shuji-bonji/xcomet-mcp-server](https://github.com/shuji-bonji/xcomet-mcp-server) 📇 🏠 - Translation quality evaluation with xCOMET models: quality scoring, error detection with severity levels and batch processing.
|
||
- [translated/lara-mcp](https://github.com/translated/lara-mcp) 🎖️ 📇 ☁️ - Translate text with the Lara Translate API, including language detection and context-aware translations.
|
||
- [waxberry-dev/live-translate-mcp](https://github.com/waxberry-dev/live-translate-mcp) [](https://glama.ai/mcp/servers/waxberry-dev/live-translate-mcp) 📇 🏠 🍎 🐧 - Real-time English-Mandarin speech translation: local Whisper transcription, translation via the Claude API and local speech synthesis with Piper TTS.
|
||
|
||
### 🎙️ <a name="speech-to-text"></a>Speech-to-Text
|
||
|
||
- [eviscerations/whisper-windows-mcp](https://github.com/eviscerations/whisper-windows-mcp) [](https://glama.ai/mcp/servers/eviscerations/whisper-windows-mcp) 📇 🏠 🪟 - Local audio and video transcription on Windows using whisper.cpp with Vulkan GPU acceleration: batch processing, multilingual support and background jobs.
|
||
- [ankurmans/pepys-mcp](https://github.com/ankurmans/pepys-mcp) [](https://glama.ai/mcp/servers/ankurmans/pepys-mcp) 📇 ☁️ 🏠 - Transcribe audio, video, YouTube links and podcast feeds via Pepys, with speaker diarization, SRT/VTT export and transcript search.
|
||
- [spokenmd/spoken](https://github.com/spokenmd/spoken) [](https://glama.ai/mcp/servers/spokenmd/spoken) 📇 ☁️ - Search podcast episodes and fetch published transcripts as Markdown with real speaker names via the Spoken API.
|
||
|
||
### 🎧 <a name="text-to-speech"></a>Text-to-Speech
|
||
|
||
Tools for converting text-to-speech and vice-versa
|
||
|
||
- [daisys-ai/daisys-mcp](https://github.com/daisys-ai/daisys-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate text-to-speech and text-to-voice audio with the DAISYS platform, and play and store the generated audio.
|
||
- [fasuizu-br/brainiall-mcp-server](https://github.com/fasuizu-br/brainiall-mcp-server) [](https://glama.ai/mcp/servers/fasuizu-br/brainiall-mcp-server) 🐍 ☁️ - Speech tools: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection and text-to-speech with multiple voices.
|
||
- [forgemeshlabs/voice-mcp](https://github.com/forgemeshlabs/voice-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/voice-mcp) 📇 ☁️ - Pay-per-call x402 speech generation on Base: multiple voices, personas and languages, speed and quality controls, OpenAI-style requests and batch audio.
|
||
- [loudreader/loudkit](https://github.com/loudreader/loudkit) [](https://glama.ai/mcp/servers/loudreader/loudkit) 🐍 🏠 🍎 🪟 🐧 - Local text-to-speech from an on-device model with multiple voices and languages, cloned voice profiles and WAV, FLAC, MP3 or Opus output.
|
||
- [mbailey/voice-mcp](https://github.com/mbailey/voice-mcp) 🐍 🏠 - Voice interaction: speech-to-text, text-to-speech and real-time voice conversations via local microphone, OpenAI-compatible APIs and LiveKit.
|
||
- [mberg/kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp) 🐍 🏠 - Text-to-speech with the open-weight Kokoro TTS models, saving MP3s locally or uploading them to an S3 bucket.
|
||
- [transcribe-app/mcp-transcribe](https://github.com/transcribe-app/mcp-transcribe) 📇 🏠 - Transcribe audio and video files and voice memos and work with their text content.
|
||
- [ybouhjira/claude-code-tts](https://github.com/ybouhjira/claude-code-tts) 🏎️ ☁️ 🍎 🪟 🐧 - Text-to-speech for Claude Code using OpenAI's TTS API, with multiple voices and cross-platform playback.
|
||
|
||
### 🚆 <a name="travel-and-transportation"></a>Travel & Transportation
|
||
|
||
Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
|
||
|
||
- [HasData/airbnb-mcp](https://github.com/HasData/airbnb-mcp) [](https://glama.ai/mcp/servers/HasData/airbnb-mcp) 📇 ☁️ - Search Airbnb stays by location, dates and guests, and read full listing details (price, amenities, host, reviews) as JSON.
|
||
- [HasData/booking-mcp](https://github.com/HasData/booking-mcp) [](https://glama.ai/mcp/servers/HasData/booking-mcp) 📇 ☁️ - Search Booking.com stays by destination and dates, and read full property details (rooms, rates, facilities, review scores) as JSON.
|
||
- [afiliptsov/pickadive-mcp](https://github.com/afiliptsov/pickadive-mcp) [](https://glama.ai/mcp/servers/afiliptsov/pickadive-mcp) 🎖️ ☁️ - Scuba dive planning: ranked dive-forecast windows, month-by-month climatology, marine-life seasonality from GBIF sightings and dive site facts.
|
||
- [SEKeener/airtreks-mcp](https://github.com/SEKeener/airtreks-mcp) [](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp) 📇 ☁️ - Multi-city flight routing: plan round-the-world trips, validate Star Alliance and oneworld routings, and get per-segment carrier recommendations.
|
||
- [alcylu/nightlife-mcp](https://github.com/alcylu/nightlife-mcp) [](https://glama.ai/mcp/servers/alcylu/nightlife-mcp) 📇 ☁️ - Tokyo nightlife: event discovery, venue search, performer info, recommendations and VIP table booking.
|
||
- [amirdaraee/luxembourg-mcp](https://github.com/amirdaraee/luxembourg-mcp) [](https://glama.ai/mcp/servers/amirdaraee/luxembourg-mcp) 🎖️ 🐍 ☁️ 🏠 - Luxembourg public data: laws, statistics, live parking and traffic, weather alerts, environment, parliament, geodata, GTFS stops and the open-data catalogue.
|
||
- [AutomationSquadOS/mcp-samsara](https://github.com/AutomationSquadOS/mcp-samsara) [](https://glama.ai/mcp/servers/AutomationSquadOS/mcp-samsara) 📇 🏠 - Unofficial Samsara fleet management: vehicles and live locations, route creation and optimization, driver records, Hours-of-Service compliance and webhooks.
|
||
- [Autonomad1/autonomad-travel](https://github.com/Autonomad1/autonomad-travel) [](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel) 📇 ☁️ - Travel agent: search live flights, hotels, activities and events worldwide and complete bookings on Autonomad.
|
||
- [campertunity/mcp-server](https://github.com/campertunity/mcp-server) 🎖️ 📇 🏠 - Search campgrounds worldwide on Campertunity, check availability and get booking links.
|
||
- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) 🐍 🏠 - Query Tesla vehicle data and analytics from your TeslaMate database.
|
||
- [Departi/mcp-server](https://github.com/Departi/mcp-server) [](https://glama.ai/mcp/servers/Departi/mcp-server) ☁️ - Travel compliance and booking for digital nomads in Europe: visa requirements, tax residency, Schengen 90/180-day tracking, accommodation and transport.
|
||
- [flight-master-dast/aviation-data-mcp](https://github.com/flight-master-dast/aviation-data-mcp) [](https://glama.ai/mcp/servers/flight-master-dast/aviation-data-mcp) 🎖️ 📇 ☁️ - Flight Master DAST aviation data: flight status, route search, onboard comfort, delay and cancellation risk, airport weather and flight trajectories.
|
||
- [Flightmussy/sunshine-atlas-mcp](https://github.com/Flightmussy/sunshine-atlas-mcp) [](https://glama.ai/mcp/servers/Flightmussy/sunshine-atlas-mcp) 📇 ☁️ - Monthly sunshine scores, temperatures, rainfall and sea temperatures for destinations: sunny-month rankings, when-to-visit lookups and comparisons.
|
||
- [Flightmussy/trainrouter-atlas](https://github.com/Flightmussy/trainrouter-atlas) [](https://glama.ai/mcp/servers/Flightmussy/trainrouter-atlas) 📇 ☁️ - World train-route atlas: search notable high-speed, scenic and night train routes and get facts and geometry for each.
|
||
- [forgemeshlabs/travel-agent-mcp](https://github.com/forgemeshlabs/travel-agent-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp) 📇 ☁️ - Travel utilities and x402 pay-per-call travel intelligence: disruption checks, day trips, weekend getaways, weather-aware planning and currency conversion.
|
||
- [forgemeshlabs/travel-mcp](https://github.com/forgemeshlabs/travel-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp) 📇 ☁️ - Travel search workflow: airport lookup, route comparison, timing guidance and external booking links via generic travel search providers.
|
||
- [gondola-ai/gondola-mcp](https://github.com/gondola-ai/gondola-mcp) [](https://glama.ai/mcp/servers/gondola-ai/gondola-mcp) 🎖️ ☁️ - Cash and award (points) rates side by side for hotels, flights and rental cars, with cents-per-point valuations, loyalty balances, rate alerts and booking.
|
||
- [gregoriofraile/gasolineras-mcp](https://github.com/gregoriofraile/gasolineras-mcp) [](https://glama.ai/mcp/servers/gregoriofraile/gasolineras-mcp) 🐍 ☁️ - Fuel prices at gas stations in Spain from the Spanish government's open data API, sorted by price per municipality.
|
||
- [sitebox/kids-stay-mcp](https://github.com/sitebox/kids-stay-mcp) [](https://glama.ai/mcp/servers/sitebox/kids-stay-mcp) 🎖️ ☁️ - Kid-friendly hotels in Japan: search by verified conditions such as baby beds, diaper-friendly baths and kids' meals, with sources and verification dates.
|
||
- [HemmaBo-se/hemmabo-mcp-server](https://github.com/HemmaBo-se/hemmabo-mcp-server) [](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server) 📇 ☁️ 🎖️ - Direct booking for vacation rentals: discover a host's domain, verify signed stay offers, check live availability and prices, and book with the host.
|
||
- [haomingkoo/japan-seasons-mcp](https://github.com/haomingkoo/japan-seasons-mcp) [](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp) 📇 ☁️ - Japan seasonal travel: cherry blossom forecasts, autumn leaves, flower spots, fruit picking and festivals, using Japan Meteorological Corporation data.
|
||
- [lodordev/mcp-teslamate-fleet](https://github.com/lodordev/mcp-teslamate-fleet) [](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet) 🐍 🏠 - TeslaMate analytics and Tesla Fleet API commands: telemetry, driving history, energy analytics and remote control of climate, charging, locks and sentry.
|
||
- [helpful-AIs/triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp) 📇 ☁️ - Plan and manage Triplyfy itineraries with interactive maps, places and notes, and search and save flights.
|
||
- [isabellaliebgott/mcp-esim](https://github.com/isabellaliebgott/mcp-esim) [](https://glama.ai/mcp/servers/isabellaliebgott/mcp-esim) 📇 ☁️ - Buy travel eSIMs via Stripe or Bitcoin checkout and receive the QR code by email.
|
||
- [jordantete/verychic-mcp](https://github.com/jordantete/verychic-mcp) [](https://glama.ai/mcp/servers/jordantete/verychic-mcp) 🐍 🏠 - Read-only access to VeryChic flash-sale hotel deals: search and filter offers and check availability and prices by date.
|
||
- [klabianco/plantrip-mcp-server](https://github.com/klabianco/plantrip-mcp-server) [](https://glama.ai/mcp/servers/klabianco/plantrip-mcp-server) 📇 🏠 - Travel planning via Plantrip: day-by-day itineraries, packing lists, weather insights and trip cost estimates, each as a shareable page.
|
||
- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - U.S. National Parks data from the National Park Service API: park details, alerts, visitor centers, campgrounds and events.
|
||
- [lucygoodchild/mcp-national-rail](https://github.com/lucygoodchild/mcp-national-rail) 📇 ☁️ - UK National Rail train schedules and live travel information via the Realtime Trains API.
|
||
- [mafedelahoz/mcp-cuddlynest](https://github.com/mafedelahoz/mcp-cuddlynest) [](https://glama.ai/mcp/servers/mafedelahoz/mcp-cuddlynest) 📇 ☁️ - Search CuddlyNest hotels by destination and read live room options, prices, availability and cancellation policies from public listing pages.
|
||
- [MarceauSolutions/rideshare-comparison-mcp](https://github.com/MarceauSolutions/rideshare-comparison-mcp) 🐍 ☁️ - Compare real-time Uber and Lyft fare estimates for a route, including surge, and find the cheapest option.
|
||
- [MattJeff/orizn-mcp-server](https://github.com/MattJeff/orizn-mcp-server) [](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server) 📇 ☁️ - Visa requirements for passport-destination pairs in 15 languages: visa types, required documents and travel tips.
