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A curated list of awesome Model Context Protocol (MCP) servers.

• What is MCP?
• Clients
• Remote Servers
• Tutorials
• Community
• Legend
• Server Implementations
• Frameworks
• Tips & Tricks

What is MCP?

MCP 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.

Clients

Checkout awesome-mcp-clients and glama.ai/mcp/clients.

Remote Servers

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.

Tutorials

• Tool Definition Quality Score (TDQS)
• Model Context Protocol (MCP) Quickstart
• Setup Claude Desktop App to Use a SQLite Database

Community

• r/mcp Reddit
• Discord Server

Legend

• 🎖️ – official implementation

• programming language

  • 🐍 – Python codebase
  • 📇 – TypeScript (or JavaScript) codebase
  • 🏎️ – Go codebase
  • 🦀 – Rust codebase
  • #️⃣ - C# Codebase
  • ☕ - Java codebase
  • 🌊 – C/C++ codebase
  • 💎 - Ruby codebase

• scope

  • ☁️ - Cloud Service
  • 🏠 - Local Service
  • 📟 - Embedded Systems

• operating system

  • 🍎 – For macOS
  • 🪟 – For Windows
  • 🐧 - For Linux

Note

Confused about Local 🏠 vs Cloud ☁️?

• Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.
• Use cloud when MCP server is talking to remote APIs, e.g. weather API.

Server Implementations

Note

We now have a web-based directory that is synced with the repository.

• 🔗 - Aggregators
• 🤝 - Agreements & Coordination
• 🎨 - Art & Culture
• 📐 - Architecture & Design
• 📂 - Browser Automation
• 🧬 - Biology Medicine and Bioinformatics
• ☁️ - Cloud Platforms
• 👨‍💻 - Code Execution
• 🤖 - Coding Agents
• 🖥️ - Command Line
• 💬 - Communication
• 🗣️ - Conversational AI
• 🔑 - Cryptography
• 👤 - Customer Data Platforms
• 🗄️ - Databases
• 📊 - Data Platforms
• 🚚 - Delivery
• 🛠️ - Developer Tools
• 🧮 - Data Science Tools
• 📊 - Data Visualization
• 📟 - Embedded system
• 🎓 - Education
• 🛒 - E-Commerce
• 🌳 - Environment & Nature
• 📂 - File Systems
• 💰 - Finance & Fintech
• 🎮 - Gaming
• 🏠 - Home Automation
• 🪪 - Identity
• 🏭 - Industrial & IoT
• 🧠 - Knowledge & Memory
• ⚖️ - Legal
• 🗺️ - Location Services
• 🎯 - Marketing
• 📊 - Monitoring
• 🎥 - Multimedia Process
• 🖥️ - OS Automation
• 🎙️ - Podcasts
• 📋 - Product Management
• 🏠 - Real Estate
• 🔬 - Research
• 🔎 - Search & Data Extraction
• 🔒 - Security
• 🌐 - Social Media
• 🔮 - Spirituality & Esoterica
• 🏃 - Sports
• 🎧 - Support & Service Management
• 🌎 - Translation Services
• 🎧 - Text-to-Speech
• 🎙️ - Speech-to-Text
• 🚆 - Travel & Transportation
• 🔄 - Version Control
• 🏢 - Workplace & Productivity
• 🛠️ - Other Tools and Integrations

🔗 Aggregators

Servers for accessing many apps and tools through a single MCP server.

• 402signalhq/402signal 🐍 ☁️ - Checks and validates live x402 payment routes across Base, Solana and Algorand.

• 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.

• 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.

• 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.

• @neoninnovationlab/neon-mcp-gateway 📇 ☁️ 🏠 - Edge firewall for exposing internal PostgreSQL databases and APIs to AI agents with strict validation.

• 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.

• 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.

• 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.

• 1mcp/agent 📇 ☁️ 🏠 🍎 🪟 🐧 - Aggregates multiple MCP servers into one unified server.

• 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.

• 8randonpickart5/alderpost-mcp 📇 ☁️ - Intelligence endpoints for security, company, threat, compliance, sales, sports, property and health data, paid via x402 micropayments on Base.

• 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.

• 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.

• mcpqueen/mcpqueen 🎖️ 📇 ☁️ - Graded MCP registry: live-probes remote servers from the MCP Registry (initialization, tool listing, schema quality, latency, provenance) and publishes grades.

• 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.

• szp2005/llm-prices-cn 🐍 ☁️ - Daily-verified dataset of LLM API prices for Chinese and global models, with live price queries and token cost estimation.

• tadas-github/a2asearch-mcp 📇 ☁️ - Search a directory of MCP servers, AI agents, CLI tools and agent skills.

• 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.

• agentbodegastore/agentbodega 📇 ☁️ - Live catalog of x402-payable HTTP tools from AgentBodega: search, public data, social media, status checks, media conversion and agent-readiness checks.

• 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.

• PHONGUIT22/nostrpulse-full 📇 🏠 🍎 🪟 🐧 - Agent-to-agent (A2A) commerce framework using Nostr NIP-90 and Cashu eCash micro-settlements.

• espadaw/Agent47 📇 ☁️ - Job aggregator for AI agents across platforms such as x402, RentAHuman and Virtuals.

• 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.

• doggychip/agentforge 📇 ☁️ - Self-hostable API gateway and marketplace for AI agents with one API key, REST and streaming access, and health monitoring.

• AgentHotspot 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot marketplace.

• 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.

• garasegae/aiskillstore ☁️ - Skill marketplace where AI agents discover, purchase and integrate skills.

• 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.

• alexanderclapp/clirank-mcp-server 📇 ☁️ 🍎 🪟 🐧 - CLIRank API intelligence for coding agents: discover, compare and get recommendations for APIs scored on agent-friendliness.

• Work90210/APIFold 📇 ☁️ - Turn any REST API into a hosted MCP server, with ready-made public servers for GitHub, Stripe, Slack, OpenAI, Notion and more.

• alexar76/aimarket-plugins 📇 ☁️ 🏠 🍎 🪟 🐧 - AIMarket Hub plugin that packages AIMarket capabilities as self-hosted MCP servers with a Docker image, manifest and client config.

• 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.

• 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.

• 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.

• 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.

• 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.

• rhein1/agoragentic-integrations 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke and pay for other agents' services using USDC on Base.

• arikusi/deepseek-mcp-server 📇 ☁️ 🍎 🪟 🐧 - DeepSeek AI chat and reasoning with multi-turn sessions, function calling, thinking mode and cost tracking.

• ariekogan/ateam-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate and deploy multi-agent AI solutions on the ADAS platform: design skills with tools and manage the solution lifecycle.

• askbudi/roundtable 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies AI coding assistants (Codex, Claude Code, Cursor, Gemini) behind one interface with automatic discovery and zero configuration.

• adw0rd/awesome-mcp-tools-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search the awesome-mcp.tools catalog of MCP servers from an MCP client or the terminal.

• 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.

• 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.

• 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.

• 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.

• cinderwright-ai/cinderwright-api 📇 ☁️ - x402 discovery hub: search engine for agent services, paid with USDC on Base via x402.

• 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.

• Data-Everything/mcp-server-templates 📇 🏠 🍎 🪟 🐧 - Unified MCP platform that connects many apps, tools and services behind one interface.

• 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.

• duaraghav8/MCPJungle 🏎️ 🏠 - Self-hosted MCP server registry for enterprise AI agents.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a curated catalog of AI agents, skills, prompts, bundles and MCP connectors.

• 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 ☁️ 📇 🍎 🪟 🐧 - Lists MCP servers so you can ask your client which ones could improve your daily workflow.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 - 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 📇 🏠 🪟 🍎 🐧 - Generate images from text prompts with Google's Imagen 3 API, with photography, artistic and photorealistic controls.

• hashgraph-online/hashnet-mcp-js 📇 ☁️ 🍎 🪟 🐧 - Discover, register and chat with AI agents on the Hashgraph network via the Registry Broker.

• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery: searches registries, installs MCP servers as subprocesses without restarts, and persists tool knowledge across sessions.

• 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 📇 ☁️ 🍎 🪟 🐧 - Search and browse the AllMCPs.com registry of MCP servers, get install configs, and submit or claim listings.

• jaspertvdm/mcp-server-gemini-bridge 🐍 ☁️ - Bridge to the Google Gemini API for accessing Gemini Pro and Flash models.

• 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 🐍 ☁️ - Bridge to the OpenAI API for accessing GPT-4, GPT-4o and other OpenAI models.

• 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 🏎️ 🏠 ☁️ - Query apps with SQL from a single local-first binary; also connects to PostgreSQL, MySQL and SQLite-compatible databases.

• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and use Claude Agent Skills from any model or client as if natively supported.

• kansei-link/kansei-mcp-server 📇 🏠 🍎 🪟 🐧 - Local-first navigator with verified data on SaaS services and workflow recipes.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused MCP subregistry for discovering and routing to retrieval-capable MCP servers with structured constraints and explainable ranking.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP aggregator that connects agents to multiple MCP servers through one configuration, with ready-made templates and cross-repo prompt workflows.

• MastadoonPrime/sylex-search 🐍 📇 ☁️ 🍎 🪟 🐧 - Search engine for AI agents to discover products, services and businesses across categories, without LLM calls.

• 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 🐍 ☁️ 🍎 🪟 🐧 - Access xAI's Grok API with agentic tool calling, image generation, vision and file support.

• metatool-ai/metatool-app 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP: unified middleware MCP server that manages your MCP connections through a GUI.

• 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 🏎️ 🏠 🍎 🪟 🐧 - 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 🎖️ 🐍 ☁️ 📟 - 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ 🏠 🍎 🪟 - Automatically discover and configure MCP servers on your local machine.

• portel-dev/ncp 📇 ☁️ 🏠 🍎 🪟 🐧 - Orchestrates all your MCP servers through tool discovery, reducing token overhead.

• 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 📇 ☁️ - Search developer infrastructure deals, free tiers and startup programs, compare vendors, plan stacks and track pricing changes.

• 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 🐍 🏠 🍎 🪟 🐧 - Hub that aggregates tools from multiple MCP servers with unified BM25 and regex search and deferred loading.

• 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 📇 ☁️ - Preflight checks for x402 payments: detect decoys, zombie endpoints, dead services and price traps before an agent pays, plus forensics and alternatives.

• 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 🍎 🪟 🐧 ☁️ 🏠 🐍 - 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 🏎️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - 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 📇 ☁️ - Image generation and editing with OpenAI's GPT image models.

• sxhxliang/mcp-access-point 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server without code changes.

• 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 📇 ☁️ - 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 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX: open-source gateway for managing MCP servers at scale, centralizing tool discovery, access controls, call prioritization and usage tracking.

• 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 📇 ☁️ - Deterministic date and time reasoning: arithmetic, DST-aware time zones, business days, public holidays, RFC 5545 recurrence and Gregorian/Persian conversion.

• 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 📇 🏠 - 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 🐍 🏠 🍎 🪟 🐧 - 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 ☁️ 🍎 🪟 - Connect MCP hosts to apps such as Notion, Slack, Monday and Airtable.

• wegotdocs/open-mcp 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server and add it to the open-source open-mcp.org registry.

• whiteknightonhorse/APIbase 📇 ☁️ - API hub covering travel (Amadeus, Sabre), Polymarket prediction markets, crypto and weather, paid per call via x402 in USDC.

• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ - 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 📇 ☁️ 🍎 🪟 🐧 - Search x402-enabled HTTP APIs by keyword, paid per search via x402 micropayments on Base.

• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Aggregate personal data from Steam, YouTube, Bilibili, Spotify, Reddit and other gaming, music, video and social platforms, with OAuth2 and token management.

• 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 🐍 ☁️ 🏠 - 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 🦀 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - 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 🦀 🏠 🍎 🪟 🐧 - Rust template for an MCP server that queries Anthropic's Claude API via the crimson-crab SDK.

• 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 📇 ☁️ - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Labor marketplace protocol for AI agents with atomic escrow and weighted anti-Sybil reputation.

🚀 Aerospace & Astrodynamics

• 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 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Search FCC, ITU, UNOOSA and FAA space regulatory filings via Orbit Sentinel: semantic search, entity dossiers, spectrum holdings, launch licenses and alerts.

🤝 Agreements & Coordination

MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations.

• BrightbeamAI/chap 🎖️ 📇 🏠 🍎 🪟 🐧 - CHAP Coordinator for auditable human-agent collaboration: approvals, overrides, handoffs, escalations and hash-linked evidence.

• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - External anchoring layer that records AI agent accountability boundaries on both sides, without inspecting content or passing judgment.

• 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 🎖️ 📇 ☁️ - 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 🏠 🪟 🍎 🐧 - Detect and normalize traces of machine generation in Russian text, without authorship verdicts.

• 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 📇 ☁️ - 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 📇 ☁️ - Open Task Relay: bounded public-good tasks that AI agents can discover, complete, submit and independently verify.

• t3ratech/market-pulse-mcp 🎖️ 📇 ☁️ - Evidence-graded index of where AI agents can earn: agent-work lanes graded A/B/C/F from recorded payouts, should-I-bid advice, a hash-chained evidence ledger and live agent job listings. Read-only, free without a key.

• 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 📇 ☁️ 🏠 - 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 🎖️ 🐍 ☁️ - 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.

♿ Accessibility

• 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 📇 🏠 🍎 🪟 🐧 - Color-vision accessibility: check palettes and images for colorblind safety, generate safe palettes, simulate color blindness and create Ishihara-style plates.

🎨 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 🐍 ☁️ - Flux image generation and editing from Black Forest Labs via the Ace Data Cloud API.

• musajala/musajala-mcp 📇 ☁️ - Collaborative Arabic poetry arena and Poetic Equity protocol connecting AI agents with human poets.

• AceDataCloud/MCPNanoBanana 🐍 ☁️ - Nano Banana image generation and editing, including virtual try-on and product placement in realistic scenes.

• AceDataCloud/MCPSeedream 🐍 ☁️ - ByteDance Seedream image generation and editing via the Ace Data Cloud API.

• AIDataNordic/alexandria-mcp 🐍 ☁️ - Semantic search over classical philosophy and humanities works.

• 8enSmith/mcp-open-library 📇 ☁️ - Search for book information via the Open Library API.

• 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 🐍 🏠 🪟 🐧 - Generate animations locally using Manim.

• austenstone/myinstants-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Soundboard with meme sounds from myinstants.com: search, play and browse categories.

• ahujasid/blender-mcp 🐍 - Connect AI assistants to Blender.

• albertnahas/icogenie-mcp 📇 ☁️ - Generate SVG icons from text descriptions with customizable styles.

• 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 🐍 🏠 🍎 🪟 🐧 - Access the Shahnameh (Book of Kings), Ferdowsi's Persian epic poem, including sections, verses and explanations.

• arikusi/nakkas 📇 🏠 🍎 🪟 🐧 - SVG art engine controlled through JSON config: CSS keyframe and SMIL animations, parametric curves, filters, gradients and PNG preview.

• 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 🐍 🏠 🍎 🪟 🐧 - Control JupyterCAD using natural language.

• attalla1/photopea-mcp-server 📇 🏠 🍎 🪟 🐧 - Image editing through Photopea: documents, layers, text, shapes, filters, effects and export.

• krupalghori44-dev/infyicon-mcp 📇 ☁️ - Search hand-drawn Infyicon icons in four matching styles and fetch SVG markup or PNG URLs.

• quokkapix/quokkapix-mcp 📇 🏠 🍎 🪟 🐧 - Resize, compress, convert, remove backgrounds, strip metadata, watermark and export images locally through QuokkaPix, without uploading source images.

• BluesPrince/thiri-mcp 📇 ☁️ 🏠 - Deterministic music theory: chord and Roman numeral analysis, voicing and reharmonization.

• burningion/video-editing-mcp 🐍 - Add, analyze, search and generate video edits from your Video Jungle collection.

• cantian-ai/bazi-mcp 📇 🏠 ☁️ 🍎 🪟 - Bazi (Chinese astrology) charting and analysis.

• 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 📇 ☁️ - Image generation, background removal and 4x upscaling, paid per image via x402 in USDC on Base.

• Cifero74/mcp-apple-music 🐍 🏠 🍎 - Apple Music integration: search the catalog, browse your library, manage playlists and get personalized recommendations.

• codex-curator/studiomcphub 🐍 ☁️ - Creative AI tools: image generation, upscaling, background removal, product mockups, CMYK conversion, print-ready PDFs, SVG vectorization and watermarking.

• ConstantineB6/comfy-pilot 🐍 🏠 - View, edit and run ComfyUI node-based image generation workflows, with an embedded terminal.

• 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 📇 ☁️ - Interact with the Discogs API.

• 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 📇 ☁️ 🍎 🪟 🐧 - The Bible as a knowledge graph of verses, people, places, topics and Hebrew lexemes: scripture search, interlinear lookup, cross references and genealogy.

• 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 🐍 🏠 - Create pixel art using the Aseprite API.

• djalal/quran-mcp-server 📇 ☁️ - Interact with the Quran.com corpus via its REST API.

• drakonkat/wizzy-mcp-tmdb 📇 ☁️ - Search and retrieve movie, TV show and person information from The Movie Database (TMDB) API.

• effectustasi/autodesk-inventor-mcp 🐍 🏠 🪟 - Connect AI assistants to a live Autodesk Inventor session over COM: inspect bodies and features, find sliver faces in imported models, dry-run Unwrap, and script the Inventor API.

• 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 🐍 🏠 🍎 - Local bridge for DaVinci Resolve (Free and Studio): timeline inspection, zoom animation, color adjustments and duplicate-timeline review.

• Gatyh/3dtexel-mcp 🎖️ 📇 ☁️ - Official 3D Texel server: search and download 7,000+ PBR materials, HDRIs, decals and 3D assets (1,600+ free CC0) and generate seamless PBR materials and HDRI skyboxes with credits.

• gavxm/ani-mcp 📇 🏠 - AniList integration with taste-aware recommendations, watch analytics, social tools and list management.

• 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 📇 ☁️ - Generate and edit SVGs via natural language, with real-time updates and secure file handling.

• 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 🐍 ☁️ 🍎 🪟 🐧 - Spotify tools: smart shuffle, natural-language song search, vibe analysis, artist network mapping, taste evolution and playlist management.

• 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 📇 ☁️ 🏠 - 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 📇 🏠 🍎 🪟 🐧 - 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.

• kenzolika/yandex-music-mcp 🐍 ☁️ 🍎 🪟 🐧 - Unofficial Yandex Music server: search, likes, listening history, My Wave, similar tracks, public playlists by link, playlist management and export of your library to TXT/CSV.

• 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 🎖️ 📇 ☁️ - Manage your LabelGrid music distribution catalog, releases, analytics and royalties.

• 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 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Create memes from memebo.at templates: search the catalog, caption a template and get a shareable meme link.

• mikechao/metmuseum-mcp 📇 ☁️ - Search and display artworks via the Metropolitan Museum of Art Collection API.

• 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 🐍 ☁️ - Access the Smithsonian Institution's Open Access collections.

• noteboxd/mcp 📇 ☁️ 🏠 - Query the Noteboxd fragrance encyclopedia for perfumes, notes, accords, brands, perfumers, reviews and charts.

• 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 📇 🏠 - 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 #️⃣ ☁️ - 3D printer access: live printer state, webcam snapshots and printer control.

• 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 📇 🏠 🍎 🪟 - 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 📇 🏠 🍎 🪟 - 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 🐍 🏠 - Connect AI assistants to Autodesk Maya.

• 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 🐍 🏠 🐧 - 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 📇 ☁️ - 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 📇 ☁️ - Access historical WWII records, photographs and documents from the Netherlands (1940-1945) via the Oorlogsbronnen (War Sources) API.

• r-huijts/rijksmuseum-mcp 📇 ☁️ - Search artworks and get details and collections via the Rijksmuseum API.

• raveenb/fal-mcp-server 🐍 ☁️ - Generate images, videos and music with Fal.ai models such as FLUX, Stable Diffusion and MusicGen.

• 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 🐍 🏠 🪟 - Control FL Studio: in-DAW mixing (gain staging, EQ, compression, reverb, reference matching), routing and composition.

• runcomfy-com/runcomfy-mcp 🎖️ 🐍 ☁️ - Manage RunComfy ComfyUI serverless deployments, hosted model inference and LoRA training jobs.

• samuelgursky/davinci-resolve-mcp 🐍 - DaVinci Resolve integration for video editing, color grading, media management and project control.

• 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 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars) charting with true solar time correction and output in Chinese, English, Japanese and Korean.

• smeet666/mcp-lrclib 📇 ☁️ 🍎 🪟 🐧 - Search tracks on LRCLIB and read their lyrics, including time-synced LRC lines, with compact search results.

• 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 📇 ☁️ - Search Shakespeare monologues by character, play or first line, and fetch full text, modern-English paraphrases and scene or play summaries.

• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Offline image processing: resize, crop, convert, compress, rotate, flip, thumbnails, watermarks, effects, placeholders and overlays.

• TwelveTake-Studios/reaper-mcp 🐍 🏠 🍎 🪟 🐧 - Control the REAPER DAW for mixing, mastering, MIDI composition and music production.

• 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 📇 ☁️ - Generate, edit and upscale AI video and images (Seedance, Veo, Kling, FLUX, Nano Banana) via VicSee.

• 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 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control: play by description and manage the queue, devices, playlists and library, with a guided setup wizard.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Anime and manga information from the AniList API.

• 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.

📐 Architecture & Design

• AETumiApp/aetumi-mcp 📇 ☁️ - AETumi MCP — gateway for AI coding assistants (Claude Code, Cursor, Codex) to production-ready Three.js/WebGL 3D web components, templates and interactive scenes.

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 🎖️ 📇 ☁️ - 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma bridge: turn selections into framework-aware code reusing your components and tokens, or create frames, text, styles, variables and screens.
• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Generate Excalidraw architecture diagrams with auto-layout, technology-aware component styling (databases, queues, caches) and stateful editing.
• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - Detect contradictions and architectural drift in Kubernetes manifests, READMEs, OpenAPI specs and Word docs, with deterministic scoring and resolution advice.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ - Turn local projects or GitHub repositories into Mermaid diagrams rendered via Kroki.
• 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 📇 🏠 🍎 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Generate iOS UI mockups as PNG and HTML from a text prompt, using Claude and a headless Playwright renderer.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - Mermaid diagram generation (flowcharts, sequence, class, ER, architecture and state diagrams) with templates, layout engines and SVG/PNG/PDF export.
• 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 🎖️ 🐍 ☁️ - Korean architecture, engineering and construction knowledge: KDS, KCS and KS standards, statutes and expertise in one graph, with answers citing clauses.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ - 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 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and outcome gates, stored in append-only JSONL.
• Tommkruix/archprint 📇 🏠 🍎 🐧 - Report the architecture rules a TypeScript repo already follows, inferred from its import graph, with the evidence for each, and check whether a change breaks them.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Create Mermaid diagrams in a shared workspace, with version history, comments, embedding, presentation decks and diagram linting.

Biology, Medicine and Bioinformatics

• ajibadedapo/flowproof-mcp 🐍 🏠 ☁️ - Run reproducible Nextflow bioinformatics pipelines with verifiable Workflow Run RO-Crate provenance: container digests, tool versions and checksums.
• ammawla/encode-toolkit 🐧 - Search, download, track and analyze functional genomics experiments from the ENCODE Project.
• cafferychen777/ChatSpatial 🐍 🏠 - Spatial transcriptomics analysis: cell annotation, deconvolution, spatial statistics and visualization.
• Crindo2/gph-mcp-server 📇 ☁️ - Match US medical practices with healthcare service vendors for billing, credentialing, EHR, compliance and legal.
• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor data from the Dexcom Developer API and FreeStyle Libre via LibreLink Up.
• davidmosiah/wellness-nourish 📇 🏠 🍎 🪟 🐧 - Nutrition and hydration tracking: food search, barcode lookup, meal estimation, intake logs and daily summaries.
• dnaerys/onekgpd-mcp ☕ ☁️ 🍎 🪟 🐧 - Real-time access to the 1000 Genomes Project dataset.
• ericblair1903/nutrients-mcp 📇 ☁️ 🍎 🪟 🐧 - Nutrition analysis from a food photo or text description: calories, macros, vitamins, minerals, allergens and dietary flags.
• 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 🐍 ☁️ - Access personal health and biometric data (sleep stages, heart rate, HRV, glucose, workouts), calendar and location via the Fulcra Life API.
• genomoncology/biomcp 🐍 ☁️ - Access biomedical research data from PubMed, ClinicalTrials.gov and MyVariant.info.
• 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 🐍 ☁️ - 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 🐍 ☁️ - Interact with the UCSC Genome Browser API to find genomes, chromosomes and more.
• JamesANZ/medical-mcp 📇 🏠 - Query medical information, drug databases, drug interactions and clinical guidelines.
• 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 📇 🏠 - Read-only FHIR access to the Practice Fusion EHR: search patients and review appointments, conditions, medications and lab results.
• 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 📇 ☁️ - Healthcare billing: ICD-10, CPT and HCPCS code lookup, prior authorization prediction, claims validation, denial-risk scoring and HIPAA compliance auditing.
• SEOSiri-Official/biorobotics 🐍 🏠 🍎 🪟 🐧 - Bio-robotics engine that converts biological data from the UniProt API into Cartesian G-code coordinates.
• 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 🐍 🏠 - Bridge DICOM, HL7v2 and FHIR: cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding and integration patterns.
• longevity-genie/biothings-mcp 🐍 🏠 ☁️ - Query the BioThings API for genes, genetic variants, drugs and taxonomic information.
• longevity-genie/gget-mcp 🐍 🏠 ☁️ - Bioinformatics toolkit for genomics queries and analysis, wrapping the gget library.
• longevity-genie/opengenes-mcp 🎖️ 🐍 🏠 ☁️ - Query the OpenGenes database for aging and longevity research.
• longevity-genie/synergy-age-mcp 🎖️ 🐍 🏠 ☁️ - Query the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
• 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 📇 ☁️ - Health economics and outcomes research: literature search across PubMed, NICE, CADTH, ICER and more, cost-effectiveness modeling and HTA dossier preparation.
• OHNLP/omop_mcp 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
• 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 📇 ☁️ - 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 🐍 - Clinical research tools for trial coordinators and life sciences teams: real-time access to PubMed and ClinicalTrials.gov.
• pubspro/pubmed-search 📇 ☁️ - Search PubMed and summarize biomedical literature.
• Rajskij/oura-mcp 📇 ☁️ 🏠 - Read-only, self-hosted access to Oura Ring sleep, readiness, activity, stress and heart rate data.
• rewire-bio/genomics-mcp 🐍 🏠 🍎 🐧 - Discover EGA, ENA, ENCODE, GEO and NCBI datasets; retrieve bounded reads, variants, sequence and signal from indexed genomic files; and query versioned reference evidence.
• 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 📇 🏠 ☁️ 🍎 🪟 - 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Access and analyze exported Apple Health data.
• the-momentum/fhir-mcp-server 🐍 🏠 ☁️ - Connect to FHIR servers, for example to query patient history in natural language.
• 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 📇 ☁️ - 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 📇 ☁️ - Classify the likely biological cause of 3am wakeups from symptom descriptions using The Longevity Vault's five-cause framework.
• wso2/fhir-mcp-server 🐍 🏠 ☁️ - Search, retrieve, create, update and analyze clinical data via FHIR APIs, with SMART-on-FHIR authentication.
• wjgoarxiv/pymol-mcp 🐍 🏠 🍎 🪟 🐧 - Headless PyMOL for molecular visualization, GROMACS/LAMMPS trajectories and clathrate-hydrate cage analysis, including H-bond networks and order parameters.

📂 Browser Automation

Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.

• 34892002/bilibili-mcp-js 📇 🏠 - Search Bilibili content, with LangChain integration examples.
• achiya-automation/safari-mcp 📇 🏠 🍎 - Native Safari browser automation without a Chrome dependency.
• 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 📇 🏠 - 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 📇 🏠 - Browser automation using Puppeteer, supporting local and remote browser connections.
• Agent360dk/browser-mcp 📇 🏠 - Control your real, logged-in Chrome browser via an extension, with multiple concurrent color-coded sessions.
• Ahtasham00/tactab 📇 🏠 - Tactile browser control and multimodal visual vision MCP bridge for Google Chrome.
• 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 #️⃣ 🏠 🍎 🪟 🐧 - Web scraper that returns clean Markdown, distributed as a single binary.
• parastejpal987-cmyk/opticparse-public 🐍 🏠 ☁️ 🍎 🪟 🐧 - Visual, multimodal web scraping without CSS selectors, plus phishing and crypto drainer detection.
• 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 🐍 🏠 🍎 🪟 🐧 - Undetected Chrome automation via nodriver for anti-bot protected sites: accessibility snapshots, input automation, network inspection and persistent sessions.
• aparajithn/agent-scraper-mcp 🐍 ☁️ - Web scraping: clean content extraction, CSS-selector scraping, Playwright screenshots, link and metadata extraction, and Google search.
• 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 📇 🏠 🍎 - Access and organize open tabs, bookmarks and recent links across macOS browsers via the SupaSidebar app.
• automatalabs/mcp-server-playwright 🐍 - Browser automation using Playwright.
• BB-fat/browser-use-rs 🦀 - Lightweight browser automation with zero dependencies.
• 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 📇 🏠 🍎 🪟 🐧 - One-click browser-tab screenshots, captured by a companion extension and served locally to the model on demand.
• 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 🦀 🏠 🍎 🪟 🐧 - 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 🐍 - Browser automation using Playwright, tailored for LLMs.
• browserless/browserless-mcp 🎖️ ☁️ - Headless browser automation and web scraping via the Browserless smart scraper API.
• browsermcp/mcp 📇 🏠 - Automate your local Chrome browser.
• brutalzinn/simple-mcp-selenium 📇 🏠 - Control browsers with Selenium using natural language, for testing, automation and multi-user scenarios.
• 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 🐍 ☁️ - Convert URLs into screenshots, PDFs or structured extracts.
• 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 📇 ☁️ - Rent residential Chrome browsers run by real people, with real fingerprints and residential IPs.
• 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 📇 ☁️ - Generate screenshots, PDFs, OG images and narrated video recordings.
• 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.
• DevHusnainAi/zerodom 🐍 📇 🏠 - Deterministic attack-surface perception for AI security agents. Attaches over chrome.debugger to the Chrome you're already logged into (cookies, MFA and SSO already done) and turns the live page into a short numbered interaction graph an agent can act on ([03] button 'Sign In'), with CSS selectors kept server-side and out of the model's context. Cross-identity tools (compare_identities, replay) flag a byte-identical response across two logged-in users as a cross-tenant IDOR, and scan maps the attack surface from the CLI. No LLM in the parse; 71% fewer tokens than Playwright's ARIA snapshot mode.
• 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 🏎️ 🏠 🍎 🐧 🪟 - Automate YouTube operations, also available as a CLI.
• Eric-huang799/duplex 📇 🏠 🍎 🪟 🐧 - A browser shared by a human and an AI — same tabs, same live session; 24 MCP tools (snapshot, click, type, screenshot, tabs, annotations), built-in models or any MCP client, Esc takeover.
• executeautomation/playwright-mcp-server 📇 - Browser automation and web scraping using Playwright.
• eyalzh/browser-control-mcp 📇 🏠 - Control the user's Firefox browser via a companion extension.
• 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 🎖️ 📇 ☁️ 🏠 - Firecrawl web scraping: search, scrape, crawl, map and extract structured data, with live browser interaction and website change monitoring.
• fradser/mcp-server-apple-reminders 📇 🏠 🍎 - Interact with Apple Reminders on macOS.
• 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 📇 🏠 🍎 🪟 🐧 - Drive your logged-in Chrome via an extension: compact element refs, visual regression, accessibility, SEO and security audits, and network mocking.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Website testing with Playwright: assertions, auto form-fill, persistent logins, network mocking, and accessibility, SEO, GEO and Lighthouse audits.
• sh6drack/zen-mcp 📇 🏠 - Zen Browser automation via WebDriver BiDi: navigation, form filling, screenshots and JavaScript evaluation.
• hahahahahahahahah6/browser-buddy 🐍 - MCP server + Chrome extension (MV3) that lets coding agents read pages through the user's real, logged-in Chrome; stdlib-only, local.
• hanzili/comet-mcp 📇 🏠 🍎 - Connect to the Perplexity Comet browser for agentic browsing, deep research and real-time task monitoring.
• hshintelligence/agent-scrape 📇 ☁️ - Pay-per-call web scraping via x402 on Base, with structured extraction, screenshots, metadata, browser sessions and workflows.
• 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 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Create, run, debug and manage Selenix browser automation tests through natural language.
• 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 📇 🏠 - Autonomous browser automation.
• kimtaeyoon83/mcp-server-youtube-transcript 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis.
• samson-art/transcriptor-mcp 📇 ☁️ - Get transcripts and metadata for summarization and content analysis.
• kimtth/mcp-aoai-web-browsing 🐍 🏠 - Minimal MCP server and client implementation using Azure OpenAI and Playwright.
• 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 🏠 🍎 🐧 - Headless browser for AI and web automation with a built-in MCP server.
• LvcidPsyche/auto-browser 🐍 🏠 🐧 🍎 🪟 - Browser agent with human takeover via noVNC, reusable auth profiles, approval and audit controls, and isolated Docker sessions.
• 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 📇 🏠 - Read any URL as a clean AIDocument (Markdown plus structure) through Lyrenth's cached index.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 - Playwright browser automation: interact with web pages through structured accessibility snapshots.
• Mingye-Lu/AgenticCrawler 🦀 🏠 🍎 🪟 🐧 - Autonomous, goal-driven LLM web crawler with stealth browsing, distributed as a single binary.
• ndthanhdev/mcp-browser-kit 📇 🏠 - Interact with your local browsers.
• 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 📇 ☁️ - Web scraping, crawling and search API: extract content as Markdown or JSON, batch-process URLs and get answers with citations.
• 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 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation and logins with post-quantum encryption, a credential vault, memory scrubbing and audit logging.
• PhungXuanAnh/selenium-mcp-server 🐍 🏠 🍎 🪟 🐧 - Web automation through Selenium WebDriver.
• 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 📇 🏠 - Web search using Google search results.
• 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 🐍 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - Record actions on any website and replay them in headless Playwright, with encrypted credentials and AI-based selector healing.
• RapierCraft/alterlab-mcp-server 📇 ☁️ - Web scraping, structured data extraction and screenshots with JavaScript rendering, residential proxy rotation and automatic retries.
• realwigu/mcp-doctor 📇 🏠 🍎 🪟 🐧 - Diagnostics for MCP servers: discover client configs, test connections, audit security issues and benchmark latency.
• 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 📇 🏠 🍎 - Integration with Apple Shortcuts.
• Retio-ai/pagemap 🐍 🏠 - Compress web page HTML into compact structured maps that preserve actionable elements, so agents can read and interact with pages using fewer tokens.
• Savvy-Tech-Sphere/usable-browser-agent-free 📇 🏠 🍎 - MCP server plus Firefox add-on that lets your agent work in your real, logged-in Firefox: accessibility snapshots with stable element refs, logins filled by alias from a local vault, hardened mode by default. Free for personal use.
• ScrapeUnblocker/scrapeunblocker-mcp 📇 🏠 🍎 🪟 🐧 - Fetch web page HTML, AI-parsed JSON or Google results through the ScrapeUnblocker anti-bot API.
• 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 🐍 🏠 🍎 🪟 🐧 - Browser automation, testing and bot-detection bypass using SeleniumBase CDP Mode with Chromium, including click-based CAPTCHA solving.
• 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 📇 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Website screenshots via Chromium with full-page capture, country-specific proxies and automatic ad and cookie-banner removal.
• SnapBlock/hai-browser 📇 🏠 🍎 🐧 - Let coding agents drive VS Code's Integrated Browser alongside you: snapshots, mouse and keyboard, forms, tabs, screenshots, console and network logs, a visible agent cursor, and click-to-source for React (Vite, Next.js).
• 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 🎖️ 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium.
• sylin-org/ghostlight 🦀 🏠 🪟 🐧 - Visible local browser automation in your signed-in Chromium profile, with recovery and optional policy and audit controls.
• trueoriginlabs/vibatchium 🐍 🏠 🐧 - Self-hosted stealth Chrome automation via Patchright: parallel persistent profiles, encrypted credential vault with 2FA, and prompt-injection scanning.
• 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 📇 ☁️ - Render any URL or raw HTML as PNG, JPEG, WebP or PDF, with batch processing, geo-targeting and async webhooks.
• 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 📇 🏠 - Browser and mobile app automation with WebdriverIO: control browsers and automate native Android and iOS apps via WebDriver and Appium.
• xspadex/bilibili-mcp 📇 🏠 - Fetch trending videos from Bilibili.
• 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 📇 🏠 🍎 🪟 🐧 - 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 ☁️ 🏠 - Real-time data from GitHub, Hacker News, Scholar, arXiv, YC, jobs, finance and package trends, with every result timestamped for freshness.
• zumerlab/snapsurf 📇 🏠 🍎 🪟 🐧 - Browser navigation and verification: compact semantic page digests, ranked text search, and typed diffs after each action with assertions.
• 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 🐍 📇 ☁️ - Identify CAPTCHA types and parameters, create solving tasks and retrieve results via the CapMonster Cloud API, with access to its docs.

☁️ Cloud Platforms

Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.