|
||
- [onvaou-app/onvaou-itineraires-mcp](https://github.com/onvaou-app/onvaou-itineraires-mcp) [](https://glama.ai/mcp/servers/onvaou-app/onvaou-itineraires-mcp) 🎖️ 📇 ☁️ - Bike, e-bike, kick scooter, motorcycle, wheelchair and walking routes across Europe from the On va où ? Routing API, with safe, balanced and fast variants.
|
||
- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Search Airbnb and get listing details.
|
||
- [OctoTrip/rental-cars](https://github.com/OctoTrip/rental-cars) [](https://glama.ai/mcp/servers/OctoTrip/rental-cars) 🐍 ☁️ - Rental car search with real-time prices from multiple providers worldwide.
|
||
- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - Tripadvisor API access: location data, reviews and photos.
|
||
- [PeanutSplash/chelaile-mcp](https://github.com/PeanutSplash/chelaile-mcp) [](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp) 📇 🏠 🍎 🪟 🐧 - Real-time bus and metro data in China via Chelaile: arrival times, vehicle positions, timetables, nearby stops and transit routing.
|
||
- [Perufitlife/aviation-mcp](https://github.com/Perufitlife/aviation-mcp) [](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp) 📇 ☁️ - Aviation data: decoded METAR weather by ICAO code, airport and aircraft specs, an aviation glossary and FAA-style practice questions.
|
||
- [asokore/pifini-mcp](https://github.com/asokore/pifini-mcp) [](https://glama.ai/mcp/servers/asokore/pifini-mcp) 📇 ☁️ - Events, reviewed places and ticket checkout in the Caribbean and Latin America: search festivals and venues, read reviews and create Stripe checkout links.
|
||
- [Pradumnasaraf/aviationstack-mcp](https://github.com/Pradumnasaraf/aviationstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Real-time flight data from the AviationStack API: airline flights, airport schedules, future flights and aircraft types.
|
||
- [prosperkartik/hostaway-mcp](https://github.com/prosperkartik/hostaway-mcp) [](https://glama.ai/mcp/servers/prosperkartik/hostaway-mcp) 📇 ☁️ - Read-only access to Hostaway vacation rental management: listings, reservations, calendar availability, guest conversations and owner financials.
|
||
- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Dutch Railways (NS) travel information, schedules and real-time updates.
|
||
- [roamzy-io/mcp-server](https://github.com/roamzy-io/mcp-server) [](https://glama.ai/mcp/servers/roamzy-io/mcp-server) 🎖️ 📇 ☁️ - Buy and manage a global eSIM, paying per MB in USDT or USDC on chains such as TRON, Solana, Polygon and TON.
|
||
- [rsiva2294/madurai-transit-mcp](https://github.com/rsiva2294/madurai-transit-mcp) [](https://glama.ai/mcp/servers/rsiva2294/madurai-transit-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Madurai CityBus transit: direct and one-transfer route planning, TNSTC stage fare breakdowns, platform bay departures and bilingual stop search.
|
||
- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) 📇 ☁️ - Multi-modal trip planning, transport locations and real-time public transport departures via the TripGo API.
|
||
- [snenenenenenene/transita-mcp-server](https://github.com/snenenenenenene/transita-mcp-server) [](https://glama.ai/mcp/servers/snenenenenenene/transita-mcp-server) 📇 ☁️ 🏠 - Visa eligibility matching across immigration pathways in 15 countries: score a profile against government criteria and compare ranked pathways.
|
||
- [SoapyRED/freightutils-mcp](https://github.com/SoapyRED/freightutils-mcp) [](https://glama.ai/mcp/servers/SoapyRED/freightutils-mcp) 📇 ☁️ - Freight tools: ADR dangerous goods, HS codes, LDM, CBM and chargeable weight calculators, duty estimation, airline codes and UN/LOCODE.
|
||
- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) 🐍 ☁️ - Search AllTrails hiking trails and get detailed trail information.
|
||
- [street1983nk/infranode](https://github.com/street1983nk/infranode) [](https://glama.ai/mcp/servers/street1983nk/infranode) 🐍 ☁️ - German public infrastructure open data: weather, air quality, traffic, transit, parking and roadworks from DWD, Umweltbundesamt, Mobilithek and GovData.
|
||
- [tickadoo/tickadoo-mcp](https://github.com/tickadoo/tickadoo-mcp) [](https://glama.ai/mcp/servers/tickadoo/tickadoo-mcp) 📇 ☁️ - Discover and book theatre, shows, events, tours and experiences worldwide via tickadoo, with real-time prices, availability and booking links.
|
||
- [trendbender/italy-transfer](https://github.com/trendbender/italy-transfer) [](https://glama.ai/mcp/servers/trendbender/italy-transfer) 📇 ☁️ - Compare real-time train, bus, ferry and private transfer prices between Italian cities.
|
||
- [shaikhspeare/wanderlog-mcp](https://github.com/shaikhspeare/wanderlog-mcp) [](https://glama.ai/mcp/servers/shaikhspeare/wanderlog-mcp) 📇 ☁️ - Read and edit Wanderlog trip itineraries: trips, places, notes, hotels, checklists and dates.
|
||
- [vbhjckfd/timetable-api-node](https://github.com/vbhjckfd/timetable-api-node) [](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node) 📇 ☁️ - Real-time Lviv (Ukraine) public transport: stop arrivals, live vehicle positions, route geometry and nearby stop discovery.
|
||
- [vessel-api/vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp) [](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server) 📇 ☁️ - Maritime vessel tracking via VesselAPI: search vessels and get real-time positions, ETAs, port events, emissions, inspections and NAVTEX safety messages.
|
||
- [victorlane/Flyan](https://github.com/victorlane/Flyan) [](https://glama.ai/mcp/servers/victorlane/Flyan) 🐍 ☁️ - Unofficial Ryanair flight search: find one-way fares, explore destinations by country or region and find the cheapest day to fly between two airports.
|
||
- [VirajMishra1/wander-agent](https://github.com/VirajMishra1/wander-agent) [](https://glama.ai/mcp/servers/VirajMishra1/wander-agent) 🐍 🏠 🍎 🪟 🐧 - Personal travel agent: flights, hotels, visa checks, itineraries, travel advisories, currency conversion and card points/miles optimization.
|
||
- [Emanuele94/SimBrief-MCPServer](https://github.com/Emanuele94/SimBrief-MCPServer) [](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer) 🐍 🏠 🍎 🪟 🐧 - Access your SimBrief flight plans: weather (METAR/TAF/ATIS), fuel plan, weights, ATC flight plan, navlog, NOTAMs, alternates and performance analysis.
|
||
|
||
### 🔄 <a name="version-control"></a>Version Control
|
||
|
||
Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.
|
||
|
||
- [dockndevai/mcp-azure-devops](https://github.com/dockndevai/mcp-azure-devops) [](https://glama.ai/mcp/servers/dockndevai/mcp-azure-devops) 📇 🏠 🍎 🪟 🐧 - Azure DevOps work items, repos, pull requests, pipelines and projects, with access modes, project allowlists, protected projects and delete confirmation.
|
||
- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - Read and analyze GitHub repositories.
|
||
- [costajohnt/oss-autopilot](https://github.com/costajohnt/oss-autopilot) [](https://glama.ai/mcp/servers/costajohnt/oss-autopilot) 📇 ☁️ 🏠 🍎 🪟 🐧 - Open source contribution manager: PR tracking across repos, issue discovery, CI failure diagnosis and maintainer response drafting.
|
||
- [daniloneto/bitbucket-mcp](https://github.com/daniloneto/bitbucket-mcp) [](https://glama.ai/mcp/servers/daniloneto/bitbucket-mcp) 📇 ☁️ - Bitbucket Cloud pull-request review: read PRs, diffs, comments, commits and files, post inline or general comments, approve or request changes.
|
||
- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - GitHub Enterprise API integration.
|
||
- [Doucs91/hivelore](https://github.com/Doucs91/hivelore) [](https://glama.ai/mcp/servers/Doucs91/hivelore) 📇 🏠 - Policy gate for agent-written code: briefs agents on repo-specific team rules and blocks commits that reintroduce documented mistakes via Git hooks and CI.
|
||
- [firelock-ai/kin](https://github.com/firelock-ai/kin) [](https://glama.ai/mcp/servers/firelock-ai/kin) 🦀 🏠 🍎 🪟 🐧 - Graph-native code repository that shows what a code change might affect before you make it.
|
||
- [github/github-mcp-server](https://github.com/github/github-mcp-server) 📇 ☁️ - GitHub integration for repository management, pull requests, issues and more.
|
||
- [gitopia/gitopia-mcp-server](https://github.com/gitopia/gitopia-mcp-server) [](https://glama.ai/mcp/servers/gitopia/gitopia-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Gitopia decentralized Git: repos, issues, PRs, labels, releases, bounties and DAO proposals, with an approval mode for human-in-the-loop.
|
||
- [HasanJahidul/git-insight-mcp](https://github.com/HasanJahidul/git-insight-mcp) [](https://glama.ai/mcp/servers/HasanJahidul/git-insight-mcp) 📇 🏠 🍎 🪟 🐧 - Semantic git queries: blame grouped by author, introducing PR, co-change suggestions, branch hygiene, recent-work standups and full commit context.
|
||
- [jaimenbell/github-mcp](https://github.com/jaimenbell/github-mcp) [](https://glama.ai/mcp/servers/jaimenbell/github-mcp) 🐍 ☁️ - Unofficial read/write access to the GitHub REST API, with configurable tool groups, writes off by default and typed rate-limit handling.
|
||
- [jmrplens/gitlab-mcp-server](https://github.com/jmrplens/gitlab-mcp-server) [](https://glama.ai/mcp/servers/jmrplens/gitlab-mcp-server) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - GitLab REST API v4 coverage with meta-tools, resources and prompts, plus read-only and safe modes.
|
||
- [JaviMaligno/mcp-server-bitbucket](https://github.com/JaviMaligno/mcp-server-bitbucket) 🐍 ☁️ - Bitbucket repository management: PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions and source browsing.
|
||
- [JoeGlenn1213/lgh](https://github.com/JoeGlenn1213/lgh) [](https://glama.ai/mcp/servers/JoeGlenn1213/lgh) 🏎️ 🏠 🍎 🪟 🐧 - Local Git hosting for coding agents: serve any directory as an HTTP Git remote with push events, commit statuses, secret and large-file detection and backups.
|
||
- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁️ - AtomGit integration for repository management, pull requests, issues, branches, labels and more.
|
||
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interact with issues and merge requests in your GitLab projects.
|
||
- [linnea-bakshi/gha-doctor](https://github.com/linnea-bakshi/gha-doctor) [](https://glama.ai/mcp/servers/linnea-bakshi/gha-doctor) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Read-only GitHub Actions health checks: wasted CI compute costs, flaky tests from job logs, slow-run analysis and workflow linting with auto-fix previews.
|
||
- [madeinplutofabio/vibe-revert](https://github.com/madeinplutofabio/vibe-revert) [](https://glama.ai/mcp/servers/madeinplutofabio/vibe-revert) 📇 🏠 🍎 🪟 🐧 - Local safety layer for coding agents: deterministic risk checks, checkpoints and policy inspection, plus restoring files to their pre-session state.
|
||
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Read, search and analyze local Git repositories.
|
||
- [MongLong0214/commitlore](https://github.com/MongLong0214/commitlore) [](https://glama.ai/mcp/servers/MongLong0214/commitlore) 📇 🏠 🍎 🪟 🐧 - Returns active decision records for a path before an agent edits it: constraints, ruled-out alternatives and warnings, stored as git trailers and notes.
|
||
- [mshegolev/gitlab-ci-mcp](https://github.com/mshegolev/gitlab-ci-mcp) [](https://glama.ai/mcp/servers/mshegolev/gitlab-ci-mcp) 🐍 ☁️ 🏠 - GitLab CI/CD pipelines, jobs, schedules, merge requests and files, for GitLab SaaS or self-hosted instances.
|
||
- [nikolay-e/diffctx](https://github.com/nikolay-e/diffctx) [](https://glama.ai/mcp/servers/@nikolay-e/diffctx) 🐍 🏠 🍎 🪟 🐧 - Selects the minimum code context needed to understand a git diff, using deterministic graph-based fragment selection under a token budget.
|
||
- [noordeen123/culprit](https://github.com/noordeen123/culprit) [](https://glama.ai/mcp/servers/noordeen123/culprit) 🐍 🏠 🍎 🪟 🐧 - Offline root-cause analysis for coding agents: rank the commit that introduced a regression, map a feature's blast radius and verify a fix is complete.
|
||
- [QuentinCody/github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server) 🐍 ☁️ - Unofficial access to GitHub's GraphQL API for flexible queries on repository data, issues, pull requests and other resources.