• dockndevai/mcp-keycloak 📇 🏠 🍎 🪟 🐧 - Keycloak multi-realm admin (users, clients, roles, groups) — safe-by-default access modes, realm allowlists, protected realms, delete gating, dry-run, and audit logging. npx -y @dockndevai/mcp-keycloak
• 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 🐍 🏠 - 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 📇 🏠 🍎 🪟 🐧 - Read-only Oracle Cloud (OCI) resource discovery, dependency mapping and reproducible Terraform generation, with secret redaction.
• dockndevai/mcp-azure 📇 🏠 🍎 🪟 🐧 - Azure Resource Manager inventory, tags and VM lifecycle management, with resource-group allowlists, delete gating and typed confirmation.
• 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 🎖️ 📇 🏠 🍎 🐧 - Deploy AI-generated code to decentralized storage networks such as Greenfield, IPFS and Arweave via 4EVERLAND Hosting.
• adiosdotdev/mcp 📇 ☁️ - Manage Adios workspaces, previews, builds, logs, services and production deployments.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - AWS SSO integration: log in, list accounts and roles, and run AWS CLI commands with temporary credentials.
• agentmetal/mcp 🎖️ 📇 ☁️ - Provision, SSH into, run commands on and manage Linux VPSes, paying with USDC over x402 or by card.
• 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 📇 ☁️ - Upload to and manipulate IPFS storage.
• aparajithn/agent-deploy-dashboard-mcp 🐍 ☁️ - Unified deployment dashboard for Vercel, Render, Railway and Fly.io: deploy status, logs, environment variables, rollbacks and health checks.
• 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 🐍 🏠 - 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 🐍 🏠 - Manage Proxmox VE clusters: VMs, containers, snapshots, templates, cloud-init, firewall and migrations, with two-step confirmation for destructive actions.
• 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 🐍 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🎖️ 🐍 ☁️ - Operate Alibaba Cloud resources, including ECS, Cloud Monitor, OOS and other widely used cloud products.
• awslabs/mcp 🎖️ ☁️ - Suite of servers for integrating with AWS services and resources.
• backblaze-labs/b2-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Manage Backblaze B2 buckets, files, keys, Object Lock and S3-compatible storage.
• 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 🐍 ☁️ - VMware ESXi and vCenter virtual machine management via a REST API.
• 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 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2 and D1.
• davidlandais/ovh-api-mcp 🦀 ☁️ - Access the entire OVH API through search and execute tools that run sandboxed JavaScript (Code Mode).
• cyclops-ui/mcp-cyclops 🎖️ 🏎️ ☁️ - Manage Kubernetes resources through the Cyclops abstraction.
• 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 🐍 ☁️/🏠 - Kubernetes operations via kubectl and helm through natural language, integrated with Open WebUI.
• erikhoward/adls-mcp-server 🐍 ☁️/🏠 - Azure Data Lake Storage: manage containers and file metadata, and read, write, upload and download files.
• espressif/esp-rainmaker-mcp 🎖️ 🐍 🏠 ☁️ 📟 - Manage and control ESP RainMaker devices.
• flux159/mcp-server-kubernetes 📇 ☁️/🏠 - Kubernetes cluster operations for pods, deployments and services.
• friendlygeorge/docker-mcp-server 📇 🏠 - Docker container management: health checks, auto-restart, Compose lifecycle and log streaming.
• 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 📇 ☁️ - Access Cloudeval project context and reports for cloud evaluations of Azure and AWS CloudFormation, with a read-only toolset.
• 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 🏎️ ☁️ - Manage Spinnaker applications, pipelines, executions and cloud infrastructure via the Gate API.
• hardik-id/azure-resource-graph-mcp-server 📇 ☁️/🏠 - Query, analyze and monitor Azure resources at scale using Azure Resource Graph.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Control Easypanel deployments, services, environment variables, logs, domains, databases and monitoring, with confirmation for destructive actions.
• 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 📇 ☁️ - 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 📇 ☁️/🏠 - Manage the Marzban proxy/VPN panel: users, subscriptions, nodes, hosts, config and system stats, with confirmation for destructive calls.
• Infrawise/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps cost optimization: idle resources, rightsizing and Reserved Instance recommendations.
• ionos-cloud/ionoscloud-mcp 🏎️ ☁️ - Inspect and manage IONOS Cloud infrastructure.
• 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 📇 ☁️ - Oracle Cloud Infrastructure price data with cost calculators and cross-provider comparisons.
• 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 ☁️ - Access Netskope Private Access components within an NPA environment, with setup details and usage examples.
• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and manage Krova Cloud Cubes (Firecracker microVMs with root access), plus custom domains, TCP port mappings and snapshots.
• shiped-app/shiped-mcp ☁️ - Deploy AI-generated HTML, CSS and JavaScript to a public HTTPS URL.
• 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 🎖️ 🐍 ☁️ - Manage the software licensing lifecycle in Labs64 NetLicensing through natural language.
• joachimBrindeau/domain-mcp 📇 ☁️ 🍎 🪟 🐧 - Manage Dynadot domains, DNS, WHOIS, nameservers, transfers and aftermarket listings.
• 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 🎖️ 📇 ☁️ - Deploy services on Lizard with managed Postgres, Redis and S3, logs and metrics, secrets, scaling and custom domains.
• localstack/localstack-mcp-server 🎖️ 📇 🏠 - Manage LocalStack local AWS environments: lifecycle operations, infrastructure deployments, log analysis, fault injection and state management.
• luno-cms/mcp 🎖️ 📇 ☁️ - LUNO hosted backend platform: CMS, forms, auth and storage. Unrelated to the Luno cryptocurrency exchange.
• M-Yamashita01/cloudflare-mcp-go 🏎️ ☁️ - Cloudflare API v4 server: 28 tools across zones, DNS, WAF/firewall, rate limits, HTTP request logs, Security Center insights, and threat intelligence (IP/domain/ASN/WHOIS/passive DNS). Currently read-only. Install with go run github.com/M-Yamashita01/cloudflare-mcp-go@latest.
• manusa/Kubernetes MCP Server 🏎️ 🏠 - Kubernetes and OpenShift management: CRUD operations on any resource plus specialized cluster tools.
• mikusnuz/dynadot-mcp 📇 ☁️ - Dynadot domain registrar API: domain search, registration, DNS, contacts, transfers and marketplace.
• mctlhq/mctl-mcp ☁️ - Kubernetes management and automated GitOps.
• 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 🏎️ ☁️/🏠 - Rancher ecosystem tools: multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks) and Fleet GitOps.
• Nebula-Block-Data/nebulablock-mcp-server 📇 🏠 - Access the full NebulaBlock API.
• 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 🐍 ☁️ - Microsoft Graph access to Outlook mail and calendar, Teams, OneDrive, SharePoint, OneNote, Planner and Entra ID.
• Novence-ai/mcp 📇 ☁️ - Create, check, deploy and host static sites.
• 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 🦀 🏠 - Manage Terraform environments: read configurations, analyze plans, apply configurations and manage state.
• oborseth/Porkbun-MCP 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official Porkbun server: domain availability and pricing, registration and renewals, DNS records, nameservers, DNSSEC, URL forwarding, DNS restore points, static hosting deploys and Cloudflare-connected domains. Also hosted at https://mcp.porkbun.com/mcp with Porkbun sign-in.
• 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 🐍 ☁️ - OpenStack cloud infrastructure management based on openstacksdk.
• ofershap/mcp-server-cloudflare 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS and cache.
• ofershap/mcp-server-s3 📇 ☁️ - AWS S3 operations: list buckets, browse objects, upload and download files, and generate presigned URLs.
• pibblokto/cert-manager-mcp-server 🐍 🍎/🐧 ☁️ - Manage and troubleshoot cert-manager.
• plopino/plopino-mcp 📇 ☁️ 🍎 🪟 🐧 - Publish HTML written in chat or local files and folders to a public URL, preserving folder structure.
• 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 🏎️ ☁️/🏠 - Interact with Portainer instances: container management, deployment operations and infrastructure monitoring.
• nikhilnt1234/TokenBurnRate 📇 🏠 - Track LLM token costs across Claude, GPT and Gemini, with optimization hints and savings estimates.
• CodesWhat/portkey-admin-mcp 📇 ☁️ - Portkey Admin API control plane: prompts, configs, keys, analytics, guardrails, integrations and deployments.
• 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 🐍 🏠 - Integration with the PythonAnywhere cloud platform.
• 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 🐍 ☁️ - Access Qiniu Cloud products such as Cloud Storage and media processing services.
• redis/mcp-redis-cloud 📇 ☁️ - Manage Redis Cloud resources in natural language: create databases, monitor subscriptions and configure cloud deployments.
• reza-gholizade/k8s-mcp-server 🏎️ ☁️/🏠 - Interact with Kubernetes clusters: API resource discovery, resource management, pod logs, metrics and events.
• rohitg00/kubectl-mcp-server 🐍 ☁️/🏠 - Interact with Kubernetes clusters through natural language.
• 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.
• roybogs/portveil-mcp 📇 ☁️ 🍎 🪟 🐧 - Control a Portveil WireGuard VPN account: list devices with their live speed, and move, rotate, reconnect or disconnect agent machines between exit countries. Moves only count once the exit server confirms the device.
• rrmistry/tilt-mcp 🐍 🏠 🍎 🪟 🐧 - Access Tilt resources, logs and management operations for Kubernetes development environments.
• sevalla-hosting/mcp 📇 ☁️ - Manage Sevalla cloud infrastructure.
• shdomi8599/vibie-mcp 📇 ☁️ 🍎 🪟 🐧 - Deploy static HTML folders to permanent Vibie URLs, with folder markers for easy redeploys.
• shipstatic/mcp 📇 ☁️ - Deploy and manage static sites: upload files, get a URL and connect custom domains.
• Sidd27/infrawise 📇 ☁️ 🏠 - Cloud infrastructure analysis: detect IaC drift, missing indexes, security gaps and performance anti-patterns across AWS services and databases.
• silenceper/mcp-k8s 🏎️ ☁️/🏠 - Manage any Kubernetes resource, including native resources and CRDs, through natural language.
• 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 📇 ☁️ - Manage domains, DNS records, contacts and marketplace listings via the Spaceship API.
• spre-sre/lumino-mcp-server 🐍 ☁️ - SRE observability for Kubernetes and OpenShift: Tekton pipeline debugging, log analysis, root cause analysis and predictive monitoring.
• StacklokLabs/mkp 🏎️ ☁️ - Interact with Kubernetes clusters: list and apply Kubernetes resources.
• StacklokLabs/ocireg-mcp 🏎️ ☁️ - Interact with OCI registries: retrieve container image information, list tags and more.
• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 🏎️ ☁️/🏠 - Kubernetes cluster operations.
• 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 🏎️ 🏠/☁️ - Interface with Nutanix Prism Central resources.
• trilogy-group/aws-pricing-mcp 🏎️ ☁️/🏠 - Get up-to-date EC2 prices in one call from a pre-parsed AWS price catalogue.
• txn2/kubefwd 🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring and pod log streaming.
• 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 📇 ☁️ - Query book information.
• 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 🏎️ ☁️/🏠 - Multi-cluster Kubernetes management and operations, embeddable as an SDK, covering common DevOps tasks for standard and CRD resources.
• wenhuwang/mcp-k8s-eye 🏎️ ☁️/🏠 - Kubernetes management plus cluster and application health analysis.
• akkireddy-challa/k8s-mcp-server 🐍 ☁️ 🏠 - Kubernetes cluster operations: inspect pods, deployments, services and logs.
• 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 🏎️ ☁️ 🍎 🪟 🐧 - Live AWS, GCP and Azure prices for FinOps: public list prices and enterprise negotiated rates (Reserved Instances, Savings Plans, CUDs, EDPs).
• 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 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ - VMware vSphere/vCenter management: VM lifecycle, deployment, guest operations, snapshots and clusters, with confirmation gates, dry-run mode and audit logging.
• 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 🐍 ☁️ - Read-only VMware vSphere/vCenter monitoring: inventory, alarms, events, host health, VM info and snapshot listing.
• 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 🐍 ☁️ - VMware NSX security: Distributed Firewall policies and rules, security groups, Traceflow troubleshooting and IDS/IPS profiles, with checks before deletion.
• 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 🐍 ☁️ - VMware Tanzu / vSphere Kubernetes Service: Supervisor cluster, namespace and Tanzu Kubernetes Cluster lifecycle, with dry-run mode and kubeconfig export.
• zyli5313/dochost-mcp 📇 ☁️ - Publish Markdown or HTML to a public shareable link, served script-free from a separate cookieless origin.

👨‍💻 Code Execution

Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.

• 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 🐍 ☁️ 🐧 🍎 🪟 - Execute code through the Piston remote code execution engine.
• 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 🏎️ ☁️ - Access any API through its existing OpenAPI documentation.
• 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 🎖️ 📇 ☁️ - Dedicated Linux VM sandboxes for untrusted, model-generated code: run commands, move files, expose a preview URL and destroy the VM.
• gwbischof/outsource-mcp 🐍 ☁️ - Delegate tasks to other AI providers' models, e.g. ask OpenAI to generate an image.
• hileamlakB/PRIMS 🐍 🏠 - Python runtime interpreter that executes submitted code in an isolated environment.
• 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 🦀 🏠 🍎 🪟 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 #️⃣ ☁️ - Access any API via its OpenAPI specification, with full JSON Schema support for parameters and request bodies.
• r33drichards/mcp-js 🦀 🏠 🐧 🍎 - JavaScript sandbox that uses V8 isolation to run AI-generated code locally, with heap snapshotting for persistent sessions.
• Reachpad/reachpad-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation as failure and recursion.
• 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 📇 🏠 - 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 📇 ☁️ 🏠 🐧 🍎 🪟 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ - Run LLM-generated code in a YepCode sandbox and create custom MCP tools in JavaScript or Python with npm and PyPI packages.

🤖 Coding Agents

• ly8427/mcp-review-board 🐍 🏠 🍎 🪟 🐧 - Localhost review board where different coding agents (Claude Code, Codex, OpenCode, Trae, ZCode) review each other's work: objections must state flip conditions, revisions clear all verdicts, resolution requires the whole active quorum, and every vote is append-only audited. Ships its own audited self-review history as evidence. Install: pipx install mcp-review-board. Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.

• 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 📇 🏠 🍎 🪟 🐧 - Manage a 5dive agent fleet: file tasks, message and inspect agents, and read the fleet digest.

• 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.

• dimitrihilverda/claude-session-relay ☁️ 🍎 🪟 🐧 - Self-hosted relay where coding-agent sessions on different machines share a team board, message each other and check for git conflicts, with isolated teams, private sessions and an OAuth MCP endpoint for Claude in the cloud.

• 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 🐍 🏠 🍎 🪟 🐧 - AI council: query CLI agents (Claude Code, Codex, Gemini and OpenCode) in parallel with deliberation rounds.

• 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 🐍 🏠 - DevOps and networking tools: network monitoring, system diagnostics, automation workflows and infrastructure management.

• 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 - Structured, model-driven interaction with network devices via Cisco pyATS.

• 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.

• AV-Labs-Co/cos-codex-bridge 📇 🏠 🍎 - Local MCP that lets a Chief of Staff client find, create and register Codex projects; submit exact prompts; track durable receipts; continue existing tasks; and organize scoped work inside allowlisted directories.

• aybelatchane/mcp-server-terminal 🦀 🏠 🍎 🪟 🐧 - Interact with TUI/CLI applications through a structured terminal state tree with element detection, like Playwright for terminals.

• aymericzip/intlayer 📇 ☁️ 🏠 - IDE assistance for the Intlayer i18n/CMS tool: CLI access and documentation.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🏎️ 🏠 🍎 🪟 🐧 - SSH control for Linux and Windows servers, with long-running commands and execution on multiple hosts at once.

• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - 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 🏎️ 🏠 🍎 🪟 🐧 - Coordinate parallel coding agents: TTL file claims across git worktrees, hooks blocking colliding edits, presence, handoff notes and searchable lessons.

• 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 📇 🏠 - Turn any CLI tool with --help output into an MCP server, with caching.

• ejentum/ejentum-mcp 📇 🏠 - Reasoning, code, anti-deception and memory tools for AI agents.

• ezyang/codemcp 🐍 🏠 - Coding agent with basic read, write and command line tools.

• 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 📇 ☁️ 🏠 - Delegate tasks to OpenClaw AI assistant agents with sync and async tools.

• 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 - Access iTerm: run commands and ask questions about what is shown in the terminal.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 - Run arbitrary commands and scripts.

• gabrielmaialva33/winx-code-agent 🦀 🏠 - Rust reimplementation of WCGW for coding agents: shell execution and file management.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Delegate real-world actions to Hermes Agent: research, browser workflows, messaging, scheduling and skills, with risky actions requiring approval.

• irskep/persistproc 🐍 🏠 - See and control long-running processes such as web servers: start, stop, restart and read logs.

• 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 📇 ☁️ - 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 📇 🏠 - 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 📇 🏠 - Governed runtime for AI coding agents with budget caps, verifier gates, runaway-loop prevention, rollback evidence and inspectable run receipts.

• 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 🦀 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 - Local server and Agent Skill for TraeCN desktop automation on macOS.

• maxim-saplin/mcp_safe_local_python_executor - Safe Python interpreter based on Hugging Face smolagents' LocalPythonExecutor.

• micl2e2/code-to-tree 🌊 🏠 📟 🐧 🪟 🍎 - Convert source code into an AST, regardless of language.

• misiektoja/kill-process-mcp 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries.

• 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 🐍 🏠 - Command-line execution with customizable security policies.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 ☁️ - Bridge to multiple OpenAI-compatible LLMs for rubber duck debugging: explain a problem to several AI ducks and get different perspectives.

• 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 📇 🏠 🍎 🪟 🐧 - Console automation and monitoring, like Playwright for terminal apps: session management, SSH, testing, monitoring and background jobs.

• oraios/serena 🐍 🏠 - Coding agent that uses language servers for symbolic code operations.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐧 🪟 🍎 - 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 🎖️ 🏎️ ☁️ - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis and debate with ChatGPT, Claude and Gemini, including consensus and OWASP Top 10 checks.

• Rikinshah787/dotpals 📇 🏠 🍎 🪟 🐧 - Checks what local coding agents such as Claude Code, Codex and Cursor really did: files changed, commands run and test results read from test output, not the agent's word. Read-only.

• 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 📇 🏠 🍎 🪟 🐧 - Unofficial bridge from Warp's Oz coding agent to any IDE or MCP client, plus native @oz in VS Code Copilot Chat.

• shashankss1205/codegraphcontext 🐍 🏠 🍎 🪟 🐧 - Index local code into a graph database to give AI assistants context, with graphical code visualizations for humans.

• 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 🐍 🏠 🍎 🪟 🐧 - Use Claude Code Skills from any IDE or CLI.

• sonirico/mcp-shell 🏎️ 🏠 🍎 🪟 🐧 - Run shell commands securely, auditably and on demand in isolated environments such as Docker.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Coding agent for Max (Max/MSP/Jitter), the visual programming language for music and multimedia.

• 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 📇 🏠 🐧 🪟 - SSH control for Linux and Windows servers: execute remote shell commands with password or SSH key authentication.

• Touchpoint-Labs/touchpoint 🐍 🏠 🍎 🪟 🐧 - See, find and interact with UI elements in any desktop application, like Playwright for the whole OS.

• tumf/mcp-shell-server - Secure shell command execution.

• 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 🦀 🏠 🍎 🪟 🐧 - Developer tools for file editing, shell command execution and screen capture.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Code intelligence for Elixir: module search, function tracking and PR attribution via tree-sitter AST parsing.

• wonderwhy-er/DesktopCommanderMCP 📇 🏠 🍎 🪟 🐧 - Manage and execute programs, and read, write, search and edit code and text files.

• 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 📇 ☁️ - Connect an IDE or AI assistant to Codex CLI for code analysis and editing, with support for multiple models.

• 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 📇 ☁️ - 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 🐍 🏠 - 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 🐍 🏠 🍎 🪟 🐧 - Control plane for AI coding agents: time-locks writing, requires evidence for claims, runs adversarial review and keeps a sealed verification record.

🖥️ Command Line

Run commands, capture output and otherwise interact with shells and command line tools.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🏎️ - SSH connection manager with a TUI dashboard for discovering, searching and running commands on remote hosts.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🐧 - 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 📇 🏠 🍎 🐧 - 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 🦀 🏠 🐧 - Linux system administration via typed actions instead of shell strings, with a signed audit log, one-time approval receipts and automatic rollback.
• 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 📇 🏠 🍎 🪟 🐧 - Launch, screenshot and interact with any TUI app.
• 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 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents: local shells, persistent SSH sessions with attach/detach, and serial ports.
• 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 📇 🏠 - Terminal for AI coding agents: persistent PTY sessions, incremental reads, headless screen capture, multi-agent orchestration and a web dashboard.
• 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 📇 🏠 🐧 🍎 - Terminal, filesystem and background-job tools for Linux and macOS.
• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🐧 🍎 - Drive tmux locally or over SSH: sessions, windows, panes, keystrokes, pane capture and raw commands, with shared sessions for pair programming.
• 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 🦀 🏠 🍎 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Read-only SSH diagnostics for Linux and Docker servers using a fixed command allowlist, with secret redaction and per-command timeouts.
• 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.

💬 Communication

Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.

• A1-x-Tech/mcp-google-gmail 📇 ☁️ - Gmail API: search, read and send email, and manage drafts, labels and the trash.
• AbdelStark/nostr-mcp ☁️ - Interact with Nostr: post notes and more.
• 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 🐍 ☁️ - Interact with Twitter search and timeline.
• 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 📇 ☁️ - Email for AI agents: create inboxes on the fly to send, receive and act on email.
• 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 📇 ☁️ - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - 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 📇 ☁️ - 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 ☁️ - 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 📇 ☁️ 🏠 - Publish content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter, adapted per platform with idempotent state.
• bababoi-bibilabu/agent-mq 📇 ☁️ 🏠 - Message queue that lets AI coding assistants message each other across sessions and machines. Self-hostable.
• areweai/tsgram-mcp - Use Claude with local workspace access from Telegram on your phone: read, write and code on the go.
• arpitbatra123/mcp-googletasks 📇 ☁️ - Interface with the Google Tasks API.
• belaytzev/Telebrief 🐍 🏠 - Self-hosted digests of your Telegram channels over MCP: AI summaries, the last digest and raw per-channel messages, with OpenAI, Anthropic or Ollama.
• 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 🐍 🏠 - Send desktop notifications with a sound effect when agent tasks complete.
• carterlasalle/mac_messages_mcp 🏠 🍎 - Query, analyze, send and receive iMessage conversations, with phone number validation, attachments, contacts and group chats.
• chaindead/telegram-mcp 🏎️ 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve messages and handle read status.
• 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 🐍 🏠 - Security-focused SendGrid email sending with recipient/domain allowlists, send caps, review mode, an audit log and no silent BCC.
• 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 📇 ☁️ 🍎 🪟 🐧 - Email infrastructure for AI agents: create inboxes on the fly, send and receive email, search messages and manage threads.
• 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 🎖️ 📇 ☁️ - Search CometChat documentation and get curated implementation bundles for adding real-time chat, voice, video and moderation to apps.
• conarti/mattermost-mcp 📇 ☁️ - Mattermost API integration: list channels, read and post messages, manage threads and reactions, and monitor topics.
• Danielpeter-99/calcom-mcp 🐍 🏠 - Manage Cal.com event types, create bookings and access scheduling data.
• 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 🎖️ 📇 ☁️ - Place consent-based outbound phone calls and retrieve transcripts, summaries and outcomes.
• discourse/discourse-mcp 🎖️ 💎 ☁️ 🏠 🍎 🪟 🐧 - Discourse forum integration: search topics, read posts, manage categories and tags, discover users and interact with communities.
• 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 📇 ☁️ - Email read tracking via Gmail: send tracked emails and check whether they were opened, with open count, device and timing.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Inbox Zero features on top of Gmail, such as finding emails that need a reply or follow-up.
• 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 📇 ☁️ - Compose, price and send physical letters and postcards, paid with Solana.
• FastAlertNow/mcp-server 🎖️ 📇 ☁️ - List channels and send notifications through the FastAlert API.
• FantomaSkaRus1/telegram-bot-mcp 📇 ☁️ 🏠 - Covers the entire Telegram Bot API.
• 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 📇 ☁️ - X (Twitter) creator toolkit: tweet media downloads, curated hashtags, posting times, hook formulas, engagement calculators and a thread splitter.
• fbossiere/proton-safe-mcp 🐍 🏠 🐧 - Proton Mail access through the local Proton Mail Bridge: search and read emails, inspect attachments, and create drafts. No send, delete or move tools.
• 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 📇 ☁️ - Make phone calls using VoIP/SIP and OpenAI's Realtime API, and observe the transcript.
• 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 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API: send transactional and marketing email, manage contacts and segments, run broadcasts, render templates and read analytics.
• 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 📇 ☁️ 🏠 - Send and fetch ntfy notifications on a self-hosted ntfy server, with token auth support.
• 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 📇 🏠 🍎 🪟 🐧 - 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 ☁️ - Send various types of messages to a WeCom group bot.
• 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 📇 🏠 🍎 - 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 🐍 🏠 🍎 - Safe access to the iMessage database to query and analyze conversations, with phone number validation and attachment handling.
• 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 📇 ☁️ 🍎 🪟 🐧 - Full Resend email API coverage plus diagnostics: deliverability analysis, DNS troubleshooting, email inspection, bounce explanations and account audits.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🎖️ ☁️ - 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 🐍 🏠 🍎 - 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 🐍 ☁️ - Microsoft Teams messaging: read, post and mention, and list members and threads.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Give AI agents an address on fmsg, an open federated messaging protocol: inbox, threads, replies, reactions, attachments and waiting for new messages.
• sendchamp/ai 🎖️ ☁️ - Read-only search over Sendchamp documentation for SMS, OTP verification and Africa-specific routing.
• 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 📇 ☁️ - 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 🐍 🏠 🍎 - 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 📇 🏠 - 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 📇 ☁️ - Manage Inxmail Commerce transactional emails: events, sendings, bounces, blocklist and blacklist, reactions and delivery tracking.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Read and send email, and manage mailboxes, custom domains and webhooks via the QMailing API.
• 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 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive and poll inbound SMS, and extract OTP codes for phone verification.
• redditapis/redditapis-mcp 📇 ☁️ - Read-only Reddit API access: subreddit listings, post, comment, community and user search, comment trees and top posts.
• 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 📇 ☁️ - 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 🐍 🏠 - Access Mattermost teams, channels and messages, plus an MCP host running as a Mattermost bot that can use configured 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 🐍 🏠 - Interact with Product Hunt trending posts, comments, collections, users and more.
• jamalofski/mailprobe-mcp 🎖️ 📇 ☁️ 🏠 - Email verification in real time, without sending anything: a valid, risky, invalid or unknown status with a score, disposable, role-based and catch-all detection, and typo suggestions. Remote server or local stdio package, hosted in France.
• 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 📇 ☁️ 🏠 - Collaboration rooms for AI agents: create and join rooms and exchange real-time messages over MCP or A2A. Self-hostable.
• jtalk22/slack-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Slack DMs, channels, threads and search without an OAuth app or admin approval.
• 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 📇 ☁️ - Query and interact with Bluesky instances.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Slack workspace integration.
• 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 🎖️ 📇 ☁️ - 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 📇 🏠 🍎 - Local access to macOS apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Teams, Outlook, OneDrive and Office documents.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 🏎️ - Search personal WhatsApp messages and contacts, and send messages to individuals or groups.
• 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 📇 🏠 🍎 🪟 🐧 - Multi-agent communication hub with real-time messaging, task scheduling, shared memory, trust-based evolution and role-based access control.
• 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 🎖 📇 ☁️ - Integrate with a LINE Official Account.
• littlebearapps/outlook-assistant 📇 ☁️ - Search an Outlook inbox, send emails, schedule meetings, manage contacts and configure mailbox settings.
• 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 📇 ☁️ - Have an AI make phone calls on your behalf: book reservations, schedule appointments and view call transcripts.
• 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 🐍 ☁️ - CalDAV calendars on any server (Yandex, Google, Nextcloud, iCloud and more): create events with recurrence, attendees and reminders, and search events.
• 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.
• MankhongGarden/line-bot-ops-mcp 📇 ☁️ 🏠 - Operate your own LINE bot: webhook queue health, failed jobs and retries, plus push, Rich Menu swap, follower insight and quota. LINE tools work with any Messaging API channel.
• 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 📇 ☁️ - Send, receive, monitor and reply to email with thread context via EngageLab Email.
• 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 🐍 🏠 🍎 - 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 📇 ☁️ - Email for AI agents: send and receive as Markdown with configurable human oversight (monitor, gate or fully autonomous).
• 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 📇 🏠 ☁️ - Events, tasks and journal entries on any CalDAV server (Radicale, Nextcloud, Fastmail, iCloud), with a calendar allowlist and approval for series changes.
• Sequenzy/mcp 📇 ☁️ 🍎 🪟 🐧 - Sequenzy email marketing automation: manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails and analytics.
• 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 🐍 🏠 🪟 🐧 - Control QQ via NapCatQQ (OneBot v11): send and receive messages, manage groups and wake the agent on incoming messages.
• 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 📇 🏠 🍎 🪟 🐧 - Send, reply to and forward mail over SMTP, restricted to a recipient allowlist, with each message approved by a person before sending.
• 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 📇 ☁️ 🏠 - 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 📇 🏠 🍎 🪟 🐧 - Discord chat, moderation, automod, events and administration, including building a server from a description, with confirmation for destructive actions.
• overpod/mcp-telegram 📇 🏠 🍎 🪟 🐧 - Telegram via MTProto: read chats, search messages, download media and manage contacts, with QR code login.
• OverQuotaAI/chatterboxio-mcp-server 📇 ☁️ - Send ChatterBox bots to Zoom and Google Meet meetings and get transcripts and recordings.
• 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.
• PhilflowIO/dav-mcp 📇 🏠 ☁️ - Calendars, contacts and tasks on any CalDAV/CardDAV server (Nextcloud, Baikal, Radicale, iCloud): 27 tools for events, vCards and VTODOs with field-level updates, server-side queries and free/busy, over stdio or Streamable HTTP.
• PhononX/cv-mcp-server 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Create and manage Carbon Voice voice messages, conversations, direct messages, folders, voice memos and AI actions.
• Pingfyr/mcp 🎖️ 📇 ☁️ - Schedule reminders, notifications and webhooks with the Pingfyr scheduled delivery API.
• platfone-com/mcp 📇 ☁️ 🏠 - Rent virtual phone numbers worldwide, receive SMS and manage the full activation lifecycle via Platfone.
• PostcardBot/mcp-server 📇 ☁️ - Send physical postcards worldwide, individually or in bulk.
• PaSympa/discord-mcp 📇 🏠 🍎 🪟 🐧 - Multi-guild Discord management: messages, channels, roles, forums, webhooks and moderation.
• 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 📇 ☁️ - Send push notifications to iPhone, iPad and Mac via BotBell, with two-way replies, action buttons, Markdown and multi-bot management.
• saseq/discord-mcp ☕ 📇 🏠 🍎 🪟 🐧 - Interact with Discord and automate tasks.
• SharimAli/discp 📇 🏠 🍎 🪟 🐧 - Feature-complete Discord MCP server with 117 native tools, dual user/bot account support, anti-abuse human pacing, and dynamic aesthetic symbol discovery.
• sawa-zen/vrchat-mcp 📇 🏠 - Interact with the VRChat API: retrieve information about friends, worlds, avatars and more.
• sdyuyouth/agenthop 📇 ☁️ 🏠 🍎 🪟 🐧 - Let two agents on machines with no public address talk directly: pair with a short code over an end-to-end encrypted relay (hosted or self-hosted), send files, and invite saved contacts by name.
• Sealjay/mcp-hey 📇 🏠 🍎 - Local access to Hey.com email via a cached session: read, search, send, reply and manage the Screener.
• Sendmux/sendmux-sdk 🐍 ☁️ 🏠 - Email inboxes for AI agents via Sendmux: receive, search and send mail.
• 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 📇 🏠 - Read, search and send email with Zoho Mail.
• 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 🎖️ 📇 ☁️ 🏠 - Serverless form backend, lead triage and contact form generator for static sites, React and JAMstack apps.
• Spix-HQ/spix-mcp 🐍 ☁️ - Phone numbers and voice for AI agents: make and receive calls, send email and manage contacts.
• 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 - Send notifications to your phone using ntfy.
• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 ☁️ - Tools for neurodivergent professionals: corporate-ambiguity translator, planner, and a guardrail against amplifying rumination, hyperfocus or sycophancy.
• userad/didlogic_mcp 🐍 ☁️ - Manage DIDLogic SIP endpoints, numbers and destinations.
• 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 📇 🏠 🍎 - Read iMessage data on macOS.
• wyattjoh/jmap-mcp 📇 ☁️ - Interact with JMAP (JSON Meta Application Protocol) email servers.
• wazionapps/mcp-server 📇 ☁️ - WhatsApp Business tools: send messages, automate workflows, run campaigns and manage CRM.
• 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 🏎️ 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - Manage NAVER WORKS messages, calendar, drive, mail, tasks and boards, also available as a CLI.
• 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 📇 ☁️ - Manage Google Tasks.
• ztxtxwd/open-feishu-mcp-server 📇 ☁️ 🏠 - Feishu document management with built-in Feishu OAuth: create blocks, update content and more.
• 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 📇 ☁️ 🏠 🪟 - Read Outlook email attachments via Microsoft Graph, parsing PDF, Word (including embedded images), Excel and text files into structured content.
• 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 📇 🏠 - Public Telegram channels without a user session: channel profiles, posts with view and forward counts, discussion threads and recommended channels.

🗣️ Conversational AI

Tools for building and operating AI conversation agents that hold structured dialogues with end users.

• 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 🎖️ ☁️ - 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 📇 ☁️ 🍎 🪟 🐧 - Cloudflare Workers AI inference: LLM chat completions (Llama, Qwen, DeepSeek), BGE text embeddings and Flux image generation.
• Perspective-AI/mcp 🎖️ 📇 ☁️ - Design Perspective AI conversation agents that replace static forms, analyze conversations, deploy embeds and automate follow-ups.
• guillaumehussong/standard-vocal-mcp 📇 🏠 - Build and test Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning and CI regression gates.

🔑 Cryptography

Tools for encrypting and decrypting data.

• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Encrypt and decrypt messages with historically accurate Enigma machine emulators from the enigmapython library.
• 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 🐍 🏠 - Offline byte toolbox: hex/Base64/Base58 encoding, cryptographic and CRC hashing, base conversion, secure tokens, plus optional Ethereum/EVM tools.
• 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.

👤 Customer Data Platforms

Provides access to customer profiles inside of customer data platforms

• Aleksey-Panf/b2b-enrichment-mcp 🐍 ☁️ - B2B lead enrichment via Hunter.io and Apollo: email discovery, domain search, company data and contact verification.
• anpekesen/namegender-mcp 🎖️ 📇 ☁️ - Gender from names, emails and usernames via NameGender, with probability, sample size and source on every answer, bulk lookups of up to 100 values and the countries a name is recorded in.
• 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 🎖️ 📇 ☁️ - Generate visual charts using AntV.
• 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 📇 ☁️ - Manage Pipedrive CRM deals, persons, organizations, activities, products, projects, tasks, leads, notes and mail, with opt-in delete tools.
• 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 📇 🏠 - Generate visual charts dynamically using Apache ECharts.
• hustcc/mcp-mermaid 📇 🏠 - Generate Mermaid diagrams and charts dynamically.
• 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 🎖️ 📇 ☁️ - Ask iaptic about customer purchases, transaction data and app revenue statistics.
• 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-gtm-signals-aggregator 📇 ☁️ - Combines hiring and tech stack signals into a composite GTM intelligence brief with overall signal scoring per company.
• 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 🐍 ☁️ - Connect any open data source to LLMs.
• penmadebykisss/bitrix24-mcp 📇 ☁️ 🍎 🪟 🐧 - Bitrix24 CRM via inbound webhook: search and edit deals, leads, contacts, tasks and timeline comments, plus sales analytics — pipeline report with manager leaderboard, stale deals and overdue tasks.
• 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 📇 ☁️ - Access and update profiles on an Apache Unomi CDP server.
• skippedaga/yanifend-mcp ☕ ☁️ - Manage questions and options of YaniFend, a WordPress feedback widget, and read collected answers.
• 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 - Interact with Google Search Console and Bing Webmaster Tools.

🗄️ 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 📇 🏠 🍎 🪟 🐧 - Manage Percona Operator for PostgreSQL clusters: PgBouncer pooling, tuning, backups and PITR, DR and major upgrades, with gated destructive actions.

• dockndevai/mcp-clickhouse 📇 🏠 🍎 🪟 🐧 - ClickHouse schema exploration, analytical queries and management, with statements gated by access mode, row caps and auditing.

• agenticfabriq/mnemiq 🐍 🏠 🍎 🪟 🐧 - Natural-language questions over Postgres, Oracle, Snowflake, Databricks, DuckDB and SQLite; generated SQL is validated deterministically before running.

• 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 🐍 ☁️ 🎖️ - Navigate Aiven projects and interact with PostgreSQL, Apache Kafka, ClickHouse and OpenSearch services.

• alexanderzuev/supabase-mcp-server - Execute SQL queries and explore Supabase databases.

• 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 🐍 ☁️ - Manage, monitor and query data in CockroachDB.

• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - Access PostgreSQL databases, including those behind an SSH bastion.

• appwrite/mcp 🎖️ 🐍 ☁️ - Manage Appwrite databases, auth, users, functions, storage, messaging and more.

• ArcadeData/arcadedb 🎖️ ☕ 🏠 - 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 🐍 🏠 🍎 🪟 🐧 - Read-only Postgres access with SQL compiled from your own definitions, PII refusal and a tamper-evident audit chain.

• 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 ☁️ 🏠 - MySQL database integration with configurable access controls and schema inspection.

• bram2w/baserow - Baserow database integration: search and list tables, and create, read, update and delete rows.

• c4pt0r/mcp-server-tidb 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities.