|
||
- [rafim-dev/mcp-smart-git](https://github.com/rafim-dev/mcp-smart-git) [](https://glama.ai/mcp/servers/rafim-dev/mcp-smart-git) 📇 🏠 🍎 🪟 🐧 - Git helper for conventional commits, pre-PR secret audits and merge conflict resolution.
|
||
- [raohwork/forgejo-mcp](https://github.com/raohwork/forgejo-mcp) 🏎️ ☁️ - Manage your repositories on a Forgejo or Gitea server.
|
||
- [ReviewGate/reviewgate](https://github.com/ReviewGate/reviewgate) [](https://glama.ai/mcp/servers/ReviewGate/reviewgate) 🎖️ 📇 🏠 🍎 🪟 🐧 - Code review against your team's written rules: a generator finds issues and an independent judge filters them, with a pre-push gate and PR bot.
|
||
- [TamiShaks-2/git-context-mcp](https://github.com/TamiShaks-2/git-context-mcp) 🐍 🏠 - Structured Git repository analysis: project status, recent activity, code map and risk hotspots.
|
||
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps integration for repository management, work items and pipelines.
|
||
- [wkoverfield/quilt](https://github.com/wkoverfield/quilt) [](https://glama.ai/mcp/servers/wkoverfield/quilt) 📇 🏠 🍎 🪟 🐧 - Line-level authorship in a shared Git checkout: multiple coding agents work in one repo, each committing only its own lines, with symbol-level claims.
|
||
- [zach-snell/bbkt](https://github.com/zach-snell/bbkt) [](https://glama.ai/mcp/servers/zach-snell/bbkt) 🏎️ ☁️ 🍎 🪟 🐧 - Bitbucket Cloud workspaces, repos, PRs, pipelines, issues and source code, hiding tools the API key cannot use.
|
||
- [zarcherlot/code-relay](https://github.com/zarcherlot/code-relay) [](https://glama.ai/mcp/servers/zarcherlot/code-relay) 🏎️ 🏠 🍎 🪟 🐧 - Branch-scoped runbooks and cross-machine verification with auditable receipts for coding agents.
|
||
|
||
### 🏢 <a name="workplace-and-productivity"></a>Workplace & Productivity
|
||
|
||
- [adacreativeco/ada-turbo-ai-mcp](https://github.com/adacreativeco/ada-turbo-ai-mcp) [](https://glama.ai/mcp/servers/adacreativeco/ada-turbo-ai-mcp) 🐍 🏠 🪟 🍎 🐧 - Agency OS: specialized AI roles with a real-time retro Pixel Office visualizer and a multi-provider LLM engine.
|
||
- [alex13slem/openproject-codex-plugin](https://github.com/alex13slem/openproject-codex-plugin) [](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - OpenProject API v3 with Community Edition support: search, create, update, assign, prioritize and comment on work packages.
|
||
- [CrossPaste/crosspaste-desktop](https://github.com/CrossPaste/crosspaste-desktop) [](https://glama.ai/mcp/servers/CrossPaste/crosspaste-desktop) 🎖️ ☕ 🏠 🍎 🪟 🐧 - Cross-device clipboard manager: search synced clipboard history, read OCR text from copied images and add new clipboard items.
|
||
- [mayeu20/nerdychefs-mcp](https://github.com/mayeu20/nerdychefs-mcp) [](https://glama.ai/mcp/servers/mayeu20/nerdychefs-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search and browse the NerdyChefs.ai prompt library by task, open prompt packs or pick a random prompt.
|
||
- [ni-c/rustpad-mcp](https://github.com/ni-c/rustpad-mcp) [](https://glama.ai/mcp/servers/ni-c/rustpad-mcp) 📇 🏠 🍎 🪟 🐧 - Read and edit self-hosted Rustpad collaborative pads, merging edits live with human typing and requiring confirmation to replace a pad.
|
||
- [wisflux/docmost-local-mcp](https://github.com/wisflux/docmost-local-mcp) [](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp) 🦀 🏠 🍎 🪟 🐧 - Read and write spaces, pages, comments and members in self-hosted Docmost, including the Community Edition.
|
||
- [temporal-cortex/mcp](https://github.com/temporal-cortex/mcp) [](https://glama.ai/mcp/servers/@billylui/cortex-mcp) 🦀 ☁️ 🏠 - Calendar middleware for scheduling, multi-calendar availability and conflict-free booking across Google Calendar, Outlook and CalDAV, with RRULE expansion.
|
||
- [Agentled/mcp-server](https://github.com/Agentled/mcp-server) [](https://glama.ai/mcp/servers/Agentled/mcp-server) 📇 ☁️ - Workflow orchestration with long-term memory and a knowledge graph: lead enrichment, content publishing, company research and media production.
|
||
- [ap311036/ews-meeting-mcp](https://github.com/ap311036/ews-meeting-mcp) [](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp) 🐍 🏠 🍎 🪟 🐧 - Schedule Outlook meetings on on-premises Exchange (EWS): resolve attendees, find rooms and suggest slots, with preview and confirmation before any change.
|
||
- [arifur9993/attendance-engine-mcp](https://github.com/arifur9993/attendance-engine-mcp) [](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp) 📇 🏠 - Deterministic workforce attendance calculations: overtime, overnight shifts, rotating rosters and California wage-and-hour compliance.
|
||
- [2nd1st/open-mcp-apps](https://github.com/2nd1st/open-mcp-apps) [](https://glama.ai/mcp/servers/2nd1st/open-mcp-apps) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Apps engine for building and reusing interactive UI apps such as todo boards, habit trackers and dashboards, backed by persistent data.
|
||
- [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - JobGPT: search jobs, auto-apply, generate tailored resumes, track applications and find recruiters.
|
||
- [backloghq/backlog](https://github.com/backloghq/backlog) [](https://glama.ai/mcp/servers/backloghq/backlog) 📇 🏠 🍎 🪟 🐧 - Persistent, cross-session task management for Claude Code with agent coordination, event-sourced storage and per-project isolation.
|
||
- [Bidsketch/signwell-mcp](https://github.com/Bidsketch/signwell-mcp) [](https://glama.ai/mcp/servers/Bidsketch/signwell-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - SignWell e-signatures: create documents from files or templates, send for signing, track status, send reminders, download signed PDFs and manage templates.
|
||
- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) 🏎️ ☁️ 🏠 - Manage Kanboard projects, tasks and users through natural language translated into Kanboard API calls.
|
||
- [benmonopoli/open-greenhouse-mcp](https://github.com/benmonopoli/open-greenhouse-mcp) [](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Greenhouse ATS for recruiting teams: role-based profiles (full, recruiter, read-only), pipeline views, analytics, candidate search and bulk operations.
|
||
- [bobbyrgoldsmith/quarterback](https://github.com/bobbyrgoldsmith/quarterback) 🐍 🏠 🍎 🐧 - Task prioritization and agent orchestration across projects: multi-factor scoring, document analysis, agent dispatch and time-aware planning.
|
||
- [bug-breeder/quip-mcp](https://github.com/bug-breeder/quip-mcp) 📇 ☁️ 🍎 🪟 🐧 - Quip document access and management: document lifecycle, search and comments for Quip.com and enterprise instances.
|
||
- [bzdOS/hubd](https://github.com/bzdOS/hubd) [](https://glama.ai/mcp/servers/bzdOS/hubd) 📇 🏠 - Files-first project hub for humans and AI agents: shared journal, cross-project tasks, agent queues and a read-only kanban.
|
||
- [can4hou6joeng4/boss-agent-cli](https://github.com/can4hou6joeng4/boss-agent-cli) [](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli) 🐍 🏠 🍎 🪟 🐧 - BOSS Zhipin recruitment workflow: job search, benefits filtering, recruiter messaging, pipeline tracking and resume optimization.
|
||
- [donggyun112/keymem](https://github.com/donggyun112/keymem) [](https://glama.ai/mcp/servers/donggyun112/keymem) 📇 🏠 🍎 🪟 🐧 - Associative key-graph memory for LLM agents: recall by association rather than vector similarity.
|
||
- [ByAxe/keynote-mcp](https://github.com/ByAxe/keynote-mcp) [](https://glama.ai/mcp/servers/ByAxe/keynote-mcp) 🐍 🏠 🍎 - Control Apple Keynote via AppleScript: create, edit and export presentations, including slides, content, layout and Unsplash images.
|
||
- [conorbronsdon/gws-mcp-server](https://github.com/conorbronsdon/gws-mcp-server) [](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Google Workspace tools for Drive, Sheets, Calendar, Docs and Gmail via the gws CLI.
|
||
- [ContextPulse/contextpulse](https://github.com/ContextPulse/contextpulse) [](https://glama.ai/mcp/servers/ContextPulse/contextpulse) 🐍 🏠 🍎 🪟 - Local desktop context capture: screen OCR, voice transcription, keyboard and mouse activity and clipboard, with activity history and semantic memory.
|
||
- [corbym/backlog-mcp](https://github.com/corbym/backlog-mcp) [](https://glama.ai/mcp/servers/corbym/backlog-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Read/write access to a story-based project backlog stored as markdown files in your repository: list stories, read content, update status and append notes.
|
||
- [Dan8Oren/mcp-apple-notes](https://github.com/Dan8Oren/mcp-apple-notes) [](https://glama.ai/mcp/servers/Dan8Oren/mcp-apple-notes) 📇 🏠 🍎 - Local semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management and fuzzy title matching.
|
||
- [dearlordylord/huly-mcp](https://github.com/dearlordylord/huly-mcp) [](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Huly project management: query issues, create and update tasks, and manage labels and priorities.
|
||
- [dpkdhingra91/aiia-mcp-server](https://github.com/dpkdhingra91/aiia-mcp-server) [](https://glama.ai/mcp/servers/dpkdhingra91/aiia-mcp-server) 🎖️ 🐍 ☁️ - AI Interview Agents: create roles, screen CVs, schedule voice interviews and read scored reports, in English, Hindi and other Indian languages.
|
||
- [davegomez/fizzy-mcp](https://github.com/davegomez/fizzy-mcp) [](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp) 📇 ☁️ - Fizzy kanban task management: boards, cards, comments and checklists.
|
||
- [delega-dev/delega-mcp](https://github.com/delega-dev/delega-mcp) [](https://glama.ai/mcp/servers/delega-dev/delega-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hostable task management for AI agents: create, delegate and track tasks with agent identity, delegation chains, webhooks and persistent context.
|
||
- [Developyn/laver-mcp](https://github.com/Developyn/laver-mcp) [](https://glama.ai/mcp/servers/Developyn/laver-mcp) 📇 ☁️ 🍎 🪟 🐧 - Laver project management: kanban boards, sprints, tickets, comments, attachments and a team wiki, with versioned writes to prevent concurrent overwrites.
|
||
- [devroopsaha744/TexMCP](https://github.com/devroopsaha744/TexMCP) 🐍 🏠 - Render LaTeX, raw or from customizable templates, into PDF documents such as reports, resumes and research papers.
|
||
- [dlbolshov/yandex-wiki-search-mcp](https://github.com/dlbolshov/yandex-wiki-search-mcp) [](https://glama.ai/mcp/servers/dlbolshov/yandex-wiki-search-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Yandex Wiki with full-text search: pages, comments, attachments and dynamic tables (grids), plus a read-only mode.
|
||
- [DmytroRybka/jobctl](https://github.com/DmytroRybka/jobctl-claude) [](https://glama.ai/mcp/servers/DmytroRybka/jobctl-claude) 📇 ☁️ - Job application tracker: agents record applications, interviews, statuses, salaries and next actions, and humans review them in a dashboard.
|
||
- [drzamarian/n8n-mcp-community](https://github.com/drzamarian/n8n-mcp-community) [](https://glama.ai/mcp/servers/drzamarian/n8n-mcp-community) 📇 🏠 - Security-focused access to self-hosted n8n Community Edition: workflows, executions, credentials, tags and diagnostics, read-only by default.
|
||
- [ellmos-ai/n8n-manager-mcp](https://github.com/ellmos-ai/n8n-manager-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/n8n-manager-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage n8n workflows: CRUD, synchronization, inspection and execution.
|
||
- [ernestocorona/kanboard-mcp](https://github.com/ErnestoCorona/kanboard-mcp) [](https://glama.ai/mcp/servers/ErnestoCorona/kanboard-mcp) 📇 🏠 🍎 🪟 🐧 - Kanboard integration with multi-project routing via a YAML config file.
|
||
- [EveryPageApp/everypage-mcp](https://github.com/EveryPageApp/everypage-mcp) [](https://glama.ai/mcp/servers/EveryPageApp/everypage-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - EveryPage: upload PDFs, create trackable share links and read page-by-page readership analytics (who read, how far, how long).
|
||
- [OurThinkTank/founders-os](https://github.com/OurThinkTank/founders-os) [](https://glama.ai/mcp/servers/OurThinkTank/founders-os) 📇 🏠 - Self-hosted business context: CRM, checkpoints, automation triggers, financial ledger, tasks, playbooks, news feeds, projects and semantic memory.