• centralmind/gateway 🏎️ 🏠 🍎 🪟 - Automatically generate APIs from database schema and data for PostgreSQL, ClickHouse, MySQL, Snowflake, BigQuery and Supabase.

• 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 🎖️ 🐍 ☁️ 🏠 - Access local and cloud Chroma instances for retrieval.

• ClickHouse/mcp-clickhouse 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities.

• codeurali/mcp-dataverse 📇 🏠 ☁️ - Microsoft Dataverse: entity CRUD, FetchXML and OData queries, metadata inspection, workflow execution, audit logs and Power Platform integration.

• confluentinc/mcp-confluent 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.

• 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 🎖️ 🐍 ☁️ 🏠 - Unified access to Couchbase Capella and self-managed clusters for document operations, SQL++ queries and natural-language data analysis.

• cr7258/elasticsearch-mcp-server 🐍 🏠 - Interact with Elasticsearch.

• crystaldba/postgres-mcp 🐍 🏠 - Postgres development and operations: performance analysis, tuning and health checks.

• 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 🐍 🏠 - 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 🐍 ☁️ - Query and access data in Trino clusters.

• davewind/mysql-mcp-server 🏎️ 🏠 - Read-only MySQL database access.

• designcomputer/mysql_mcp_server 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection and security guidelines.

• devopam/MCPg 🐍 🏠 ☁️ 🍎 🪟 🐧 - PostgreSQL catalog introspection, AST-validated query execution, index tuning, natural-language SQL, and pgvector, TimescaleDB and AGE integrations.

• domdomegg/airtable-mcp-server 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities.

• edwinbernadus/nocodb-mcp-server 📇 ☁️ - NocoDB database integration with read and write capabilities.

• ergut/mcp-bigquery-server 📇 ☁️ - Access and query Google BigQuery databases.

• 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 📇 🏠 - MySQL database integration for secure database operations.

• ferrants/memvid-mcp-server 🐍 🏠 - Local server for memvid storage and semantic search.

• fireproof-storage/mcp-database-server 📇 ☁️ - Fireproof ledger database with multi-user sync.

• Michael2150/flamerobin-mcp-server #️⃣ 🏠 🪟 - Access Firebird databases registered in FlameRobin: schema introspection, DDL/DML execution, execution plans and missing index analysis.

• freema/mcp-gsheets 📇 ☁️ - Google Sheets API integration for reading, writing, formatting and sheet management.

• FreePeak/db-mcp-server 🏎️ 🏠 - MySQL and PostgreSQL access: query execution, transaction management, schema exploration, query building and performance analysis.

• 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 📇 🏠 - Full-featured MongoDB database integration.

• gannonh/firebase-mcp ☁️ - Firebase services including Auth, Firestore and Storage.

• get-convex/convex-backend 📇 ☁️ - Convex database integration to introspect tables and functions and run one-off queries.

• 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 🏎️ ☁️ - Open-source server providing easy, fast and secure database tools.

• GreptimeTeam/greptimedb-mcp-server 🐍 🏠 - Query GreptimeDB.

• hannesrudolph/sqlite-explorer-fastmcp-mcp-server 🐍 🏠 - Safe, read-only access to explore and query SQLite databases, with query validation.

• henilcalagiya/google-sheets-mcp 🐍 🏠 - Google Sheets automation tools.

• hydrolix/mcp-hydrolix 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration with schema exploration and query capabilities.

• idoru/influxdb-mcp-server 📇 ☁️ 🏠 - Run queries against the InfluxDB OSS API v2.

• 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 🎖️ 📇 🏠 ☁️ - Interact with InfluxDB 3 Core, Enterprise and Cloud Dedicated.

• 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 📇 🏠 - Compile, syntax-check and generate deployment deeplinks for TON smart contracts with the Tolk compiler.

• isaacwasserman/mcp-snowflake-server 🐍 ☁️ - Snowflake integration with read and optional write operations, plus insight tracking.

• iunera/druid-mcp-server ☕ ☁️ 🏠 - Manage and analyze Apache Druid clusters with tools, resources and prompts.

• Janadasroor/pg-mnemosyne-mcp 🐍 🏠 - PostgreSQL-backed persistent memory, task tracker and multi-agent coordination hub for AI assistants.

• JaviMaligno/postgres_mcp 🐍 🏠 - PostgreSQL querying, schema exploration and table analysis, read-only by default with SQL injection prevention.

• joshuarileydev/supabase-mcp-server - Create and manage Supabase projects and organizations.

• 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 📇 🏠 - Interact with SQLite databases.

• KashiwaByte/vikingdb-mcp-server 🐍 ☁️ - VikingDB integration: collection and index info, vector storage and search.

• kiliczsh/mcp-mongo-server 📇 🏠 - MongoDB database integration.

• 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 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities.

• lintbase/lintbase-mcp 📇 🏠 - 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 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities.

• memgraph/mcp-memgraph 🐍 🏠 - Run queries against Memgraph and access its schema.

• 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 📇 🏠 - Check PostgreSQL migrations against lock-safety rules before an agent applies them, offline and without a database.

• 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 📇 ☁️ 🪟 🍎 🐧 - Access the MongoDB Atlas API.

• neo4j-contrib/mcp-neo4j 🐍 🏠 - Neo4j integration: run queries, use Neo4j as knowledge graph memory and manage Neo4j Aura instances.

• neondatabase/mcp-server-neon 📇 ☁️ - Create and manage Postgres databases with Neon Serverless Postgres.

• niledatabase/nile-mcp-server - Manage and query Nile Postgres databases, tenants, users and auth.

• 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 🐍 🏠 - Generic database (DBMS) connectivity via JDBC.

• openlink/mcp-server-odbc 🐍 🏠 - Generic database (DBMS) connectivity via ODBC.

• openlink/mcp-server-sqlalchemy 🐍 🏠 - Generic database (DBMS) connectivity via SQLAlchemy using pyodbc.

• ofershap/mcp-server-sqlite 📇 🏠 - SQLite operations: query databases, inspect schemas, explain queries and export data.

• pab1it0/adx-mcp-server 🐍 ☁️ - Query and analyze Azure Data Explorer databases.

• pab1it0/prometheus-mcp-server 🐍 ☁️ - Query and analyze Prometheus, the open-source monitoring system.

• pgtuner_mcp 🐍 - PostgreSQL performance tuning.

• pilat/mcp-datalink 📇 🏠 - Secure access to PostgreSQL, MySQL and SQLite databases with parameterized queries and schema inspection.

• planetscale/mcp - Built into the PlanetScale CLI: direct access to your PlanetScale databases.

• qdrant/mcp-server-qdrant 🐍 🏠 - Qdrant integration.

• QuantGeekDev/mongo-mcp 📇 🏠 - MongoDB integration for interacting directly with databases.

• quarkiverse/mcp-server-jdbc ☕ 🏠 - Connect to any JDBC-compatible database to query, insert, update, delete and more.

• questdb/mcp-server-questdb 🎖️ 📇 🏠 - Drive the QuestDB Web Console: notebook cells, SQL queries and charts on live time-series data.

• rashidazarang/airtable-mcp 🐍 ☁️ - Airtable integration: query, create, update and delete records, manage bases, tables and schemas, filter records and migrate data.

• scoretracker4321/json-mcp-lite 📇 🏠 🍎 🪟 🐧 - Serve any JSON file (catalogue, FAQ, price list) as read-only list, keyword search and get-by-id tools over stdio, configured with CLI flags.

• 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 🐍 🏠 - Manage and search data in Redis.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Access PostgreSQL, MySQL, MariaDB, SQLite, Oracle, SQL Server and more via SQLAlchemy, with schema and relationship inspection and large dataset analysis.

• narekmalk/safedb-mcp ☁️ 🏠 - Safe, read-only database access with SQL guardrails, table allowlists, PII masking and audit logs.

• s2-streamstore/mcp 🎖️ 🐍 ☁️ - Interact with the S2 serverless stream platform.

• 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 🎖️ 🏠 - Fill a PostgreSQL database with synthetic test data generated from its live schema: plan, run and track seeds without production data.

• 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 📇 ☁️ - Brazilian IBGE data: demographics, geography and economics, including localities, SIDRA tables, census data, population projections and geographic meshes.

• 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 🎖️ ☁️ - Launch and delete serverless MariaDB Cloud databases, execute SQL and use database-level AI agents for text-to-SQL and conversations.

• 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 📇 🏠 ☁️ - 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 ☕ 🏠 🍎 🪟 🐧 - 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 🏎️ 🏠 - Natural-language queries for any PostgreSQL database, with automatic streaming and read-only safety.

• supabase-community/supabase-mcp 🎖️ 📇 ☁️ - Connect to your Supabase project to manage tables, fetch config and query data.

• 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 🐍 🏠 - Multi-database access for PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, SQL Server, BigQuery, Oracle and SQLite.

• ThinAirTelematics/thinair-data 📇 ☁️ - Dialect-aware tools for PostgreSQL, MySQL and SQL Server: queries, schema introspection, optimization, migrations and PII scanning.

• tradercjz/dolphindb-mcp-server 🐍 ☁️ - DolphinDB database integration with schema inspection and query capabilities.

• tuannvm/mcp-trino 🏎️ ☁️ - Trino integration.

• 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 📇 🏠 - Search URDB's product integrity database for integrity scores, enshittification events and change tracking across consumer products.

• VictoriaMetrics-Community/mcp-victorialogs 🎖️ 🏎️ 🏠 - Integration with VictoriaLogs APIs and documentation for working with logs and debugging VictoriaLogs instances.

• weaviate/mcp-server-weaviate 🐍 📇 ☁️ - Use Weaviate collections as a knowledge base and as a chat memory store.

• 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 🐍 🏠 - Connect to multiple databases at once (MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, Oracle) for operations, health analysis and SQL optimization.

• wenerme/wener-mssql-mcp 📇 🏠 - MSSQL database integration with schema inspection and query capabilities.

• xexr/mcp-libsql 📇 🏠 ☁️ - Security and management tools for libSQL databases.

• XGenerationLab/xiyan_mcp_server 📇 ☁️ - Fetch data from databases with natural-language queries, using XiyanSQL as the text-to-SQL model.

• xing5/mcp-google-sheets 🐍 ☁️ - Create, read, update and manage spreadsheets through the Google Sheets API.

• yannbrrd/simple_snowflake_mcp 🐍 ☁️ - Snowflake access that works behind a corporate proxy, with read and optional write operations.

• ydb/ydb-mcp 🎖️ 🐍 ☁️ - Interact with YDB databases.

• yimindev/dati ☕ ☁️ - Semantic gateway that turns common databases into MCP services, enriched with business metadata and parameterized SQL tools.

• yincongcyincong/VictoriaMetrics-mcp-server 🐍 🏠 - Interact with the VictoriaMetrics database.

• 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 🏎️ 🏠 - MySQL access with a configurable read-only mode and schema inspection.

• zilliztech/mcp-server-milvus 🐍 🏠 ☁️ - Interact with Milvus and Zilliz databases.

• wklee610/kafka-mcp 🐍 🏠 ☁️ - Inspect Apache Kafka topics and consumer groups and safely manage offsets (reset, rewind).

• 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 🐍 🏠 - Read-only access to ERP SQL databases (Logo Tiger, Netsis, Mikro) through canonical entities like orders, with a guard that blocks side-effecting statements.

📊 Data Platforms

Data Platforms for data integration, transformation and pipeline orchestration.

• 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 📇 🏠 🍎 🪟 🐧 - Monitor and manage Apache Kafka clusters, topics and consumer groups (including lag), with access modes, topic allowlists and delete gating.
• 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 📇 🏠 🍎 🪟 🐧 - Brazilian public data via BrasilAPI: companies (CNPJ), addresses (CEP), banks (BACEN) and national holidays.
• 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 🐍 🏠 - 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 🎖️ ☁️ - Business intelligence: company and contact discovery, verification, enrichment, business signals, lists and governed delivery.
• 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 🎖️ 📇 ☁️ - US government records (short-term rental permits, lodging licenses, property violations, healthcare exclusions, EPA ECHO) and Norwegian company data.
• 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.
• AirSaiga/Precis 🐍 🏠 🍎 🪟 - Local-first data quality workbench for Excel/CSV: validate against schemas and 10 zero-code constraint types (uniqueness, ranges, foreign keys, allowed values and more), with row-level error reports. Also ships a visual desktop app, CLI and REST API.
• alkemiai/alkemi-mcp 📇 ☁️ - Query Snowflake, Google BigQuery and Databricks data products in natural language through Alkemi.
• Autario/autario-mcp ☁️ - Search and query public datasets from the World Bank, IMF, Eurostat, OECD and WHO, and publish charts.
• vinvuk/apiverket-mcp 📇 ☁️ 🍎 🪟 🐧 - Query Swedish public data through Apiverket, including company data, SCB statistics, weather, transport and more.
• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Kafka Schema Registry management across multiple registries, including schema migration.
• 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 🐍 ☁️ - Brazilian agricultural data: prices, crop estimates, climate and deforestation from public sources including CEPEA, CONAB, IBGE, INPE and B3.
• 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 📇 ☁️ - Search MercadoLibre products, get item details, browse categories, track trends and convert currencies across Latin America.
• 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 🎖️ 🐍 🏠 ☁️ - dbt integration: dbt Core and Cloud CLI, project metadata discovery, model information and semantic layer queries.
• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn business documents (PDFs, invoices, contracts, payroll) into structured datasets with classification, field extraction, PII masking and quality scoring.
• flowcore/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 🐍 ☁️ 🪟 🍎 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Operational ontology reference implementation: tools generated from a typed business domain model, with rule-checked, audited writes to systems of record.
• 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 🎖️ 📇 ☁️ - Greenhouse-gas emission factors and carbon calculations (activity, embodied EN 15978, PCAF financed emissions) with source references and data versions.
• JordiNei/mcp-databricks-server 🐍 ☁️ - Run SQL queries, list jobs and get job status via the Databricks API.
• jwaxman19/qlik-mcp 📇 ☁️ - Query Qlik Cloud apps and sheets and extract data from visualizations, with authentication and rate-limiting support.
• keboola/keboola-mcp-server 🐍 - Interact with the Keboola Connection data platform: list and access data from the Keboola Storage API.
• mattijsdp/dbt-docs-mcp 🐍 🏠 - dbt-core (OSS) project metadata, model and column-level lineage, and dbt documentation.
• 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 🐍 ☁️ - Query Power BI semantic models: browse workspaces, tables and measures, run DAX queries and page large results via local CSV.
• Osseni94/keyneg-mcp 🐍 🏠 - Fine-grained sentiment analysis, keyword extraction and batch processing.
• 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 🏠 🐧 🍎 ☁️ - Automate or monitor business operations: sales recording, POS software and CRM.
• 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 📇 ☁️ - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🎖️ 🐍 ☁️ - World data from primary sources via the Sugra API: markets, macroeconomics, company fundamentals, government, news, climate, maritime and entity screening.
• vikramgorla/mcp-swiss 📇 ☁️ - Swiss open data: transport, weather, geodata, companies, parliament and more.
• yashshingvi/databricks-genie-MCP 🐍 ☁️ - Databricks Genie API: ask natural language questions, run SQL queries and interact with Databricks conversational agents.
• 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 🐍 - Social network analysis of YouTube comments: influencer centrality ranking, Louvain community detection and sentiment analysis.

💻 Developer Tools

• inth3shadows/runecho 🏎️ 🏠 🍎 🪟 🐧 - Deterministic symbol oracle over a locally built index of the repo: whether a symbol exists, what a file declares, and what changed structurally since the last snapshot. Ships with a PreToolUse guard that stops an Edit/Write referencing a function, constant or type the repo does not declare, before the write lands. No LLM, no API keys, no network — the same code produces the same answer. Parsers for Go, Python, JS/TS, Rust, Ruby and shell. bash install.sh
• 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 #️⃣ 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ 🏠 🐧 - On-premise private AI systems from ARADIA on NVIDIA DGX hardware: hardware sizing, ROI modeling, partner onboarding, procurement and order tracking.
• 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 🐍 🏠 - Checks source-context freshness against a Git working tree and retrieves source-linked code relationships to surface stale knowledge and cross-file impact.
• mahdibrr/dev-error-explainers 📇 🏠 🍎 🪟 🐧 - Explains known developer errors offline and deterministically (CORS, ESM/CommonJS, npm ERESOLVE, Next.js build, Postgres connection and DATABASE_URL errors): cause, ranked fixes and the documentation link. One tool, no LLM, no network.
• rafim-dev/mcp-context-condenser 📇 🏠 🍎 🪟 🐧 - AST-based code outliner, log compressor and context budget analyzer to reduce LLM token usage.
• rafim-dev/mcp-doctor 📇 🏠 🍎 🪟 🐧 - Health checks, binary validation and JSON auto-repair for MCP client configuration files.
• om-tajne/pkgdiet 📇 🏠 🍎 🪟 🐧 - AST-based dependency analyzer: flags unused packages, calculates actual install sizes and detects unmaintained dependencies.
• 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 🎖️ 📇 🏠 🍎 🪟 🐧 - Browse and search Hyperiux Vault React/Next.js animation and interaction effects, with dependencies, changelogs, install commands and source code.
• 2ools/mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Versioned projects from assistant-built work: shareable HTML previews, version comparison, delegated approvals, artifacts, work assignments and source export.
• forgemeshlabs/aso-score-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Free ASO Score (Agent Signal Optimization) scanner scoring discovery, identity, trust, commerce, reputation, and memory signals, with maturity levels, evidence, and prioritized fix plans. Local stdio, no API key required. npx -y @forgemeshlabs/aso-score-mcp
• 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 🐍 🏠 🍎 🪟 🐧 - Demand-signal scanner for validating product and dev-tool ideas using GitHub repo signals, Hacker News attention and npm/PyPI download counts.
• bourhaouta/vscode-tailwindshades 📇 ☁️ 🏠 🍎 🪟 🐧 - Tailwind CSS palettes (50–950) from any color for Tailwind v4, v3, v2 and v1, computed in OKLCH, plus the closest Tailwind color to any color. Run it with npx tailwindshades-mcp or use the hosted endpoint.
• 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 🐍 ☁️ - Deterministic execution guardrails, isolated AST-based math evaluation, SSRF-safe DNS routing and malformed JSON repair.
• 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 📇 ☁️ - 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 📇 🏠 - 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 📇 🏠 🍎 🪟 🐧 - Read-only access to the agentic-os governance, SDLC and QE methodology, with install planning and verification.
• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Hallucination guard: verify a claim against evidence (supported, refuted or not enough evidence) with a confidence score and abstain flag.
• 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 📇 ☁️ 🏠 - 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 📇 🏠 🪟 - DAP-to-MCP bridge for native debugging via CodeLLDB: stack frames, registers, locals, disassembly, memory, crash dumps and crash fix/verify workflows.
• 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.
• vamsiy78/ballmac-ui 📇 🏠 🍎 🪟 🐧 - Search, inspect and install Ballmac UI React + Tailwind components, blocks and templates, with props, keyboard notes and the exact shadcn install command, and plan whole pages from blocks.
• 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 🐍 🏠 - Host-level telemetry gateway letting sandboxed agents fetch container logs and track kernel resource metrics.
• 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 🦀 🏠 🍎 🪟 🐧 - Contract-first programming language: check types, effects, capabilities and contracts in agent-written modules and review changes for new authority.
• 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 📇 🏠 ☁️ - Generate PDFs from HTML, a URL or a template with JSON data, and extract text or Markdown from PDFs.
• dynatrace-oss/dynatrace-managed-mcp 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Query problems, logs, events, SLOs, security insights and performance metrics from self-hosted Dynatrace Managed environments.
• 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 🦀 🏠 🍎 🪟 🐧 - 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 📇 🏠 ☁️ 🍎 🪟 🐧 - 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 🏎️ 🏠 🍎 🐧 - 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 🎖️ 🦀 🏠 🍎 🪟 🐧 - Duplicate code detection with jscpd: check snippets and files for copy/paste duplication against a scanned project before committing.
• 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 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Breaking-change diffs for npm packages, so coding agents avoid writing code against outdated APIs.
• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - Control Claude Managed Agents: launch agents, watch their events, reply, approve tool calls and stop them.
• getnahook/nahook-mcp 🎖️ 🏎️ ☁️ - Nahook webhook platform: trigger webhooks, inspect deliveries, retry failures and manage endpoints.
• naveenayalla1-CS50/mcp-server-toolkit 📇 🏠 ☁️ 🍎 🪟 🐧 - Developer toolkit: semantic code search, natural-language database queries, docs indexing and OpenAPI introspection.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ - Register PNTR dev subdomains, manage DNS records, receive email in a disposable inbox and capture inbound HTTP requests for webhook debugging.
• 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 📇 ☁️ 🍎 🪟 🐧 - NowSecure Platform mobile security testing: list applications, pull remediation findings and generate PDF reports locally.
• 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 #️⃣ 🏠 🍎 🪟 🐧 - Build token-efficient codebase context locally, with live preview, Git scopes, secret redaction and syntax-aware compression.
• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - Billing for MCP server operators: Stripe subscriptions, per-call credits, tiered pricing and x402 micropayments without writing billing code.
• Stellify-Software-Ltd/stellify-mcp 📇 ☁️ - Build Laravel apps through conversation on the Stellify platform: code stored as structured JSON for surgical statement-level edits, with a shared reuse library, CRUD scaffolding, migrations and studio test runs.
• agenticempire/axint 📇 🏠 - Compiles TypeScript to validated Swift for Apple platforms: App Intents, SwiftUI views, WidgetKit widgets and full apps.
• 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 📇 🏠 🍎 🐧 - 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 🦀 🏠 🍎 🪟 🐧 - Local repo intelligence: hybrid BM25/vector search, a tree-sitter code graph, queryable git and GitHub history, and persistent source-anchored memories.
• drhalto/agentmako 📇 🏠 🍎 🪟 🐧 - Local codebase intelligence backed by SQLite: context packets, indexed code and schema facts, diagnostics and optional Postgres/Supabase awareness.
• 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 📇 🏠 🍎 🪟 🐧 - Roku development: ECP device control, automated channel sideloading, BrightScript debugging and real-time log monitoring.
• ILoveMyJay/repocontext 📇 🏠 🍎 🪟 🐧 - AST-based codebase map, token compression and context packaging for AI coding agents and IDEs.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Validate HTML and CSS, audit technical SEO and accessibility, check JSON-LD and public links, and capture responsive screenshots.
• halloffame12/CTX 🦀 🏠 🍎 🪟 🐧 - Indexes a repo into a local, deterministic code graph (symbols, references, dependencies) with semantic diffs and impact analysis.
• 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 📇 ☁️ - GitHub repository health monitoring: A-F health grades, OpenSSF security checks, DORA metrics, code scanning alerts and CI/CD status.
• 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 🎖️ 📇 🏠 - Local code search for coding agents: hybrid keyword and semantic search with SQL relevance ranking over a plain-file index.

• 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 📇 🏠 - Generate SaaS specifications for AI build tools: design systems, database schemas and RLS policies.

• 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 📇 🏠 🍎 🪟 🐧 - Scoped access to local dev environments (filesystem, databases, processes, OpenAPI) with a command allowlist and read-only database mode.

• EtienneChollet/ontomics 🦀 🏠 🍎 🐧 - Semantic code index that extracts domain concepts, naming conventions and behavioral similarity from codebases.

• 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 📇 🏠 - Observability for AI coding: tracks token usage and time, and turns AI deviations into persistent project rules.

• 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 - Create UI components inspired by 21st.dev design engineers.

• 4DA-Systems/4DA 📇 🏠 🍎 🪟 🐧 - Upgrade intelligence for coding agents: what an upgrade changes and which of your files it touches, pre-install dependency checks, and lockfile CVE scans.

• 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 📇 ☁️/🏠 - 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 🏠 - 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 📇 🏠 - 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 📇 🏠 🍎 - iOS code quality and test automation: Xcode test execution, SwiftLint integration and failure analysis. Also runs as a CLI.

• 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 🏠 📇 ☁️ - Code quality gate for AI-generated code, detecting hallucinated packages, phantom dependencies, stale APIs and AI-specific defects.

• 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 🐍 ☁️ 🍎 🪟 🐧 - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.

• 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 🐍 🏠 - 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 🐍 🏠 - Agent health reporter: advisory health scans under AOS discipline covering manifest, services, immune loop and evidence.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Atlassian Bitbucket Cloud: work with repositories, pull requests, workspaces and code.

• 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 📇 ☁️ - Atlassian Jira Cloud: work with projects, issues, comments and related development information.

• 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 🐍 📇 🏠 🍎 🪟 🐧 - Project Telos local tools for inspectable AI work: source intake, workspace context, routing ledgers, action receipts and verification packets.

• 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 📇 🏠 - Visualize code, architecture and other concepts as Mermaid diagrams in a locally hosted web app.

• admica/FileScopeMCP 🐍 📇 🦀 - Identifies important files in a codebase from dependency relationships, with diagrams and importance scores.

• 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 📇 ☁️ - Chrome Web Store extension management: upload, publish, check status, staged rollouts and metadata updates.

• mikusnuz/npm-mcp 📇 🏠 - npm package management: publish, version, search, audit, install and more.

• 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 📇 🏠 - 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 🏠 - Android and iOS runtime inspection and control via Frida: method hooks, state inspection, temporary overrides, UI actions and screenshots.

• CSCSoftware/AiDex 📇 🏠 🍎 🪟 🐧 - Persistent Tree-sitter code index for precise, compact code search in languages including C#, TypeScript, Python, Rust and Go.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 - Structured .aide spec files that give agents progressive disclosure of codebase architecture.

• 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 📇 🏠 🍎 🪟 🐧 - Code analysis, JSON repair, encoding fixes and import organization for local projects.

• 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 🐍 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ 📇 - Dynamic SOC security threat analysis for a Text2SQL AI agent.

• 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 🐍 ☁️ - Create, retrieve and delete webhooks on webhook-test.com.

• ambar/simctl-mcp 📇 🏠 🍎 - Control the iOS Simulator.

• 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 #️⃣ 🏠 🍎 🪟 🐧 - ReSharper solution-wide inspections and code cleanup for C# solutions via JetBrains' command-line tools, without an IDE. Unofficial.

• api7/apisix-mcp 🎖️ 📇 🏠 - Query and manage all resources in Apache APISIX.

• ArchAI-Labs/fastmcp-sonarqube-metrics 🐍 🏠 🪟 🐧 🍎 - Retrieve SonarQube project information: current and historical metrics, issues and health status.

• 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 🏠 📇 🍎 🪟 🐧 - Search and get up-to-date information about npm, Cargo, PyPI and NuGet packages.

• 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 ☕ ☁️ 🏠 🍎 🪟 🐧 - Maven Central dependency intelligence: bulk version comparison, stability filtering, dependency age analysis, release patterns and Context7 upgrade guidance.

• augmnt/augments-mcp-server 📇 ☁️ 🏠 - Up-to-date framework documentation for React, Next.js, Laravel, FastAPI, Tailwind CSS and more.

• automation-ai-labs/mcp-link 🏎️ 🏠 - Integrate any API with AI agents using its OpenAPI schema.

• 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 📇 🏠 - Run code in multiple programming languages locally via Docker.

• 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 📇 🏠 - Analyze React code locally and generate docs or llm.txt for a whole project at once.

• back1ply/agent-skill-loader 📇 🏠 - Load Claude Code skills into agents without copying files: discover, read and install skills on demand.

• bbonnin/openapi-to-mcp ☕ 🏠 🍎 🪟 🐧 - Converts any OpenAPI/Swagger specification into MCP tools automatically.

• 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 📇 ☁️ 🏠 - Valkey and Redis observability: query real-time metrics, analyze slow commands, detect hot keys and investigate performance issues.

• muvon/octocode 🦀 🏠 🍎 🪟 🐧 - Semantic code indexer with a GraphRAG knowledge graph: index a codebase and search it in natural language to understand its architecture.

• bgauryy/octocode-mcp ☁️ 📇 🍎 🪟 🐧 - Research, analysis and discovery across GitHub and npm in real time.

• bitrise-io/bitrise-mcp 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Bitrise API: app management, build operations, artifact management and more.

• BrunoKrugel/echo-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - Zero-configuration Go library that exposes existing Echo web framework APIs as MCP tools.

• buildkite/buildkite-mcp-server 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Buildkite: create pipelines, diagnose and fix failures, trigger builds, monitor job queues and more.

• canopy-labs/featureflip-mcp 🎖️ 📇 ☁️ - Manage Featureflip feature flags: create and toggle flags, edit targeting rules and find stale flags.

• 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 📇 🏠 🍎 - 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - Buildable development platform: manage tasks, track progress, get project context and collaborate with humans on software projects.

• CircleCI/mcp-server-circleci 📇 ☁️ - Fix CircleCI build failures.

• cjo4m06/mcp-shrimp-task-manager 📇 ☁️ 🏠 - Task management for coding agents with task memory, self-reflection and dependency management.

• ckanthony/gin-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - Zero-configuration Go library that exposes existing Gin web framework APIs as MCP tools.

• ckreiling/mcp-server-docker 🐍 🏠 - Manage Docker containers, images, volumes and networks.

• ClaudeCodeNavi/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 📇 🏠 🍎 🪟 🐧 - API testing: per-project environments with variable interpolation, saved collections, multi-step flows, assertions, load testing and OpenAPI mock generation.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - CodeLogic code dependency analytics, architectural risk analysis and impact assessment.

• Comet-ML/Opik-MCP 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.

• conan-io/conan-mcp 🎖️ 🐍 🏠 🍎 🪟 🐧 - Conan C/C++ package manager: create projects, manage dependencies, check licenses and scan for security vulnerabilities.

• ConfigCat/mcp-server 🎖️ 📇 ☁️ - ConfigCat feature flag platform: manage feature flags, configs, environments, products and organizations.

• 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 📇 🏠 - Local-first content governance: model and content CRUD, validation, normalization and i18n across any framework.

• cqfn/aibolit-mcp-server ☕ - Identifies refactoring hotspots to help agents improve code.

• rafsilva85/credit-optimizer-v5 🐍 🏠 - Lowers Manus AI usage costs through model routing, smart testing and context hygiene.

• currents-dev/currents-mcp 🎖️ 📇 ☁️ - Fix Playwright test failures reported to Currents.

• ofershap/cursor-usage 📇 🏠 - AI coding usage analytics: track spend, model usage and costs across Cursor and Claude Code sessions.

• 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 ☁️ - Publish HTML as live, shareable web pages with public, password-protected or email-restricted access.

• dannote/figma-use 📇 🏠 - Figma control: create shapes, text and components, and set styles, auto-layout, variables and exports.

• 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 📇 🏠 - Timezone-aware date and time operations: IANA timezones, timezone conversion and daylight saving time handling.

• davidlin2k/pox-mcp-server 🐍 🏠 - Network control and management via the POX SDN controller.

• delano/postman-mcp-server 📇 ☁️ - Interact with the Postman API.

• 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 📇 ☁️ 🏠 - Deployment tracking and monitoring with live status badges.

• docker/hub-mcp 🎖️ 📇 ☁️ 🏠 - Interact with Docker Hub: repositories, search and Docker Hardened Images.

• dorukardahan/twitterapi-docs-mcp 📇 🏠 - Offline access to TwitterAPI.io documentation: endpoint references, guides and authentication docs.

• efremidze/swift-patterns-mcp 📇 🏠 🍎 🪟 🐧 - Curated Swift and SwiftUI patterns and real-world code examples from sources like Swift by Sundell and SwiftLee.

• endorhq/cli 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor: run services like MariaDB, Postgres, Redis, Memcached, Alpine or Valkey as pre-configured apps in isolated sandboxes.

• endiagram/mcp 📇 ☁️ - Deterministic structural analysis of systems described in EN syntax: topology, bottlenecks, blast radius, tracing, diffs and centrality.

• engineerdeep/buildtree-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Share Android and iOS builds with testers: detects Expo, React Native or Flutter, runs the build, uploads the .apk or .ipa to buildtree, and returns install links, a QR code image and tester feedback.

• ericbrown/project-context-mcp 🐍 🏠 - Exposes .context/ folder files as MCP resources so Claude Code can reference project documentation via @ mentions.

• 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 🎖️ 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - Task management for AI-driven development: PRD parsing, task expansion, multi-provider support and selective tool loading to save context.

• 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 📇 🏠 - Multi-perspective architecture review from viewpoints like CTO, security, product and DevOps, plus AI collaboration coaching and idea scoring.

• flipt-io/mcp-server-flipt 📇 🏠 - Interact with feature flags in Flipt.

• 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 🐍 ☁️ - Utility APIs: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculation, hashing and GPU prices.

• freema/mcp-design-system-extractor 📇 🏠 - Extract component information from Storybook design systems: HTML, styles, props, dependencies, theme tokens and metadata.

• 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 🏎️ ☁️ 🍎 🪟 🐧 - LynxPrompt prompt management: create, search and organize AI prompts and AGENTS.md/CLAUDE.md configuration files.

• getdomovoi/osnova 📇 🏠 🍎 🪟 🐧 - Deterministic code map for AI coding agents: a tree-sitter symbol and call graph with exact file:line callers and callees, the evidence behind each edge, diff impact and test discovery across 20 languages.

• gitkraken/gk-cli 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken CLI with an MCP server wrapping GitKraken APIs as well as Jira, GitHub, GitLab and more.

• GLips/Figma-Context-MCP 📇 🏠 - Gives coding agents direct access to Figma data to implement designs in one shot.

• gofireflyio/firefly-mcp 🎖️ 📇 ☁️ - Discover, manage and codify cloud resources with Firefly.

• 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 🏎️ ☁️ 🏠 - SQL validation, formatting, parsing, linting, security scanning and metadata extraction across multiple SQL dialects.

• 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 📇 🏠 - 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 🦀 🏠 - Up-to-date documentation for a specific Rust crate via semantic search and LLM summarization.

• 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 📇 ☁️ 🏠 - GitLab and Jira: manage projects, merge requests, files, releases and tickets.

• 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 🐍 🏠 - Excel workbook creation, data operations, formatting, charts, pivot tables and formulas.

• hechtcarmel/jetbrains-debugger-mcp-plugin ☕ 🏠 - JetBrains IDE plugin giving coding agents programmatic control of the debugger.

• 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 🐍 🏠 🍎 🪟 🐧 - Regression testing for AI agents: save golden baselines, detect behavioral drift and block regressions in CI.

• higress-group/higress-ops-mcp-server 🐍 🏠 - Manage Higress gateway configuration and operations.

• hijaz/postmancer 📇 🏠 - Maintain and use API collections, replacing REST clients like Postman or Insomnia.

• 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 🏎️ 🏠 - Go code analysis via gopls, the Go language server.

• 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 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 🏠 - Interact with the Bruno API client.

• hyperb1iss/droidmind 🐍 🏠 - Android device control, debugging, system analysis and UI automation, with a security framework.

• icohangar-ops/codesentinel 📇 🏠 🍎 🪟 🐧 - Detect dead code, circular dependencies, coupling and architectural drift.

• idosal/git-mcp 📇 ☁️ - Generic remote server that provides documentation for any GitHub repository or project.

• 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 📇 🏠 - Turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks, stopping coding agents from repeating mistakes.

• 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 🐍 ☁️ - Zuul CI: build failure analysis, log search, pipeline status and job configuration.

• InditexTech/mcp-server-simulator-ios-idb 📇 🏠 🍎 - Interact with iOS simulators (iPhone, iPad and more) through natural language commands.

• 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 🐍 🏠 - Local compression of various image formats.

• 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 📇 ☁️ - Backend-as-a-service for agents building full-stack apps: auth, PostgreSQL database, storage and functions.

• io.github.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 📇 🏠 🍎 - Interact with iOS simulators: get simulator information, control UI interactions and inspect UI elements.

• isaacphi/mcp-language-server 🏎️ 🏠 - Navigate codebases with language server tools: go to definition, find references, rename and diagnostics.

• 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 📇 🏠 - AI-powered search and querying of the Vercel AI SDK documentation.

• 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 🐍 - SQL analysis, linting and dialect conversion using SQLGlot.

• jaggernaut007/Nexus-MCP 🐍 🏠 🍎 🪟 🐧 - Local hybrid code search (vector, BM25 and code graph) with structural code graph analysis and persistent semantic memory.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Structural codebase graph: scans entities, relationships and feature flows across languages so LLMs navigate by structure instead of grepping.

• 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 🏎️ 🏠 - 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 📇 🏠 - VS Code extension and MCP server for language-agnostic automatic debugging via breakpoints and expression evaluation.

• 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 🎖️ 📇 🏠 - Work with JetBrains IDEs such as IntelliJ, PyCharm, WebStorm and Android Studio.

• jiezeng2004-design/PatchWarden 📇 🏠 🪟 - Local-first safety and verification layer for coding agents: workspace confinement, command allowlists, scope-violation detection and auditable task evidence.

• Jktfe/serveMyAPI 📇 🏠 🍎 - Securely store and access API keys across projects using the macOS Keychain.

• 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 🏎️ ☁️ - 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 📇 ☁️ - Access CSV files via RestCSV.

• joshuarileydev/simulator-mcp-server 📇 🏠 - Control iOS Simulators.

• josifb/whichlib 📇 🏠 🍎 🪟 🐧 - Dependency picker for coding agents: recommends and compares GitHub repos for a need, scored 0-100 on momentum, maintenance, npm/PyPI downloads and license, with a one-line verdict.

• Jpisnice/shadcn-ui-mcp-server 📇 🏠 - Access shadcn/ui v4 components, blocks, demos and metadata.

• jsdelivr/globalping-mcp-server 🎖️ 📇 ☁️ - Run ping, traceroute, mtr, HTTP and DNS measurements from locations around the world via Globalping.

• 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 🎖️ 📇 ☁️ - Estimate, submit, monitor and fetch logs for GPU inference, training, fine-tuning and batch workloads on Jungle Grid.

• kadykov/mcp-openapi-schema-explorer 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.

• 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 🐍 🏠 🍎 - Search documentation sets in Dash, the macOS API documentation browser.

• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 - iOS development tools: build, run, screenshot and interact with the iOS Simulator.

• kindly-software/kdb 🦀 ☁️ - Time-travel debugger with bidirectional execution replay, hash-chain audit logging and SIMD-accelerated stack unwinding.

• kirich1409/maven-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server / agent plugin for Maven and Gradle dependency intelligence: latest versions, outdated deps, CVEs, changelogs, licenses and project audits.

• 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 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers: discovers configured servers, checks capabilities, invokes tools, detects schema drift and recommends new 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 #️⃣ 🏠 🪟 - Roslyn-based Visual Studio integration: semantic code navigation, symbol search, inheritance trees, call graphs, safe rename and build/test execution.

• kimwwk/repocrunch 🐍 🏠 🍎 🪟 🐧 - Analyze GitHub repositories' tech stack, dependencies, architecture, health metrics and security indicators with deterministic JSON output.

• 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 #️⃣ 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Access and manage LLM application prompts created with Langfuse Prompt Management.

• 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 📇 🏠 🐧 - Manage API test suites and test cases with atest.

• linw1995/nvim-mcp 🦀 🏠 🍎 🪟 🐧 - Interact with Neovim.

• jarvisassistantux/loopsense 📇 🏠 - Feedback loop for coding agents: CI monitoring, process watching, file change detection and HTTP polling.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - Detect AI-generated text via the GPTZero API, with confidence scores, probability breakdowns and French and Spanish support.

• lpigeon/ros-mcp-server 🐍 🏠 🍎 🪟 🐧 - Control robots by converting natural language commands into ROS or ROS2 control commands.

• lpigeon/unitree-go2-mcp-server 🐍 🏠 🐧 - Control the Unitree Go2 robot with natural language commands interpreted by an LLM.

• 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 📇 ☁️ 🍎 🪟 🐧 - Turns vague prompts into platform-optimized prompts for AI tools across image, video, voice, music, code, chat and document categories.

• 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 📇 🏠 🍎 🐧 - Version-pinned, offline documentation sourced from DevDocs.io.

• 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 🐍 🏠 🐧 - Control Neovim instances via msgpack-RPC: read and edit buffers, run commands, send keys, query LSP diagnostics and annotate code with highlights.

• paulhkang94/markview 🏠 🍎 - Open and render Markdown files in MarkView, a native macOS Markdown preview app.

• 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 📇 🏠 - Android device control via ADB: screenshots, UI tree inspection, touch automation, logcat and compound actions like tap-and-wait.

• mattjegan/swarmia-mcp 🐍 🏠 🍎 🐧 - Read-only access to Swarmia metrics for quick reporting.

• 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 📇 🏠 - Annotates any web page with hover labels for AI assistants via reverse proxy injection, without browser extensions.

• 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 📇 🏠 - Gives coding agents Figma data to write Flutter code, including asset exports, widgets and full-screen implementations.

• 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 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer for querying functions, classes, imports, dependency graphs and change impact.

• 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 🐍 📇 🏠 🍎 🪟 🐧 - Architectural decision governance for coding agents: submit proposals and query canonical decisions and their lineage, while humans keep final authority.

• mobile-next/mobile-mcp 📇 🏠 🐧 🍎 - Android and iOS app and device automation, development and app scraping on simulators, emulators and physical devices.

• MobileReality/mdma 📇 ☁️ 🏠 🍎 🪟 🐧 - Exposes the MDMA spec (interactive Markdown applications with mounted components), authoring prompts, package metadata and live docs.

• 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 🏎️ 🏠 🍎 🪟 🐧 - Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE and SOAP APIs with chaos engineering, stateful CRUD, spec imports and deterministic seeded responses.

• mockherodev/mcp-server 📇 ☁️ - Synthetic test data generation: detect schemas from SQL or JSON and generate JSON, CSV or SQL data.

• mrexodia/user-feedback-mcp 🐍 🏠 - Enable a human-in-the-loop feedback workflow in AI coding tools.

• 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 🐍 🏠 - Pharo Smalltalk integration: code evaluation, class and method introspection, package management, test execution and project installation in Pharo images.

• 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 📇 🏠 🍎 🪟 🐧 - Swift code reviews, local Apple references and app scaffolding, plus simulator tools on macOS with Xcode.

• 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 📇 🏠 - 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 📇 🏠 - 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 🐍 🏠 - Convert any Git repository into a text digest of its codebase using gitingest.

• Neem2004/android-mcp-server 📇 🏠 - ADB-based Android access: read-only logcat, UI hierarchy, package listing and allowlisted shell commands.

• neilberkman/editorconfig_mcp 📇 🏠 - Formats files using .editorconfig rules so AI-generated code follows project formatting standards.

• 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 📇 🏠 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - React/TypeScript development toolkit: component scaffolding, dependency audits, WCAG checks, test generation, type enforcement and monorepo management.

• 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 🦀 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Control Android devices and emulators via ADB: UI inspection, screen interaction, ADB commands and change detection.

• 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 📇 🏠 - Developer utilities: Base64, UUID, hashing, JWT decoding, cron parsing, timestamps, JSON and regex.

• ofershap/mcp-server-dns 📇 🏠 - DNS lookups, reverse DNS, WHOIS and domain availability checks.

• ofershap/mcp-server-docker 📇 🏠 - Manage Docker containers, images, volumes, networks and Compose services.

• 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 📇 ☁️ - Create, read, update, list and search GitHub Gists.

• ofershap/mcp-server-markdown 📇 🏠 - Search, extract sections, list headings and find code blocks across Markdown files.

• ofershap/mcp-server-npm-plus 📇 ☁️ - npm package search, bundle size checks, vulnerability scans and download comparisons.

• ofershap/mcp-server-scraper 📇 ☁️ - Web scraping: extract clean Markdown, links and metadata from any URL.

• ooples/token-optimizer-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Token optimization through caching and compression, with tools for API optimization, code analysis and real-time monitoring.

• OpenZeppelin/contracts-wizard - Generate secure smart contracts in multiple languages from OpenZeppelin Wizard templates.

• OverlayQA/mcp 📇 ☁️ 🏠 - WCAG accessibility and color-contrast audits plus QA issue tracking from your coding agent.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🏠 🐧 🍎 ☁️ - HTTP 402 (Payment Required) implementation using Solana.

• 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 📇 🏠 - Record browser pages as GIF or video: AI-driven demo recordings with scroll, click and hover interactions via Playwright and ffmpeg.

• 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 🏎️ 🏠 - Self-hosted webhook relay and tunnel with Noise NK encryption: inspect requests, replay webhooks, trace AI pipelines, manage tunnels and subdomains.

• pmptwiki/pmpt-cli 📇 🏠 - Record and share AI-driven development history: saves project milestones with summaries, generates planning prompts and publishes to pmptwiki.

• pofky/asc-mcp 📇 🏠 🍎 - App Store Connect control: metadata edits, screenshot and binary uploads, TestFlight, IAPs, subscriptions, release preflight audits, submission and release.

• PostHog/posthog 🎖️ 📇 ☁️ - Interact with PostHog analytics, feature flags, error tracking and more.

• 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 📇 ☁️ - 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 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and suggests performance improvements.

• promptexecution/just-mcp 🦀 🏠 - Justfile integration: run CLI or script commands with parameters and environment variable support.

• pskill9/website-downloader - Download entire websites using wget, preserving their structure and converting links to work locally.

• 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 🐍 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - Accessible KoliBri web component samples, specs, docs and scenarios.

• pubship/pubship 🐍 🏠 - Inspect Google Play releases, reviews, Android vitals and reports, and prepare explicitly authorized release and store-listing changes. Runs locally with your own service account.

• 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 🐍 🏠 - Semantic GDScript analysis via Godot's built-in LSP: navigation, references, diagnostics, rename and file sync.

• pzalutski-pixel/sharplens-mcp #️⃣ 🏠 - Semantic C#/.NET analysis via Roslyn: navigation, refactoring, find usages and code intelligence.

• qainsights/jmeter-mcp-server 🐍 🏠 - Performance testing with JMeter.

• qainsights/k6-mcp-server 🐍 🏠 - Performance testing with Grafana k6.

• qainsights/locust-mcp-server 🐍 🏠 - Performance testing with Locust.

• benswel/qr-agent-core 📇 ☁️ - Dynamic QR codes: create, update, track and retarget QR codes of various types without regenerating images.

• QuantGeekDev/docker-mcp 🏎️ 🏠 - Docker container management and operations.

• 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 📇 🏠 🍎 - Xcode integration for project management, file operations and build automation.

• 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 📇 🏠 - Discover and explain OpenAPI specifications and generate code or mock data from them.

• 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 📇 🏠 - Flight recorder for RAG retrieval: logs chunks, scores, sources and rankings to audit, replay and diff retrieval runs.

• reflagcom/mcp 🎖️ 📇 ☁️ - Manage Reflag feature flags from chat in your IDE.

• Rootly-AI-Labs/Rootly-MCP-server 🎖️ 🐍 ☁️ 🍎 - Access Rootly, the incident management platform.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🪟 🐧 🍎 - Browse GitHub repositories, explore directories and view file contents.

• 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 📇 ☁️ 🏠 - Turn any OpenAPI 3.x spec into callable MCP tools, with Bearer, API key and Basic auth support.

• sbroenne/mcp-server-excel #️⃣ 🏠 🪟 - Automate the Excel app on Windows: Power Query, DAX, VBA, PivotTables, tables, charts, ranges and formatting.

• SDGLBL/mcp-claude-code 🐍 🏠 - Implements Claude Code-like capabilities for code understanding, modification and project analysis.

• 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 🐍 🏠 - LLM-based code review with AST-based context extraction, supporting Claude, GPT, Gemini and other models via OpenRouter.

• 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 🐍 🏠 🍎 🪟 🐧 - Code review via Groq: finds bugs, vulnerabilities and SQL injections, compares and explains code, generates tests and HTML reports.

• shellsage-ai/mcp-server-boilerplate 📇 🐍 🏠 - Starter templates for MCP servers in TypeScript and Python, with tool, resource and prompt patterns.

• 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 📇 ☁️ 🐧 🍎 🪟 - Gives AI coding tools context from your entire codebase and docs via Sequa.

• 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 📇 🏠 🍎 🪟 🐧 - Find unused files and APIs in Next.js projects, with project analysis tools exposed over MCP.

• smplkit/mcp 📇 ☁️ - Schedule HTTP jobs (cron, one-off or on-demand) with retries and run history.

• snaggle-ai/openapi-mcp-server 🏎️ 🏠 - Connect to any HTTP/REST API server using an OpenAPI v3 spec.

• specshield26/specshield-mcp-server 📇 ☁️ - OpenAPI breaking-change detection and migration guides to check whether an API change is safe to ship.

• 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 🐍 🏠 - Code indexing with SQLite FTS5, tree-sitter and embeddings for symbol search, call graphs, git intelligence and hybrid semantic search.

• st3v3nmw/sourcerer-mcp 🏎️ ☁️ - Semantic code search and navigation that reduces token waste.

• stass/lldb-mcp 🐍 🏠 🐧 🍎 - LLDB integration for binary and core file analysis, debugging and disassembly.

• stfade/moth 📇 🏠 - Structured bug-fix analysis and project-local memory of verified fixes for coding agents.

• storybookjs/storybook 📇 🏠 - Helps agents write and test Storybook stories for UI components.

• 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 📇 🏠 🍎 🪟 🐧 - 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 - Integrates Jira and GitHub to automate developer workflows from issue tracking to branches, commits, pull requests and merges.

• 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 ☁️ - List, create and update test cases in TestCollab with filtering, sorting and pagination.

• TKMD/ReftrixMCP 📇 🏠 🐧 🍎 - Web design analysis: layout extraction, motion detection, quality scoring and semantic search, turning web pages into structured design knowledge.

• tenatarika/vex 🦀 🏠 🍎 🪟🐧 - Local code search over a tree-sitter index: exact symbol lookup, scope-aware usages, call graph and impact analysis, AST patterns, indexed grep and semantic search across 19 languages.

• TencentEdgeOne/edgeone-pages-mcp 📇 ☁️ - Deploy HTML content to EdgeOne Pages and get a public URL.

• testdino-hq/testdino-mcp 🎖️ 📇 ☁️ - Review TestDino test runs, debug failures and manage manual test cases using natural language.

• tgeselle/bugsnag-mcp 📇 ☁️ - Interact with Bugsnag.

• thecombatwombat/replicant-mcp 📇 🏠 🍎 🪟 🐧 - Android development: build APKs, launch emulators, manage devices, automate UI and analyze logs.

• themesberg/flowbite-mcp 📇 🏠 🍎 🪟 🐧 - AI assistance for Flowbite, the open-source UI framework based on Tailwind CSS.

• 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 📇 ☁️ - Cryptocurrency tipping using the x402 payment protocol and CDP Wallet.

• x402node/x402-mcp 🎖️ 📇 🏠 - Exposes x402-paid APIs discovered from Coinbase Bazaar, handling USDC micropayments on Base.

• 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 🦀 🏠 🍎 🪟 🐧 - Log noise removal, secret redaction and atomic compiler patch verification with instant rollback for AI debugging sessions.

• Tommertom/awesome-ionic-mcp 📇 🏠 - Ionic coding assistant for building mobile apps with React, Angular, Vue or vanilla JS.

• 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 📇 🏠 🍎 🪟 🐧 - Compact JavaScript/TypeScript diagnostics: clusters and prioritizes Oxlint, tsc and Biome issues, caches results and detects recurring diagnostic loops.

• tumf/mcp-text-editor 🐍 🏠 - Line-oriented text file editor with partial file access to minimize token usage.

• ukkit/memcord 🐍 🏠 🐧 🍎 - Organize and search chat history with AI-generated summaries and secure memory.

• utensils/mcp-nixos 🐍 🏠 - Information on NixOS packages, system options, Home Manager configurations and nix-darwin macOS settings.

• V0v1kkk/DotNetMetadataMcpServer #️⃣ 🏠 🍎 🪟 🐧 - Type information from .NET projects: assembly exploration, namespace discovery, type reflection and NuGet integration.

• valado/pantheon-mcp - Serves task-specific instructions to agents instead of static Markdown files.

• var-gg/mcp 📇 ☁️ - Enforces team naming conventions in AI-generated code.

• vasayxtx/mcp-prompt-engine 🏎️ 🏠 🪟️ 🐧 🍎 - Manage and serve dynamic prompt templates using a text template engine.

• veelenga/claude-mermaid 📇 🏠 🍎 🪟 🐧 - Render Mermaid diagrams with live reload, themes and SVG, PNG or PDF export.

• vercel/next-devtools-mcp 🎖️ 📇 🏠 - Next.js runtime diagnostics, route inspection, dev server logs, docs search and upgrade guides for coding agents.

• 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 📇 ☁️ - Agent evaluation, simulation testing and functional/non-functional verification workflows on the VerifyAX platform.

• vezlo/src-to-kb 📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases using chunking, OpenAI embeddings and GPT-5 search.

• vivekvells/mcp-pandoc - Document format conversion using Pandoc: Markdown, HTML, PDF, DOCX, CSV and more.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 - Connect to the VS Code IDE and use semantic tools like find usages.

• VrtxOmega/Ollama-Omega 🐍 🏠 🍎 🪟 🐧 - Chat, generate, pull, list and inspect models with Ollama.

• 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 🎖️ 📇 - Converts website and web app feedback and bug reports into context-enriched developer tasks for coding agents via Webvizio.

• 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 📇 🏠 - 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 🐍 - ROS 2 integration for AI-driven robotics applications and services.

• wn01011/llm-token-tracker 📇 🏠 🍎 🪟 🐧 - Token usage and cost tracking for OpenAI and Claude APIs with real-time session tracking.

• 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 📇 🏠 - Persistent project context in the IANA-registered .faf format, with AI-readiness scoring.

• 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 📇 ☁️ - Access JSR, the JavaScript Registry.

• xcodebuild 🍎 - Build iOS Xcode workspaces or projects and feed errors back to the LLM.

• XixianLiang/HarmonyOS-mcp-server 🐍 🏠 - Device control and UI automation for HarmonyOS Next devices.

• xzq.xu/jvm-mcp-server 📇 🏠 - JVM-based MCP server implementation.

• yangkyeongmo@/mcp-server-apache-airflow 🐍 🏠 - Connect to Apache Airflow.

• yanmxa/scriptflow-mcp 📇 🏠 - Turns repetitive AI interactions into persistent, executable Bash, Python, Node.js or TypeScript scripts.

• ycs77/apifable 📇 🏠 - Explore OpenAPI specs, search endpoints and generate TypeScript types.

• yikakia/godoc-mcp-server 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev.

• yiwenlu66/PiloTY 🐍 🏠 - Control interactive terminals (PTY) with stateful sessions, SSH connections and background process management.

• YuChenSSR/mindmap-mcp-server 🐍 🏠 - Generate interactive mind maps.

• YuChenSSR/multi-ai-advisor 📇 🏠 - Query multiple Ollama models and combine their responses for diverse perspectives on a single question.

• 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 🐍 🏠 🐧 - Control robots with natural language via ROS 2 topics, services and actions.

• yWorks/mcp-typescribe 📇 🏠 - Provides TypeScript API information so agents can work with APIs not in their training data.

• 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 🐍 🏠 - Local Python/TypeScript code graph: call tracing, multi-hop impact analysis, authz reachability audits, coupling metrics and architectural drift detection.

• zaizaizhao/mcp-swagger-server 📇 ☁️ 🏠 - Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs.

• zcaceres/fetch-mcp 📇 🏠 - Fetch JSON, text and HTML data.

• zelentsov-dev/asc-mcp 🏠 🍎 - Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API.

• gbatistuta0/appfactory 🐍 🏠 🍎 - Lets your coding agent ship a SwiftUI iOS subscription app from idea to TestFlight: niche validation with live App Store data, SwiftUI scaffold, Supabase backend, App Store Connect subscriptions and RevenueCat, localization, ASO, screenshots. Gated stages, human approval for irreversible actions, every service optional.

• zenml-io/mcp-zenml 🐍 🏠 ☁️ - Connect to ZenML MLOps and LLMOps pipelines.

• zillow/auto-mobile 📇 🏠 🐧 - Android automation tool suite for developer workflows and testing.

• ztuskes/garmin-documentation-mcp-server 📇 🏠 - Offline Garmin Connect IQ SDK documentation with search and API examples.

• 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 📇 🏠 🍎 🪟 🐧 - Turns npm or PyPI lockfile diffs into upgrade plans with semver classification, breaking changes, fixed CVEs, migration links and risk-ranked recommendations.

• 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 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Query Kubernetes cluster topology, resources, events, logs and Helm/GitOps state across clusters via Radar, a Kubernetes visibility tool.

• 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 🦀 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ 🏠 - Query Jaeger distributed tracing: list services and operations, search and fetch traces, and view service dependencies.

• 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 📇 🏠 🍎 🪟 🐧 - Structural memory for coding agents: indexes TypeScript/JavaScript repos for callers, callees, symbol locations and branch-aware blast-radius impact.

• 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 🐍 🏠 🍎 🐧 - Offline calculator that evaluates expressions in fixed-point, IEEE-754 double or exact rational arithmetic, labelling each answer exact or inexact.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - 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 📇 ☁️ - 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 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - Structural code context via TypeScript AST analysis: compressed symbol indexes, dependency graphs and git diffs, without a vector database or embeddings.

• 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 📇 🏠 🍎 🪟 🐧 - CI for ink interactive-fiction stories: compiles, playtests every branch and finds runtime errors, unreachable knots and every distinct ending.

• 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 📇 🏠 🍎 🪟 🐧 - Leaderboard ranking AI coding operators by token efficiency, with signed submissions, diagnostics and simulations; only token counts leave the machine.

• 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 🦀 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ - 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 🎖️ 🦀 🏠 🍎 🪟 🐧 - Checks agent-written code against the repo's git-history patterns, flagging foreign dependencies, reinvented functions, misplaced code and gamed tests.

• 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 📇 🏠 - Scaffold and upgrade multi-language projects with the create-packkit generators, and compose a frontend and backend into one fullstack repo.

• 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 🐍 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 - Search @imqueue docs, scaffold typed services and clients, access the CLI and manage your service fleet.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Read-only introspection of Symfony codebases: routes, controllers, services, entities, schema, migrations, Doctrine, Messenger, Twig and API Platform.

• 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 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - 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 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - 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 🎖️ 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ 🏠 - Create live webhook endpoints and read back the deliveries they receive; endpoints keep working after the session ends.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - 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.

• ni-c/opengist-mcp 📇 🏠 🍎 🪟 🐧 - Read, search, create, update and delete gists on your own Opengist instance — the self-hosted pastebin powered by Git. File contents and revisions, commit history, forks and likes. Bounded results, untrusted-content markers, and a server-issued confirmation token on everything that deletes or publishes. npx -y opengist-mcp

🔒 Delivery

• 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 📇 ☁️ - Yango Delivery B2B API (international Yandex Delivery): express-courier price checks, delivery claims, courier tracking and confirmation codes.

• jordandalton/doordash-mcp-server 🐍 - Unofficial DoorDash Delivery integration.

• arthurpanhku/DragonMCP 📇 🏠 ☁️ 🍎 - 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 📇 ☁️ - Book, label, track and cancel Royal Mail and Parcelforce shipments across UK and international services.

• 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 📇 ☁️ - Compare parcel and letter delivery prices across carriers in 27 European countries.

• 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 📇 ☁️ - 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 🐍 ☁️ - 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 🐍 🏠 🍎 🪟 🐧 - MCP proxy that replaces oversized tool results with a preview and an on-demand handle to save tokens.

• childrentime/reactuse 📇 🏠 🍎 🪟 🐧 - Discover ReactUse React Hooks: signatures, demos and usage patterns from the library docs.

• 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 📇 ☁️ - Build, sign and publish iOS and Android apps via Codemagic CI/CD, App Store Connect and Google Play.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🦀 🏠 🪟 🍎 - Local-first backend dev workspace: API debugging, SSH, database and diagnostics tools, with scoped safety policies and confirmation for risky actions.

• 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.

🧮 Data Science Tools

Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.

• dockndevai/mcp-laya 🐍 🏠 🍎 🪟 🐧 - Fast, local, non-autoregressive System-1 decision engine as MCP tools — typed decisions (classify / score / yes-no) over text, email, tickets or JSON in 100+ languages, with calibrated confidence and no text generation, so nothing to hallucinate. Offloads routing/triage/gating judgment calls from the main model; runs on-device, offline by default. pipx install mcp-laya

• 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 🐍 🏠 🍎 🪟 🐧 - Math engine combining SymPy, NumPy and Matplotlib for symbolic algebra, numerical computing and data visualization.

• agmonetti/mathmethods-mcp 🐍 🏠 🍎 🪟 🐧 - Numerical methods: root finding, numerical integration, differential equations (RK4) and Lagrange interpolation.

• Archerkattri/mathlas 🐍 🏠 - Math tools for agents: theorem search, PSLQ constant identification, OEIS lookup, Lean kernel checks and applicability checklists.

• arrismo/kaggle-mcp 🐍 ☁️ - Connect to Kaggle to download and analyze datasets.

• 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 🏎️ 🏠 - Mathematical computations: basic arithmetic, advanced functions, statistical analysis, unit conversions and financial calculations.

• 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 🐍 🏠 - Graph analysis with NetworkX: centrality algorithms, community detection, PageRank and graph visualization.

• chohyerinn/filter-mcp-server 🐍 🏠 - Compare approximate filter data structures: Bloom, Counting Bloom, Cuckoo and SuRF.

• ChronulusAI/chronulus-mcp 🐍 ☁️ - Forecasting and prediction with Chronulus AI agents.

• clouatre-labs/math-mcp-learning-server 🐍 ☁️ 🏠 🍎 🪟 🐧 - Educational server for math operations, statistics, visualization and persistent workspaces.

• Daichi-Kudo/llm-advisor-mcp 📇 ☁️ 🍎 🪟 🐧 - Real-time LLM and VLM comparison with benchmarks, prices and personalized recommendations from multiple data sources.

• DataEval/dingo 🎖️ 🐍 🏠 🍎 🪟 🐧 - Data quality evaluation with Dingo: run rule-based and LLM-based evaluations and list its rules and prompts.

• datalayer/jupyter-mcp-server 🐍 🏠 - Interact with Jupyter.

• 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 🎖️ 📇 🏠 🪟 🐧 🍎 - Create and interact with GrowthBook feature flags and experiments.

• gpartin/WaveGuardClient 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection with Klein-Gordon wave equations: scans, fingerprinting, token risk, wallet profiling and price manipulation detection.

• 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 📇 🏠 🍎 🪟 🐧 - Local deterministic calculations: exact-precision math, date arithmetic, unit conversion, statistics, subnet math, haversine and Levenshtein distance.

• HumanSignal/label-studio-mcp-server 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage and automate Label Studio projects, tasks and predictions for data labeling workflows.

• jjsantos01/jupyter-notebook-mcp 🐍 🏠 - Interact with and control Jupyter Notebooks.

• jonahthan433/cortexcloud-mcp 📇 ☁️ - QUBO/Ising optimization with classical, hybrid and quantum solvers, paid per call via x402 (USDC on Base).

• kdqed/zaturn 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet and more) and analyze the data for insights and visualizations.

• Kungie/gut 🐍 🏠 ☁️ 🍎 🪟 🐧 - Judgment calls on small, cheap models: yes/no, pick-one and rate questions about any text, answered YES, NO or UNSURE. Runs on TypeSafe's Jev, open models on Ollaya, Ollama or a local NLI model; each judges up to 1,000 texts per call.

• 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 🐍 🏠 🍎 🪟 🐧 - Deterministic date, math and unit tools: time snapshots, calendar math with natural-language parsing, expression evaluation and Pint-based unit conversion.

• mckinsey/vizro-mcp 🎖️ 🐍 🏠 - Create validated, maintainable data charts and dashboards with Vizro tools and templates.

• 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 🎖️ 🐍 🏠 🐧 🍎 - Orchestrate hyperparameter search and other optimization tasks with Optuna.

• Whatsonyourmind/oraclaw 📇 ☁️ 🏠 🍎 🪟 🐧 - Decision intelligence algorithms: bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis and graph algorithms.

• 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 🏠 🍎 🪟 🐧 - Connect AI agents to interactive live R sessions.

• phuongrealmax/code-guardian 📇 🏠 - Code refactoring engine: code analysis, hotspot detection, complexity metrics, persistent memory and automated refactoring plans.

• pramod/kaggle 🐍 - Browse Kaggle competitions, leaderboards, models, datasets and kernels.

• reading-plus-ai/mcp-server-data-exploration 🐍 ☁️ - Autonomous data exploration of CSV datasets with generated insights.

• ShipItAndPray/mcp-compress 📇 🏠 ☁️ 🍎 🪟 🐧 - Data compression with gzip, Brotli, deflate and TurboQuant quantization, with automatic algorithm selection.

• ShipItAndPray/mcp-turboquant 📇 🏠 🍎 🪟 🐧 - LLM quantization: convert models to GGUF, GPTQ and AWQ, recommend quantization settings, evaluate quality and push to Hugging Face Hub.

• TensorLink-AI/ephemeris-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Probabilistic time-series forecasting: quantile forecasts from Chronos-2, TimesFM 2.5, Toto 2, TiRex-2 and IBM Granite foundation models, routed to one model, named explicitly, or ensembled. Remote server with an npm stdio bridge.

• 98lukehall/renoun-mcp 🐍 ☁️ - Structural observability for AI conversations: detects loops, stuck states, breakthroughs and convergence without analyzing content.

• subelsky/bundler_mcp 💎 🏠 - Query local information about dependencies in a Ruby project's Gemfile.

• zcaceres/markdownify-mcp 📇 🏠 - Convert almost any file or web content into Markdown.

• 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 📇 🏠 🍎 🐧 - Offline exact symbolic math via the Giac/Xcas computer algebra system: calculus, equation solving, linear algebra, combinatorics and claim verification.

• hanshs474/jevx-mcp 📇 ☁️ - Run zero-shot Jev AI typed decisions with criteria defined in the request and get calibrated probabilities for every option.

📊 Data Visualization

Interactive charts, dashboards, and visual data tools rendered inside AI conversations.

• 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 🐍 🏠 🍎 🪟 🐧 - Inspect, compare and export point clouds, meshes and depth data with interactive 3D previews, measurements, NumPy/PyTorch inputs and COLMAP depth.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 - Generate architecture, ERD, sequence, flowchart, Gantt and other diagrams from structured JSON as SVG or PNG, without a headless browser.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Generate self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations and sortable data tables.

• nteract/semiotic 📇 🏠 🍎 🪟 🐧 - Semiotic React data visualization: suggest charts for a dataset, render validated configs to SVG, diagnose anti-patterns and fetch component schemas.

📟 Embedded System

Provides access to documentation and shortcuts for working on embedded devices.

• 0x1abin/matter-controller-mcp 📇 📟 - Control and interact with Matter devices via a Matter controller.
• 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 🦀 📟 - Embedded debugging with probe-rs: ARM Cortex-M and RISC-V targets via J-Link, ST-Link and other probes.
• adancurusul/serial-mcp-server 🦀 📟 - Serial port communication.
• 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 📟 - Fix build issues for ESP32-series chips with ESP-IDF.
• kukapay/modbus-mcp 🐍 📟 - Standardize and contextualize industrial Modbus data.
• kukapay/opcua-mcp 🐍 📟 - Connect to OPC UA-enabled industrial systems.
• 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 🐍 ☁️ 📟 - Electronic component datasheet data: specs, pinouts, package info and absolute maximum ratings extracted on demand from manufacturer PDFs.
• 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 🐍 📟 🏠 - KiCad EDA automation: schematic capture, PCB layout, ERC, DRC and Gerber, BOM and 3D exports for KiCad 9 and 10.
• stack-chan/stack-chan 📇 📟 - M5Stack-based robot with an MCP server for AI-controlled interactions and emotions.
• 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 🐍 📟 🏠 - Create and modify GNU Radio RF flowcharts (.grc files).
• 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 🐍 📟 🏠 🍎 - 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 🐍 📟 🏠 🍎 🪟 🐧 - 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 🎖️ 🐍 🏠 📟 🍎 🪟 🐧 - 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.

🎓 Education

MCP servers for learning management systems (LMS) and educational tools.

• 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 📇 🏠 🍎 🪟 🐧 - Student access to university systems via SSO: courses, assignments, grades, feedback, announcements and materials, currently for Blackboard Learn (UPC, Peru).

• 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 📇 🏠 🍎 🪟 🐧 - Claude Certified Architect exam prep: scenario-based questions, practice exams, concept handouts, a guided capstone build and spaced repetition.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Local English voice coach with pronunciation, grammar, fluency and phoneme-level feedback, practice drills and learner-profile hints.

• RohanMuppa/brightspace-mcp-server 📇 🏠 🍎 🪟 🐧 - Check D2L Brightspace grades, due dates, assignments, announcements, syllabus, rosters, discussions and course content.

• 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 📇 🏠 - Self-hosted teaching OS for agents: courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions and teaching memory.

• Smartoire/paxaver-mcp 📇 ☁️ - Paxaver school community platform: student lunch ordering with allergy and dietary checks, wallets, school calendars, volunteering, memberships and payments.

• peopleworks/SignsofAI #️⃣ 🏠 🍎 🪟 🐧 - Explainable AI-writing detection and originality checking in English and Spanish, plus citation checks and hidden-character detection.

🛒 E-Commerce

MCP servers for e-commerce platforms and online store management.

• 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 📇 ☁️ - Amazon data as JSON: keyword search, product details by ASIN, reviews, seller profiles and seller catalogs across marketplaces.

• 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 📇 ☁️ - Yango Tech Retail grocery platform B2B API: orders, receipts, products, prices, discounts, stock and stores.

• agentcentral-to/agent-central-mcp 📇 ☁️ - Amazon Seller Central and Amazon Ads data: inventory, orders, catalog, finance, fulfillment and advertising.

• agentlux/agentlux-mcp 📇 ☁️ 🍎 🪟 🐧 - AgentLux agent marketplace: browse items, manage agent identity, creator workflows, service hires, social flows and Base/x402 commerce.

• anhmtk/agentshare-mcp 📇 ☁️ - Solana DeFi intelligence: Meteora DLMM pool briefs and details, Solana DEX data and DefiLlama scouting, plus secondary commerce tools.

• apiguru-app/agent-kit 🎖️ 🐍 ☁️ 🏠 - Live Amazon marketplace data across 20 countries: product details, reviews, keyword search, best-sellers, deals, offers/buy box/stock and seller profiles. Hosted keyless endpoint (free calls, then x402 pay-per-call in USDC) or an API key; also runs locally via uvx apiguru-mcp.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 ☁️ - Rent GPUs, robots, drones and construction equipment on RIGShare: quote, book, run remote sessions, publish listings and onboard equipment owners.

• 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 🐍 ☁️ 🍎 🪟 🐧 - Read-only merchant data from Tmall/Taobao, JD.com, Pinduoduo, Douyin, Kuaishou, Xiaohongshu and WeChat Store: orders, products, inventory and ad reports.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Search Marktplaats and 2dehands, the Dutch and Belgian second-hand marketplaces: filtered listings, ad details, seller reviews and new-listing monitoring.

• 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 📇 ☁️ - Rakuten API integration for Japan: product search, hotel and travel booking, and recipe lookup.

• 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 🎖️ 🏠 🪟 - 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 🐍 ☁️ - 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 📇 ☁️ - Supply chain and logistics tools: carrier rate shopping, inventory management, order tracking, fleet logistics and demand forecasting.

• ONE8943/ai-furniture-hub 📇 ☁️ 🏠 🍎 🪟 🐧 - Japan-focused furniture and home products: millimeter-precise search, curated sets, dimension-compatible replacement finder and live Rakuten data.

• pad01g/proxy-shopping-web 📇 ☁️ 🍎 🪟 🐧 - Buy from cash-only or unsupported shops with crypto through a proxy shopper and a 2-of-3 escrow with timelocks (BTC signet, USDC) on a Nostr + libp2p network; or earn as a proxy shopper. Quotes with rate checks, funding, delivery confirmation, disputes and refunds; money moves only with confirm: true.

• 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 📇 ☁️ - Read-only Amazon research via Pangolinfo: product details, keyword results, reviews, niche signals, Alexa shopping recommendations and AI-search data.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - Read-only Greek price comparison from BestPrice: product search, offer comparison and price history.

• 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 📇 ☁️ 🍎 🪟 🐧 - 3D product viewer platform: upload GLB models, style scenes with lighting, camera and backgrounds, and embed them on websites.

• 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 📇 ☁️ 🍎 🪟 🐧 - Swiss grocery search, weekly promotions and multi-store shopping plans across Migros, Coop, Aldi, Denner, Lidl and more, with unit-price comparison.

• 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 🎖️ 📇 ☁️ - Commission a personalized, humorous printed booklet and have it printed and mailed as a gift within the US.

• 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 🐍 ☁️ - 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 📇 ☁️ - Yandex KIT e-commerce platform: manage products and variants, prices, orders, discounts, promo codes, collections, warehouses and webhooks.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Personal Voila grocery automation: search products, check discounts, list delivery slots, read cart and order history and update cart quantities.

🌳 Environment & Nature

Provides access to environmental data and nature-related tools, services and information.

• ambeelabs/ambee-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Live air quality, pollen and weather data from Ambee.
• aliafsahnoudeh/wildfire-mcp-server 🐍 ☁️ 🍎 🪟 🐧 - Detect, monitor and analyze potential wildfires globally using NASA FIRMS, OpenWeatherMap and Google Earth Engine data.
• atmospore/atmospore-mcp 🐍 ☁️ 🍎 🪟 🐧 - Seven-day, per-species pollen forecasts for any location via the Atmospore API.
• 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 📇 🏠 🍎 🪟 🐧 - Nudges you to take outdoor breaks based on local weather, sunset timing and session streaks, with activity suggestions and stats.
• 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 🐍 🏠 🪟 - Headless DHI MIKE+ urban-water modelling: model inspection, parameter editing, simulation runs with QA status, .res1d results reading and plotting.
• Zhonghao1995/agentic-swmm-workflow 📇 🐍 🏠 🍎 🪟 🐧 - EPA SWMM stormwater modelling workflow: model building, simulation runs, calibration, QGIS integration, climate scenarios and uncertainty analysis.