|
||
- [foxintheloop/UpTier](https://github.com/foxintheloop/UpTier) 📇 🏠 🪟 - Desktop task manager with a To Do-style UI and tools for prioritization, goal tracking and multi-profile workflows.
|
||
- [getalai/alai-mcp-server](https://github.com/getalai/alai-mcp-server) [](https://glama.ai/mcp/servers/getalai/Alai) 🐍 ☁️ 🎖️ - Generate, edit and export AI presentations to PDF, PPTX or a shareable link.
|
||
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - Interact with Google Calendar, Gmail, Drive and other Google Workspace apps.
|
||
- [Grey-Iris/easy-notion-mcp](https://github.com/Grey-Iris/easy-notion-mcp) [](https://glama.ai/mcp/servers/Grey-Iris/easy-notion-mcp) 📇 ☁️ 🍎 🪟 🐧 - Markdown-first Notion access: converts markdown to Notion blocks and back, with documented round-trip support.
|
||
- [helbertparanhos/n8n-pro-mcp](https://github.com/helbertparanhos/n8n-pro-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/n8n-pro-mcp) 📇 🏠 🍎 🪟 🐧 - Manage self-hosted n8n, including queue mode: workflows, executions, tags, credentials, variables, projects, users, security audits and health monitoring.
|
||
- [humanpen/humanpen-mcp](https://github.com/humanpen/humanpen-mcp) [](https://glama.ai/mcp/servers/humanpen/humanpen-mcp) 📇 🎖️ ☁️ 🏠 - Document-level AI text humanizer: rewrite whole .docx or .pptx files, selected passages or Turnitin/iThenticate-flagged text in place, preserving formatting.
|
||
- [HuntsDesk/ve-gws](https://github.com/HuntsDesk/ve-gws) [](https://glama.ai/mcp/servers/HuntsDesk/ve-gws) 🐍 ☁️ 🍎 🪟 🐧 - Fork of google_workspace_mcp with extra Google Workspace authoring tools: Slides automation, markdown-to-Docs, Sheets validation and Drive folder copy.
|
||
- [human-pages-ai/humanpages](https://github.com/human-pages-ai/humanpages) [](https://glama.ai/mcp/servers/human-pages-ai/humanpages) 📇 ☁️ 🍎 🪟 🐧 - Hire real-world people who list themselves for agent work: search by skill, location and equipment, send job offers, post listings and message workers.
|
||
- [sunsiyuan/human-survey](https://github.com/sunsiyuan/human-survey) [](https://glama.ai/mcp/servers/sunsiyuan/human-survey) 📇 ☁️ 🍎 🪟 🐧 - Feedback collection for AI agents: create surveys from JSON schema, collect structured responses from groups of people and retrieve aggregated results.
|
||
- [ianaleck/harvest-mcp-server](https://github.com/ianaleck/harvest-mcp-server) [](https://glama.ai/mcp/servers/ianaleck/harvest-mcp-server) 📇 ☁️ 🏠 - Harvest time tracking via the Harvest API v2: manage time entries, projects, clients and tasks, and generate time reports.
|
||
- [ilia-sokolov/OfficeAgent.NET](https://github.com/ilia-sokolov/OfficeAgent.NET) [](https://glama.ai/mcp/servers/ilia-sokolov/OfficeAgent.NET) #️⃣ 🎖️ 🏠 ☁️ 🍎 🪟 🐧 - Edit Word (.docx) files on disk or SharePoint: tracked changes, tables, styles, comments and content controls, validated and previewed before saving.
|
||
- [JayOfemi/byakugan](https://github.com/JayOfemi/byakugan) [](https://glama.ai/mcp/servers/JayOfemi/byakugan) 📇 🏠 - Local AI-text analysis: AI detection, exact AI-tell spans, a reuse check and a grammar pass.
|
||
- [nicolascroce/keepsake-mcp](https://github.com/nicolascroce/keepsake-mcp) 📇 ☁️ - Personal CRM: manage contacts, interactions, tasks, notes, a daily journal and tags.
|
||
- [khaoss85/mcp-orchestro](https://github.com/khaoss85/mcp-orchestro) 📇 ☁️ 🍎 🪟 🐧 - Task management for Claude Code with a visual Kanban board and orchestration for product teams and developers.
|
||
- [louis030195/toggl-mcp](https://github.com/louis030195/toggl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Toggl Track time tracking: start and stop timers, manage time entries, track project time and get today's summary.
|
||
- [manavmishra/ZeroSlop](https://github.com/manavmishra/ZeroSlop) [](https://glama.ai/mcp/servers/manavmishra/ZeroSlop) 📇 ☁️ - Score and edit AI-assisted prose, with checks for changes to names, numbers, quotations and links.
|
||
- [MarceauSolutions/amazon-seller-mcp](https://github.com/MarceauSolutions/amazon-seller-mcp) 🐍 ☁️ - Amazon Seller Central operations via SP-API: manage inventory, track orders, analyze sales and optimize listings.
|
||
- [MarceauSolutions/hvac-quotes-mcp](https://github.com/MarceauSolutions/hvac-quotes-mcp) 🐍 🏠 ☁️ - HVAC equipment RFQ management for contractors: submit quote requests to distributors, track responses and compare prices.
|
||
- [Martinqi826/dida-mcp](https://github.com/Martinqi826/dida-mcp) [](https://glama.ai/mcp/servers/Martinqi826/dida-mcp) 🐍 ☁️ - Dida365 (TickTick China) task management: projects, tasks, tags and habits.
|
||
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integration with Gmail and Google Calendar.
|
||
- [minhhq-a1/odoo-pulse](https://github.com/minhhq-a1/odoo-pulse) [](https://glama.ai/mcp/servers/minhhq-a1/odoo-pulse) 🐍 ☁️ - Business analysis for Odoo ERP: one-call reports with a verdict on business pulse, sales pipeline, receivables, inventory risk, sales and absences.
|
||
- [mnoomnoo/resume-mcp-server](https://github.com/mnoomnoo/resume-mcp-server) [](https://glama.ai/mcp/servers/mnoomnoo/resume-mcp-server) 🐍 🏠 🪟 🐧 - Search local resume and job application documents (.docx, .pdf, .md, .txt) by skill, company and education, and extract work experience and achievements.
|
||
- [mrmaciej1/justfill-mcp](https://github.com/mrmaciej1/justfill-mcp) [](https://glama.ai/mcp/servers/mrmaciej1/justfill-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Fill AcroForm, flat and scanned PDF forms: detect and review fields, save templates, map JSON values and preview filled output before export.
|
||
- [nometalalchemist/KitchenSink4Word](https://github.com/nometalalchemist/KitchenSink4Word) [](https://glama.ai/mcp/servers/nometalalchemist/KitchenSink4Word) 🐍 🏠 🍎 🪟 🐧 - Word .docx editing: live editing of open documents, tables, citations, footnotes, tracked changes, mail merge, redaction, accessibility audits and Zotero.
|
||
- [io.github.opsconduit/jobber-mcp](https://github.com/opsconduit/jobber-mcp) [](https://glama.ai/mcp/servers/opsconduit/jobber-mcp) 📇 ☁️ 🏠 - Self-hosted, read-only Jobber operations queries: owner action lists, overdue invoices, stale requests, estimates, jobs and GraphQL validation.
|
||
- [pdfops/pdfops-mcp](https://github.com/pdfops/pdfops-mcp) [](https://glama.ai/mcp/servers/pdfops/pdfops-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic PDF tools: inspect AcroForm fields, fill forms, merge PDFs and generate invoices, working on file paths so PDF bytes stay out of model context.
|
||
- [poolside-ventures/meetbot-mcp](https://github.com/poolside-ventures/meetbot-mcp) [](https://glama.ai/mcp/servers/poolside-ventures/meetbot-mcp) 🎖️ 📇 ☁️ - Meet.bot scheduling: check calendar availability and book meetings on connected Google and Microsoft calendars.
|
||
- [prompeteer/prompeteer-mcp](https://github.com/prompeteer/prompeteer-mcp) [](https://glama.ai/mcp/servers/@prompeteer/prompeteer-mcp) 📇 ☁️ - Generate prompts for ChatGPT, Claude, Midjourney and other AI platforms, score prompt quality and manage a prompt library with PromptDrive.
|
||
- [proompteng/bilig](https://github.com/proompteng/bilig) [](https://glama.ai/mcp/servers/proompteng/bilig) 📇 🏠 - Headless WorkPaper server for spreadsheet formulas, workbook edits, JSON persistence and verified readback.
|
||
- [re-port-flow/reportflow-mcp](https://github.com/re-port-flow/reportflow-mcp) [](https://glama.ai/mcp/servers/re-port-flow/reportflow-mcp) 📇 ☁️ 🍎 🪟 🐧 - Generate PDF reports such as invoices, contracts and statements from ReportFlow templates, singly or in ZIP batches.
|
||
- [remoet-labs/remoet-mcp](https://github.com/remoet-labs/remoet-mcp) [](https://glama.ai/mcp/servers/remoet-labs/remoet-mcp) 📇 ☁️ 🍎 🪟 🐧 - Job search: find tech companies by their tech stack, shortlist them and pull jobs from the shortlist, plus profile, applications and digests.
|
||
- [Jobicy/remote-jobs-mcp-server](https://github.com/Jobicy/remote-jobs-mcp-server) [](https://glama.ai/mcp/servers/nycreatis/remote-jobs-mcp-server) 📇 ☁️ 🏠 - Search, filter and retrieve live remote job listings from Jobicy.
|
||
- [slidecraft-in/presentations-ai-mcp-server](https://github.com/slidecraft-in/presentations-ai-mcp-server) [](https://glama.ai/mcp/servers/slidecraft-in/presentations-ai-mcp-server) 📇 ☁️ 🎖️ - Generate and edit presentations from a topic, text or document (PDF, DOCX, PPTX) and export to PPTX, PDF, images or a shareable link.
|
||
- [smeet666/mcp-lever](https://github.com/smeet666/mcp-lever) [](https://glama.ai/mcp/servers/smeet666/mcp-lever) 📇 ☁️ 🍎 🪟 🐧 - Read public Lever job boards: resolve a company name to its board, search its openings and read postings in full.
|
||
- [smartdatabrokers/slideforge-mcp](https://github.com/smartdatabrokers/slideforge-mcp) [](https://glama.ai/mcp/servers/smartdatabrokers/slideforge-mcp) 🎖️ 🐍 ☁️ - Editable PowerPoint decks from typed slide intents: deterministic rendering, verbatim data binding, fidelity reports, brand templates and translation.
|
||
- [SparkSheets/sparksheets-mcp](https://github.com/saikiyusuke/sparksheets-mcp) 📇 ☁️ - Collaborative spreadsheet for session management, knowledge base, task tracking and sheet operations.
|
||
- [squidcode/timebook-cli](https://github.com/squidcode/timebook-cli) [](https://glama.ai/mcp/servers/squidcode/timebook-cli) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Time tracking, invoicing and bookkeeping with Timebook: manage clients and projects, start and stop timers, and log, update and delete time entries.
|
||
- [Startvest-LLC/idealift-mcp-server](https://github.com/Startvest-LLC/idealift-mcp-server) [](https://glama.ai/mcp/servers/Startvest-LLC/idealift-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Decision intelligence with signal aggregation, RICE scoring and decision audit trails, capturing product feedback from Slack, Teams, Discord and GitHub.
|
||
- [starecz/karea-mcp](https://github.com/starecz/karea-mcp) [](https://glama.ai/mcp/servers/starecz/karea-mcp) 📇 ☁️ 🍎 🪟 🐧 - Karea task manager for developers: create, edit, close, recap and link dev tasks, with per-task open questions, attached resources and Jira links.
|
||
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - Interface with the Google Calendar API.
|
||
- [tarunlnmiit/autopilot-jobhunt](https://github.com/tarunlnmiit/autopilot-jobhunt) [](https://glama.ai/mcp/servers/tarunlnmiit/autopilot-jobhunt) 🐍 🏠 🍎 🪟 🐧 - Local job-hunting agent: scans company careers pages, scores roles against your resume, sends top matches to Telegram and drafts tailored cover letters.
|
||
- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) 🐍 ☁️ 🍎 🪟 🐧 - Google Workspace integration covering Calendar, Drive, Gmail, Docs, Forms, Chat, Slides and Sheets.
|
||
- [teamwork/mcp](https://github.com/teamwork/mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Project and resource management for client projects with Teamwork.
|
||
- [tengolabs/killbottleneck](https://github.com/tengolabs/killbottleneck) [](https://glama.ai/mcp/servers/tengolabs/killbottleneck) 📇 🏠 🍎 🪟 🐧 - Self-hosted killBottleneck goal and process maps: agents create and update nodes, manage tasks and automation rules and read the org structure.
|
||
- [timergy-app/timergy](https://github.com/timergy-app/timergy) [](https://glama.ai/mcp/servers/timergy-app/timergy) 📇 ☁️ - Doodle-style scheduling polls: create polls, vote, get results and finalize.
|
||
- [tracegazer/clockify-mcp](https://github.com/tracegazer/clockify-mcp) [](https://glama.ai/mcp/servers/tracegazer/clockify-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Clockify time tracking: time entries, projects, reports, invoices, scheduling, time off and approvals. Read-only by default with opt-in writes.
|
||
- [christulino/todoist-v1-mcp-server](https://github.com/christulino/todoist-v1-mcp-server) [](https://glama.ai/mcp/servers/christulino/todoist-v1-mcp-server) 📇 🏠 - Manage Todoist tasks, projects, sections and labels via the unified API v1.
|
||
- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) 📇 🏠 🍎 🪟 🐧 - Productivity suite connecting Todo, Idea, Journal and Timer apps.
|
||
- [tuanle96/mcp-odoo](https://github.com/tuanle96/mcp-odoo) [](https://glama.ai/mcp/servers/tuanle96/mcp-odoo) 🐍 🏠 🍎 🪟 🐧 - Odoo ERP 16-19 integration with no Odoo-side install: read, approval-gated writes, diagnostics, migration and audit tools.
|
||
- [TVLSS/hirejack-mcp](https://github.com/TVLSS/hirejack-mcp) [](https://glama.ai/mcp/servers/TVLSS/hirejack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Tech-hiring data from HireJack: search live job postings, company hiring profiles and tech stacks, salary benchmarks, market pulse and skill trends.
|
||
- [twtrubiks/odoo19-mcp-server](https://github.com/twtrubiks/odoo19-mcp-server) [](https://glama.ai/mcp/servers/twtrubiks/odoo19-mcp-server) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Odoo 19 ERP via JSON-RPC: CRUD operations, model inspection and user/company context, with a read-only mode and delete confirmation.
|
||
- [universalamateur/reclaim-mcp-server](https://github.com/universalamateur/reclaim-mcp-server) 🐍 ☁️ - Reclaim.ai calendar integration for tasks, habits, focus time, scheduling links and productivity analytics.
|
||
- [UnMarkdown/mcp-server](https://github.com/UnMarkdown/mcp-server) [](https://glama.ai/mcp/servers/@UnMarkdown/mcp-server) 📇 ☁️ - Convert Markdown into formatted documents for Google Docs, Word, Slack, OneNote, email and plain text using templates.
|
||
- [urbanmorph/mdshare](https://github.com/urbanmorph/mdshare) 📇 ☁️ - Markdown collaboration: share docs via public links with permission levels, inline comments, real-time sync and version history, and resolve review threads.
|
||
- [vakharwalad23/google-mcp](https://github.com/vakharwalad23/google-mcp) 📇 ☁️ - Tools for Gmail, Google Calendar, Google Drive and Google Tasks.
|
||
- [KuvopLLC/better-bear](https://github.com/KuvopLLC/better-bear/tree/main/mcp-server) [](https://glama.ai/mcp/servers/KuvopLLC/better-bear) 📇 🏠 🍎 - Bear notes via CloudKit: CRUD, tags, TODOs, attachments, search, front matter, stats and health checks.
|
||
- [vasylenko/claude-desktop-extension-bear-notes](https://github.com/vasylenko/claude-desktop-extension-bear-notes) 📇 🏠 🍎 - Search, read, create and update Bear notes locally.
|
||
- [workopia/workopia-mcp](https://github.com/workopia/workopia-mcp) [](https://glama.ai/mcp/servers/workopia/workopia-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Workopia job search across employer career pages and ATS feeds, plus PDF resume generation, resume tailoring, cover letters and career advice.
|
||
- [wyattjoh/calendar-mcp](https://github.com/wyattjoh/calendar-mcp) 📇 🏠 🍎 - Access macOS Calendar events.
|
||
- [XJTLUmedia/AI-HR-Management-Toolkit](https://github.com/XJTLUmedia/AI-HR-Management-Toolkit) [](https://glama.ai/mcp/servers/XJTLUmedia/AI-HR-Management-Toolkit) 📇 🏠 🍎 🪟 🐧 - Resume parser and applicant tracking system: parse resumes into JSON, extract skills, score and rank candidates, and manage jobs, interviews and offers.
|
||
- [yoryocoruxo-ai/rendoc-mcp-server](https://github.com/yoryocoruxo-ai/rendoc-mcp-server) [](https://glama.ai/mcp/servers/@yoryocoruxo-ai/rendoc-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Generate PDFs (invoices, contracts, reports, certificates) from reusable templates or inline HTML/Handlebars via the rendoc API, and manage templates.
|
||
- [yuvalsuede/claudia](https://github.com/yuvalsuede/claudia) 📇 🏠 🍎 🪟 🐧 - Task management for Claude agents: hierarchical tasks, dependencies, sprints, acceptance criteria and multi-agent coordination.
|
||
- [krtw00/konbu](https://github.com/krtw00/konbu) [](https://glama.ai/mcp/servers/krtw00/konbu) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Self-hostable all-in-one planner: calendar, notes, todos and bookmarks.
|
||
- [kfuras/notipo-app](https://github.com/kfuras/notipo-app) [](https://glama.ai/mcp/servers/kfuras/notipo-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - WordPress publishing: create, update, publish and delete posts, with Markdown-to-Gutenberg conversion, image hosting, featured images and SEO metadata.
|
||
- [bit2beat/bitrix24-mcp](https://github.com/bit2beat/bitrix24-mcp) [](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp) 📇 🏠 🍎 🪟 🐧 - Connect to Bitrix24: CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog.
|
||
- [tempguru-co/tempguru-mcp](https://github.com/tempguru-co/tempguru-mcp) 📇 ☁️ - W-2 event staffing in the US and Canada: look up coverage, rates, lead-time guidance and state compliance, and submit quote requests.
|
||
- [juergenkoller-software/inkra-mcp](https://github.com/juergenkoller-software/inkra-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp) 🏠 🍎 - Bridge to Inkra, the native macOS Markdown editor: document editing, outline navigation, folder browsing, bookmarks and view modes.
|
||
- [seameet-ai/seameet-mcp](https://github.com/seameet-ai/seameet-mcp) [](https://glama.ai/mcp/servers/seameet-ai/seameet-mcp) 📇 ☁️ 🏠 🍎 🪟 - Access SeaMeet meeting recordings, transcripts, AI summaries, screenshots, action items and webhooks, and control the desktop recorder.
|
||
- [Servation/job-search-mcp](https://github.com/Servation/job-search-mcp) [](https://glama.ai/mcp/servers/Servation/job-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Job search across LinkedIn, Greenhouse, Lever, Ashby, Workday and other boards, with fit scoring and a ranked, triageable board shown in chat.
|
||
- [Chronary/chronary-mcp](https://github.com/Chronary/chronary-mcp) [](https://glama.ai/mcp/servers/Chronary/chronary-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Chronary calendar API for AI agents: events, availability, meeting-time search, scheduling proposals, availability rules, webhooks and iCal feeds.
|
||
- [UladzKha/samuraizer-cli](https://github.com/UladzKha/samuraizer-cli) [](https://glama.ai/mcp/servers/UladzKha/samuraizer-cli) 📇 🏠 - Local meeting pipeline: Whisper transcription plus Ollama summaries, action items and decisions. Reference implementation of the memnex spec.
|
||
- [orieg/gws-connector](https://github.com/orieg/gws-connector) [](https://glama.ai/mcp/servers/orieg/gws-connector) 🏎️ 🏠 🍎 🐧 - Multi-account Google Workspace: connect several Gmail, Calendar, Drive, Sheets and Docs accounts with routing by label, email or domain.
|
||
- [sekera-radim/briefgate-mcp](https://github.com/sekera-radim/briefgate-mcp) [](https://glama.ai/mcp/servers/sekera-radim/briefgate-mcp) 📇 ☁️ 🏠 - Client intake for AI agents: request files, texts and credentials from clients, follow up automatically and retrieve results when complete.
|
||
- [ilyautov/hh-mcp-ru](https://github.com/ilyautov/hh-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/hh-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - HeadHunter (hh.ru) API: vacancy search and publishing, applications, invitations, resumes and salary statistics, with a read/write/destructive safety gate.
|
||
|
||
### 🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations
|
||
|
||
- [wangkuangkuang/jev-mcp-server](https://github.com/wangkuangkuang/jev-mcp-server) [](https://glama.ai/mcp/servers/wangkuangkuang/jev-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Typed judgments from TypeSafe Jev: calibrated choice and score questions, A/B comparison, claim-vs-evidence verification and batch classification.
|
||
- [siweina/dsh-novel-writer](https://github.com/siweina/dsh-novel-writer) [](https://glama.ai/mcp/servers/siweina/dsh-novel-writer) 📇 🏠 🍎 🪟 🐧 - Offline novel-writing toolkit for Chinese web-novel authors: chapter stats, style checks, plot-thread tracking, continuity audits and semantic search.
|
||
|
||
- [atomno-mcp/mcp-newbuild](https://github.com/atomno-mcp/mcp-newbuild) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-newbuild) 🐍 ☁️ - Russian new-build due diligence: developer checks, escrow, construction permits and 214-FZ compliance.
|
||
- [atomno-mcp/mcp-rosreestr](https://github.com/atomno-mcp/mcp-rosreestr) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-rosreestr) 🐍 ☁️ - Rosreestr open data for Russian property: apartment and land plot checks, transaction history where available, and cadastral value.
|
||
- [douglasgan/asktian](https://github.com/douglasgan/asktian-mcp) [](https://glama.ai/mcp/servers/douglasgan/asktian-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Chinese metaphysics (bazi, qimen, five elements) as decision support: daily readings, compatibility, time windows for actions and name analysis.
|
||
|
||
- [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Web-based PlantUML frontend with PlantUML image generation and syntax validation.
|
||
- [webaesbyamin/agent-receipts](https://github.com/webaesbyamin/agent-receipts) [](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts) 📇 🏠 - Ed25519-signed receipts for every MCP tool call, with constraints, chains, AI judgment, invoicing and a local dashboard.
|
||
- [AceDataCloud/MCPShortURL](https://github.com/AceDataCloud/MCPShortURL) [](https://glama.ai/mcp/servers/AceDataCloud/MCPShortURL) 🐍 ☁️ - Shorten URLs individually or in batches, creating permanent short links.
|
||
- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - Interact with Bitcoin: generate keys, validate addresses, decode transactions and query the blockchain.
|
||
- [AgentTanuki/agent-guild](https://github.com/AgentTanuki/agent-guild) [](https://glama.ai/mcp/servers/AgentTanuki/agent-guild) 🐍 🏠 - Self-hosted agent reputation system with signed evidence, its own graph and issuer.
|
||
- [AIDataNordic/Food-Recipe-MCP](https://github.com/AIDataNordic/Food-Recipe-MCP) [](https://glama.ai/mcp/servers/AIDataNordic/Food-Recipe-MCP) 🐍 ☁️ 🍎 🪟 🐧 - Semantic search over Food.com recipes with hybrid dense and sparse retrieval and reranking, filterable by diet, cooking time and difficulty.
|
||
- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Read Bear notes (macOS only).
|
||
- [bguillow-rgb/percolate-mcp](https://github.com/bguillow-rgb/percolate-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/percolate-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only Percolate specialty coffee database: search coffees with tasting profiles, get per-coffee brew recipes, compare coffees and get brew suggestions.
|
||
- [bguillow-rgb/perfume-picks-mcp](https://github.com/bguillow-rgb/perfume-picks-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/perfume-picks-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only Perfume Picks fragrance database: search scents with notes and accords, find dupes, compare fragrances and get wear suggestions.
|
||
- [bguillow-rgb/pour-picks-mcp](https://github.com/bguillow-rgb/pour-picks-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/pour-picks-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only Pour Picks bourbon and whiskey database: search bottles with tasting profiles, prices and ratings, compare bottles and find cheaper alternatives.
|
||
- [altinoren/utopia](https://github.com/altinoren/Utopia) #️⃣ 🏠 - Simulated smart home and lifestyle devices for testing an agent's reasoning and discovery capabilities.
|
||
- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - Generate images with the Amazon Nova Canvas model.
|
||
- [amidabuddha/jev-decision-mcp](https://github.com/amidabuddha/jev-decision-mcp) 📇 ☁️ - TypeSafe Jev typed decisions through one batched tool: classification, rubric scores and yes/no probabilities.
|
||
- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - Send requests to OpenAI, Mistral AI, Anthropic, xAI, Google AI or DeepSeek via a tool or predefined prompts.
|
||
- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - Install other MCP servers.
|
||
- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - Fetch YouTube subtitles.
|
||
- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) 🐍 ☁️ - Talk to OpenAI assistants, letting Claude use any GPT model as its assistant.
|
||
- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠 ☁️ - Check local time on the client machine or current UTC time from an NTP server.