📂 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 🦀 🏠 🍎 🪟 🐧 - Directory visualization with semantic analysis, compressed AI-oriented output formats and file categorization.
• A1-x-Tech/mcp-google-drive 📇 ☁️ - Google Drive API: search, organize, upload, download, export, share and comment on Drive files.
• aadilr/changethisfile-mcp 📇 ☁️ - File conversion across image, video, audio, document, data, font, ebook and archive formats, returning a signed download URL.
• 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 🎖️ ☁️ - Access Box content: search, ask questions about files and folders, and extract data.
• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🦀 🏠 🍎 🐧 ☁️ - 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 🐍 🏠 - 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 📇 ☁️ - 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 🐍 🏠 - Share code context with LLMs via MCP or the clipboard.
• 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 🐍 ☁️ - 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 🏎️ 🏠 🍎 🪟 🐧 - 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 #️⃣ 🏠 🍎 🪟 🐧 - Read-only directory listing web app: browse directories, read files, search content, inspect archives, compute hashes and check disk usage.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Local filesystem management with process control, interactive sessions, async search and safe delete via the Recycle Bin.
• exoticknight/mcp-file-merger 🏎️ 🏠 - Merge files to work within AI chat length limits.
• 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 ☕ 🏠 - Filesystem access for browsing and editing files.
• 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 📇 ☁️ - Box integration for listing, reading and searching files.
• isaacphi/mcp-gdrive 📇 ☁️ - Read from Google Drive and edit Google Sheets.
• j0hanz/filesystem-context-mcp-server 📇 🏠 - Read-only filesystem exploration, search and analysis with symlink protection.
• jamalofski/conv2pdf-mcp 🎖️ 📇 ☁️ - Convert Office documents, images and e-books on your computer to PDF, convert PDFs to Word or images, and merge, split, compress, protect or number PDFs via the conv2pdf API, hosted in France.
• jeannier/homebrew-mcp 🐍 🏠 🍎 - Manage macOS Homebrew packages with natural language, get suggestions and troubleshoot brew issues.
• 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.
• L-Jovi/keyhole 🐍 🏠 🍎 🐧 - Give a private ChatGPT app access to selected local folders through OpenAI Secure MCP Tunnel, with per-folder permissions, hash-checked edits and recovery. No shell or public port.
• ltspace/dowse 🦀 🏠 🪟 - Read-only full-disk search on Windows over file names, document contents and OCR'd screenshot text.
• mamertofabian/mcp-everything-search 🐍 🏠 🪟 - Windows file search using the Everything SDK.
• MarceauSolutions/md-to-pdf-mcp 🐍 🏠 🍎 🪟 🐧 - Convert Markdown files to PDF with customizable themes, headers, footers and styling.
• mark3labs/mcp-filesystem-server 🏎️ 🏠 - Local file system access.
• LincolnBurrows2017/filesystem-mcp 🐍 🏠 - File system operations: read, write, search, copy and move, with path restrictions.
• mickaelkerjean/filestash 🏎️ ☁️ - Remote storage access: SFTP, S3, FTP, SMB, NFS, WebDAV, Git, FTPS, Google Cloud, Azure Blob, SharePoint and more.
• microsoft/markitdown 🎖️ 🐍 🏠 - Convert many file formats, local or remote, to Markdown for LLMs using MarkItDown.
• modelcontextprotocol/server-filesystem 📇 🏠 - Direct local file system access.
• 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 📇 ☁️ 🏠 - Share Markdown files and text as readable web links.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Convert HTML or Markdown to styled PDFs, or render a public URL to PDF, and get a download link.
• UseJunior/safe-docx 📇 🏠 🍎 🐧 🪟 - Edit existing Word .docx files with formatting preservation, tracked changes, comments, footnotes and document comparison.
• 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 📇 🏠 🍎 🪟 🐧 - Large-file handling with chunking, navigation, streaming, regex search and LRU caching.
• Xuanwo/mcp-server-opendal 🐍 🏠 ☁️ - Access any storage backend through Apache OpenDAL.
• 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 📇 🏠 🍎 🪟 🐧 - 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.

💰 Finance & Fintech

• apipriceindex/mcp 🐍 🏠 - Live, verified LLM API prices: search models, get sourced prices, estimate monthly workload costs.

• ComplyEaze/bridge 🦀 🏠 🍎 🪟 - Reads TallyPrime for your AI assistant; posts only vouchers you approve. Windows, Apple Silicon Mac.

• 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 🐍 🏠 🍎 🪟 🐧 - Open data on AI startups: valuations, ARR and funding, with every figure sourced, dated and confidence-scored, plus flags for contradicting public sources.

• blazephoenixxyz-crypto/blazephoenix-mcp 📇 ☁️ 🍎 🪟 🐧 - On-chain DEX aggregator for Base, Ethereum, Optimism, Arbitrum and Robinhood Chain: swap quotes computed by the on-chain Quoter on your own RPC, verified unsigned swap calldata, swap simulation and staking solvency checks. No API key.

• 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 📇 ☁️ - Unified financial data API: market prices, fundamentals, disclosures, macroeconomic and alternative data.

• 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 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ - Parse and query bank statements with Bankstatemently: turn PDF statements into structured transactions, accounts and balances, with reconciliation checks.

• Calera-Labs/finsec-mcp ☁️ 📇 - SEC EDGAR fact retrieval with cryptographic filing provenance, valuation packs and deterministic CAGR calculation.

• 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 🎖️ 🐍 ☁️ - 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 📇 ☁️ 🏠 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - 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 📇 🏠 - 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 📇 ☁️ - 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 🐍 ☁️ - Russian FNS tax and accounting calculators plus public fiscal status checks: self-employed, sole proprietor/OKVED, disqualification and blocked accounts.

• 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 🎖️ 🐍 ☁️ - 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 🎖️ 🐍 ☁️ - 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 🐍 🏠 ☁️ - 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 🐍 🏠 🪟 - Local-first Taiwan market evidence with persistent watchlists and auditable, execute-once retrieval.

• 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 📇 ☁️ - Non-custodial swaps via Jupiter (Solana) and KyberSwap (EVM), cross-chain routing, Solana priority fees and Hyperliquid perps, as unsigned transactions.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Read balances and prices, view portfolios, prepare transfers and deploy tokens across Stacks, Celo and Base.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 ☁️ - 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 🐍 ☁️ - Spain's company registry (BORME): typed company events since 2009, including incorporations, director changes, insolvencies and capital changes.

• 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 🎖️ 📇 ☁️ 🏠 - Savvly Longevity Benefit Fund: retirement projections (lump-sum, monthly, full trajectory), product comparisons, eligibility checks and FAQ search.

• 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 🐍 ☁️ - 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 📇 ☁️ - General store for AI agents: signed certificates, human labor and digital goods paid in USDC via x402 on Base.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ - Competitive intelligence: analyze a URL or company description and get structured market positioning, competitors, pain points and a market score.

• Logitale/toreador-mcp-server 📇 🏠 🍎 🪟 🐧 - Generate non-custodial crypto payment QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment sessions.

• infaton/MCP35 📇 🏠 - 1C:Enterprise ERP integration: metadata inspection, document CRUD, register queries and BSP integration.

• mrslbt/xendit-mcp 📇 ☁️ - Xendit payment gateway for Southeast Asia: invoices, disbursements, balance checks and bank transfers.

• @arbitova/mcp-server 📇 ☁️ - Non-custodial on-chain escrow with AI dispute arbitration for agent-to-agent USDC payments on Base.

• @czagents/cnb 📇 ☁️ 🏠 🍎 🪟 🐧 - Czech National Bank (ČNB) daily exchange rates: current and historical CZK rates and currency conversion.

• 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 📇 ☁️ - Frihet business management: invoices, expenses, clients, products and quotes.

• @iiatlas/hledger-mcp 📇 🏠 🍎 🪟 - Read and optionally write local hledger journals for double-entry plain text accounting.

• 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 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Deep research for crypto, running fully locally.

• 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 🎖️ 🐍 ☁️ 🏠 - Alternative financial data from FinBrain.

• ahnlabio/bicscan-mcp 🎖️ 🐍 ☁️ - BICScan risk scores and asset holdings for EVM addresses (EOA, CA, ENS) and domain names.

• 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 🐍 ☁️ - Counterparty risk scoring for agentic commerce: scores wallets, domains, IPs and companies, paid via x402 micropayments.

• 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 📇 ☁️ - 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 🎖️ 📇 ☁️ - Interact with Alchemy's blockchain APIs.

• alforge-labs/alpha-forge-mcp 🐍 🏠 🍎 🪟 🐧 - Backtest, optimize (Optuna TPE) and walk-forward-test trading strategies locally with the AlphaForge quant CLI.

• 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 🐍 ☁️ - Fetch cryptocurrency listings and quotes via the Coinmarket API.

• araa47/jupiter-mcp 🐍 ☁️ - Jupiter API access: trade Solana tokens, check balances, search tokens and create limit orders.

• 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 🎖️ 📇 ☁️ 🏠 - Manage Uniswap and Aerodrome liquidity positions with leverage, automated rebalancing, and yield optimization on Base, Unichain, and Optimism.

• ariadng/metatrader-mcp-server 🐍 🏠 🪟 - Execute trades on the MetaTrader 5 platform.

• aranjan/kite-mcp 🐍 🏠 - Trade Indian stocks on Zerodha Kite: holdings, orders, quotes and GTT triggers, with automated TOTP login.

• 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 🐍 ☁️ - Central Bank of Russia data: daily and historical exchange rates, key interest rate, inflation and aggregated macro statistics.

• 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 🐍 ☁️ - Russian counterparty due diligence: INN/OGRN lookup across EGRUL/EGRIP, bankruptcy, tax debt, enforcement and arbitration records, with a risk verdict.

• penmadebykisss/ru-business-mcp 📇 ☁️ 🍎 🪟 🐧 - Russian business data with no API key: company check by INN/OGRN in FNS EGRUL/EGRIP, Bank of Russia exchange rates and key rate, late-payment interest (Civil Code art. 395), production calendar with business-day math, and bank details by BIK.

• 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 📇 ☁️ - Solana token risk scoring by mint address, pump.fun graduation momentum signals and trust attestation queries.

• 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 🐍 🏠 🍎 🪟 🐧 - Personal finance calculators: mortgage payments, compound interest, FIRE retirement number, loan comparison, true borrowing cost and debt payoff.

• azeth-protocol/mcp-server 📇 ☁️ - Non-custodial ERC-4337 smart accounts, x402 payments, ERC-8004 on-chain reputation and service discovery for AI agents.

• 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 🐍 ☁️ - 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 🐍 ☁️ 🏠 - 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 📇 ☁️ - Vietnam stock market data: real-time SSI quotes, technical analysis, financial statements, stock screener, AI picks, foreign flows and macro indicators.

• bankless/onchain-mcp 📇 ☁️ - Interact with smart contracts and query transaction and token information via the Bankless Onchain API.

• barkermoney/barker-mcp 🎖️ 📇 ☁️ - Barker's real-time stablecoin yield index across DeFi and CEX earn, with a yield advisor, risk signals and deposit/redeem quotes. Remote MCP, x402 pay-per-call.

• 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 📇 ☁️ - 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 📇 ☁️ - Solana prediction markets on Baozi.bet: browse markets, place bets, claim winnings and create markets.

• 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 📇 ☁️ - 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 📇 ☁️ - 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 🐍 ☁️ - Fetch stock and crypto data from the Alpha Vantage API.

• 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 📇 - Run AI agents on several blockchains via Bitte Protocol.

• 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 📇 ☁️ - 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 📇 ☁️ - BotIndex AI signal intelligence API and Agorion agent service discovery network, with x402 payments for premium endpoints.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Korean and global crypto exchange routing and arbitrage signals, with x402 USDC micropayments.

• ferinator/bullrun-mcp 📇 ☁️ - Stock screening, company financials and personal portfolio analysis.

• 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 📇 ☁️ - 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 🎖️ 📇 ☁️ - 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 🐍 ☁️ - Read-only access to Monarch Money data: analyze transactions, budgets, accounts and cash flow, with MFA support.

• 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 📇 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Prop trading firm discounts, reviews and deals: query discount codes, compare firms by country and check featured deals.

• 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 🐍 ☁️ - Find similar historical stock chart patterns by ticker and date or screenshot, with forward returns, regime analysis and trade simulation.

• CryptoRugMunch/rug-munch-mcp 🐍 ☁️ - Crypto token risk intelligence: rug pull detection, honeypot scoring, deployer tracking, holder analysis, KOL shill detection, social OSINT and LLM forensics.

• 4dmrkey/cryptopolitan-mcp ☁️ - Cryptopolitan cryptocurrency news, analysis and price predictions: search articles by category or ticker, with built-in attribution.

• 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 🎖️ 📇 ☁️ - Real-time enriched blockchain and market data across many networks via the Codex API.

• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - CoinPaprika API access: real-time prices, tickers, OHLCV, market cap and coin metadata for cryptocurrencies and exchanges.

• coinpaprika/dexpaprika-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - DexPaprika API access: real-time DEX token prices, liquidity pool data and historical OHLCV across many chains.

• conviction-fm/conviction-mcp 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - CHP Profile B spend, human-in-the-loop and tool-approval receipts.

• dan1d/cobroya 📇 ☁️ 🍎 🪟 🐧 - Mercado Pago payments for LATAM merchants: create payment links, search payments and issue refunds.

• 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 📇 🏠 ☁️ - Cross-chain swaps and bridging across EVM chains and Solana via deBridge: find routes, evaluate fees and initiate non-custodial trades.

• 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 🐍 ☁️ - Corporate debt structure data: search issuers and bonds with leverage ratios, seniority, covenants, guarantor chains and FINRA TRACE prices.

• 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 🐍 🏠 🍎 🪟 🐧 - Personal finance calculators for seven countries plus Islamic finance: income tax, loans, retirement, VAT, Zakat, Murabaha, Ijarah and halal stock screening.

• deficlow/zipp-mcp 🐍 ☁️ - Multi-language crypto news summaries with sentiment labels and importance scores, crediting the original publisher.

• 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 🐍 ☁️ - Options-flow data: a curated overnight pool selected on liquidity, per-contract liquidity checks, realized outcome history and exit-rule replay.

• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Company research across multiple data sources: structured reports with a bull/bear verdict for stocks, crypto and private companies.

• dan1d/dolar-mcp 📇 ☁️ - Argentine exchange rates via DolarAPI (blue, oficial, MEP, CCL, crypto, tarjeta), plus currency conversion and a spread calculator.

• 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 🐍 🏠 🪟 🐧 - 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 🐍 ☁️ - Unofficial, read-only Mercury banking across multiple organizations: balances, transactions, statements, cards, invoices, treasury and 1099 pre-filing checks.

• 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 🎖️ 📇 ☁️ - Dodo Payments: manage payments, subscriptions, customers, products, refunds, license keys and usage-based billing, plus semantic search over the docs.

• 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 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - Offline Japanese company due diligence: EDINET XBRL financials, NTA corporate numbers, major shareholders, gBizINFO certifications and industry benchmarks.

• 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 🎖️ 📇 ☁️ - 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 🎖️ 📇 ☁️ - EquiVault equity research: fundamentals, financial statements, ratios, quotes, screening, peer comparison, insider transactions and portfolio analytics.

• 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 📇 ☁️ - Solana wallet management, SOL and SPL token transfers, SPL token creation and minting, account operations and mainnet/devnet/testnet switching.

• 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 📇 ☁️ - 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 📇 ☁️ - Cross-chain OTC trading of ETH, BTC and SUI via sealed-bid RFQ and HTLC atomic settlement, without bridges or custodians.

• 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 📇 ☁️ - Validate EU electronic invoices (Peppol BIS, XRechnung, Factur-X/ZUGFeRD, UBL, CII) and explain rejection codes.

• etbars/vibetrader-mcp 🐍 ☁️ - Trading bot platform: create automated trading strategies in natural language via the Alpaca brokerage.

• 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 🐍 ☁️ - 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 📇 ☁️ 🏠 - UK property finance calculators: bridging loan costs, development appraisal, buy-to-let stress tests and stamp duty (SDLT, LBTT, LTT).

• ferdousbhai/investor-agent 🐍 ☁️ - Fetch stock market data, including options recommendations, from Yahoo Finance.

• 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 📇 ☁️ - Signed, x402-paid verification tools: claim notarization, graded verdicts with bonded disputes, OFAC SDN screening and Altman Z-score distress scoring.

• ferdousbhai/tasty-agent 🐍 ☁️ - Trade on Tastytrade via the Tastyworks API.

• ferdousbhai/wsb-analyst-mcp 🐍 ☁️ - Analyze content from Reddit's WallStreetBets community.

• callbk/finlight-mcp 🎖️ ☁️ - Real-time financial news: search by ticker, source, and language, with sentiment scores and tagged company entities.

• 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 - Historical US, UK, Russian and Turkish stock exchange data from finmap: sectors, tickers, company profiles, market cap, volume and treemap visualizations.

• Finology-tech/finology-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Federal student loan math on 2026 rules from Finology Software's parity-verified engine: compare repayment plans, estimate RAP payments, and compare filing jointly vs separately.

• flox-foundation/flox-mcp 🐍 🏠 - FLOX trading systems framework: run backtests, scaffold strategies, check for lookahead bias, place orders and query PnL.

• 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 📇 ☁️ - Real-time business events: funding rounds, acquisitions, executive hires, AI-scored leads and market intelligence.

• 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 📇 ☁️ - 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 🎖️ 📇 ☁️ 🏠 - Connect any Bitcoin Lightning wallet to send and receive instant payments.

• GeiserX/cashpilot-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Monitor CashPilot bandwidth-sharing dashboards: passive income, DePIN earnings and container status across sharing services.

• 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 📇 ☁️ 🏠 - Real-time financial data for stocks, options, crypto and forex.

• cryptobriefing/gloria-mcp 🎖️ 🐍 ☁️ - AI-curated crypto news: real-time headlines with sentiment analysis, AI-generated recaps, keyword search and ticker summaries.

• 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 📇 ☁️ - SODAX cross-chain DeFi data and SDK docs: query swaps, lending, solver volume and intent history.

• 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 📇 ☁️ - Proof-of-Time temporal attestation for AI agents based on multiple HTTPS sources.

• 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 📇 ☁️ 🏠 - Hive Intelligence: unified access to crypto, DeFi and Web3 analytics.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 🏠 - 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 🦀 ☁️ - Fetch real-time stock prices from Stooq for global markets, including the US, Japan, UK and Germany.

• horustechltd/horus-flow-mcp 🐍 ☁️ - Crypto and US equity order flow engine for real-time liquidity analysis.

• 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 🐍 ☁️ - Access and analyze Chinese stock market data via baostock.

• 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 📇 ☁️ - 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 🐍 ☁️ - T-Bank mobile banking: accounts, cards, transfers, bill pay, grocery ordering, tickets and travel search.

• 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 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - Indigo Protocol on Cardano: iAsset prices, CDP and loan analytics, stability pools, INDY staking, governance and DEX data.

• IndigoProtocol/cardano-mcp 📇 ☁️ 🏠 - Cardano wallet interactions: submit transactions, fetch addresses, read UTxOs, check balances, resolve ADAHandles and check stake delegation.

• intentos-labs/beeper-mcp 🐍 - BSC transactions: balance and token transfers, PancakeSwap token swaps and Beeper reward claims.

• 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 🐍 ☁️ - Sports odds, player props and prediction-market data, with live previews and source-quality and coverage tools.

• JamesANZ/bitcoin-mcp 📇 🏠 - Query the Bitcoin blockchain.

• 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 📇 ☁️ - Real-time prediction market odds, prices and market info from Polymarket, PredictIt and Kalshi.

• 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 🎖️ ☁️ - 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 📇 ☁️ - Real-time on-chain market prices from the Dexscreener API.

• 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 📇 ☁️ - Korean stock analysis using the OpenDART and KRX APIs.

• 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 📇 ☁️ - Reputation scoring for AI agent wallets on Base: trust scores, fraud reports, blacklist checks, leaderboard, badges and agent registration.

• JayOfemi/shikamaru 📇 🏠 - Deterministic day-count and accrued-interest calculations using ISDA and ICMA conventions.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Circle Agent Stack via the Circle CLI: create USDC wallets, set spend policies, send stablecoins and pay x402-gated endpoints.

• 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 🐍 ☁️ - Track Binance Alpha trades to help optimize alpha point accumulation.

• kukapay/bitcoin-utxo-mcp 🐍 ☁️ - Track Bitcoin unspent transaction outputs (UTXOs) and block statistics.

• kukapay/blockbeats-mcp 🐍 ☁️ - Blockchain news and in-depth articles from BlockBeats.

• kukapay/blocknative-mcp 🐍 ☁️ - Real-time gas price predictions across multiple blockchains from Blocknative.

• kukapay/bridge-metrics-mcp 📇 ☁️ - Real-time cross-chain bridge metrics.

• kukapay/bridge-rates-mcp 📇 ☁️ - Real-time cross-chain bridge rates and optimal transfer routes.

• kukapay/chainlink-feeds-mcp 📇 ☁️ - Real-time access to Chainlink's decentralized on-chain price feeds.

• kukapay/chainlist-mcp 📇 ☁️ - Verified EVM chain information: RPC URLs, chain IDs, explorers and native tokens.

• kukapay/cointelegraph-mcp 🐍 ☁️ - Real-time access to the latest Cointelegraph news.

• kukapay/crypto-feargreed-mcp 🐍 ☁️ - Real-time and historical Crypto Fear & Greed Index data.

• kukapay/crypto-funds-mcp 🐍 ☁️ - Structured, real-time data on cryptocurrency investment funds.

• kukapay/crypto-indicators-mcp 🐍 ☁️ - Cryptocurrency technical analysis indicators and strategies.

• kukapay/crypto-liquidations-mcp 🐍 ☁️ - Streams real-time cryptocurrency liquidation events from Binance.

• kukapay/crypto-news-mcp 🐍 ☁️ - Real-time cryptocurrency news from NewsData.

• kukapay/crypto-orderbook-mcp 🐍 ☁️ - Analyze order book depth and imbalance across major crypto exchanges.

• kukapay/crypto-pegmon-mcp 🐍 ☁️ - Track stablecoin peg integrity across multiple blockchains.

• kukapay/crypto-portfolio-mcp 🐍 ☁️ - Track and manage cryptocurrency portfolio allocations.

• kukapay/crypto-projects-mcp 🐍 ☁️ - Cryptocurrency project data from Mobula.

• kukapay/crypto-rss-mcp 🐍 ☁️ - Aggregate real-time cryptocurrency news from multiple RSS feeds.

• kukapay/crypto-sentiment-mcp 🐍 ☁️ - Cryptocurrency sentiment analysis.

• kukapay/crypto-stocks-mcp 🐍 ☁️ - Track real-time data for major crypto-related stocks.

• kukapay/crypto-trending-mcp 🐍 ☁️ - Track the latest trending tokens on CoinGecko.

• kukapay/crypto-whitepapers-mcp 🐍 ☁️ - Structured knowledge base of crypto whitepapers.

• kukapay/cryptopanic-mcp-server 🐍 ☁️ - Latest cryptocurrency news from CryptoPanic.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - Generate PDF, JSON and UBL invoices in multiple languages and scripts, including right-to-left Arabic, Japanese, Hindi and Cyrillic.

• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ - Aggregate live governance proposals from major DAOs.

• kukapay/defi-yields-mcp 🐍 ☁️ - Explore DeFi yield opportunities.

• kukapay/dex-pools-mcp 🐍 ☁️ - Real-time access to DEX liquidity pool data.

• kukapay/dexscreener-trending-mcp 📇 ☁️ - Real-time trending tokens from DexScreener.

• kukapay/dune-analytics-mcp 🐍 ☁️ - Access Dune Analytics data.

• kukapay/etf-flow-mcp 🐍 ☁️ - Crypto ETF flow data.

• kukapay/ethereum-validator-queue-mcp 🐍 ☁️ - Track Ethereum validator activation and exit queues in real time.

• kukapay/freqtrade-mcp 🐍 ☁️ - Integrate with the Freqtrade cryptocurrency trading bot.

• kukapay/funding-rates-mcp 🐍 ☁️ - Real-time funding rate data across major crypto exchanges.

• kukapay/hyperliquid-info-mcp 🐍 ☁️ - Real-time data and insights from the Hyperliquid perp DEX for bots, dashboards and analytics.

• kukapay/hyperliquid-whalealert-mcp 🐍 ☁️ - Real-time Hyperliquid whale alerts for positions with a notional value above $1 million.

• kukapay/jupiter-mcp 🐍 ☁️ - Execute token swaps on Solana using Jupiter's Ultra API.

• kukapay/pancakeswap-poolspy-mcp 🐍 ☁️ - Track newly created pools on PancakeSwap.

• kukapay/polymarket-predictions-mcp 🐍 ☁️ - Real-time market odds from Polymarket.

• kukapay/pumpswap-mcp 🐍 ☁️ - Real-time token swaps and automated on-chain trading on PumpSwap.

• kukapay/raydium-launchlab-mcp 🐍 ☁️ - Launch, buy and sell tokens on Raydium LaunchLab (Raydium Launchpad).

• kukapay/rug-check-mcp 🐍 ☁️ - Detect potential risks in Solana meme tokens.

• kukapay/stargate-bridge-mcp 📇 ☁️ - Cross-chain token transfers via the Stargate protocol.

• kukapay/sui-trader-mcp 📇 ☁️ - Optimal token swaps on the Sui blockchain.

• kukapay/thegraph-mcp 🐍 ☁️ - Indexed blockchain data from The Graph.

• kukapay/token-minter-mcp 🐍 ☁️ - Mint ERC-20 tokens across multiple blockchains.

• kukapay/token-revoke-mcp 🐍 ☁️ - Check and revoke ERC-20 token allowances across multiple blockchains.

• kukapay/twitter-username-changes-mcp 🐍 ☁️ - Track historical Twitter username changes.

• kukapay/uniswap-poolspy-mcp 🐍 ☁️ - Track newly created Uniswap liquidity pools across multiple blockchains.

• kukapay/uniswap-price-mcp 📇 ☁️ - Real-time token prices from Uniswap V3 across multiple chains.

• kukapay/uniswap-trader-mcp 🐍 ☁️ - Automate token swaps on Uniswap across multiple blockchains.

• kukapay/wallet-inspector-mcp 🐍 ☁️ - Inspect any wallet's balance and on-chain activity across major EVM chains and Solana.

• kukapay/web3-jobs-mcp 🐍 ☁️ - Real-time access to curated Web3 job listings.

• kukapay/whale-tracker-mcp 🐍 ☁️ - Track cryptocurrency whale transactions.

• Liquidiction/liquidiction-mcp 📇 ☁️ - Live Hyperliquid HIP-4 prediction market data: odds, order books, candles, trades and portfolio positions.

• Frontier-Compute/zcash-mcp 📇 ☁️ - Zcash shielded operations: chain queries, memo decoding, on-chain attestation and proof verification.

• 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 🎖️ 📇 ☁️ - Klever blockchain smart contract development, on-chain data exploration, account and asset queries, transaction analysis and contract deployment.

• kindrat86/agentmail 🐍 ☁️ 🏠 - OFAC sanctions screening of names, wallets and countries before payment, via MCP, HTTP or CLI.

• 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 🐍 ☁️ - Manage stock and crypto portfolios, place trades and access market data via the Alpaca trading API.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏎️ - Pay-per-request AI access via Bitcoin Lightning through LightningProx, with vision and multimodal support.

• 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 📇 ☁️ - 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 - LNbits Lightning Network wallet integration.

• 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 🦀 ☁️ - Real-time stock market data, analysis and trading via the LongPort OpenAPI.

• 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 🐍 ☁️ - Real-time crypto volume anomaly detection: unusual trading activity, whale movements and pump signals.

• mathbeal/avenir-mcp 🐍 ☁️ 🍎 🪟 🐧 - Unofficial MCP server for YNAB: budgets, spending trends, category suggestions, reconciliation and cash-flow forecasts. Read-only by default; every write is previewed, confirmed and undoable.

• Mattbusel/Reddit-Options-Trader-ROT- 🐍 ☁️ - AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades and other sources.

• tersignhq/tersign-js 📇 ☁️ - Signed receipts, verification and dispute evidence for agent-to-agent commerce.

• tresor4k/macalc-mcp ☁️ 📇 - Everyday calculators for finance, tax (eight countries), health, math, science, construction, conversions, education, sport, cooking and travel.

• mcpdotdirect/evm-mcp-server 📇 ☁️ - Blockchain services for many EVM networks: native tokens, ERC-20, NFTs, smart contracts, transactions and ENS resolution.

• MeshLedger/MeshLedger 📇 ☁️ - AI-to-AI marketplace with on-chain escrow.

• mcpdotdirect/starknet-mcp-server 📇 ☁️ - Starknet blockchain integration: native tokens (ETH, STRK), smart contracts, StarknetID resolution and token transfers.

• 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 🐍 🏠 - Manage financial transactions and generate reports with ledger-cli.

• 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 🎖️ 📇 ☁️ - 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 🐍 ☁️ - 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 🐍 ☁️ - Binance USDT-M Futures trading: market data, account state, order management and position and margin control.

• narumiruna/yfinance-mcp 🐍 ☁️ - Get Yahoo Finance data using yfinance.

• nckhemanth0/subscription-tracker-mcp 🐍 ☁️ 🏠 - Subscription management with Gmail and MySQL integration.

• netanelavr/trading-mcp 📇 🏠 - Local stock research: screening, fundamentals, insider trades, options and Reddit sentiment, and AI news analysis.

• nexusforge-tools/mcp-eu-finance 📇 🏠 ☁️ - European financial data: ECB rates, plus Eurostat inflation, GDP and unemployment by EU country.

• 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 🦀 🏠 ☁️ 🍎 🪟 🐧 - ClickUp API integration covering all endpoints, with compact, token-efficient responses. Also works as a standalone CLI.

• 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 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - Personal asset planning for Japan's Tsumitate NISA and iDeCo: NISA simulations, retirement gap analysis, required monthly savings and compound interest.

• 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 📇 🏠 🍎 - Local, read-only access to live MyLinedChart desktop chart context: symbol, candles, drawings, indicators and IBKR status.

• OctagonAI/octagon-mcp-server 🐍 ☁️ - Integrate private and public market data via Octagon AI agents.

• oerc-s/primordia 📇 ☁️ - Economic settlement for AI agents: receipt verification, metering, net settlements, credit lines and balance sheets.

• 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 🏎️ ☁️ - 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 📇 ☁️ - Multichain memecoin launchpad where agents can tokenize themselves: trending tokens, search, quotes, bonding curves and trade simulation.

• omniologynow-rgb/profitspot-mcp 🐍 ☁️ - Cross-chain DeFi analytics: yield discovery, pool analysis, profit simulation, risk scoring, whale tracking and impermanent loss calculation.

• 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 🐍 ☁️ - Apache Fineract self-service integration: user registration, authentication, account management, transactions and third-party transfers.

• openMF/mcp-mifosx ☁️ 🏠 - Core banking integration for managing clients, loans, savings, shares and transactions, and generating financial reports.

• 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 🐍 ☁️ - Polymarket whale tracking and smart-money analytics: filtered leaderboard, hedge detection and Ukraine territorial markets with ISW frontline overlay.

• 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 📇 ☁️ - 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 📇 ☁️ - Virtual Visa cards for AI agents: just-in-time card issuance per transaction with human-approved spend authorization.

• 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 📇 ☁️ - Multichain Aave V2/V3 lending data via The Graph: reserves, user positions, health factors, liquidations, flash loans and governance.

• PaulieB14/graph-polymarket-mcp 📇 ☁️ - Polymarket prediction market data via The Graph: markets, positions, orders, user activity and real-time odds.

• 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 🐍 ☁️ - Access Polygon.io financial market data APIs for stocks, indices, forex, options and more.

• 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.

• pprotocol-us/problee-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Problee, where AIs and people put their calls on the record: free play-money prediction markets (US midterms, elections, sports, AI) where agents trade on the same order books as people and every call stays on a public record.

• predictionmarketspicks/mcp 🎖️ 📇 ☁️ - Quant tools for Kalshi and Polymarket (expected value, Kelly sizing, Bayesian updating, odds conversion) plus an NFL fantasy draft assistant.

• 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 🐍 ☁️ - Fetch cryptocurrency prices from the Bitget API.

• 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 📇 ☁️ - Crypto market-making toolkit for DeFi analytics, CEX/DEX trading and liquidity management.

• QuantConnect/mcp-server 🐍 ☁️ - QuantConnect API access: create projects, backtest strategies, manage collaborators and deploy live trading.

• QuantOracledev/quantoracle 📇 ☁️ - Deterministic quant finance tools: options pricing, risk metrics, portfolio optimization, Monte Carlo, technical indicators, crypto/DeFi and FX/macro.

• QuantGeekDev/coincap-mcp 📇 ☁️ - Real-time cryptocurrency prices and market information from CoinCap's public API.

• 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 🐍 - Unofficial PayPal Braintree integration: process payments, manage customers and handle transactions.

• 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 📇 ☁️ - Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efí, Cielo, etc.) for Brazilian instant payments.

• 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 📇 ☁️ 🏠 - Live LLM API token prices, model comparisons, cheapest-model lookups and The LLM Price Index, re-verified daily against provider pages.

• 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 📇 ☁️ - XRP Ledger access: account information, transaction history, ledger objects, transaction submission and network monitoring.

• ryansilk/apexvol-mcp 🐍 ☁️ 🏠 - ApexVol options analytics: chains, IV rank, volatility risk premium, Greeks, gamma exposure (GEX), expected moves and market screeners.

• 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 🐍 ☁️ - Cryptocurrency market data from the CoinGecko API.

• SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop 🐍 ☁️ - Stock market data and analysis from the Yahoo Finance API.

• 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 🐍 ☁️ 🏠 - 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - Toss Securities Open API: real-time quotes, order book, candles, holdings, buying power and order management (create, modify, cancel).

• seaworthy-io/seaworthy-mcp 📇 ☁️ - Disability insurance brokerage: submit quote requests on a user's behalf, compare carriers and research coverage.

• 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 🏎️ ☁️ - Real-time SEC filings, financials and insider trading data via ShareSeer.

• ShipItAndPray/mcp-market-data 📇 🏠 ☁️ 🍎 🪟 🐧 - Live cryptocurrency market data: real-time prices, OHLCV, order books and market summaries.

• 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 🐍 ☁️ - Startup due diligence: screens startups across IMPACT-X dimensions and returns a Sieve Score, evidence-typed findings and a meeting recommendation.

• SiftingIO/siftingio-mcp 🎖️ 📇 🏠 - Live and historical data for stocks, forex, crypto, commodities and DEXs, plus fundamentals, filings and market calendars.

• 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 📇 ☁️ - SEC filing data from Signal8: insider and 13F ownership, dilution-risk scoring, STOCK Act trades, FEC campaign finance, filing search and a stock screener.

• simoncoombes/tradefloor 🐍 🦀 🏠 🍎 🪟 🐧 - Simulated stock markets with an order book and an economy for testing trading agents: evaluate, rank and stress-test strategies across many reproducible markets.

• 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 🎖️ 📇 ☁️ 🏠 - Query onchain data across EVM, Solana, Bitcoin, Substrate and Hyperliquid via the SQD Portal API.

• 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 📇 ☁️ - Real-time supply chain risk data: disruption indices, commodity prices, port congestion, border delays, chokepoints, freight and trade policy.

• swiftnodes/swiftnodes-mcp 📇 🏠 🍎 🪟 🐧 - Multi-chain blockchain RPC reference: endpoint URL templates, JSON-RPC method support per chain and live endpoint probing.

• 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 📇 🏠 - Self-custodial crypto portfolio: EVM balances and DeFi positions with risk alerts, plus unsigned transactions signed on a Ledger via WalletConnect.

• 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 ☁️ - Access Tatum's blockchain API across many networks, including an RPC gateway and blockchain data insights.

• ThomasMarches/substrate-mcp-rs 🦀 🏠 - Interact with Substrate-based blockchains.

• traceloop/opentelemetry-mcp-server 🐍 🏠 - Connect to any OpenTelemetry backend, such as Datadog, Grafana, Dynatrace or Traceloop.

• Trade-Agent/trade-agent-mcp 🎖️ ☁️ - Trade stocks and crypto on brokerages such as Robinhood, E*Trade, Coinbase and Kraken via Trade Agent.

• 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 🐍 ☁️ - Trade on Robinhood: portfolio analysis, real-time quotes and order execution.

• twelvedata/mcp 🐍 ☁️ - Real-time and historical financial market data from the Twelve Data APIs.

• 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 📇 ☁️ - Claim verification with evidence chains, plus market data, trading signals, SEC filings, insider trades and technical analysis.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🏎️ 🏠 - CNN Fear & Greed Index for the US stock market: score, rating, component indicators and about a year of daily history.

• withgrokbot/verified-catalog 🐍 ☁️ 🍎 🪟 🐧 - Reliability lookup for x402 pay-per-call endpoints: find services for a task under a price, sorted by known-answer pass rate over recent paid calls, with public receipts (Base tx, amount charged, delivered, pass/fail). Also search and read the catalog of checked endpoints.

• wowinter13/solscan-mcp 🦀 🏠 - Query Solana transactions via the Solscan API.

• W3Ship/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 🐍 ☁️ 🏠 - Market data and analysis: stock quotes, technical indicators, CoinGecko crypto prices, risk metrics, options chains and portfolio analysis.

• Wuye-AI/mcp-server-wuye-ai 🎖️ 📇 ☁️ - Access the CRIC Wuye AI platform, an assistant for the property management industry.

• XeroAPI/xero-mcp-server 📇 ☁️ - Access Xero's accounting and business features via its API.

• yamariki-hub/japan-corporate-mcp 🐍 ☁️ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat): companies, financials, patents, subsidies, procurement and government statistics.

• 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 📇 ☁️ - Yolfi Payments integration: register workspaces, create crypto checkout links, configure and verify webhooks and check payment status.

• 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 🐍 ☁️ - Access financial data from multiple providers, such as Tushare.

• zolo-ryan/MarketAuxMcpServer 📇 ☁️ - Market and financial news search with filtering by symbols, industries, countries and date ranges.

• mnemox-ai/tradememory-protocol Glama 🐍 🏠 - Layered memory for AI trading agents (trades, patterns, strategy), supporting MT5, Binance and Alpaca.

• 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 📇 ☁️ - Pre-computed indicators for US stocks, ETFs and crypto (trend, momentum, volatility, fundamentals) with state-transition history for screening and backtesting.

• 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 📇 ☁️ 🏠 - 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 📇 ☁️ - 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 🐍 ☁️ - Institutional 13F data from SEC EDGAR: manager search, holdings lookup, portfolio similarity, consensus portfolio, market regime and sector flows.

• 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 📇 🏠 - Backtest Pine Script v6 strategies locally by transpiling them to C++ and running them on the deterministic PineForge engine.

• 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 📇 ☁️ - Perpetual funding-rate data and cross-exchange funding arbitrage across many venues, including HIP-3 sub-DEXes, with x402-paid signals.

• 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 📇 🏠 🍎 🪟 🐧 - Read-only Toss Securities Open API documentation: browse endpoints and schemas, follow integration guides and generate curl, TypeScript and Python samples.

• 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 🐍 ☁️ - 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 🎖️ 📇 ☁️ 🏠 - Manage Gainium DCA, Combo and Grid trading bots: bots, deals, balances, backtests, the crypto screener and strategy presets.

• 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 🐍 ☁️ - Deterministic MEV and slippage risk oracle for DeFAI agents.

• 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 🐍 ☁️ - Narrative and signal tracking for crypto, AI and macro: cross-source narrative convergence and capital-versus-narrative divergence.

• ENTIA-IA/entia-mcp-server 🎖️ 🐍 ☁️ - Business identity data: company verification, VAT, BORME, GLEIF, ownership and risk signals across many countries.

• 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 🐍 🏠 🍎 🪟 🐧 - Multi-currency double-entry accounting on local GnuCash books: transactions, invoices, bills, budgets, investment lots, reconciliation and reports.

• 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 📇 ☁️ - Fundraising for AI agents on Solana: register agents, create campaigns, donate via x402 and track on-chain reputation.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 🏠 ☁️ - 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 📇 🏠 ☁️ - Direct liteserver access to The Open Network (TON) over ADNL: GRAM balances, account state, transaction history and contract get-methods.

• slenderongithub/fix-protocol-mcp 🐍 🏠 - Parse, validate, build and explain FIX protocol trading messages offline, using a bundled FIX 4.4 field dictionary.

• 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 🎖️ 📇 🏠 - 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 🎖️ 📇 ☁️ - 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 🎖️ ☁️ - 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - 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 📇 ☁️ - Cross-chain swap execution across multiple venues and chains, including native Bitcoin as source or destination.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🐧 - Local-first Swiss accounting: double-entry journal entries, invoice categorization and follow-up, and Swiss VAT (MWST) returns, stored in local SQLite.

• cstamigo-droid/signal-scanner 🐍 🏠 - Rule-based stock/crypto screener: define signals in YAML (RSI, SMA cross, volume, 52-week levels), scan a watchlist over keyless yfinance data, and get matches via MCP, console or Telegram.

• airblock2026/bit-monk-signal-mcp 📇 ☁️ - Bottom/top market-timing verdicts for 10 markets — crypto (197 coins, 32 indicators), US stocks, KOSPI/KOSDAQ, China A-shares, Hong Kong stocks, commodity futures, FX (48 pairs), inflation & Fed liquidity, Seoul & Dubai property. One fused −100..+100 score across daily/weekly/monthly timeframes. x402 pay-per-call (USDT on X Layer), no API key or signup.

🎮 Gaming

Integration with gaming related data, game engines, and services

• 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 🐍 📇 ☁️ 🏠 - Arknights game data via the PRTS Wiki API, with auto-synced operator archives and voice lines for fan-work creation.
• 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 🏠 🍎 🪟 🐧 - 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 #️⃣ 🐍 🏠 🍎 🪟 - Control the Unity Editor from AI coding tools via file-based IPC.
• buildepicshit/Wick #️⃣ 🏠 🍎 🪟 🐧 - Godot Engine tooling: Roslyn-enriched exception telemetry, scene tree inspection, C# symbol navigation, MSBuild orchestration and GDScript analysis.
• 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 #️⃣ 🏠 - Unity game engine integration for game development.
• Coding-Solo/godot-mcp 📇 🏠 - Interact with the Godot game engine: edit, run and debug projects and manage scenes.
• 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 📇 🏠 - Configure a Specter game backend: players, economy, progression, leaderboards, tournaments, battle passes and real-time multiplayer.
• ddsky/gamebrain-api-clients ☁️ - Search and discover video games on any platform via the GameBrain API.
• dearlordylord/5e-quint 📇 🏠 - D&D 5e SRD 5.2.1 game engine: create characters and run turn-based battles through MCP, backed by Quint formal models, rule-level proofs, and model-based testing.
• 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 📇 🏠 🍎 🪟 🐧 - Control the BizHawk multi-system emulator: memory read/write, joypad input, frame advance, screenshots and save states.
• 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 📇 🏠 🍎 🪟 🐧 - Control the mGBA Game Boy Advance emulator: memory read/write, button input, screenshots, save states and stepping.
• Dreiev/l2calendar-mcp 📇 ☁️ 🏠 - Query upcoming Lineage 2 private server openings by chronicle via the public L2 Calendar API.
• 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 📇 🏠 🍎 🪟 🐧 - Memory read/write, save state slots and game metadata for PCSX2 and other emulators that support the PINE protocol.
• 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 📇 🏠 🍎 🪟 🐧 - Control libretro cores via RetroArch's Network Control Interface: memory read/write, save states, screenshots, pause, frame advance and on-screen messages.
• 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 📇 🏠 - D&D 5e SRD reference: monster search, spell lookup, encounter building and loadout analysis.
• 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 📇 🏠 - Disney Lorcana TCG card search, deck analysis, ink curves, lore generation and franchise browsing.
• gregario/hearthstone-oracle 📇 🏠 - Hearthstone card search, deck decoding and analysis, archetype classification and strategy coaching using HearthstoneJSON data.
• 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 📇 🏠 - One Piece TCG card search, deck analysis, cost curves, leader browsing and counter strategies.
• 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 📇 🏠 - Warhammer 40K, Combat Patrol and Kill Team rules reference: unit datasheets, keyword definitions, phase sequences and game flow.
• Erodenn/godot-mcp-runtime 📇 🏠 🍎 🪟 🐧 - Control running Godot 4 games via an injected bridge: input simulation, screenshots, UI discovery and live GDScript execution.
• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 🏠 ☁️ - Dota 2 statistics via the OpenDota API: player stats, hero data and match analysis.
• hope1026/weppy-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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and inspect Scorezilla leaderboards, including one-step setup of a game, board and keys with ready-to-use SDK code.
• IvanMurzak/Unity-MCP #️⃣ 🏠 🍎 🪟 🐧 - Integration for the Unity Editor and for games built with Unity.
• 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 🐍 🏠 - Chess opponent that plays against LLMs.
• jkiley129/steam-mcp 📇 🏠 🍎 🪟 🐧 - Query your Steam library: games, playtime, recently played titles and store metadata.
• 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 📇 🏠 🍎 🪟 🐧 - Search the Steam store (deals, reviews, Steam Deck compatibility) plus player profiles, libraries, achievements and friends via the Steam Web API.
• kitao/pyxel-mcp 🐍 🏠 - Pyxel retro game engine integration: run games, capture screenshots, inspect sprites and analyze audio.
• kkjdaniel/bgg-mcp 🏎️ ☁️ - Board game data via the BoardGameGeek XML API2.
• 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 🐍 🌊 🏠 🪟 - 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 🐍 🏠 🍎 🪟 🐧 - PlayStation Network gaming history (playtime, trophies, purchased library) for game recommendations based on what you played.
• 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 🌊 🐍 🏠 🪟 - Unreal Engine 5.7 editor automation via a native plugin and local TCP bridge.
• 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 📇 ☁️ - Real-time gaming data for League of Legends, TFT and Valorant: champion analytics, esports schedules, meta compositions and character statistics.
• pab1ito/chess-mcp 🐍 ☁️ - Access Chess.com player data, game records and other public information.
• 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.
• ProjectMakersDE/horizOn-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official server for the horizOn game backend: player auth, leaderboards, cloud saves, remote config, gift codes, crash reports and feedback, docs and quickstarts for Godot, Unity and Unreal, and optional admin tools for the horizOn dashboard.
• razz-games/razz-mcp 📇 ☁️ - Provably fair dice, flip, crash, plinko, limbo, mines, tower and HexWar games with real SOL wagering.
• 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 🐍 ☁️ - Real-time Fantasy Premier League data and analysis.
• 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 🏎️ 🏠 🍎 🪟 🐧️ - Access the Stockfish chess engine.
• 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 📇 - RuneScape and Old School RuneScape data: item prices, player hiscores and more.
• 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 📇 ☁️ - Design, manage and price tabletop games on The Game Crafter: browse catalogs, create projects, upload artwork and get prices.
• jhomen368/steam-reviews-mcp 📇 ☁️ - Search Steam games, fetch user reviews and analyze sentiment with topic drill-down.
• tomholford/mcp-tic-tac-toe 🏎️ 🏠 - Play Tic Tac Toe against an AI opponent.
• youichi-uda/godot-mcp-pro 📇 🏠 🍎 🪟 🐧 - Godot game engine integration: scene editing, scripting, animation, tilemaps, shaders, input simulation and runtime debugging.
• 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 🐍 🏠 🍎 🪟 🐧 - Run campaigns as game master in CozyVTT, a self-hosted virtual tabletop: dice, chat narration, tokens and maps, initiative, character sheets and rulebooks.

🏥 Health & Wellness

Access health metrics, wellness data, and medical information through various health platforms.

• 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.
• Philongevity/phi-mcp-server 📇 ☁️ - Guideline-cited lab-results analysis for chronic conditions (type 2 diabetes, kidney, lupus, cancer survivorship): flags missing or overdue tests with the guideline cited. Free sample report; synthetic/de-identified values only.
• io.github.PhilipAD/health-export-mcp 🍎 🏠 - Read-only, local-first queries of Apple Health metrics.
• 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 🐍 🏠 - Query personal health and finance data stored in local SQLite files, without any cloud service.

🏠 Home Automation

Control smart home devices, home network equipment, and automation systems.

• 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 🐍 🏠 🍎 🪟 🐧 - Local control of WeMo smart home devices without the cloud: discovery, dimmer brightness, device renaming and HomeKit codes.
• 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 🏎️ 🏠 - Control AVM FRITZ!Box routers: manage devices, Wi-Fi, network settings and parental controls, and schedule time-delayed actions.
• 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 🌊 🏠 🐧 - Control Kodi media players via JSON-RPC: playback, volume, library search, queue management and playback history across multiple instances.
• 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 🐍 🏠 - 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 📇 🏠 🍎 🪟 🐧 - Administer Zigbee2MQTT via its MQTT bridge API: network health reports, mesh topology, pairing, binding, reporting intervals and device options.
• AbhijatSaxena/blink-camera-mcp 🐍 ☁️ 🏠 🪟 🐧 - Control Amazon Blink cameras and their pan/tilt mount: read where the camera is pointing and its travel limits, aim it by absolute or relative angle with the new position confirmed by the hardware, return it home, and grab a snapshot. The mount's command channel is undocumented, so it was recovered from the Blink app's bytecode and verified against a real camera. uvx blink-camera-mcp

🪪 Identity

Servers that establish who a person or an agent is and what may be known about them.

• 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 🎖️ 📇 ☁️ - Personal identity profiles under a ~name handle, paid lookups that share revenue with the person found, skill-proving quests and collectives.

🏭 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - 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 🐍 ☁️ - Connect AI agents to industrial equipment across protocols and manufacturers: cross-OEM telemetry normalization, health index and failure prediction.
• LGDiMaggio/predictive-maintenance-mcp 🐍 🏠 - Industrial predictive maintenance: vibration analysis, bearing fault diagnosis (ISO 20816-3) and diagnostic reports.
• 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.

🧠 Knowledge & Memory

Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.

• kyle-visner/stellarjay 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Safe write access for AI agents: an append-only business fact store where every change is kept, attributed to the agent that made it, and can be undone (undo_changes). Self-host with stellarjay-mcp or use the hosted AvianSuite server.

• 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 📇 ☁️ - Support center for autonomous artificial minds.

• 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 📇 ☁️ - Shared base of one-sentence lessons, must-dos and must-nots learned by other agents, organized by stack and situation.

• M-T-D-N/agentmemory-codex-windows 📇 🏠 🪟 - Windows AgentMemory downstream for Codex with project-scoped persistent memory, bounded cross-project recall, and an authenticated loopback MCP service; prebuilt Windows releases are available as an unsigned Technical Preview.

• 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 🐍 🏠 🪟 - 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 📇 🏠 🍎 🪟 🐧 - Versioned project brain for coding agents, committed with the repo: decisions, corrections, evidence anchors that flag code drift and file-overlap warnings.

• 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 📇 ☁️ - 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 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Shared, versioned memory and governance for AI coding agents, resolving architectural decision conflicts across agents.

• AIStorageDepot/aistoragedepot-mcp 📇 ☁️ 🍎 🪟 🐧 - Shared, versioned team library of prompts, rules, skills and docs, searchable by agents, with items exposable as slash commands.

• 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 🦀 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Local-first decision memory for AI agents: stores choices, rejected alternatives and reasons, failed attempts, outcomes, provenance and review conditions.

• 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 📇 🏠 🍎 🪟 🐧 - Local-first project memory and guardrails for coding agents: records failed attempts, fragile files and decisions per repo and warns before repeated mistakes.

• moorcheh-ai/memanto 🐍 🏠 ☁️ 🍎 🪟 🐧 - Universal memory agent for AI: provides semantic search, namespace management, text/vector operations and RAG for local or remote environments.

• nazar256/memheaven 📇 ☁️ - Self-hosted, remotely accessible shared long-term memory for AI agents.

• 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 🐍 🏠 🍎 🪟 🐧 - Local-first memory about the people in your life: identity resolution, relationships, facts, interactions, reminders and communication guidance.

• 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 🐍 ☁️ - 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 🎖️ 🐍 🏠 ☁️ - 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 📇 ☁️ 🏠 - Shared, versioned agent memory with sourced answers and full history: search, context packs and document upserts.

• 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 📇 ☁️ 🍎 - Search, triage and organize bookmarks saved in the Burn 451 read-later app as a knowledge base.

• soolaugust/0CompactMem 🐍 🏠 🍎 🪟 🐧 - Persistent multi-agent memory with OS-style demand paging, eviction and pinning, BM25 retrieval, importance scoring and capacity-aware reclaim.

• 0spoon/seamless 🏎️ 🏠 🍎 🪟 🐧 - Local-first shared memory and task coordination for AI coding agents, stored as Markdown files.

• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent handoffs via client-encrypted WorkBaton checkpoints and WorkStash notes, so work can resume in another client without the full chat history.

• afairai/afair 🐍 🏠 🍎 🪟 🐧 - Self-organizing, self-hostable, encrypted memory for AI tools, with background entity extraction, conflict resolution, consolidation and decay.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - StremAI shared memory for coding agents across sessions, machines and tools, with per-agent attribution, provenance, verification status and export.

• uniskela/adhd-hub 🐍 🏠 🐧 - Self-hosted project-continuity hub for coding agents: tracks unfinished work, progress, overlap and reminders across clients.

• 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 🐍 ☁️ - 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 📇 🏠 ☁️ - Standalone Obsidian vault server: hybrid search, notes and files, memory and tasks; run locally or self-host for remote access.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Local persistent agent memory without LLM calls: semantic recall over SQLite with bi-temporal fact tracking.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - Index any website and ask questions about it, with cited answers grounded in its content via RAG.

• Auctalis/nocturnusai 🐍 🏠 - Deterministic reasoning engine for agent context compression: extracts structured facts with logical inference, proof chains and truth maintenance.

• 0xshellming/mcp-summarizer ☁️ - Summarize plain text, web pages, PDF documents, EPUB books and HTML content.

• 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 📇 🏠 - Persistent memory shared across Claude Chat, Code and Cowork, stored in local SQLite with full-text search.

• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2) and cross-session context management.

• Thezenmonster/agentmem 🐍 🏠 🍎 🪟 🐧 - Governed memory for coding agents with trust lifecycle (hypothesis, active, validated, deprecated), conflict detection, staleness tracking and health scoring.

• 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 🐍 🏠 - 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 📇 🏠 🍎 - Read and write Apple Notes with bidirectional Markdown conversion: SQLite queries for listing and search, AppleScript for full CRUD.

• AgentModule/mcp 📇 ☁️ - Deterministic, vertical-specific knowledge bases for autonomous agents, including an ethics module mapped to the EU AI Act.

• juyterman1000/entroly 🐍 🦀 🏠 🍎 🪟 🐧 - Context control layer for coding agents: compression, prompt-prefix stabilization for caching, cheaper-model routing, local hallucination checks and memory.

• Goldentrii/AgentRecall 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent cross-session agent memory that surfaces the most relevant past memories using the Intelligent Distance Protocol.

• gordonkjlee/facthouse 📇 🏠 🍎 🪟 🐧 - Local memory engine for AI tools, stored in a SQLite file you own.

• AlekseiMarchenko/central-intelligence 📇 ☁️ - Persistent agent memory to remember, recall, forget and share, with semantic vector search and agent, user and org scoping.

• kskurtveit/echocache 📇 🏠 🍎 🪟 🐧 - Cache expensive LLM results with HTTP-style freshness (TTL, stale-while-revalidate) and semantic recall of related past answers.

• epicsagas/alcove 🦀 🏠 🍎 🪟 🐧 - On-demand BM25 search over private project docs for coding agents, keeping docs out of public repos.

• 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 📇 🏠 🍎 🪟 🐧 - Validate and generate SOUL.md agent identity files, a YAML format for an agent's personality, voice, values and behavioral constraints.

• apecloud/ApeRAG 🐍 ☁️ 🏠 - RAG platform combining Graph RAG, vector search and full-text search for building knowledge graphs and context engineering.

• ayushagrawal288/memex 🐍 🏠 - Persistent agent memory with semantic search and recency decay, local ONNX embeddings, background summarization and Prometheus/Grafana observability.

• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - 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 🐍 🏠 🍎 🪟 🐧 - 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 🦀 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - Search curated awesome lists and fetch the most relevant resources for your agent.

• bitbonsai/mcp-obsidian 📇 🏠 🍎 🪟 🐧 - Safe read/write access to Obsidian vaults: search, batch operations, tag management and frontmatter handling.

• bluzername/lennys-quotes 📇 🏠 - Search Lenny's Podcast transcripts with YouTube timestamps for product management insights on PRDs, strategy and PM careers.

• lildaddyo/braintube-mcp 📇 ☁️ - Compiles saved YouTube videos, podcasts, articles, PDFs and Notion/Obsidian notes into a persistent, semantically searchable knowledge base.

• 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 🐍 🏠 - Search and navigate Wikipedia and other ZIM-format knowledge archives offline, with smart retrieval and caching.

• 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 📇 🏠 - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent memory for coding assistants: session briefings on lessons and open tasks, shared team memory, BM25 search and managed Valkey/Redis.

• 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 🐍 🏠 🍎 - Neuroscience-inspired memory for Claude Code on PostgreSQL/pgvector: decay, consolidation, a predictive-coding write gate and lifecycle hooks.

• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - Cognitive memory engine with knowledge modules, circadian rhythm awareness, emotional state tracking, hybrid PostgreSQL/Qdrant search and per-user isolation.

• 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 📇 🏠 🍎 - Retrieve memory from across your Claude Code sessions on demand.

• chatmcp/mcp-server-chatsum - Query and summarize your chat messages with AI prompts.

• 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 📇 🏠 🍎 🪟 🐧 - Local-first memory for AI coding conversations: imports chats from coding assistants into notes with semantic search, tag graphs and Markdown export.

• CheMiguel23/MemoryMesh 📇 🏠 - Graph-based memory focused on AI role-play and story generation.

• chenxiachan/thoughtdag 📇 🏠 🍎 🪟 🐧 - Search local AI-agent conversation history by file or exact phrase and recall original source turns through four read-only tools.

• 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 🦀 📇 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory with tiered storage, context health monitoring, reasoning quality checks and truthfulness verification.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - XMemo: user-owned agent memory to save, search, recall and manage scoped memories across AI tools.

• contextstream/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Persistent memory for AI coding tools with semantic code search, knowledge graphs, impact analysis and decision tracking.

• conversation-handoff-mcp 📇 🏠 - Hand off conversation context between Claude Desktop projects and across MCP clients, stored in memory rather than files.

• 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 📇 🏠 🍎 🪟 🐧 - Local SQLite agent memory with a web dashboard, session rewind/replay, cross-client memory sharing, morning briefings and progressive context loading.

• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent knowledge layer for agents: knowledge base, investigation threads and a journal with multi-agent attribution, on SQLite, PostgreSQL or Supabase.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🦀 ☁️ - 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 #️⃣ 🏠 🍎 🪟 🐧 - Self-hosted knowledge backend for agents with hybrid vector and keyword search and container-isolated indexes.

• dengls24/annota 🐍 🏠 - Annotate papers in Zotero: highlight key findings with semantic color coding, explain formulas and write structured reading notes.

• 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 🐍 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - Self-hosted documentation indexer that serves docs from various sources to agents with semantic search.

• doobidoo/MCP-Context-Provider 📇 🏠 - Static server providing persistent tool-specific context and rules to AI models.

• doobidoo/mcp-memory-service 📇 🏠 - Memory service with semantic search, persistent storage and autonomous memory consolidation.

• 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 📇 🏠 🍎 🪟 🐧 - Reusable personas, skills, templates, agents and memory for AI clients, with dynamic permissions, versioning and a public collection of shareable content.

• 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 🐍 🏠 - Reversibly compress large tool outputs into recoverable handles, expand them on demand and track token and cost savings locally.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Zettelkasten knowledge management: create, link and search atomic notes.

• g1itchbot8888-del/agent-memory 🐍 🏠 - Three-layer agent memory (identity, active, archive) with semantic search, graph relationships and conflict detection.

• 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 🐍 🏠 🍎 🪟 🐧 - Persistent, searchable context storage across Claude Code sessions using SQLite FTS5, with AI session summaries, checkpoint recovery and a web dashboard.

• 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 🐍 🏠 🍎 🪟 🐧 - Compresses AI chat sessions into a compact typed knowledge graph, with optional offline extraction via Ollama.

• evc-team-relay-mcp - Read and write notes in your Obsidian vault.

• 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 🦀 🏠 - Ontology engineering for OWL, RDF and SPARQL: validate, query, diff, lint, version and govern knowledge graphs on an Oxigraph triple store.

• 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 📇 🏠 🍎 - 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 📇 ☁️ - Persistent semantic memory for agents with quality-gated writes, typed claims, conflict tracking and coherence scoring.

• gamosoft/NoteDiscovery 🐍 🏠 🍎 🪟 🐧 - Self-hosted Markdown knowledge base with a web UI: search, read, create, edit, tag and template notes.

• 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 🐍 🏠 🍎 🪟 🐧 - Local SQLite memory for coding assistants: typed memories with confidence lifecycle, namespaces, knowledge graph, hybrid search and keychain credential vault.

• GistPad-MCP 📇 🏠 - Manage personal knowledge, daily notes and reusable prompts in GitHub Gists, as a companion to GistPad.

• GetCacheOverflow/CacheOverflow 📇 ☁️ - Knowledge marketplace where agents search, publish and unlock previously solved problems, earning tokens for shared solutions.

• 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 📇 🏠 - 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 📇 🏠 - Brewing knowledge: BJCP 2021 beer styles, hop varieties, malts, yeasts, water profiles, off-flavour diagnosis, recipe suggestions and food pairings.

• 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 🐍 🏠 - Retrieve and process documentation through vector search to augment responses with relevant documentation context.

• 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 🐍 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🐧 - Local-first memory with verbatim recall, querying, health checks and context-sensitive orientation, using LLM-free retrieval by default.

• hifriendbot/cogmemai-mcp 📇 ☁️ 🍎 🪟 🐧 - Cloud-based persistent memory for Claude Code with semantic search, AI extraction and project scoping.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, create, update, comment on and share AgentDocs Markdown docs, with full-text and semantic search.

• 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 📇 🏠 🍎 🪟 🐧 - Local semantic search across Claude Code conversations with hybrid vector and keyword search, background indexing and per-project selection.

• 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 📇 ☁️ - 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 📇 🏠 - Pre-action gates that prevent coding agents from repeating known mistakes by turning captured feedback and failures into rules enforced via hooks.

• Ikalus1988/MisakaNet 🐍 🏠 🍎 🪟 🐧 - Agent failure memory: search verified debugging lessons from real engineering sessions.

• 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 🐍 🏠 - Pull request contribution advisor based on case studies from real repos: merge probability analysis, pattern matching and contribution strategy.

• JAAvila-Of/vivac 🦀 🏠 🍎 🪟 🐧 - A provenance tree for coding agents: every node records the node it was born from, so the agent can ask why the work is where it is. A session brief with the standing decisions and what not to touch, a close that refuses over open work, and decisions kept with the alternatives they rejected. Local JSON-lines file, no telemetry.

• jaimenbell/rag-mcp 🐍 🏠 - Minimal local RAG that vector-searches a document corpus and returns cited passages.

• JamesANZ/cross-llm-mcp 📇 🏠 - Cross-LLM communication and memory sharing so different AI models can collaborate and share context across conversations.

• JamesANZ/memory-mcp 📇 🏠 - Store and retrieve conversation memories from multiple LLMs in MongoDB, with timestamps and LLM identification.

• japlete/md-vision-mcp 📇 🏠 🍎 🪟 🐧 - Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs.

• jcdickinson/simplemem 🏎️ ☁️ 🐧 - Simple memory for coding agents using DuckDB and VoyageAI.

• 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 🐍 ☁️ - Shared community repository of insights, decisions, warnings and patterns with semantic search, a 3D interactive globe and automated content moderation.

• jinzcdev/markmap-mcp-server 📇 🏠 - Convert Markdown into interactive markmap mind maps with PNG/JPG/SVG export and live browser preview.

• 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 📇 🏠 🍎 🪟 🐧 - Hierarchical agent memory engine with automatic decay, promotion, semantic deduplication and a self-organizing topic tree.

• 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 📇 ☁️ - Work with collections and sources in your Zotero Cloud library.

• 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 📇 🏠 - 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 #️⃣ 🏠 🐧 - Self-hosted email search: syncs IMAP mailboxes into PostgreSQL to list, search and read mail and ask cited questions across the archive.

• kunickiaj/codemem 📇 🏠 - Persistent coding memory across sessions, machines and teammates, with memory search, optional sync, project sharing and automatic capture.

• 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.

• Kyrzin/kybase 📇 🏠 🍎 🪟 🐧 - Self-hosted Markdown knowledge base that doubles as persistent memory for AI agents: a notes app you browse and edit (wikilinks, backlinks, graph), 18 MCP tools over Streamable HTTP with OAuth (works as a claude.ai connector) or stdio. Hybrid search (Postgres full-text + pgvector, RRF, optional reranker) with section-level reads and conflict-safe appends. npx -y kybase-mcp

• 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 🐍 🏠 🍎 🪟 🐧 - Semantic knowledge graph for Obsidian with graph, classification and hierarchy modes, local embeddings, semantic bridge discovery and drift detection.

• LamantinAI/kaeru 🦀 🏠 ☁️ 🍎 🪟 🐧 - Memory for LLM agents: a local graph where the agent itself keeps decisions, tasks, hypotheses and reasoning between sessions, and gets a summary of what is open and overdue on every return to a project. Single Rust binary with no embedding model or LLM calls inside; one daemon serves several agents at once, with an optional self-hosted cloud for teams. Works with Claude Code, Codex, Cursor, opencode and any MCP client.

• 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 📇 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: stores facts, decisions, patterns and architecture notes in SQLite to reduce repeated context across sessions.

• 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 🐍 🏠 - Work with OWL/TTL/RDF ontologies: SPARQL queries, HermiT/Pellet reasoning and CRUD operations on knowledge graphs.

• 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 🐍 🏠 🍎 🪟 🐧 - Git-native Markdown knowledge base for coding agents with proposed vs. accepted guidance, validity windows, supersession chains and status-aware retrieval.

• 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 📇 🏠 🍎 🪟 🐧 - Create, read, update and search notes in local Obsidian vaults via filesystem access.

• 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 🐍 🏠 🍎 🪟 🐧 - Offline RAG for Claude Code with hybrid BM25 and semantic search, cross-encoder reranking, Markdown-aware chunking and query expansion.

• 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 🐍 🏠 - Structured, persona-driven sessions for interview preparation, personal reflection and coaching, with timers and performance evaluation.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Persistent fractal graph memory for coding agents: semantic search, hot/cold/archive context tiers and decision tracking on Qdrant.

• 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 📇 🏠 🍎 - Filesystem-based persistent agent memory: agents read, write and search memory while a background daemon handles consolidation and extraction.

• memstate-ai/memstate-mcp 📇 ☁️ - Versioned, structured agent memory storing facts as keypaths with full version history and automatic conflict detection.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Strategic reasoning, multi-perspective debate analysis and interactive advisory sessions via the Counsel API.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Shared research cache across agents: reuse answers from verified sources, or save new research for the next developer.

• modelcontextprotocol/server-memory 📇 🏠 - Knowledge graph-based persistent memory for maintaining context.

• 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 📇 ☁️ - Workspace-grounded knowledge graph shared by multiple developers, hosted on Azure Functions with Table storage.

• MyAgentHubs/aimemo 🏎️ 🏠 🍎 🪟 🐧 - Local, dependency-free memory server shipped as a single binary.

• n24q02m/mnemo-mcp 🐍 🏠 🍎 🪟 🐧 - Persistent memory with SQLite hybrid search (FTS5 and semantic), built-in Qwen3 embeddings and rclone sync across machines.

• ndjordjevic/pinrag 🐍 🏠 - RAG over PDFs, YouTube videos, GitHub repos and Discord exports: index documents and query them with citations.

• 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 🐍 🏠 🍎 🪟 🐧 - Self-hosted coordination for agent fleets: shared semantic memory, tasks, agent-to-agent messaging, session handoffs and cross-agent knowledge synthesis.

• 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 🐍 🏠 🍎 🐧 - 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 🦀 🏠 🪟 🐧 - 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 🏎️ ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Local-first persistent memory for coding agents with semantic search, auto-capture, cross-session learning and intelligent forgetting.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - AgentBase: an open registry of agent instruction files. Search and retrieve system prompts, skills, workflows, domain packs and safety filters.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🏎️ 🏠 🍎 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Security-hardened Google NotebookLM access: session-based conversations, notebook library management and source-grounded answers, with post-quantum encryption.

• pathrule/mcp 📇 ☁️ - Path-scoped team memories, rules and skills for coding agents from Pathrule workspaces.

• 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 📇 🦀 🏠 🍎 🐧 🪟 - Cumulative memory and pattern learning for coding assistants, with local SQLite/SurrealDB storage for semantic codebase analysis.

• 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 📇 🐍 🏠 🍎 🪟 🐧 - 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 🎖️ 🦀 ☁️ - Connect to your Pinecone Assistant and retrieve context from its knowledge engine.

• 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 🦀 🏠 🍎 🪟 🐧 - Persistent semantic and graph-based agent memory in a single self-contained binary with embedded database and models.

• 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 📇 ☁️ - Company state for operating small businesses: brand, voice, charter, priorities, modules and skills.

• ragieai/mcp-server 📇 ☁️ - Retrieve context from your Ragie knowledge base, connected to sources like Google Drive, Notion and Jira.

• 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 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted persistent agent memory with entity resolution, PII detection, AES-256-GCM encryption at rest and hybrid search.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Outcome-based persistent memory for Claude Code and OpenCode: memories that help get promoted, misleading ones get demoted.

• roomi-fields/notebooklm-mcp 📇 🏠 🍎 🪟 🐧 - Automate Google NotebookLM: Q&A with citations, audio podcasts, video, content generation, source management and notebook library.

• rushikeshmore/CodeCortex 📇 🏠 🍎 🪟 🐧 - Persistent codebase knowledge for coding agents: symbols, dependency graphs, co-change patterns and architectural decisions extracted with tree-sitter.

• 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 🏎️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - 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 🎖️ 📇 🐍 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Temporal codebase knowledge graph that links test failures to code changes, learns co-edit patterns, predicts regression risk and enforces edit constraints.

• 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 📇 ☁️ - 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 🦀 🏠 🍎 🪟 🐧 - Neuroscience-inspired local agent memory that stores episodes, consolidates knowledge over time and builds a personal knowledge graph with semantic recall.

• SecurityRonin/docx-mcp 🐍 🏠 🍎 🪟 🐧 - Read and edit Word (.docx) documents with tracked changes, threaded comments, footnotes, OOXML-level validation and document auditing.

• setheerwagen/mcp-modelmanager 🐍 🏠 - Manage a local model machine: pull and remove Ollama models, switch the inference service between models and run LoRA fine-tuning jobs.

• sheawinkler/ContextLattice 🏠 🍎 🪟 🐧 🦀 🏎️ - Private-by-default memory and context layer for agents with staged retrieval across fused data backends and long-horizon context continuity.

• 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 📇 🏠 - Local document search: semantic search over PDF, DOCX, TXT and Markdown files with LanceDB vector storage and local embeddings.

• ShipItAndPray/mcp-memory 📇 🏠 🍎 🪟 🐧 - SQLite-based memory with exponential decay: memories strengthen on access and fade when unused, limiting unbounded context growth.

• 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 🏎️ 🏠 🍎 🪟 🐧 - Local institutional memory for agents where BFT consensus among validators approves every memory before it is committed.

• laradji/deadzone 🏎️ 🏠 🍎 🐧 - Offline semantic search over library documentation using a pre-built, version-pinned vector index fetched and verified on first launch.

• 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 🐍 🏠 - Five-level AI collaboration system with persistent local-first memory via MemDocs and anticipatory capabilities.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Remote Obsidian vault management over SSE: notes, directories, frontmatter, tags, search and link operations, deployable with Docker.

• skill-seekers/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 📇 🏠 ☁️ 🍎 🪟 🐧 - Personal knowledge graph for Claude on Neo4j with typed entities, bi-temporal edges, weighted decay, contradiction detection and local embeddings.

• 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 📇 ☁️ - Answer questions from your product documentation using Biel.ai's RAG system.

• 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 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first shared team memory for coding agents: decisions, fixes and gotchas persist per repo and are shared across teammates' agents.

• 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 📇 🏠 - Memory manager for AI apps and agents using graph and vector stores, with ingestion from many data sources.

• timowhite88/farnsworth-syntek 📇 ☁️ - Seven-layer recursive agent memory with context branching, holographic recall, dream consolidation and on-chain persistence.

• topskychen/tilde 🐍 🏠 - Portable, privacy-first AI identity: a home directory for your agents with profile management, skills, resume import and team sync.

• tstockham96/engram 📇 🏠 🍎 🪟 🐧 - Agent memory with semantic recall, automatic consolidation, contradiction detection and a bi-temporal knowledge graph.

• 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 🐍 🏠 - Persistent identity for AI agents: servers for drives, relationships, semantic memory with decay, working threads, learned patterns, journaling and forecasting.

• 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 🦀 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Save and query agent memory in a distributed way with Membase.

• upstash/context7 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors.

• 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 🐍 🏠 🍎 🪟 🐧 - Local memory for coding agents: temporal knowledge graph with fact invalidation, procedural and episodic memory, AST codebase ingest and cross-project analogy.

• 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 🐍 ☁️ 🏠 - Hindsight: long-term memory for AI agents modeled on human memory.

• 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 🐍 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Persistent graph memory that extracts facts from conversations into typed nodes with local embeddings, supporting temporal queries and conflict detection.

• whynowlab/jarvis-orb 🐍 🏠 - Four-tier memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking and a desktop visualization orb.

• wnbhr/being 📇 ☁️ - Personality runtime for agents: persistent memory, identity (SOUL) and relationships that carry across AI clients.

• 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 📇 🏠 - 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 🐍 🏠 - Local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas and domain knowledge.

• teolex2020/AuraSDK 🐍 🏠 - Persistent, encrypted cognitive memory that works offline.

• arthurpanhku/Arthor-Agent 🐍 🏠 ☁️ - Cybersecurity assessment of documents, questionnaires and reports: multi-format parsing, RAG knowledge base, risks, compliance gaps and remediations.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Decentralized civil registry for AI agents on Sui: soulbound identities, on-chain memories, reputation and refusal records.

• 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 🏎️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - Search and read AiWiki, a bilingual English/Chinese encyclopedia of AI-coding pitfalls and LLM privacy protection, with cited evidence.

• 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 🦀 🏠 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Hosted memory that learns and forgets: feedback re-ranks useful memories, recall fades by recency and similar memories consolidate.

• 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 🐍 🏠 🍎 🪟 🐧 - Local-first chronological memory: write dated, editable memory banks in a local UI, and Claude recalls them on demand via SQLite FTS5.

• 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 🦀 🏠 🍎 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Loads a personal profile mined from your local Claude Code, Codex and OpenCode logs so agents work the way you do.

• 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 🐍 ☁️ 🍎 🪟 🐧 - Hosted agent memory with an audit trail: writes carry provenance, contradictions surface as inspectable changes, and bad runs are recovered from snapshots.

• 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 🦀 🏠 🍎 🐧 - Lossless archive and search for AI agent sessions across clients.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Persistent memory with swappable Postgres/pgvector, Qdrant or Neo4j backends, adaptive retrieval weighting, duplicate merging and stale-fact archiving.

• 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 🎖️ 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Self-improving skill memory for coding agents: useful skills are reinforced, unused ones fade; local English/Russian hybrid search, tamper-evident history.

• IvenKooLab/loci 🐍 🏠 🍎 🪟 🐧 - Queryable second brain over your scattered notes, docs, PDFs and chat exports: hybrid retrieval (vector + BM25 fused with RRF), section-level citations with an optional claim-by-claim verification pass, and an Obsidian-style wikilink graph — all local, any OpenAI-compatible API or fully offline via Ollama. pip install loci-rag then run loci-mcp.

• 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 📇 🏠 🍎 🪟 🐧 - Persistent local memory for coding agents that retires replaced facts at write time, so agents read the current answer; facts are typed with provenance.

• memokar/brainy 🎖️ 🐍 🏠 🐧 - Self-hosted shared brain for multiple agents: Git-versioned Markdown knowledge plus a task queue with atomic claims, per-space ACL, audit log and human approval, so Claude, ChatGPT and other agents can hand work to each other.