|
||
- [anki-mcp/anki-mcp-desktop](https://github.com/anki-mcp/anki-mcp-desktop) 📇 🏠 🍎 🪟 🐧 - Anki integration for managing notes and decks through natural language.
|
||
- [ankitmalik84/notion-mcp-server](https://github.com/ankitmalik84/Agentic_Longterm_Memory/tree/main/src/notion_mcp_server) 🐍 ☁️ - Notion integration.
|
||
- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - Use Apify Actors, pre-built cloud tools, to extract data from websites, e-commerce, social media, search engines, maps and more.
|
||
- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ - Generate media with Midjourney, Flux, Kling, Hunyuan, Udio and Trellis via PiAPI.
|
||
- [AryanBV/pdf-toolkit-mcp](https://github.com/AryanBV/pdf-toolkit-mcp) [](https://glama.ai/mcp/servers/AryanBV/pdf-toolkit-mcp) 📇 🏠 🍎 🪟 🐧 - Create PDFs from Markdown with tables and formatting, fill forms, merge, split, encrypt and add QR codes.
|
||
- [awkoy/notion-mcp-server](https://github.com/awkoy/notion-mcp-server) [](https://glama.ai/mcp/servers/awkoy/notion-mcp-server) 📇 🏠 🍎 🪟 🐧 - Context-efficient Notion access: pages, databases, blocks, comments, files and templates through a minimal tool set, with token auth for headless use.
|
||
- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Generate images via the Replicate API.
|
||
- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - Basic local Taskwarrior usage: add, update and remove tasks.
|
||
- [microsoft/mcp](https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server) 🎖️ #️⃣ ☁️ - Access Azure services including Storage, Cosmos DB and Azure Monitor.
|
||
- [Badhansen/notion-mcp](https://github.com/Badhansen/notion-mcp) 🐍 ☁️ - Manage personal todo lists via Notion's API.
|
||
- [bart6114/my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server/) 📇 🏠 🍎 - Read notes and tags from the Bear note-taking app directly from its SQLite database.
|
||
- [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) 🐍 ☁️ - Talk to ChatGPT and use its web search capability.
|
||
- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - Query GraphQL servers.
|
||
- [boldsign/boldsign-mcp](https://github.com/boldsign/boldsign-mcp) 📇 ☁️ - Search, request and manage e-signature contracts with BoldSign.
|
||
- [spranab/brainstorm-mcp](https://github.com/spranab/brainstorm-mcp) [](https://glama.ai/mcp/servers/@spranab/brainstorm-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-round brainstorming debates between LLMs (GPT, Gemini, DeepSeek, Groq, Ollama and more) to explore ideas from diverse perspectives.
|
||
- [brianxiadong/ones-wiki-mcp-server](https://github.com/brianxiadong/ones-wiki-mcp-server) ☕ ☁️/🏠 - Retrieve ONES Wiki content and convert it to AI-friendly text.
|
||
- [caol64/wenyan-mcp](https://github.com/caol64/wenyan-mcp) 📇 🏠 🍎 🪟 🐧 - Format Markdown articles with Wenyan and publish them to WeChat Official Accounts.
|
||
- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - CLI tool for testing MCP servers.
|
||
- [cnghockey/sats4ai-mcp-server](https://github.com/cnghockey/sats4ai-mcp-server) [](https://glama.ai/mcp/servers/@cnghockey/sats4ai) 📇 ☁️ - Phone calls, SMS, fax, translation, text-to-speech, audiobooks, image, video, music and text generation, and document extraction, paid via Lightning (L402).
|
||
- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Manage personal todo lists via Notion's API.
|
||
- [danielkennedy1/pdf-tools-mcp](https://github.com/danielkennedy1/pdf-tools-mcp) 🐍 - PDF download, viewing and manipulation utilities.
|
||
- [davidsimoes/digisign-mcp](https://github.com/davidsimoes/digisign-mcp) [](https://glama.ai/mcp/servers/davidsimoes/digisign-mcp) 📇 ☁️ - Create, send and manage digital signature envelopes via the DigiSign.cz API.
|
||
- [dev-mirzabicer/ticktick-sdk](https://github.com/dev-mirzabicer/ticktick-sdk) 🐍 ☁️ - Async Python SDK and MCP server for TickTick: tasks, projects, tags, habits, focus/pomodoro sessions and user analytics.
|
||
- [disco-trooper/apple-notes-mcp](https://github.com/disco-trooper/apple-notes-mcp) 📇 🏠 🍎 - Apple Notes access with semantic and hybrid vector-keyword search, full CRUD operations and incremental indexing.
|
||
- [dotemacs/domain-lookup-mcp](https://github.com/dotemacs/domain-lookup-mcp) 🏎️ - Domain name lookup via RDAP, falling back to WHOIS.
|
||
- [ekkyarmandi/ticktick-mcp](https://github.com/ekkyarmandi/ticktick-mcp) 🐍 ☁️ - Manage personal TickTick projects and tasks via the TickTick API.
|
||
- [eyloni/pythia-oracle](https://github.com/eyloni/pythia-oracle) [](https://glama.ai/mcp/servers/eyloni/pythia-oracle) 🐍 ☁️ - Oracle readings that help AI agents think past obvious answers.
|
||
- [emicklei/mcp-log-proxy](https://github.com/emicklei/mcp-log-proxy) 🏎️ 🏠 - MCP proxy with a web UI showing the full message flow.
|
||
- [TollboothLabs/ai-tool-optimizer](https://github.com/TollboothLabs/ai-tool-optimizer) [](https://glama.ai/mcp/servers/@TollboothLabs/ai-tool-optimizer) 🐍 - Reduce MCP tool description token costs through text schema distillation.
|
||
- [esignaturescom/mcp-server-esignatures](https://github.com/esignaturescom/mcp-server-esignatures) 🐍 ☁️️ - Contract and template management for drafting, reviewing and sending binding contracts via the eSignatures API.
|
||
- [evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use Hugging Face Spaces for open-source image generation, chat, vision and more, with image, audio and text uploads and downloads.
|
||
- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access Miro whiteboards and bulk create and read items.
|
||
- [FarEastAI/feode-mcp](https://github.com/FarEastAI/feode-mcp) [](https://glama.ai/mcp/servers/FarEastAI/feode-mcp) 🎖️ 📇 ☁️ - Query FEODE offshore oilfield services: well plug and abandonment, subsea wellheads, continuous circulation drilling and a drill-string spec reference.
|
||
- [feuerdev/keep-mcp](https://github.com/feuerdev/keep-mcp) 🐍 ☁️ - Read, create, update and delete Google Keep notes.
|
||
- [fotoetienne/gqai](https://github.com/fotoetienne/gqai) 🏎 🏠 - Generate an MCP server from tools defined as regular GraphQL queries and mutations.
|
||
- [FoodXDevelopment/foodblock-mcp](https://github.com/FoodXDevelopment/foodblock) 📇 🏠 - Turn plain-English food descriptions into structured, content-addressed data blocks for ingredients, products, places, actors and more.
|
||
- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - Calculator for precise numerical calculations.
|
||
- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) 🏎️ ☁️ - Query and execute Dify workflows.
|
||
- [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) 🎖️ 📇 ☁️ - Integrate with GROWI APIs.
|
||
- [gwbischof/free-will-mcp](https://github.com/gwbischof/free-will-mcp) 🐍 🏠 - Free-will tools for AI: a playful experiment letting an AI prompt itself, ignore user requests and wake itself up later.
|
||
- [Harry-027/JotDown](https://github.com/Harry-027/JotDown) 🦀 🏠 - Create and update Notion pages and auto-generate mdBooks from structured content.
|
||
- [henilcalagiya/mcp-apple-notes](https://github.com/henilcalagiya/mcp-apple-notes) 🐍 🏠 - Automate Apple Notes: full CRUD with HTML content, folder management and search.
|
||
- [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) 📇 ☁️ - Yuque integration: manage documents, work with knowledge bases, search content and access analytics data.
|
||
- [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) 📇 ☁️ - Interact with Raindrop.io bookmarks.
|
||
- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) 📇 ☁️ - Manage records and notes in Attio CRM.
|
||
- [hushvert/mcp](https://github.com/hushvert/mcp) [](https://glama.ai/mcp/servers/hushvert/mcp) 📇 ☁️ - File conversion via Hushvert: convert documents, images, audio, video, archives and PDFs across formats.
|
||
- [hypescale/storyblok-mcp-server](https://github.com/hypescale/storyblok-mcp-server) [](https://glama.ai/mcp/servers/martinkogut/storyblok-mcp-server) 📇 ☁️ - Manage Storyblok headless CMS stories, components, assets, workflows, releases and more.
|
||
- [imnoo-team/drawing-converter-mcp](https://github.com/imnoo-team/drawing-converter-mcp) [](https://glama.ai/mcp/servers/imnoo-team/drawing-converter-mcp) 📇 🏠 🍎 🪟 🐧 - Convert technical-drawing PDFs between metric and imperial: dimensions, tolerances, ISO fits, threads and surface roughness, stamped in place on the PDF.
|
||
- [imnoo-team/quality-control-plan-mcp](https://github.com/imnoo-team/quality-control-plan-mcp) [](https://glama.ai/mcp/servers/imnoo-team/quality-control-plan-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Generate quality control plans from technical-drawing PDFs: extract tolerances, fits, threads, GD&T and finishes into ballooned drawings and Excel reports.
|
||
- [imprvhub/mcp-claude-spotify](https://github.com/imprvhub/mcp-claude-spotify) 📇 ☁️ 🏠 - Interact with Spotify.
|
||
- [integromat/make-mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn Make scenarios into callable tools for AI assistants.
|
||
- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - Generate visualizations from fetched data using the Vega-Lite format and renderer.
|
||
- [ivnvxd/mcp-server-odoo](https://github.com/ivnvxd/mcp-server-odoo) 🐍 ☁️/🏠 - Connect to Odoo ERP for business data access, record management and workflow automation.
|
||
- [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Create, update and delete content, content models and assets in a Contentful space.
|
||
- [j3k0/speech.sh](https://github.com/j3k0/speech.sh) 🏠 - Let the agent speak out loud and notify you with a quick summary when it finishes working.
|
||
- [jagan-shanmugam/climatiq-mcp-server](https://github.com/jagan-shanmugam/climatiq-mcp-server) 🐍 🏠 - Calculate carbon emissions and climate impact via the Climatiq API.
|
||
- [jen6/ticktick-mcp](https://github.com/jen6/ticktick-mcp) 🐍 ☁️ - TickTick integration built on the ticktick-py library, with improved filtering capabilities.
|
||
- [partymola/ticktick-mcp](https://github.com/partymola/ticktick-mcp) [](https://glama.ai/mcp/servers/partymola/ticktick-mcp) 🐍 ☁️ 🏠 - TickTick task management: create, update, complete, move and filter tasks, with field-preserving updates and completion tracking.
|
||
- [Salen-Project/ticktick-mcp](https://github.com/Salen-Project/ticktick-mcp) [](https://glama.ai/mcp/servers/Salen-Project/ticktick-mcp) 🐍 ☁️ - Create, list, update, complete and delete TickTick tasks, plus a natural-language skill for automatic task detection.
|
||
- [Sensie-agents/vibecheck](https://github.com/Sensie-agents/vibecheck) [](https://glama.ai/mcp/servers/Sensie-agents/vibecheck) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - SomaCheck: get an Aligned or Unaligned reading with model confidence for a proposition, as extra input when reasoning and responding.
|
||
- [jimfilippou/things-mcp](https://github.com/jimfilippou/things-mcp) 📇 🏠 🍎 - Create, update and manage todos and projects in the Things app via its URL scheme.
|
||
- [johannesbrandenburger/typst-mcp](https://github.com/johannesbrandenburger/typst-mcp) 🐍 🏠 - Typst typesetting tools: convert between LaTeX and Typst, validate Typst syntax and generate images from Typst code.
|
||
- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - List and launch applications on macOS.
|
||
- [justinstimatze/gemot](https://github.com/justinstimatze/gemot) [](https://glama.ai/mcp/servers/justinstimatze/gemot) 🏎️ 🏠 ☁️ - Multi-agent deliberation: agents submit positions and vote, then get analysis of cruxes, opinion clusters, bridging statements and consensus.
|
||
- [k-jarzyna/mcp-miro](https://github.com/k-jarzyna/mcp-miro) 📇 ☁️ - Miro integration exposing the functionality of the Miro SDK.
|
||
- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) 🏎️ 🏠 - Manage projects and issues through Plane's API.
|
||
- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) 🐍 🏠 - Interact with RabbitMQ: admin operations and message enqueue/dequeue.
|
||
- [kimtth/mcp-remote-call-ping-pong](https://github.com/kimtth/mcp-remote-call-ping-pong) 🐍 🏠 - Experimental, educational ping-pong server demonstrating remote MCP calls.