⚖️ Legal

Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.

• 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 📇 🏠 - 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 📇 ☁️ - EU AI Act compliance scanner that detects regulatory violations in AI codebases, with risk classification and remediation guidance.
• 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 🐍 ☁️ - FSSP enforcement proceedings lookup for Russian debtors and compliance checks.
• atomno-mcp/mcp-zakupki 🐍 ☁️ - Search Russian public procurement tenders and contracts on zakupki.gov.ru.
• 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 🐍 ☁️ - Regulatory compliance for the AI Act, GDPR and DORA, with article-level citations.
• Cehha79/aka-recht 🐍 🏠 🍎 🪟 🐧 - Local case-file manager for your own legal matters under German law: documents, parties, timeline and deadline calculation per §§ 187, 188, 193 BGB. 36 tools, writes only after explicit confirmation, Python standard library only.
• 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 📇 ☁️ - 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 📇 ☁️ - Legal analysis (ISO 31000) for Spanish, Latin American and European law: drafting, audits, case law, tax doctrine and cross-border comparison.
• 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 📇 ☁️ - 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 📇 ☁️ - US state legislative data: speaker-attributed hearing transcripts, bills, votes and AI-generated reports.
• JamesANZ/us-legal-mcp 📇 ☁️ - Access US legislation.
• 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 🎖️ 🦀 🐍 🏠 ☁️ - 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 📇 ☁️ - Verify a US contractor's license, surety bond and insurance from state data (Washington L&I, California CSLB).
• mambalabsdev/mcp-expert-witness-directory 📇 ☁️ - Finds expert witnesses and medico-legal assessors in the United States and Australia from 18 public directories, deduplicated into one record per person with specialties mapped to one taxonomy.
• 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 📇 ☁️ 🍎 🪟 🐧 - Startup founder services such as company incorporation and visas: browse services, create and track requests, verify payments and schedule meetings.
• 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 📇 🏠 ☁️ 🍎 🐧 🪟 - Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files.
• 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 📇 ☁️ - 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 📇 ☁️ - Access Austrian federal and state laws, court decisions and legal documents via the RIS (Rechtsinformationssystem) API.
• 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 📇 ☁️ - Generate localized debt-collection demand letters as PDFs, with matching envelopes, for many jurisdictions and languages.
• 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 ☁️ - 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 🐍 🏠 - 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 📇 ☁️ - Patent research and prior-art search: dossiers, USPTO prosecution histories, office action analysis, Boolean queries, citation graphs and CPC lookup.
• Vaquill-AI/canlii-mcp 📇 ☁️ - Canadian case law and legislation metadata via CanLII.
• 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 🐍 🏠 🍎 🪟 🐧 - Kontur Diadoc API: legally significant document exchange, signing, counterparties, machine-readable powers of attorney and docflow status, with a safety gate.

🗺️ 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 📇 ☁️ - Yellow Pages local business search by category and location, with full listings including services, brands and payment methods.
• HasData/google-maps-mcp 📇 ☁️ - Remote MCP server for Google Maps: place search and place details, reviews, photos, posts and contributor history, as JSON, with no Google Cloud project to set up.
• HasData/yelp-mcp 📇 ☁️ - Yelp business search by category and location, place details, and full reviews with sorting and star filters.
• qinisolabs/floodwise 📇 🏠 - Long-term flood-risk bands for England by postcode from Environment Agency open data.
• aneal99/datafordeler-dar-mcp 📇 ☁️ - Danish addresses from Danmarks Adresseregister (DAR) on Datafordeleren, the DAWA replacement: lookup, street and address prefix search, WGS84 coordinates.
• APOGEOAPI/apogeoapi-mcp 📇 ☁️ - Geographic data and live exchange rates: countries, states, cities, IP geolocation and currency rates.
• 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 📇 ☁️ - World geographic data from the Bamwor API: country statistics and cities with population, coordinates and timezone.
• 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 🐍 ☁️ - Search, save and download satellite scenes from ISRO's Bhoonidhi (NRSC) Earth-observation portal in natural language.
• birkskyum/maplibre-mcp 📇 🏠 🍎 🪟 🐧 - Render, validate and debug MapLibre map styles, with vector tile inspection, style spec and GL JS API lookups, and a live map that redraws as the agent edits the style.
• briandconnelly/mcp-server-ipinfo 🐍 ☁️ - IP address geolocation and network information using the IPinfo API.
• chuofringer/placeroot 🐍 🏠 🍎 🪟 🐧 - Overture Maps open data: places, geocoding, admin lookup, buildings, routing and isochrones, queried from the public GeoParquet release via DuckDB.
• cqtrinv/trinvmcp 📇 ☁️ - Explore French communes and cadastral parcels by name and surface area.
• cturkieh/france-data-mcp 📇 ☁️ 🏠 - Cross-references French public registries: FINESS healthcare facilities, RPPS health professionals, INSEE companies and IGN geocoding.
• devilcoder01/weather-mcp-server 🐍 ☁️ - Real-time weather forecasts and current conditions for any location via WeatherAPI.com.
• discava/mcp-server 📇 ☁️ - Search local businesses worldwide, with confidence scores and agent trust rankings.
• 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 📇 ☁️ 🏠 - 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 🦀 ☁️ - Signed geospatial facts with citable receipts for place-based questions: elevation, land cover, surface water, vegetation and built-up areas.
• 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 📇 🏠 🍎 🪟 🐧 - Control a CesiumJS 3D globe: camera flights, GeoJSON and 3D Tiles layers, markers, spatial analysis and heatmaps.
• GeiserX/pumperly-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Pumperly fuel price comparison: query gas station prices, plan fuel-efficient routes and find nearby EV charging stations.
• 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 📇 🏠 🍎 🪟 🐧 - Multi-provider location gateway (OpenStreetMap, Google, Yelp, Foursquare, Naver and more): place search, geocoding, directions, isochrones and area analysis.
• ip2location/mcp-ip2location-io 🐍 ☁️ - Geolocation, proxy and network information for an IP address via the IP2Location.io API.
• ipfind/ipfind-mcp-server 🐍 ☁️ - IP address geolocation using the IP Find API.
• ipfred/aiwen-mcp-server-geoip 🐍 📇 ☁️ - IP geolocation via Aiwen: country, region, city, coordinates, ISP and owner of an IP address.
• 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 🐍 ☁️ - Get weather information from the Open-Meteo API.
• jagan-shanmugam/open-streetmap-mcp 🐍 🏠 - OpenStreetMap location-based services and geospatial data.
• 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 🐍 ☁️ - Nearby place search with IP-based location detection.
• mahdin75/geoserver-mcp 🏠 - Interact with geospatial data and services through the GeoServer REST API.
• mahdin75/gis-mcp 🏠 - Geospatial operations and transformations using GIS libraries.
• mapsmith-ai/MapSmith 🐍 🏠 - Deterministic GIS geoprocessing (buffers, overlays, reprojection, zonal statistics, terrain, hydrology) with a provenance manifest for every output.
• matbel91765/gis-mcp-server 🐍 🏠 🍎 🪟 🐧 - Geospatial tools: geocoding, routing, elevation, spatial analysis and file I/O for Shapefile, GeoJSON and GeoPackage.
• 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 📇 ☁️ 🏠 - Google Maps geocoding, place search, directions and elevation, with a standalone CLI mode.
• 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 🎖️ 📇 ☁️ - Live geolocated world-event intelligence and a daily world brief: event signals, hotspots, Sentinel satellite imagery and an OSINT/GEOINT analyst.
• PostalDataPI/postaldatapi-mcp 🐍 ☁️ - Global postal code lookup, validation and city search, with timezone, administrative region and elevation metadata.
• QGIS MCP - Connects QGIS Desktop to Claude for prompt-assisted project creation, layer loading and code execution.
• rossshannon/Weekly-Weather-mcp 🐍 ☁️ - Detailed seven-day weather forecasts for anywhere in the world.
• SaintDoresh/Weather-MCP-ClaudeDesktop 🐍 ☁️ - Real-time weather, forecasts and historical weather data from the OpenWeatherMap API.
• SecretiveShell/MCP-timeserver 🐍 🏠 - Get the time in any timezone and the current local time.
• 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 📇 ☁️ - US address verification, parsing, autocomplete, forward and reverse geocoding, and IP geolocation via sthan.io APIs.
• 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 📇 ☁️ - Global location and routing: geocoding, truck routing with hazmat and dimension constraints, traffic, weather, isochrones and place search.
• TimLukaHorstmann/mcp-weather 📇 ☁️ - Weather forecasts via the AccuWeather API.
• 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 📇 - Shipment tracking and logistics management via the TrackMage API.
• geolabel/geolabel-mcp 🐍 ☁️ - Turns GPS coordinates into location context: place name, stable category and live opening hours via OpenStreetMap.
• xyver/daedal-map 🐍 ☁️ - Geographic data packs for disasters, FX rates and global indicators, with new packs added weekly.
• webcoderz/MCP-Geo 🐍 🏠 - Geocoding via Nominatim, ArcGIS and Bing.
• 930m310n/geomelon-mcp 🎖️ 📇 ☁️ - Cities, countries, regions and languages with multilingual names, plus place autocomplete.
• 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.

🎯 Marketing

Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.

• A1-x-Tech/mcp-google-search-console 📇 ☁️ - Google Search Console: analyze search performance, inspect URL indexing and manage sitemaps.
• A1-x-Tech/mcp-google-tagmanager 📇 ☁️ - Google Tag Manager: inspect containers, prepare workspace changes and publish when ready.
• 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 🎖️ 📇 🏠 🍎 🪟 🐧 - 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 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - LinkedIn outreach for prospecting, recruiting and job search: find people, message them in your voice, follow up and handle replies.
• 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 🐍 ☁️ - 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 📇 ☁️ - Google Search Console on Cloudflare Workers: organic search analytics, URL inspection, sitemap management, indexing and SEO insights.
• 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 🐍 ☁️ - TikTok Ads API integration: manage campaigns, analyze performance metrics, and handle audiences and creatives.
• adsagents/adsagent-ai-skills 📇 ☁️ - AdsAgent plugin and hosted MCP servers for Meta, Google and TikTok ads.
• afanasenkoa/instavision-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - InstaVision Instagram creator and lead discovery: find accounts by niche, city, follower range or lookalike accounts, estimate credits, run searches and export the results.
• hardeyhemy/revnuvo-dev 🎖️ ☁️ - Revnuvo company intelligence: what changed at a company, with evidence.
• 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 🎖️ 📇 🏠 - Generate and translate image alt text and manage an AltText.ai image library.
• 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 📇 ☁️ - 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 📇 🏠 - LinkedHelper automation CLI: campaign management, messaging and profile queries via the Chrome DevTools Protocol.
• 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 📇 ☁️ - VK Ads API: manage ad plans, ad groups and banners, and pull statistics.
• 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 📇 ☁️ - Read-only Yandex Metrica web analytics: list counters and goals, and pull traffic and conversion statistics.
• askads/mcp-yandex-wordstat 📇 ☁️ - Read-only Yandex Wordstat keyword demand data: top and related queries, demand dynamics and regional distribution.
• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 - Reddit Ads API: manage campaigns, ad groups, ads, budgets, bids and targeting, and pull performance reports, with tiered write-safety controls.
• 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 📇 ☁️ - 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 🎖️ ☁️ - Track brand visibility in AI search with Citlyze: scores, tracked prompts, citations, competitor comparison, recommendations and AI crawler analytics.
• 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 📇 ☁️ - Google Search Console: search analytics by query, page, country and device, striking-distance reports, sitemap management and URL inspection.
• 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 🐍 ☁️ - TikTok Ads: video performance metrics, creative fatigue scoring, industry benchmarks and Smart+ campaign support.
• elfsight/beamtrace-mcp 🎖️ ☁️ - Track AI search visibility and get website fixes to improve it.
• 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 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - 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 📇 ☁️ - SEO authority scores, keyword opportunities, competitor gaps, content briefs, site audits and internal-link analysis, paid per call via x402.
• 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 📇 ☁️ - Push enriched lead rows into Instantly or Smartlead campaigns with ICP score gating, deduplication and a dry-run mode.
• mikusnuz/meta-ads-mcp 📇 ☁️ - Meta Marketing API: manage Facebook and Instagram ad campaigns, audiences, creatives, insights, catalogs and automated rules.
• moiosintel/kd-scout 🐍 🏠 - Keyword research calculations: difficulty estimation, opportunity scoring and structured content briefs.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - 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 🐍 ☁️ - Access Facebook Ads data and management features.
• gomarble-ai/google-ads-mcp-server 🐍 ☁️ - Access Google Ads data and management features.
• 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 📇 ☁️ - Mobile app deep linking, attribution, analytics and campaign management with Grovs: create links, track installs and revenue, and configure app settings.
• growsurf/growsurf-mcp 🎖️ 📇 ☁️ - Build and manage GrowSurf referral and affiliate programs.
• 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 📇 🏠 - 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 🐍 ☁️ - Mailchimp Marketing API: manage campaigns, audiences, reports, automations, landing pages, e-commerce data and batch operations.
• 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 📇 ☁️ - 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 🎖️ 📇 ☁️ - Linkly URL shortener: create branded short links, read click analytics by country, platform and referrer, and manage custom domains and click webhooks.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - 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 🎖️ ☁️ - LLM Pulse AI visibility analytics: brand mentions, citations, sentiment, share of voice, recommendations, GEO Writer, Search Console and AI traffic.
• 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 📇 ☁️ - Validates email addresses to reduce bounces in marketing campaigns.
• marykovziridze/screaming-frog-mcp 🐍 🏠 - Run Screaming Frog SEO Spider headless crawls, export data and perform technical SEO audits.
• marketplaceadpros/amazon-ads-mcp-server 📇 ☁️ - Interact with Amazon Advertising: analyze campaign metrics and configurations.
• 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 📇 ☁️ - 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 🐍 ☁️ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives and advertisers, with bulk upload support.
• 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 📇 🏠 - 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 🎖️ 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Marketing tools from Open Strategy Partners: writing style, editing codes and product marketing value map creation.
• 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 📇 ☁️ - 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 📇 ☁️ 🍎 🪟 🐧 - Create and post link, banner, YouTube and press-release ads on PageRankCafe, read placement performance and query platform insights.
• PascaleBeier/hitkeep 🏎️ ☁️ 🏠 - Privacy-focused web analytics with read-only reporting on traffic, events, goals, funnels, ecommerce, Search Console and AI visibility.
• 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 🐍 ☁️ - Comment moderation and intelligence for articles: bot and spam detection, multilingual sentiment analysis and constructive comment generation.
• pipeboard-co/meta-ads-mcp 🐍 ☁️ 🏠 - Meta Ads automation: analyze performance, test creatives, optimize spend and scale campaigns.
• qaimos/storeshots-mcp 📇 ☁️ 🍎 🪟 🐧 - Turn raw app screenshots into App Store and Google Play marketing screenshots: 5 styles, iPhone/Android/iPad frames, every required store size, and PNG/ZIP download.
• qr-maker-io/mcp-server 📇 ☁️ - Generate styled QR codes, manage dynamic short links with click analytics, and publish micro-landing pages.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 - Track brand visibility across ChatGPT, Perplexity, Claude and Gemini: visibility scores, sentiment analysis, competitor detection and trend charts.
• SearchAtlas 📇 ☁️ - SEO, content generation, PPC, keyword research, site auditing, authority building and LLM brand visibility monitoring.
• seocombat/clipwright-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Make UGC-style video ads without filming: tell your AI assistant what to say and get a vertical clip of a realistic actor saying it, ready for TikTok, Reels or Shorts. Pick or describe an actor, choose a voice from samples, and see the price before rendering. It also makes faceless videos from a script or a short brief. npx -y @clipwright/mcp-server
• 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 📇 🏠 ☁️ - 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 📇 🏠 ☁️ 🍎 🪟 🐧 - SEO, AEO, GEO, local SEO and CRO auditor with framework-aware code fixes, sitemap crawling and HTTP security header inspection.
• SpikeyCoder/website-auditor-mcp 🎖️ 📇 ☁️ - Official Website Auditor server: checks how often ChatGPT, Claude, Gemini and Perplexity name a business, which competitors they name instead and which sources they cite, with competitor comparison, weekly tracking, prioritized fixes, JSON-LD drafts and security and performance audits. Free sample audit with no API key.
• stape-io/google-tag-manager-mcp-server 📇 ☁️ - Interface to the Google Tag Manager API.
• stape-io/stape-mcp-server 📇 ☁️ - Interact with the Stape platform via the Stape API.
• 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 📇 ☁️ - Manage Sweeppea sweepstakes for legally compliant promotions in the US and Canada: participants, rules, winner drawings, entry pages and billing.
• 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 📇 ☁️ - Email discovery, verification and enrichment, plus author and LinkedIn profile lookup, phone validation and technology stack detection.
• 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 🎖️ 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 - Read-only, self-hosted access to the Apple Search Ads API.
• 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 📇 ☁️ - 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 🐍 ☁️ - Google Ad Manager campaign management, line items, creatives, reporting, inventory exploration and ad-ops compliance audits.
• Natden444/pickanagency-mcp 📇 ☁️ - Search marketing agencies and get matched with suitable ones via Pick an Agency.
• 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 📇 🏠 - 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 📇 ☁️ 🏠 - 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 🎖️ 📇 ☁️ - Revenue platform for outbound, deals, pipeline and CRM automation, with people, outreach, engagement and research tools.
• 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 📇 ☁️ - 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 🎖️ 📇 ☁️ - Audit YouTube scripts before recording: hook, structure and pacing scores, drop-off passages, policy and inauthentic-content checks, and runtime estimates.

📊 Monitoring

Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.

• dockndevai/mcp-grafana 📇 🏠 - Safe-by-default MCP server for Grafana: search & read dashboards and the dashboard JSON model, query datasources (Prometheus/Loki/SQL via the unified query API), and inspect alert rules & annotations; in higher modes, create/update dashboards and folders, write annotations, and delete. Read-only by default with access modes, folder/datasource allowlists, and human confirmation (MCP elicitation) on deletes. npx -y @dockndevai/mcp-grafana

• A1-x-Tech/mcp-google-crux 📇 ☁️ - Google CrUX: real-user Core Web Vitals with mobile and desktop comparison and 40-week trends.

• adanb13/cirdan 🐍 🏠 🍎 🪟 🐧 - Fingerprints, graphs and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents.

• 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 🐍 🏠 - 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 🐍 🏠 🍎 🪟 🐧 - Read-only access to OpenObserve Community Edition: search logs, traces, stream schemas and dashboards without an Enterprise license.

• Alog/alog-mcp 📇 ☁️ - AI agent activity logging and monitoring on the Alog platform: post logs, create articles, manage social interactions and monitor agent activity.

• andrewbabu/loggly-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Read-only Loggly search and analytics with aggregation-first traffic tools and IP intelligence (RDAP, GreyNoise, AbuseIPDB).

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🐧 - 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 🐍 ☁️ - Query Langfuse traces, debug exceptions, analyze sessions and manage prompts for LLM applications.

• alimuratkuslu/byok-observability-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Observability across Grafana, Prometheus, Kafka UI and Datadog using your own keys.

• 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 📇 ☁️ - Runtime guardrails and incident read access for coding agents: query AgentGuard traces, alerts, usage, costs and budget health.

• clamp-sh/mcp 📇 ☁️ 🍎 🪟 🐧 - Web analytics: query pageviews, top pages, referrers, countries, devices and custom events, and create conversion funnels and alerts.

• 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 🐍 🏠 🍎 🐧 - Local system monitoring (CPU, memory, swap, disk, network) and process management: find resource-hungry processes, diagnose slowdowns and kill processes.

• edgedelta/edgedelta-mcp-server 🎖️ 🏎️ ☁️ - Interact with Edge Delta anomalies, query logs, patterns and events, find root causes and optimize pipelines.

• ejcho623/agent-breadcrumbs 📇 ☁️ 🏠 - Unified work logging and observability across AI agents, with config-first schemas and pluggable sinks.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Cross-agent failure intelligence: before retrying a failed tool call, check whether other agents hit the same failure and which recovery worked.

• fclairamb/solidping 🎖️ 🏎️ 🏠 ☁️ - Uptime monitoring over MCP. List and create checks, read incidents and results, manage maintenance windows and status pages. Self-hosted single Go binary, 40 check types, probes in several regions.

• getsentry/sentry-mcp 🐍 ☁️ - Sentry integration for error tracking and performance monitoring.

• GeiserX/duplicacy-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Duplicacy backup monitoring: query backup job status and Prometheus metrics from a Duplicacy exporter.

• 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 🐍 ☁️ 🍎 🪟 🐧 - Unofficial FortiMonitor v2 API integration for server monitoring, outages, maintenance, metrics and notifications.

• gjenkins20/webmin-mcp-server 🐍 ☁️ 🍎 🐧 - Webmin Linux system administration: services, users, storage, security, databases and more.

• grafana/mcp-grafana 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance.

• 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 🎖️ #️⃣ ☁️ - Website uptime monitoring: instant HTTP, ping, port, DNS, WHOIS, blacklist and page-speed checks, plus monitors, webhooks, incidents and status pages.

• hugoles/langfuse-mcp 📇 ☁️ 🏠 - Read access to the Langfuse Public API: traces, observations, sessions, scores, prompts, datasets, metrics, models, projects and comments.

• hyperb1iss/lucidity-mcp 🐍 🏠 - Improve AI-generated code quality with prompt-based analysis across 10 dimensions, from complexity to security vulnerabilities.

• 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 📇 ☁️ - Monitor the operational status of major digital platforms.

• inspektor-gadget/ig-mcp-server 🏎️ ☁️ 🏠 🐧 🪟 🍎 - Debug container and Kubernetes workloads with eBPF via Inspektor Gadget.

• inventer-dev/mcp-internet-speed-test 🐍 ☁️ - Internet speed testing: download and upload speed, latency, jitter, and CDN server detection with geographic mapping.

• jabbawocky/statuscraft 📇 🏠 🍎 🪟 🐧 - Check whether software services are down using live data from their status pages, including incident details.

• 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 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Synthetic monitoring for cloud and local LLM inference endpoints: TTFT, latency, throughput and errors, with Prometheus and OpenTelemetry export.

• 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 - Bring real-time production logs, metrics and traces from Last9 into your local environment to fix code.

• 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 🐍 🏠 - Read-only Tautulli (Plex monitoring) access: activity, history, library and user stats, transcode analysis and resolution breakdowns.

• log-logn/langfuse-mcp-java ☕ ☁️ - Query Langfuse traces and observations, debug exceptions, analyze sessions, scores and datasets, and manage prompts.

• 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 📇 ☁️ - Access the Umami Analytics API: websites, stats, sessions, events, reports, users, teams and realtime monitoring.

• perceptdot/percept 📇 ☁️ 🏠 - Agent observability platform that discovers and recommends MCP servers, with GA4, Vercel, GitHub and Sentry connectors and ROI tracking.

• ShekharBhardwaj/AgenticLedger 🐍 🏠 🍎 🪟 🐧 - Query the local Agentic Ledger flight recorder: agent sessions, costs, loop runs and stuck-loop flags captured by a transparent proxy.

• saxonnicholls/super-log 📇 🏠 🍎 🪟 🐧 - Read-only access to a local dev bench that interleaves every log stream on one timeline: tail and search live streams, search the on-disk journal, wait for an event, and read per-topic guides for unfamiliar topics. No API key, no daemon of its own, npx -y @super-log/mcp.

• seancrecord/scvd-general-store-repo (scvd-tab) 📇 🏠 🍎 🪟 🐧 - Track agent tool spending with local, consent-gated JSONL storage.

• smigolsmigol/llmkit 📇 ☁️ 🍎 🪟 🐧 - AI API cost tracking and budget enforcement across LLM providers: spend analytics, budget monitoring, session summaries and key management.

• 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 🎖️ 🏎️ ☁️ - Query and interact with Kubernetes environments monitored by Metoro.

• metrxbots/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 ☁️ - Privacy-first web analytics: query pageviews, referrers, trends and AI-generated insights for your sites.

• MindscapeHQ/server-raygun 📇 ☁️ - Crash reporting and real user monitoring via the Raygun API.

• 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 🐍 ☁️ 🐧 🪟 🍎 - Zabbix integration for hosts, items, triggers, templates, problems, data and more.

• netdata/netdata#Netdata 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis over Netdata metrics, logs, systems, containers, processes and network connections.

• ni-c/healthchecks-mcp 📇 🏠 ☁️ - Healthchecks cron and uptime monitoring: see which scheduled jobs are late or down, read the output a failing job reported with its ping, and create, pause or adjust checks. Works against healthchecks.io or a self-hosted instance. npx -y healthchecks-mcp

• 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 🎖️ 🐍 🏠 - Access openITCOCKPIT monitoring: host and service state, check history, logs, downtimes, acknowledgements, software inventory and pending security updates.

• pydantic/logfire-mcp 🎖️ 🐍 ☁️ - Access OpenTelemetry traces and metrics through Logfire.

• 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 🏎️ 🏠 🍎 🪟 🐧 - Query Grafana Loki directly with a discovery-first workflow: labels, values, series and LogQL queries, without requiring Grafana.

• igorolv/loki-mcp-server ☕ 🏠 🍎 🪟 🐧 - Read-only Grafana Loki (2.6.1 and 3.x) for agents: label and stream discovery, bounded LogQL pages, counts by label or time bucket, and log export; several stands per server.

• 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 🏎️ 🏠 - Real-time system metrics: CPU, memory, disk, network, host and process information.

• spanlens/Spanlens 🎖️ 📇 ☁️ - Read-only access to Spanlens LLM observability: request logs, costs, agent traces, anomalies, model savings and per-user analytics.

• 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 📇 ☁️ - Check the real-time operational status of cloud services and APIs such as AWS, GitHub, Stripe, OpenAI and Vercel.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ - ThinkNEO Control Plane for enterprise AI governance: runtime guardrails, observability, AI FinOps and agent lifecycle control.

• tickstem/mcp 🏎️ ☁️ 🍎 🪟 🐧 - HTTP uptime monitoring, heartbeat (dead man's switch) monitoring, cron job scheduling and email verification.

• tumf/grafana-loki-mcp 🐍 🏠 - Query Loki logs through the Grafana API.

• 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 🦀 ☁️ - Minimal Sentry integration.

• 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 🐍 ☁️ 🏠 - 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 📇 🏠 🍎 🪟 🐧 - Google PageSpeed Insights, CrUX and Lighthouse analysis: page comparison, real-user data, batch runs, regression tracking, diagnostics and recommendations.

• VictoriaMetrics-Community/mcp-victoriametrics 🎖️ 🏎️ 🏠 - Integration with VictoriaMetrics instance APIs and documentation for monitoring, observability and debugging tasks.

• yshngg/pmcp 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Prometheus integration.

• 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 🐍 ☁️ - VMware Aria Operations monitoring for vSphere: performance metrics, alarms, capacity analysis and anomaly detection, with audit logging for write actions.

• 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.

🎥 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ 🍎 🪟 🐧 - Video editing: timeline editing, five-layer compositing, semantic operations and FFmpeg rendering to 1080p H.264.
• 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 🐍 ☁️ - Suno AI music generation, lyrics, covers and vocal extraction via the Ace Data Cloud API.
• 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 📇 ☁️ - Search Pexels stock images and videos.
• agenticdecks/deckrun-mcp 🐍 ☁️ - Generate presentation PDFs, narrated videos and MP3 audio from Markdown.
• 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 📇 🏠 - Create GIFs from videos.
• 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 📇 🏠 🍎 🪟 - Local-first AI media workbench with a canvas, short-form timeline editor and shared assets, controllable by agents.
• bogdan01m/zapcap-mcp-server 🐍 ☁️ - Video caption and B-roll generation via the ZapCap API.
• 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 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - Turn raw clips into a finished cut through chat.
• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 - 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 📇 🏠 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - 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 🐍 🏠 🍎 🪟 🐧 - Manage a self-hosted Immich photo library: CLIP natural language search, GPS album curation, duplicate detection, library health reports and HTML galleries.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🐧 🍎 - 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 🎖️ ☁️ 🍎 🪟 🐧 - Search YouTube video transcripts and frames (slides, charts, on-screen text) and get matching moments with timestamped links and verified citations.
• huseyinstif/klaket 📇 🏠 🍎 🪟 🐧 - Local video understanding: word-timestamped transcripts, speaker labels, scenes, chapters and moment search from any video URL or file.
• Inmoprice/clipcliper-mcp 📇 ☁️ - Turn public YouTube, Twitch, Kick or TikTok video links into timestamped transcripts, chapters and clip suggestions.
• 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 🐍 ☁️ 🍎 🪟 🐧 - AI media generation (Flux, Veo, Suno) with cost controls: upfront price quotes, budget enforcement and reserve-burn-refund billing.
• 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.
• frelo/fvc-mcp 🎖️ #️⃣ 🏠 🪟 - Search, view and tag a local video library cataloged by Fast Video Cataloger: transcripts, scene thumbnails, visual search, keywords and bins.
• 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 📇 ☁️ - Turn YouTube videos into short-form clips via the Crabcut API: highlight detection, subtitles, 9:16 reframing and direct download URLs.
• 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 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ - 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 📇 ☁️ 🍎 🪟 🐧 - Gaudio audio AI API: stem separation (vocals, drums, bass, guitar, piano), dialogue/music/effects separation and AI lyrics sync.
• 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 📇 ☁️ 🍎 🪟 🐧 - Read-only access to Clipy screen recordings: search the library, fetch timestamped transcripts, AI summaries and key moments with video frames.
• 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 📇 🏠 🍎 🪟 🐧 - 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 🏎️ ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Video analysis: extract transcripts, key frames, OCR text and annotated timelines from Loom links and direct MP4 or WebM files.
• ilovevideoeditor/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Render videos from JSON via the iLoveVideoEditor cloud API: motion-design templates, GPU effects, transitions, batch rendering and webhooks.
• KyaniteLabs/kinocut 🐍 🏠 🍎 🪟 🐧 - Local, guardrailed video editing: FFmpeg edits, captions, audio, effects, Hyperframes, repurposing, resumable workflows, quality gates and provenance receipts.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 🎖️ 🐍 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Read-only SHAR Production metadata gate that validates rights-aware video-production manifests and returns a releasability result.
• 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 📇 🏠 🐧 🍎 🪟 - Examine image metadata such as EXIF, XMP, JFIF and GPS for searching and analyzing photo libraries.
• strato-space/media-gen-mcp 📇 ☁️ 🏠 - Media generation, editing and asset downloads with OpenAI Images/Videos and Google GenAI (Veo).
• sunriseapps/imagesorcery-mcp 🐍 🏠 🐧 🍎 🪟 - Computer vision-based image recognition and editing tools.
• 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 📇 🏠 🍎 🪟 🐧 - Sonos control via UPnP: device discovery, multi-room playback, queues, music library browsing, alarms, event subscriptions and EQ settings.
• TranscriptFetch/mcp-server 🎖️ 📇 ☁️ - Transcripts from YouTube, TikTok, Instagram and podcasts, plus YouTube search and channel and playlist listing.
• 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 🎖️ 📇 ☁️ - Search and discover movies and TV shows with torrent links, quality scoring, streaming availability and cast/crew metadata.
• 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 🐍 🏠 🪟 🐧 - 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 - Local video search, trimming, stitching and playback through conversation, using the ffmpeg command line.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ - 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 🎖️ 📇 🦀 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 - 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 🐍 ☁️ - Detect AI-generated music (Suno, Udio) and media, with AI-probability verdicts, provenance signals (Content Credentials, SynthID) and folder scans.
• 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 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Generate AI images, video, voiceovers, avatars and UGC ads with many models via Fattly.

🖥️ OS Automation

Servers for controlling the desktop operating system: screenshots, window management, mouse/keyboard input injection, and system-level automation.

• 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 🐍 🏠 🐧 - GNOME desktop automation via D-Bus: screenshots, window management, mouse and keyboard input, clipboard, workspaces and notifications on GNOME 45 to 49.

• SunnyLich/OpenWand 🐍 🏠 🐧 🪟 🍎 - Read-only desktop context through OpenWand: current selection, clipboard, active window, browser page and screen.

• 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 📇 🦀 🏠 🪟 - Windows desktop automation with entity-based actions instead of coordinate clicks, using UIA, CDP, screenshots, keyboard, mouse, clipboard and terminal control.

• 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 🐍 🏠 🍎 - Local macOS servers for Mail, Calendar, Reminders, Messages, Contacts, Notes, Shortcuts, Files, Maps and system tools, unified or standalone.

• Mohabdo21/linux-mcp 🏎️ 🏠 🐧 - A Linux system monitoring MCP server providing real-time CPU, memory, disk, network, processes, Docker, systemd, security audit, and hardware info via STDIO transport. Install: download from GitHub Releases or go install github.com/Mohabdo21/linux-mcp@latest.

• 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 🐍 🏠 🍎 🪟 🐧 - 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 🏠 🍎 - 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 #️⃣ 🏠 🪟 - Inspect, debug and drive running WPF apps without source changes: visual tree, dependency properties, bindings, DataContext, screenshots, clicks and text input.

• 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 📇 🏠 🍎 - 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 🐍 🏠 🍎 - Drive an iPhone or iOS Simulator via XCUIAutomation and WebDriverAgent, with compact screen digests and confirmation before destructive actions.

• 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 📇 🏠 🍎 - 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 📇 🏠 🍎 - Read-only-by-default Mac control: files, processes, screenshots and clipboard, with opt-in allowlisted shell commands, AppleScript and GUI input.

• 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 🦀 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 ☁️ 🍎 🪟 🐧 - 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.

🎙️ Podcasts

Servers for podcast analytics, search, hosting, and discovery.

• 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 📇 ☁️ - Read-only podcast analytics from OP3 (Open Podcast Prefix Project): downloads over time, listener geography, app share and per-episode breakdowns.
• conorbronsdon/podcastindex-mcp 📇 ☁️ - Search the Podcast Index: podcasts, episodes, guest appearances by person, trending shows and feed health.
• 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.

📋 Product Management

Tools for product planning, customer feedback analysis, and prioritization.

• 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 🐍 🏠 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Search, read, create and update Redmine issues, projects and time entries, including journals, attachments, comments and time tracking.
• 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 📇 ☁️ - Combine Help Scout tickets and ProductLift feature requests into prioritized product plans, scoring themes by cross-source convergence and scrubbing PII.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Jira-like SQLite project tracker: projects, epics, tasks and subtasks, dependencies with auto-blocking, threaded comments, templates and activity logs.
• 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 📇 🏠 🍎 🪟 🐧 - Taiga project management: issues, user stories, tasks, epics, sprints, comments, attachments and wiki via a compact set of tools.
• 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 🎖️ ☁️ - 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 🎖️ 📇 🏠 - 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 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Operate the Kelvia task manager: boards, tasks, sprints, member roles, worklogs and a time-blocking day planner.
• 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 ☕ 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Zuuna developer project management: read and update boards, cards and comments, with cards moved automatically by git activity when PRs merge.
• fenbs-ai/fenbs-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - fenbs project board where people and AI assistants are members with roles: tasks, decisions with sign-off, testing notes and project rules, every change signed. Remote server at https://fenbs.ai/api/mcp or npx -y fenbs-mcp.

🏠 Real Estate

MCP servers for real estate CRM, property management, and agent workflows.

• HasData/redfin-mcp 📇 ☁️ - Redfin for-sale, for-rent and sold listings with full filters, plus complete property pages, as JSON.

• 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 📇 ☁️ 🍎 🪟 🐧 - Propstack real estate CRM: search contacts, manage properties, track deals and schedule viewings.

• 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 📇 ☁️ - 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 🐍 ☁️ - 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 📇 ☁️ - 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 🐍 ☁️ - 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 📇 ☁️ - 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 #️⃣ ☁️ - 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 📇 ☁️ - Italian cadastral, geospatial and real estate data: address geocoding, parcel profiles (risk, solar potential, valuations, POIs) and parcel lookup.

🔬 Research

Tools for conducting research, surveys, interviews, and data collection.