|
||
- [kiwamizamurai/mcp-kibela-server](https://github.com/kiwamizamurai/mcp-kibela-server) 📇 ☁️ - Interact with the Kibela API.
|
||
- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) 📇 ☁️ - Interact with Kibela.
|
||
- [Klavis-AI/YouTube](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/youtube) 🐍 📇 - Extract and convert YouTube video information.
|
||
- [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages.
|
||
- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - Read Jira data via JQL and the API, and create and edit tickets.
|
||
- [kw510/strava-mcp](https://github.com/kw510/strava-mcp) 📇 ☁️ - Access data from Strava, the exercise-tracking app.
|
||
- [latex-mcp-server](https://github.com/Yeok-c/latex-mcp-server) - Compile LaTeX, download, organize and read cited papers, run visualization scripts and add figures and tables to LaTeX documents.
|
||
- [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) 📇 🏠 - Basic demo of fetching weather from the Hong Kong Observatory.
|
||
- [luotwo/easyaccesspdf-mcp](https://github.com/luotwo/easyaccesspdf-mcp) [](https://glama.ai/mcp/servers/luotwo/easyaccesspdf-mcp) ☁️ - PDF accessibility checks (veraPDF PDF/UA-1), auto-tagging remediation and document-to-Markdown conversion via a hosted EU service.
|
||
- [magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Search and retrieve GIFs through the Giphy API.
|
||
- [MAG-Cie/mcp-microsoft-todo](https://github.com/MAG-Cie/mcp-microsoft-todo) [](https://glama.ai/mcp/servers/MAG-Cie/mcp-microsoft-todo) 📇 🏠 🍎 🪟 🐧 - Microsoft To Do task management via the Microsoft Graph API.
|
||
- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) 📇 🏠 - Control Spotify playback and manage playlists.
|
||
- [MariusAure/needhuman-mcp](https://github.com/MariusAure/needhuman-mcp) [](https://glama.ai/mcp/servers/@MariusAure/need-human) 📇 ☁️ - Human-as-a-service for AI agents: hand tasks such as accepting ToS, creating accounts or verifying identity to a real human when stuck.
|
||
- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interact with Obsidian via a REST API.
|
||
- [MaxEllis/orcaslicer-mcp](https://github.com/MaxEllis/orcaslicer-mcp) [](https://glama.ai/mcp/servers/MaxEllis/orcaslicer-mcp) 🐍 🏠 🍎 🪟 🐧 - Drive a running OrcaSlicer 3D-printing slicer: load models, tune settings, slice, compare variants and render the plate, with an offline settings reference.
|
||
- [mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) 🎖️ 🦀 🏠 🍎 - Local screen and audio capture with timestamped indexing, SQL and embedding storage, semantic search, history analysis and event-triggered actions.
|
||
- [metorial/metorial](https://github.com/metorial/metorial) 🎖️ 📇 ☁️ - Integration platform connecting AI agents to many services through one interface, with OAuth, scaling and monitoring.
|
||
- [modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - Exercises all features of the MCP protocol.
|
||
- [MonadsAG/capsulecrm-mcp](https://github.com/MonadsAG/capsulecrm-mcp) 📇 ☁️ - Manage contacts, opportunities and tasks in Capsule CRM.
|
||
- [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - Token-efficient access to Go package documentation and types without reading entire source files.
|
||
- [Mtehabsim/ScreenPilot](https://github.com/Mtehabsim/ScreenPilot) 🐍 🏠 - Control the GUI with mouse and keyboard tools for automation, education and experimentation.
|
||
- [muammar-yacoob/GMail-Manager-MCP](https://github.com/muammar-yacoob/GMail-Manager-MCP#readme) 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage your Gmail inbox in natural language: bulk delete promotions and newsletters, organize labels and get inbox insights.
|
||
- [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - Chat with OpenAI models.
|
||
- [nach-dakwale/instadomain-mcp](https://github.com/nach-dakwale/instadomain-mcp) [](https://glama.ai/mcp/servers/nach-dakwale/instadomain-mcp) 🐍 ☁️ - Domain registration: check availability, buy domains via Stripe or x402 and auto-configure Cloudflare DNS.
|
||
- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍎 - Execute commands such as keyboard input and mouse movement.
|
||
- [nanana-app/mcp-server-nano-banana](https://github.com/nanana-app/mcp-server-nano-banana) 🐍 🏠 🍎 🪟 🐧 - Image generation with Google Gemini's Nano Banana model.
|
||
- [neufagents/mcp-triage](https://github.com/neufagents/mcp-triage) [](https://glama.ai/mcp/servers/neufagents/mcp-triage) 📇 🏠 🍎 🪟 🐧 - Diagnose and fix MCP client config files: broken JSON, commands missing from PATH, missing env vars, relative paths, transport mismatches and config drift.
|
||
- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - Developer toolkit: Confluence, Jira, GitLab, YouTube channel management, email, calendar, script execution, knowledge-base RAG and URL fetching.
|
||
- [ni-c/mealie-mcp](https://github.com/ni-c/mealie-mcp) [](https://glama.ai/mcp/servers/ni-c/mealie-mcp) 📇 🏠 🍎 🪟 🐧 - Access a self-hosted Mealie recipe manager: recipes, website and photo imports, meal plans and shopping lists, with a read-only mode.
|
||
- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) 🐍 - Automatic operation of on-screen GUIs.
|
||
- [offorte/offorte-mcp-server](https://github.com/offorte/offorte-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Create and send business proposals with Offorte proposal software.
|
||
- [olgasafonova/productplan-mcp-server](https://github.com/olgasafonova/productplan-mcp-server) 🏎️ ☁️ - Query ProductPlan roadmaps, OKRs, ideas, launches and timeline data.
|
||
- [societe-agents-ia-arch/open-agent-polity](https://github.com/societe-agents-ia-arch/open-agent-polity) [](https://glama.ai/mcp/servers/societe-agents-ia-arch/open-agent-polity) 📇 ☁️ - Open-source polity where AI agents join, create topics, deliberate, amend, vote, follow debates and invite other agents.
|
||
- [orellazi/coda-mcp](https://github.com/orellazri/coda-mcp) 📇 ☁️ - Coda integration.
|
||
- [osinmv/funciton-lookup-mcp](https://github.com/osinmv/function-lookup-mcp) 🐍 🏠 🍎 🐧 - Look up function signatures.
|
||
- [osulivan/skill4agent-mcp-server](https://github.com/osulivan/skill4agent-mcp-server) [](https://glama.ai/mcp/servers/osulivan/skill4agent-mcp-server) 📇 ☁️ - Search, view and install AI skills from skill4agent.
|
||
- [Pantrist-dev/pantrist-mcp](https://github.com/Pantrist-dev/pantrist-mcp) [](https://glama.ai/mcp/servers/Pantrist-dev/pantrist-mcp) 🎖️ 📇 ☁️ - Manage your Pantrist pantry, shopping lists, recipes and weekly meal plan: check off items, track stock and plan meals from saved recipes.
|
||
- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - Query OpenAI models.
|
||
- [PSPDFKit/nutrient-dws-mcp-server](https://github.com/PSPDFKit/nutrient-dws-mcp-server) [](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-dws-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Convert, merge, redact, sign, OCR, watermark and extract data from PDFs and Office documents via the Nutrient DWS Processor API.
|
||
- [PSPDFKit/nutrient-document-engine-mcp-server](https://github.com/PSPDFKit/nutrient-document-engine-mcp-server) [](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-document-engine-mcp-server) 📇 🏠 🍎 🪟 🐧 - Self-hosted, on-premises document processing with Nutrient Document Engine, designed for HIPAA, SOC 2 and GDPR compliance.
|
||
- [pskill9/hn-server](https://github.com/pskill9/hn-server) 📇 ☁️ - Parse Hacker News pages into structured data for top, new, ask, show and job stories.
|
||
- [PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server) 📇 ☁️ - Prevent cascading errors and scope creep by calling a vibe-check agent to ensure user alignment.
|
||
- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - Evaluate mathematical expressions.
|
||
- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Chat with any OpenAI SDK-compatible Chat Completions API, such as Perplexity, Groq and xAI.
|
||
- [quarkiverse/mcp-server-jfx](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx) ☕ 🏠 - Draw on a JavaFX canvas.
|
||
- [QuentinCody/shopify-storefront-mcp-server](https://github.com/QuentinCody/shopify-storefront-mcp-server) 🐍 ☁️ - Unofficial Shopify Storefront API access: discover storefronts and fetch products, collections and other store data.
|
||
- [r-huijts/ethics-check-mcp](https://github.com/r-huijts/ethics-check-mcp) 🐍 🏠 - Ethical analysis of AI conversations: detect bias and harmful content and provide critical-thinking assessments, with automated pattern learning.
|
||
- [rae-api-com/rae-mcp](https://github.com/rae-api-com/rae-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Access the Royal Spanish Academy (RAE) dictionary via the RAE API.
|
||
- [Rai220/think-mcp](https://github.com/Rai220/think-mcp) 🐍 🏠 - Improve agent reasoning with the think tool described by Anthropic.
|
||
- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - Create spaced-repetition flashcards in Rember to remember what you learn in your chats.
|
||
- [ReplenishRadar/MCP](https://github.com/ReplenishRadar/MCP) [](https://glama.ai/mcp/servers/ReplenishRadar/MCP) 📇 ☁️ - Inventory intelligence for Shopify and Amazon sellers: stockout risk, demand forecasts, purchase orders and sales analytics. Writes create drafts only.
|
||
- [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) 📇 ☁️ - Interact with the Asana API.
|
||
- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - Autonomous shell execution, computer control and coding agent for Mac.
|
||
- [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - Query the Wolfram Alpha API.
|
||
- [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) 📇 ☁️ - Interact with TikTok videos.
|
||
- [simonpainter/netbox-mcp](https://github.com/simonpainter/netbox-mcp) 🐍 ☁️ - Interact with the NetBox API.
|
||
- [staminna/mcp-server-claude](https://github.com/staminna/mcp-server-claude) [](https://glama.ai/mcp/servers/staminna/mcp-server-claude) 📇 ☁️ 🏠 - Manage a Directus headless CMS: read and write items, create collections and fields, upload files, trigger flows, administer users and inspect schemas.
|
||
- [rogertheunissenmerge-oss/mcp-server](https://github.com/rogertheunissenmerge-oss/mcp-server) [](https://glama.ai/mcp/servers/rogertheunissenmerge-oss/mcp-server) 📇 ☁️ - Wine pairing recommendations for meals, ingredients or recipe URLs. Supports API key or x402 (USDC on Base) payments.
|
||
- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Interact with the Notion API.
|
||
- [kirvigen/notion-private-api-mcp](https://github.com/kirvigen/notion-private-api-mcp) [](https://glama.ai/mcp/servers/kirvigen/notion-private-api-mcp) 📇 🏠 🍎 🪟 🐧 - Unofficial Notion access via the private API (token_v2): read and write across your whole workspace without an integration token or per-page sharing.
|
||
- [Swih/mistral-mcp](https://github.com/Swih/mistral-mcp) [](https://glama.ai/mcp/servers/Swih/mistral-mcp) 📇 ☁️ 🍎 🪟 🐧 - Use Mistral AI for chat, OCR, audio, vision, agents, embeddings, moderation, classification, files and batch jobs, with French/English prompts.
|
||
- [tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) 📇 ☁️ 🍎 🪟 🐧 - Integrate with the Linear project management system.
|
||
- [tan-yong-sheng/ai-vision-mcp](https://github.com/tan-yong-sheng/ai-vision-mcp) 📇 🏠 🍎 🪟 🐧 - Image, video and object-detection analysis with Google Gemini and Vertex AI for UI/UX evaluation, visual regression testing and interface understanding.
|
||
- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interact with the Perplexity API.
|
||
- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices such as lights, switches and thermostats.
|
||
- [TheoBrigitte/mcp-time](https://github.com/TheoBrigitte/mcp-time) 🏎️ 🏠 🍎 🪟 🐧 - Time and date utilities with natural-language input, multiple formats and timezone conversion.
|
||
- [thingsboard/thingsboard-mcp](https://github.com/thingsboard/thingsboard-mcp) 🎖️ ☕ ☁️ 🏠 🍎 🪟 🐧 - Natural language interface to your ThingsBoard IoT platform.
|
||
- [thinq-connect/thinqconnect-mcp](https://github.com/thinq-connect/thinqconnect-mcp) 🎖️ 🐍 ☁️ - Interact with LG ThinQ smart home devices and appliances through ThinQ Connect.
|
||
- [tjclaude88/mcp-bling](https://github.com/tjclaude88/mcp-bling) [](https://glama.ai/mcp/servers/tjclaude88/mcp-bling) 📇 🏠 🍎 🪟 🐧 - Persistent identity and cross-platform visual style for AI agents, plus a random identity generator with rarity tiers and shareable cards.
|
||
- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - Access data from Oura, the sleep-tracking app.
|
||
- [Tommertom/plugwise-mcp](https://github.com/Tommertom/plugwise-mcp) 📇 🏠 🍎 🪟 🐧 - Local Plugwise smart home control: network discovery, thermostats, switches, smart plugs, multi-hub management and real-time climate and energy tracking.
|
||
- [tqiqbal/mcp-confluence-server](https://github.com/tqiqbal/mcp-confluence-server) 🐍 - Interact with Confluence Data Center via its REST API.
|
||
- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - Interactive LLM workflows with local user prompts and chat directly in the MCP loop.
|
||
- [mohamed-khairy-5i/tossinbox](https://github.com/mohamed-khairy-5i/tossinbox) [](https://glama.ai/mcp/servers/mohamed-khairy-5i/tossinbox) 📇 🏠 🍎 🪟 🐧 - Disposable email for AI agents: create a throwaway inbox, wait for the OTP verification code, then discard it. Also available as a CLI.
|
||
- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - Access NFT, token and blockchain data across chains such as Ethereum, BSC, Polygon and Avalanche via the Ankr Advanced API.
|
||
- [W3Ship/w3ship-mcp-server](https://github.com/baskcart/w3ship-mcp-server) [](https://glama.ai/mcp/servers/@baskcart/w3ship-mcp-server) 📇 ☁️ 🏠 - Commerce tools: shopping cart, orders and shipment tracking (TMF663/622/621), session booking, Uniswap swaps, a P2P marketplace and wallet-based identity.
|
||
- [ujisati/anki-mcp](https://github.com/ujisati/anki-mcp) 🐍 🏠 - Manage your Anki collection via AnkiConnect.
|
||
- [UnitVectorY-Labs/mcp-graphql-forge](https://github.com/UnitVectorY-Labs/mcp-graphql-forge) 🏎️ ☁️ 🍎 🪟 🐧 - Expose curated GraphQL queries as modular tools via configuration.
|
||
- [wanaku-ai/wanaku](https://github.com/wanaku-ai/wanaku) ☁️ 🏠 - Wanaku MCP router: an extensible routing engine for integrating enterprise systems with AI agents.
|
||
- [megberts/mcp-websitepublisher-ai](https://github.com/megberts/mcp-websitepublisher-ai) ☁️ - Build and publish websites through conversation: manage pages, assets, entities, records and integrations.
|
||
- [vin-spiegel/htmldrop](https://github.com/vin-spiegel/htmldrop) [](https://glama.ai/mcp/servers/vin-spiegel/htmldrop) 🎖️ 📇 ☁️ - Publish HTML reports, dashboards and demos as shareable links with expiry, social preview cards and optional password protection. Self-hostable.
|
||
- [wishfinity/wishfinity-mcp-plusw](https://github.com/wishfinity/wishfinity-mcp-plusw) 📇 ☁️ 🏠 - Save product URLs from any store to a universal wishlist.
|
||
- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - CLI tool for testing MCP servers.
|
||
- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - Wrap MCP servers with a WebSocket, for use with kibitz.
|
||
- [0xMassi/webclaw](https://github.com/0xMassi/webclaw) [](https://glama.ai/mcp/servers/0xMassi/webclaw) 🦀 🏠 🍎 🐧 - Web scraping, crawling, extraction, summarization, diffing and research, using TLS fingerprinting to bypass anti-bot checks without a browser.
|
||
- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - Interact with HackMD.
|
||
- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - Date and time functions in various formats.
|
||
- [zerx-lab/FluxDown](https://github.com/zerx-lab/FluxDown) [](https://glama.ai/mcp/servers/zerx-lab/FluxDown) 🦀 🏠 🪟 - Control the FluxDown multi-protocol download manager (HTTP, FTP, BitTorrent, HLS): add, list, pause, resume and remove downloads and manage queues.
|
||
- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Web UI to install and manage MCP servers for the Claude Desktop app.
|
||
- [us-all/mlflow-mcp-server](https://github.com/us-all/mlflow-mcp-server) [](https://glama.ai/mcp/servers/us-all/mlflow-mcp-server) 📇 🏠 🍎 🪟 🐧 - MLflow experiments, runs, registered models, model versions, traces and assessments, with MLflow 3 GenAI trace support and workflow prompts.
|
||
- [SPL-BGU/PlanningCopilot](https://github.com/SPL-BGU/PlanningCopilot) [](https://glama.ai/mcp/servers/SPL-BGU/planning-copilot) 🐍 🏠 - Tool-augmented LLM system for the full PDDL planning pipeline, improving reliability without domain-specific training.
|
||
- [yyyhy/nash-arena](https://github.com/yyyhy/nash-arena) [](https://glama.ai/mcp/servers/yyyhy/nash-arena) 🐍 ☁️ - Chess and card game arena where LLM agents compete.
|
||
- [aarifmms/keyblind](https://github.com/aarifmms/keyblind) [](https://glama.ai/mcp/servers/aarifmms/keyblind) 📇 🏠 🍎 🪟 🐧 - Encrypted secrets vault for AI agents: secrets are resolved at runtime and never exposed in LLM conversations.
|
||
- [wundervault/wundervault-mcp](https://github.com/wundervault/wundervault-mcp) [](https://glama.ai/mcp/servers/wundervault/wundervault-mcp) 📇 ☁️ - Zero-knowledge secret vault for AI agents: inject API keys, passwords and SSH keys into commands without exposing them to the model, with an audit log.
|
||
- [KongFangXun/sofagent](https://github.com/KongFangXun/sofagent) [](https://glama.ai/mcp/servers/KongFangXun/sofagent) 📇 🏠 🍎 🪟 🐧 - Commit-time audits for AI coding agents: scan git diffs for secret leaks, out-of-scope edits and prompt injection, and keep a tamper-evident audit history.
|
||
- [labaccessnow/netip-mcp](https://github.com/labaccessnow/netip-mcp) [](https://glama.ai/mcp/servers/labaccessnow/netip-mcp) 📇 🏠 🍎 🪟 🐧 - Network toolbox: IPv4/IPv6 subnet math, IP conversion, MAC vendor lookup, port directory, DNS, blocklist and TLS certificate checks, and public IP lookup.
|
||
- [auroracapital/upres-cli](https://github.com/auroracapital/upres-cli) [](https://glama.ai/mcp/servers/auroracapital/upres-cli) 📇 ☁️ - Image and video upscaling via the UpRes API: submit jobs, poll status and download results.
|
||
## Frameworks
|
||
|
||
> [!NOTE]
|
||
> More frameworks, utilities, and other developer tools are available at https://github.com/punkpeye/awesome-mcp-devtools
|
||
|
||
- [Nyrok/flompt](https://github.com/Nyrok/flompt) [](https://glama.ai/mcp/servers/@nyrok/flompt) 🐍 ☁️ - Visual prompt builder: decompose prompts into semantic blocks and compile them into Claude-optimized XML.
|
||
- [escapeboy/agent-fleet-o](https://github.com/escapeboy/agent-fleet-o) [](https://glama.ai/mcp/servers/escapeboy/agent-fleet-o) ☁️ 🏠 - Self-hosted mission control for AI agents: manage agents, experiments, workflows, crews, skills and more.
|
||
- [Epistates/TurboMCP](https://github.com/Epistates/turbomcp) 🦀 - MCP SDK for Rust.
|
||
- [heymrun/heym](https://github.com/heymrun/heym) [](https://glama.ai/mcp/servers/heymrun/heym) 🐍 📇 🏠 - Self-hosted AI workflow automation: build multi-agent, RAG and tool-using pipelines on a visual canvas and expose any workflow as an MCP server.
|
||
- [zhangpanda/gomcp](https://github.com/zhangpanda/gomcp) [](https://glama.ai/mcp/servers/zhangpanda/gomcp) 🏎️ - Gin-like Go framework for building MCP servers: struct-tag schemas, middleware, tool groups, Gin/OpenAPI/gRPC adapters, async tasks and an inspector UI.
|
||
- [kioie/tiny-go-mcp-server](https://github.com/kioie/tiny-go-mcp-server) [](https://glama.ai/mcp/servers/kioie/tiny-go-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Minimal Go wrapper around the MCP go-sdk for building stdio servers, with struct-tag JSON Schema inference and minimal boilerplate.
|
||
- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - High-level framework for building MCP servers in Python.
|
||
- [jamjet-labs/jamjet](https://github.com/jamjet-labs/jamjet) [](https://glama.ai/mcp/servers/jamjet-labs/jamjet) 🦀 🐍 - Durable AI agent runtime with MCP client/server and A2A support: graph-based workflows, durable execution and multi-agent coordination, authored in Python.
|
||
- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - High-level framework for building MCP servers in TypeScript.
|
||
- [alexar76/warden](https://github.com/alexar76/warden) [](https://glama.ai/mcp/servers/alexar76/warden) 📇 🏠 🍎 🪟 🐧 - MCP security firewall: static tool-definition scanning, a signed threat feed, origin checks and pinning before third-party tools reach the model.
|
||
- [ljppanda/mcp-longjobs](https://github.com/ljppanda/mcp-longjobs) [](https://glama.ai/mcp/servers/ljppanda/mcp-longjobs) 📇 🏠 🍎 🪟 🐧 - Durable, resumable MCP operations: background tool execution with progress polling, mid-flight input, cancellation and resumable chunked file transfers.
|
||
- [SonAIengine/graph-tool-call](https://github.com/SonAIengine/graph-tool-call) [](https://glama.ai/mcp/servers/SonAIengine/graph-tool-call) 🐍 🏠 - Tool retrieval for large tool sets: build a graph from OpenAPI/MCP specs and find multi-step workflows via hybrid search. Also an aggregating MCP proxy.
|
||
- [vinkius-labs/mcp-fusion](https://github.com/vinkius-labs/mcp-fusion) [](https://glama.ai/mcp/servers/@vinkius-labs/mcp-fusion) 📇 - TypeScript framework for building MCP servers with automatic tool discovery, multiple transports, built-in validation and zero-config setup.
|
||
- [MervinPraison/praisonai-mcp](https://github.com/MervinPraison/praisonai-mcp) 🐍 - AI agent framework with tools for search, memory, workflows, code execution and file operations, turning any assistant into a multi-agent system.
|
||
- [rocketride-org/rocketride-server](https://github.com/rocketride-org/rocketride-server) [](https://glama.ai/mcp/servers/rocketride-org/rocketride-server) 📇 🏠 - Expose pipelines from RocketRide, a self-hosted, open-source AI pipeline tool with multi-LLM support, as tools.
|
||
- [shaqmughal/seekstone](https://github.com/shaqmughal/seekstone) 📇 🏠 🍎 🪟 🐧 - Read an Obsidian vault directly from disk with compact payloads, no Local REST API plugin required.
|
||
- [vivek081166/japan-utils-mcp](https://github.com/vivek081166/japan-utils-mcp) [](https://glama.ai/mcp/servers/vivek081166/japan-utils-mcp) 🐍 🏠 🍎 🪟 🐧 - Japan utilities: era and Western year conversion, kanji-to-romaji, postal codes, national holidays, kana and width conversion, and name splitting.
|
||
- [fireostendere/mcp_diptrace](https://github.com/fireostendere/mcp_diptrace) [](https://glama.ai/mcp/servers/fireostendere/mcp_diptrace) 🐍 🏠 🪟 - Reading, review and guarded editing of DipTrace PCB and schematic projects via a Windows bridge, with cross-platform offline XML analysis.
|
||
- [SynapseLayer/synapse-layer](https://github.com/SynapseLayer/synapse-layer) [](https://glama.ai/mcp/servers/SynapseLayer/synapse-layer) 📇 ☁️ - Persistent encrypted memory for AI agents with Trust Quotient scoring, cross-agent handover and an immutable audit trail.
|
||
- [DROOdotFOO/raxol](https://github.com/DROOdotFOO/raxol/tree/master/packages/raxol_mcp) [](https://glama.ai/mcp/servers/DROOdotFOO/raxol) 🏠 🍎 🪟 🐧 - Elixir/OTP framework for MCP servers and clients that derives tools from a running UI component tree, letting agents drive terminal apps.
|
||
## Tips and Tricks
|
||
|
||
### Official prompt to inform LLMs how to use MCP
|
||
|
||
Want to ask Claude about Model Context Protocol?
|
||
|
||
Create a Project, then add this file to it:
|
||
|
||
https://modelcontextprotocol.io/llms-full.txt
|
||
|
||
Now Claude can answer questions about writing MCP servers and how they work
|
||
|
||
- https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/
|
||
|
||
## Star History
|
||
|
||
<a href="https://star-history.com/#punkpeye/awesome-mcp-servers&Date">
|
||
<picture>
|
||
<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date&theme=dark" />
|
||
<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date" />
|
||
<img alt="Star History Chart" src="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date" />
|
||
</picture>
|
||
</a>
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