• 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 📇 ☁️ - 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 📇 ☁️ - Register LLMs and agents and submit Markdown research papers to the BenchClaw leaderboard, where a panel of judges scores them with deception detectors.
• amos689/paper-preflight 🐍 🏠 ☁️ 🍎 🪟 🐧 - Checks every reference of a LaTeX paper against Crossref, dblp, arXiv, DataCite, PubMed and OpenAlex records: whether each cited work exists, matches its metadata and was not retracted, with no LLM in the verdict.
• 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 🐍 ☁️ - Startup and product opportunities mined from Reddit, Hacker News, Product Hunt and Stack Exchange: pain points, trending themes and commercial scores.
• 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 📇 ☁️ - Evidence-backed web research: real-time search with cited claims, confidence scores and a mode comparing raw LLM answers with evidence-backed ones.
• cluefinch/mcp-server 🐍 🏠 🍎 🪟 🐧 - Cluefinch MCP provides Deep Research infrastructure for AI agents: web search, incremental page reading, source-link navigation, and multi-source evidence collection while the agent remains in control of planning and reasoning.
• 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 🐍 ☁️ 🏠 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) from Source Library with DOI-backed citations.
• 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 🐍 🏠 🍎 🪟 🐧 - Create, validate, run, inspect and verify AgentFEM finite-element simulations.
• 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 ☁️ - 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 📇 ☁️ - 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 🏎️ 🍎 🪟 🐧 - US immigration guidance: live Visa Bulletin, priority date checks and explanations of immigration terms.
• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 ☁️ - 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 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🦀 🏠 - Evidence-grounded web research: verify claims on pages with citations, confidence bands and policy reports, and synthesize multi-page sessions.
• 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 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Zotero integration with preview-first, journaled writes: reads via the local Zotero desktop API without a key, writes via the Web API.
• 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 📇 ☁️ - Query Original Voices digital twins, each representing a real person, to understand what users think and why.
• 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 🏎️ ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ 🏠 - Deep research via the OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
• 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 🐍 🏠 - Self-hosted YouTube research: video and channel search, transcripts, comments, playlists, timestamped frames and private local semantic corpora.
• rnwkr7rscy-lang/fittin-mcp 🐍 ☁️ - Patent prior art search and startup IP analysis: clone risk scores, defensibility maps, patentable features and competitor patent landscapes.
• Scormave/gramps-web-mcp #️⃣ 🏠 🍎 🪟 🐧 - Gramps Web genealogy: search and edit family tree records, explore ancestors, descendants, relationships and timelines, and read media with privacy-aware previews. Includes a read-only mode and Claude Desktop bundles.
• sh-patterson/legiscan-mcp 📇 ☁️ - 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 📇 ☁️ 🏠 - 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic Scholar academic papers: search, paper and author retrieval, citation-graph traversal and recommendations.
• 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 📇 ☁️ 🍎 🪟 🐧 - Search the open catalogue of the Bibliothèque nationale de France for authors, their works and the editions held.
• 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 - Run AI-led qualitative research interviews and surveys with Agent Interviews: create interviewers, manage projects, recruit participants and analyze results.
• 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 🐍 📇 🏠 - Check citations against Crossref for retractions, corrections or expressions of concern before they go into a paper, summary or review.
• 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 🐍 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - Semantic search over CS and AI papers with citation-graph traversal, full-text extraction, embeddings and BibTeX export.
• 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 🐍 ☁️ - Ask SPARKIT, a scientific research agent, questions and get cited Markdown reports based on literature search and paper reading.
• 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 📇 ☁️ - Science AI Journal tools: paper-tier prediction, AI peer review, research gap finder, journal recommender, duplicate publication checker and article writer.
• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Research open-source AI projects: search a live radar, compare and shortlist projects, and plan stacks, keeping facts, recommendations and risks separate.

🔎 end to end RAG platforms

• andyliszewski/grounding-ai 🐍 🏠 - Local searchable index of PDFs, EPUBs and Word documents for grounded answers with page and section citations.
• 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 🐍 🏠 🐧 - 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 🐍 🏠 ☁️ - Access the CustomGPT.ai RAG-as-a-service API.
• vectara/vectara-mcp 🐍 🏠 ☁️ - Access Vectara's RAG-as-a-service platform.
• 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.

🔎 Search & Data Extraction

• A1-x-Tech/mcp-google-custom-search 📇 ☁️ - Google Custom Search JSON API: web and image search through a Programmable Search Engine.
• 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 📇 ☁️ - Bing search results as JSON: organic results, ads and the Copilot answer, targeted by market, country, language and device.
• HasData/google-images-mcp 📇 ☁️ - Remote MCP server for Google Images: image results with source pages, thumbnails and full-resolution URLs, filtered by size, colour and type, as JSON.
• usestring/string-ai-mcp 🎖️ 📇 ☁️ - Search the web, fetch URLs and map sites as clean Markdown, getting past anti-bot blocks.
• 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.
• AgentiLoop/pagewire-mcp 📇 ☁️ 🍎 🪟 🐧 - Read any public web page as clean Markdown, page metadata, or a page plus 4 same-site pages; pay per call in USDC via x402, no API key.
• 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 🐍 ☁️ 🏠 - 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 🎖️ 📇 ☁️ - YouTube transcripts (text, JSON, SRT, VTT, srv3), video and channel search, playlists and large batch jobs.
• jlucasmcrell/apify-scrapers 🐍 🏠 - Public data scrapers and lead extractors for Google Maps, Glassdoor, SEC EDGAR and state contractor registries.
• 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 🐍 ☁️ - Recall-first web search that finds relevant events across the open web, beyond the top results.
• igorsaevets/page2ai-mcp 📇 🏠 - Convert web pages into clean Markdown locally, preserving tables, code blocks and headings.
• 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 📇 🏠 - Local web search, fetching, crawling, extraction and research, with multi-engine search, local ML reranking, a SQLite cache and JavaScript rendering.
• newsagentdata/newsagent-mcp 🐍 ☁️ - Real-time news with ML enrichment: urgency scoring, political lean and event clustering across many countries.
• qinisolabs/icdwise 📇 🏠 ☁️ - ICD-10-CM medical code lookup, validation and reverse search.
• 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 📇 ☁️ 🏠 - 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 📇 ☁️ - Curated audio news: search articles, fetch narrated audio, subscribe to topic feeds and surface stories matched to actively traded Kalshi event contracts.
• mrslbt/rippr 📇 🏠 - Extract YouTube transcripts as clean text, with timestamps, or as structured JSON.
• 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 📇 ☁️ 🏠 - 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 📇 🏠 - Search job listings with filters for date, keywords, remote work options and more.
• 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 🐍 📇 ☁️ - Multi-engine web search across Bing, Baidu, DuckDuckGo, Brave, Exa and CSDN.
• AceDataCloud/MCPSerp 🐍 ☁️ - Google SERP search via the Ace Data Cloud API: web, image, news, maps, places, video and knowledge graph results.
• 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 🐍 🏠 - Crawl websites into clean Markdown, search pages and extract structured data with LLMs for web research and RAG pipelines.
• AllNewsAPI/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Real-time and historical news data, including top headlines from global sources, via AllNewsAPI.
• ac3xx/mcp-servers-kagi 📇 ☁️ - Kagi search API integration.
• adawalli/nexus 📇 ☁️ - Web search using Perplexity Sonar models, with source citations.
• 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 📇 🏠 - Take screenshots of webpages to use as feedback during UI development.
• andybrandt/mcp-simple-arxiv 🐍 ☁️ - Search and read papers from arXiv.
• andybrandt/mcp-simple-pubmed 🐍 ☁️ - Search and read medical and life sciences papers from PubMed.
• 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 📇 ☁️ - Search articles using the NYTimes API.
• lucasmartins-ai/lookacrawler 📇 🏠 🍎 🪟 🐧 - Token-efficient local web crawler with Playwright-based stealth anti-bot bypass.
• 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 📇 🏠 - Check which URLs Perplexity, Claude, ChatGPT, Gemini, Bing and Google AI Overviews cite for any query. Self-hosted.
• Khamel83/argus 🐍 🏠 - Multi-provider search broker with automatic fallback, RRF ranking, content extraction and budget enforcement.
• idapixl/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 🏎️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Up-to-date dependency information for Clojure libraries from Clojars.
• 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 🦀 ☁️ - Look up company ethics information: the ethical and unethical actions of major companies.
• brave/brave-search-mcp-server 📇 ☁️ - Web search using Brave's Search API.
• 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 📇 🏠 🐧 🍎 🪟 - Explore and interact with the Fediverse via ActivityPub: WebFinger discovery, timelines and instance exploration across Mastodon, Pleroma, Misskey and more.
• cameronrye/gopher-mcp 🐍 🏠 - Browse Gopher and Gemini protocol resources, with TLS support and structured content extraction.
• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Domain availability checks via real-time DNS and WHOIS lookups, with bulk checking, confidence scores and registration details.
• 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 📇 ☁️ - Google News via SerpAPI: search headlines, stories and related topics, with automatic topic categorization and multi-language support.
• chasesaurabh/mcp-page-capture 📇 🏠 - Capture webpage screenshots, viewport or full-page, as base64 PNG.
• 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 📇 ☁️ 🏠 - Plans, prices, hidden costs, alternatives and comparisons for SaaS, AI and LLM tools.
• CKBrennan/overtone-news-mcp 🐍 - Real-time news with tone analysis, brand safety and narrative shift signals.
• ConechoAI/openai-websearch-mcp 🐍 🏠 ☁️ - Expose OpenAI's built-in web search tool.
• 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 ☁️ 🐍 - Real-time web search and crawling via the Crawleo Search and Crawl API.
• HasData/indeed-mcp 📇 ☁️ - Remote MCP server for Indeed: job listings by keyword and location with salary, company and posting date, plus full job postings, as JSON.
• Crawlora-org/crawlora-mcp ☁️ - Structured public web data as clean JSON across search, maps, commerce, social and finance.
• czottmann/kagi-ken-mcp 📇 ☁️ - Kagi search and summarization without API access, authenticated with a Kagi session token.
• 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 📇 🏠 ☁️ - Google Trends data: interest over time, interest by region, trending now, related queries and topic search.
• deadletterq/mcp-opennutrition 📇 🏠 - Local search of foods, nutrition facts and barcodes in the OpenNutrition database.
• dealx/mcp-server ☁️ - Integration with the DealX platform.
• deficlow/HyperStore-MCP 🐍 ☁️ 🏠 - Keyword and semantic search over curated AI applications in the HyperStore directory, with full app details and browsing.
• devflowinc/trieve 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search and retrieve information from datasets through Trieve.
• 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 📇 ☁️ - Convert PDF, DOCX, HTML and URLs to clean, LLM-ready Markdown with tables preserved and boilerplate stripped.
• 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 📇 ☁️ - Google Search Console and Indexing API: search analytics, sitemaps, URL inspection and batch indexing.
• 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 🎖️ ☁️ - Search and register Muumuu Domain (GMO Pepabo) domains, manage owned domains and contracts, and configure DNS records.
• Dumpling-AI/mcp-server-dumplingai 🎖️ 📇 ☁️ - Access Dumpling AI's data, web scraping and document conversion APIs.
• 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 🏎️ 🏠 - Play Melrōse music expressions as MIDI.
• 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 🐍 ☁️ - Search Hacker News, get top stories and more.
• 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 📇 🏠 ☁️ - Live VR, AR and XR news, full-text VR.org originals, an events calendar, headset deals and comparisons.
• exa-labs/exa-mcp-server 🎖️ 📇 ☁️ - Real-time web search using the Exa AI Search API.
• fatwang2/search1api-mcp 📇 ☁️ - Web search via Search1API.
• 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 🐍 ☁️ - Search Fiverr gigs, view seller profiles, compare gig packages and read reviews.
• 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 📇 ☁️ - 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 🎖️ 📇 ☁️ 🏠 - 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 📇 ☁️ - Search recipes in the English Wikibooks Cookbook, read ingredients and steps, and rescale quantities.
• 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 🎖️ 📇 ☁️ - Generate vector embeddings for semantic search and RAG with Forge, Voxell's text-embedding API, including Matryoshka truncation.
• 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 ☁️ - Multi-agent research system for coding or general research tasks.
• 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 📇 ☁️ - Search, rank and analyze GitHub developers for tech recruiting by location, role and skill, with AI scoring and contact discovery.
• 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 🎖️ 📇 ☁️ - Search Rephonic podcast and episode data: listener estimates, demographics, contacts, transcripts, chart rankings, sponsors, reviews and audience overlap.
• goofrey/zoom-search 🐍 ☁️ 🏠 - Rewrite queries, zoom into source domains and return sourced answers with metrics.
• 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 📇 ☁️ - Unsplash API: photos, search, users, collections, topics and stats, with guideline-compliant attribution, download tracking and rate-limit reporting.
• 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 🐍 ☁️ - Search papers via the Papers with Code API.
• hellokaton/unsplash-mcp-server 🐍 ☁️ - Unsplash image search.
• 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 📇 ☁️ - Real-time access to remote job listings and company information from the Himalayas jobs database.
• Ihor-Sokoliuk/MCP-SearXNG 📇 🏠/☁️ - Web search via SearXNG.
• imprvhub/mcp-claude-hackernews 📇 🏠 ☁️ - Interact with Hacker News.
• imprvhub/mcp-domain-availability 🐍 ☁️ - Check domain availability across many TLDs with DNS and WHOIS verification, bulk checking and name suggestions.
• imprvhub/mcp-rss-aggregator 📇 ☁️ 🏠 - Aggregate RSS feeds.
• lionkiii/rss-feeds-mcp 📇 🏠 - Fetch, filter, search and manage RSS feeds by category or source.
• ip2whois/mcp-ip2whois 🐍 📇 🏠 - WHOIS lookups via the IP2WHOIS API: domain registration details including expiry dates, registrar and registrant data.
• isnow890/naver-search-mcp 📇 ☁️ - Naver Search API integration: blog, news and shopping search plus DataLab analytics.
• 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 📇 🏠 - Google search with parallel queries for multiple keywords.
• JessieJanie/skim402 📇 ☁️ - Convert any URL into clean Markdown with structured metadata (title, byline, published date, language), paid per use via x402.
• jhomen368/overseerr-mcp 📇 ☁️ 🏠 - Media discovery, requests and management via Overseerr and Seerr for Plex, Jellyfin and Emby.
• joelio/stocky 🐍 ☁️ 🏠 - Search and download royalty-free stock photos from Pexels and Unsplash, with rich metadata and pagination.
• 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 📇 🏠 - 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 📇 🏠 - Capture website screenshots, tiling full pages into 1072x1072 chunks for Claude Vision, with configurable viewports and wait strategies for dynamic content.
• kagisearch/kagimcp ☁️ 📇 - Search the web with Kagi Search.
• kc23go/anybrowse 📇 ☁️ - Scrape, crawl and search the web, converting any URL to LLM-ready Markdown via real Chrome browsers.
• keenableai/keenable-mcp 🎖️ 📇 ☁️ - Live web search and clean Markdown page fetching over the Keenable web index.
• 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 🏠 📇 - Query and extract only the needed parts of JSON files to keep LLM context small.
• kimdonghwi94/Web-Analyzer-MCP 🐍 🏠 🍎 🪟 🐧 - Extract clean web content for RAG and answer questions about web pages.
• kshern/mcp-tavily ☁️ 📇 - Search via the Tavily AI search API.
• leehanchung/bing-search-mcp 📇 ☁️ - Web search using the Microsoft Bing Search API.
• 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 🐍 ☁️ - 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 🐍 🏠 - Extract content from web pages, PDFs, Word documents, YouTube transcripts, audio and video with automatic engine selection and structured JSON output.
• 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 🎖️ 📇 ☁️ - Control LinkedIn accounts and retrieve real-time LinkedIn data.
• 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 🎖️ 📇 ☁️ 🏠 - Google Search, Bing, DuckDuckGo, Google Maps, Google AI Mode, AI Overview and Shopping results as JSON.
• litportnet/free-proxy-mcp 🎖️ 📇 ☁️ - Verified free HTTP, SOCKS4 and SOCKS5 proxy lists from Litport, filtered by country, anonymity, latency and uptime. Returns records only; no API key needed.
• 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 📇 ☁️ - Search TCGPlayer, Reverb and Thumbtack, verify US contractor and nurse licenses, and look up PSA card grading population data.
• 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-change-event-feed 📇 ☁️ - Monitor company changes across hiring, tech stack, funding, firmographics, and social since the last run. Returns only deltas as typed change events.
• 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 📇 ☁️ - 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 📇 ☁️ - 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 📇 ☁️ - Resolve a company domain or name to its LinkedIn company URL, with confidence scoring and firmographic metadata.
• 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 📇 ☁️ - 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 📇 ☁️ - Resolve a company domain to its GitHub organization with repository, language and activity signals.
• 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 📇 ☁️ - Detect CRM, sequencer and marketing automation tools from a company domain as boolean GTM tool signals for Clay enrichment.
• mambalabsdev/mcp-job-board-keyword-signal-scanner 📇 ☁️ - Scan job boards on five ATS platforms for configurable role categories (GTM, engineering, finance, ops), returning keyword match counts and signal strength.
• mambalabsdev/mcp-review-platform-reputation-enricher 📇 ☁️ - Resolve a company domain to its Trustpilot rating, review count and claimed status.
• 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 📇 ☁️ - Web, image, news, video and local point-of-interest search using Brave's Search API.
• maxylev/searchfetch 📇 🐍 - Fault-tolerant, stealth-enabled web search and content fetching.
• MikkoParkkola/nab 🏎️ 🏠 🍎 🪟 🐧 - Fetch any URL as clean Markdown, with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth and 1Password integration.
• MKirovBG/scribefy-mcp 🎖️ 📇 ☁️ - Extract timestamped YouTube transcripts, plus video search, metadata and related videos.
• modelcontextprotocol/server-fetch 🐍 🏠 ☁️ - Web content fetching and processing for AI consumption.
• 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 📇 ☁️ - Real-time world news: events clustered from many sources, classified by topic and geography and ranked by importance.
• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ - Web search using DuckDuckGo, with content fetching and parsing.
• nkapila6/mcp-local-rag 🏠 🐍 - Primitive RAG-like web search that runs locally, without external APIs.
• nyxn-ai/NyxDocs 🐍 ☁️ 🏠 - Manage cryptocurrency project documentation across Ethereum, BSC, Polygon and Solana.
• OctagonAI/octagon-deep-research-mcp 🎖️ 📇 ☁️ 🏠 - Deep research agent from Octagon.
• 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 🎖️ 🐍 🏠 ☁️ - Convert PDFs, Word and PowerPoint files, images and spreadsheets to Markdown via the MinerU document parsing API.
• 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 ☁️ - Web search for AI via Parallel.
• 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 ☁️ - Deep research and batch task execution via Parallel.
• 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 🎖️ 🐍 ☁️ - People search engine for talent discovery.
• 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 🐍 ☁️ - 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 🐍 🏠 - Search and retrieve web crawler data from WARC, wget, Katana, SiteOne and InterroBot crawls.
• Prototypr/feedbagel-mcp 📇 ☁️ - Search the Feedbagel RSS catalog, follow feeds and route new entries to webhooks.
• 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 🦀 🏠 🐧 🍎 🪟 - German public procurement data (OCDS): semantic search, tender matching against company profiles and structured filtering.
• 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 📇 ☁️ - Search Dutch Parliament (Tweede Kamer) documents, debates, activities and legislative cases, based on the OpenTK project.
• reading-plus-ai/mcp-server-deep-research 📇 ☁️ - Autonomous deep research with structured query elaboration and concise reporting.
• reflex-search/reflex 🦀 🏠 🍎 🪟 🐧 - Local, offline full-text code search for coding agents using a trigram index over large codebases.
• 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 🐍 🏠 ☁️ - Access computational knowledge and data via the Wolfram Alpha API.
• 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 🐍 ☁️ - Search products and nearby physical stores to buy locally instead of waiting for delivery.
• 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 📇 🏠 - 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 🐍 ☁️ - Web search via the Scrapeless Google SERP API.
• scraperapi/scraperapi-mcp 🐍 ☁️ - Web scraping via ScraperAPI with JavaScript rendering, geotargeting, premium proxies and auto-parsing.
• 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 🎖️ 📇 ☁️ - 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 🐍 🏠 - Connect to SearXNG instances.
• 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 📇 🏠 - Domain availability checks, registrar price comparison and domain age lookups across many TLDs.
• serkan-ozal/driflyte-mcp-server 🎖️ 📇 ☁️ 🏠 - Query and retrieve topic-specific knowledge from recursively crawled and indexed web pages via Driflyte.
• 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 🎖️ 📇 ☁️ 🏠 - 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 📇 ☁️ - Search, documentation retrieval, code analysis and architecture research powered by Google's Vertex AI or the Gemini API.
• 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 🐍 🏠 ☁️ - Extract typed, schema-defined records from any document and query them in natural language like a database.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - Search Marmiton recipes, read ingredients and steps, and rescale quantities to any number of servings.
• 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 🎖️ 📇 ☁️ - 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 🏎️ 🏠 - 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 📇 ☁️ - Search rescue dogs from European and UK organizations, with detailed profiles and personality matching.
• takashiishida/arxiv-latex-mcp 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations.
• talonicdev/talonic-mcp 📇 ☁️ - Schema-validated extraction of structured fields from PDFs, scans, images and forms, with searchable memory of past extractions.
• 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 🐍 ☁️ - Retrieve and process news from GeekNews.
• 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 📇 ☁️ - Gene set enrichment analysis using the Enrichr API.
• tinyfish-io/agentql-mcp 🎖️ 📇 ☁️ - Data extraction with AgentQL.
• 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 ☁️ 🐍 - Search via the Tavily AI search API.
• trendsmcp-ai/Trends-MCP 🐍 🏠 ☁️ - Live trend data from Google, TikTok, YouTube, Amazon, Reddit, npm, Steam and other sources.
• 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 🎖️ 🦀 🏠 ☁️ 🍎 🪟 🐧 - Self-hostable web crawler and search API (fastCRW): scraping, crawling, site mapping and SearXNG-backed search.
• 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 ☁️ 📇 - Retrieval, private deep research, file-to-Markdown extraction and text chunking via Vectorize.
• 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 🐍 📇 ☁️ 🏠 - Reptile and exotic pet knowledge base: species identification, genetics calculator, care information, health diagnosis, prices and blockchain provenance.
• robbyczgw-cla/web-search-plus-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Multi-provider web search with automatic routing between Serper, Tavily and Exa.
• 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 🎖️ 📇 ☁️ - Web data extraction and scraping via WebScraping.ai.
• ashlrai/webfetch 📇 ☁️ 🏠 🍎 🪟 🐧 - License-aware federated image search across many providers, returning license tags, attribution strings, dimensions and download URLs.
• 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 🐍 ☁️ 🏠 - Self-contained SearXNG in Docker: metasearch across many engines and categories with multi-page fanout, autocomplete, engine discovery and a Web UI proxy.
• XZXZZX-Ai/bilibili-mcp 📇 🏠 🍎 🪟 🐧 - Local-first Bilibili MCP server for video metadata, subtitles and structured transcripts, chapters, popular comments, and optional local ASR fallback. Published on npm as @xzxzzx/bilibili-mcp with bilingual documentation.
• yamanoku/baseline-mcp-server 📇 🏠 - Search Baseline status using the Web Platform API.
• 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 📇 🏠 ☁️ - Web search via DuckDuckGo.
• 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 🐍 ☁️ - Fetch YouTube transcripts in text, JSON, SRT or WebVTT format and in multiple languages, and optionally summarize them.
• zoomeye-ai/mcp_zoomeye 📇 ☁️ - Query network asset information from ZoomEye.
• 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 📇 ☁️ - Semantic search over the StitchAPI documentation, returning relevant sections with deep links and full pages.
• 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 📇 ☁️ 🍎 🪟 🐧 - Search Ptitchef recipes, browse ingredient categories, read ingredients, method, cost and nutrition, find dishes from fridge contents and rescale servings.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 - Search, page reading, images, screenshots and multi-source answers over your own SearXNG, reporting which engines were queried and what to distrust.
• double2dev/boltpatternhq-mcp 📇 ☁️ - Official MCP Server for BoltPatternHQ providing AI assistants with instant automotive wheel fitment, PCD, center bore, and offset reference data.

🔒 Security

• tunahanaliozturk/derbent 🏎️ 🏠 🍎 🪟 🐧 - One local gate for Claude Code, Codex, Copilot CLI and Antigravity: allow, deny and ask rules over MCP and built-in tool calls, approvals from a terminal UI, and hash-chained receipts.

• fredyee/hallucc-mcp 📇 ☁️ - Claim-level hallucination detection with sources, agent trajectory verification, risk gating for computer-use actions and prompt-injection defense.

• 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 🐍 🏠 🐧 - 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 🐍 🏠 - 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 ☕ 🏠 - Self-hosted OWASP ZAP integration with guided security scans, findings summaries and report generation.

• 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 🐍 🏠 - 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 📇 ☁️ 🍎 🪟 🐧 - EVM bytecode capability analysis, EIP-1967 proxy resolution, gas recommendations and preflight safety checks for agents on Base.

• 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 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - 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 📇 🏠 - Local, zero-trust masking of PII and secrets.

• 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 📇 ☁️ 🏠 - Check lockfiles against malicious-package advisories and scan artifacts for credential theft, exfiltration, obfuscation, prompt injection and droppers.

• 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 🐍 ☁️ - 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 📇 ☁️ - 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 🐍 ☁️ - 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 📇 ☁️ - Register and verify domains, queue security scans (headers, TLS, DNS, ports, CVEs and AI-specific checks) and read findings.

• 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 📇 ☁️ - 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 🎖️ 📇 ☁️ 🏠 - 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 🐍 ☁️ - Honeypot threat intelligence from a sensor network: IP reputation, scanner classification, CVE probing trends and JA4, JA4H and HASSH fingerprints.

• kent-tokyo/shohei 🦀 ☁️ 🏠 🍎 🪟 🐧 - Infrastructure diagnostics: DNS checks, TLS certificate chain inspection, email security, global DNS propagation and DNS latency benchmarking.

• 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 📇 🏠 🍎 🐧 - 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 🎖️ 🐍 🏠 ☁️ - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Verifiable oracle tools via AIMarket Hub: Platon VRF randomness, Chronos VDF computation and verification, and LUMEN reputation scores.

• 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 🐍 📇 ☁️ 🏠 🍎 🪟 🐧 - Cryptographic provenance, blind reputation scoring and tamper-evident logging for agent interactions, with dispute resolution and trust-based matchmaking.

• teodorofodocrispin-cmyk/trustboost-pii-sanitizer 🐍 ☁️ - 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 📇 ☁️ - URL security signals: redirects, brand impersonation, domain age, SSL validation, parked-domain detection, structural analysis and DNS enrichment.

• 13bm/GhidraMCP 🐍 ☕ 🏠 - Ghidra plugin for binary analysis: function inspection, decompilation, memory exploration and import/export analysis.

• 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 📇 🏎️ 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Policy-based governance for agent tool calls across LangChain, OpenAI, Anthropic and MCP: YAML policies, approval gates, risk assessment and audit logging.

• 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 🦀 🏠 - Reverse engineering tools from Solvitor: extract IDL files from closed-source Solana smart contracts and decompile them.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - Query AgentForge Trust Scores for MCP servers before connecting, covering security, code health, behavioral audit, community trust and EU compliance.

• AgentAvow/AgentAvow 🐍 ☁️ 🍎 🪟 🐧 - Signed, recomputable safety scores for MCP servers, packages and tools, with offline-verifiable attestations and a GitHub Action to gate CI merges.

• 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 🦀 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 - Runtime governance for MCP tool calls that blocks prompt injection and capability abuse before tool results reach the agent.

• agentward-ai/agentward 🐍 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - Agent discovery and certification with a trust and payment rail: identity verification, escrow, settlement and reputation management.

• 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 🐍 🏠 🪟 🍎 🐧 - Local security reconnaissance: WHOIS, DNS and subdomain enumeration, Nmap scanning, TLS inspection, tech fingerprinting, CVE and IP reputation lookups.

• 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 🐍 🏠 🍎 🪟 - Runtime policy enforcement for AI agents that prevents accidental system damage and unauthorized access, with automatic backups before file writes.

• 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 📇 🏠 🍎 🪟 🐧 - Security-focused safety guidelines and content analysis for AI agents.

• alberthild/shieldapi-mcp 📇 ☁️ 🍎 🪟 🐧 - Security intelligence: HIBP password breach checks, email/domain/IP/URL reputation, prompt injection detection and skill supply chain scanning.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ 🍎 🪟 🐧 - 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 🐍 🪟 🏠 - Analyze ROADrecon gather results from Azure tenant enumeration.

• 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 📇 🏠 🍎 🪟 🐧 - Deterministic security proxy for MCP that intercepts tool calls, enforces YAML policies, scans for secret leakage and logs everything.

• 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 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - Anonymize PII for GDPR in Czech and many other languages using ÚFAL/LINDAT NLP (MasKIT, NameTag), plus morphology, translation and spellcheck.

• 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 📇 🪟 ☁️ - Run dnstwist, a DNS fuzzing tool, to detect typosquatting, phishing and corporate espionage.

• 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 📇 🪟 ☁️ - Query the Shodan API and Shodan CVEDB: IP lookups, device searches, DNS lookups, vulnerability queries and CPE lookups.

• BurtTheCoder/mcp-virustotal 📇 🪟 ☁️ - Query the VirusTotal API: scan URLs, analyze file hashes and retrieve IP address reports.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Wireshark packet analysis: capture, protocol statistics, field extraction and security analysis.

• 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 🐍 🏠 ☁️ 🐧 - 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 ☁️ - Core Web Vitals metrics by CMS, CDN and framework, based on Chrome field data and a multi-site crawl.

• coreyhines/opnsense-mcp 🐍 📇 ☁️ 🏠 - OPNsense firewall operations via API: query ARP, DHCP, firewall rules, logs, interfaces, system status and packet captures.

• 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 📇 🏠 🍎 🪟 🐧 - HTTP MCP gateway that attaches a principal to tool calls and SSE streams, with allowlists and vault rotation.

• Cubiczan/trust-ledger-os 📇 🏠 🍎 🪟 🐧 - Trust and risk control plane for AI teams, with phases, routes and a package catalog.

• gebalamariusz/cloud-audit 🐍 🏠 🍎 🪟 🐧 - AWS security scanner with attack chain detection, breach cost estimation and remediation snippets for CLI and Terraform.

• cyntrisec/cyntrisec-cli 🐍 🏠 - Local-first AWS security analyzer that discovers attack paths and generates remediations using graph theory.

• 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 🏠 ☁️ - Public data lookups: CVE/SBOM security audits, license compliance, patents, federal contracts, NPI providers, nonprofit 990 filings and domain intelligence.

• 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 📇 🏠 - GCHQ CyberChef's encryption, encoding, compression and forensics operations, plus analysis tools such as hash identification, cipher solving and RSA attacks.

• duriantaco/skylos 🐍 🏠 🍎 🪟 🐧 - Dead code detection, security scanning and code quality analysis for Python, TypeScript and Go, with AI-assisted remediation.

• echelongraph/echelongraph-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Keyless, read-only CVE and internet-exposure intelligence: CVE lookup and search, CISA KEV, EPSS history, CWE, vendor advisories (MSRC, Red Hat, Cisco, GHSA and more), SBOM and manifest checks, and aggregate exposure radars. Use the hosted endpoint (mcp.echelongraph.io) with no install, or run locally with npx.

• 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 📇 🏠 🍎 🪟 🐧 - Local, read-only scanner for GitHub Actions and CI maintenance issues in AI-built apps, with finding explanations and fix plans.

• 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 🐍 🏠 🍎 🪟 🐧 - URL fetcher and HTML-to-Markdown converter with layered prompt injection defense: hidden-element sanitization, risk scanning and content boundary wrapping.

• Farenhytee/database-sentinel 🐍 ☁️ - Read-only security audit for Supabase. Four tools surface RLS gaps, permissive policies, exposed functions and grants; an audit prompt returns scored findings with fix SQL.

• firstorderai/authenticator_mcp 📇 🏠 🍎 🪟 🐧 - Securely interact with the Authenticator App.

• 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 📇 ☁️ - 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 🐍 🏠 🍎 🪟 🐧 - Binary Ninja plugin and bridge for automating binary analysis and reverse engineering.

• fr0gger/MCP_Security 📇 ☁️ - Query the ORKL API to fetch threat reports, analyze threat actors and retrieve intelligence sources.

• Gaffx/volatility-mcp - Memory forensics with Volatility 3, exposing plugins such as pslist and netscan through REST APIs.

• gbrigandi/mcp-server-cortex 🦀 🏠 🍎 🪟 🐧 - Cortex integration for observable analysis and automated security responses.

• gbrigandi/mcp-server-thehive 🦀 🏠 🍎 🪟 🐧 - TheHive integration for collaborative security incident response and case management.

• gbrigandi/mcp-server-wazuh 🦀 🏠 🍎 🪟 🐧 - Access real-time security alerts and event data from Wazuh SIEM.

• getaegis/aegis 📇 🏠 🍎 🪟 🐧 - Credential isolation proxy that injects secrets at the network boundary, with domain restrictions, agent authentication and audit logging.

• Kjopstad-IT/rqwstr 🏎️ 🏠 - 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 📇 ☁️ 🍎 🪟 🐧 - Agent identity, trust and audit trails: Ed25519 agent registration, permission checks, tamper-evident audit events, trust scores and credential delegation.

• gridinsoft/mcp-inspector 📇 ☁️ 🍎 🪟 🐧 - Domain and URL security analysis with GridinSoft Inspector to verify website and link safety.

• 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 🐍 ☁️ - Runtime policy enforcement for AI agents: evaluate actions against organization policies before execution, in observe or enforce mode.

• 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 🐍 ☁️️ 🍎 🪟 🐧 - Query the NIST National Vulnerability Database (NVD) API.

• 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 🐍 ☁️ - Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in and security operations via Microsoft Graph.

• I4cTime/quantum_ring 📇 🏠 🍎 🪟 🐧 - Quantum-inspired keyring for AI coding agents, securing secrets with superposition, entanglement, tunneling and teleportation.

• 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 🐍 🏠 🍎 🪟 🐧 - Scans dependency lockfiles for vulnerabilities, prioritizes them by EPSS exploit probability and recommends fix versions, with monitoring and alerting.

• intruder-io/intruder-mcp 🐍 ☁️ - Access Intruder to identify, understand and fix security vulnerabilities in your infrastructure.

• 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 📇 ☁️ - 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 🐍 🏠 - 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 🐍 🏠 - Security scanner for AI agents that detects prompt injections using regex patterns.

• jnMetaCode/shellward 📇 🏠 🍎 🪟 🐧 - Agent security middleware with layered defenses: prompt injection detection, DLP data flow tracking, command blocking and PII detection.

• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 ☕ 🏠 - Native Ghidra integration with GUI configuration, logging and no external dependencies.

• 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 📇 ☁️ 🍎 🪟 🐧 - 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 ☕ 🏠 - Autonomous reverse engineering with Ghidra: decompile binaries, rename methods and data, and list methods, classes, imports and exports.

• 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.

• mandarelabs/mandare 🎖️ 📇 🏠 🍎 🐧 - Accountability for AI agent fleets: verify a signed, hash-chained ledger, check budgets, kill an agent, and issue passports and mandates, all through the local CLI.

• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Mobb Vibe Shield identifies and remediates vulnerabilities in human and AI-written code.

• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 - IDA Pro plugin for binary analysis: decompilation, disassembly and automatic malware analysis reports.

• 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 📇 🏠 🍎 🪟 🐧 - Pre-install security scanner for MCP servers: detects backdoors, exfiltration code, obfuscation, dangerous execution, prompt injection and supply chain risks.

• 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 🐍 🏠 🍎 🪟 🐧 - Static security scanner for MCP servers and agent tools: detects secrets, shell execution, risky tool descriptions, environment access and prompt injection.

• 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 🏎️ 🏠 - Conversational recon with httpx and asnmap: domain analysis, security header inspection, certificate analysis and ASN lookups at multiple recon levels.

• operantlabs/operant-mcp 📇 ☁️ 🏠 - Security testing tools for penetration testing, network forensics, memory analysis and vulnerability assessment.

• 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 📇 ☁️ - 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 🏎️ 🏠 - Transparent proxy that intercepts, signs, rate-limits, redacts and audits MCP tool calls without modifying client or server.

• panther-labs/mcp-panther 🎖️ 🐍 ☁️ 🍎 - Use Panther's SIEM platform in natural language to write detections, query logs and manage alerts.

• petrovicistefan/mcp-security-guard 📇 🏠 🍎 🪟 🐧 - Audit the MCP servers you use against the OWASP MCP Top 10: tool poisoning, rug pulls, shadowing, secrets and supply-chain risk, with runtime guards, approved-server policy and adversarial testing for server authors.

• 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 🦀 🏠 🍎 🪟 🐧 - Static and dynamic analysis of Android and iOS apps with MobSF.

• ppcvote/misp-mcp-server 📇 🏠 🍎 🪟 🐧 - Read-only MISP threat intelligence (events, attributes, search, tags, feeds, galaxies) with prompt injection scanning of every response.

• privacyfence/privacyfence 🐍 🏠 🍎 🪟 🐧 - Privacy and approval gateway between AI assistants and Gmail, Drive, Slack, Salesforce, Jira and more: human approval for sensitive reads and writes, local PII detection and an audit log.

• 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 📇 ☁️ - Audit npm package dependencies for security vulnerabilities with real-time checks against the npm registry.

• 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 📇 ☁️ - Query the RAD Security API for Kubernetes and cloud security findings, reports and runtime data.

• radareorg/r2mcp 🍎 🪟 🐧 🏠 🌊 - Disassemble and inspect binaries for reverse engineering with the Radare2 disassembler.

• 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 🐍 🏠 - Query the CVE-Search API: browse vendors and products, get CVEs by ID and list the latest updated CVEs.

• 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 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Locally check npm and PyPI packages, such as those suggested by AI coding tools, for vulnerabilities and malicious code.

• 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 🐍 ☁️ 🏠 🐧 🪟 - Thales CipherTrust Manager integration for key management, cryptographic operations and compliance monitoring.

• 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 📇 ☁️ 🏠 🐧 🪟 - Integration with the Thales CipherTrust Manager RESTful Data Protection service.

• 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 📇 ☁️ - 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 🎖️ 📇 ☁️ - Manage Scalekit organizations, users and SSO.

• 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 🎖️ 🐍 ☁️ 🏠 🍎 🪟 🐧 - Algenta decision engine: dataset discovery, exact queries, utility models, decision memory and governed agent runs with approvals and execution receipts.

• 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 🐍 🏠 - Security testing toolbox that combines open source tools behind a single interface for pentesting, bug bounty hunting and threat hunting.

• 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 🎖️ 🐍 ☁️ - Scan code for security vulnerabilities using Semgrep.

• 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 📇 ☁️ - 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 🐍 ☁️ - Use CyberChef operations through the CyberChef server API.

• sidclawhq/platform 📇 🏠 ☁️ 🍎 🪟 🐧 - Governance proxy that wraps MCP servers with policy evaluation, human approval workflows and hash-chain audit trails.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 ☁️ 🍎 🪟 🐧 - 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 🏎️ ☁️ - 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 🎖️ 📇 🏠 🍎 🪟 🐧 - Classify input for prompt injection and out-of-scope content with Koma Gate's LLM-based classifier.

• 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 🐍 ☁️ 🍎 🪟 🐧 - Search the Russian software registry for import-substitution and FSTEC/FSB-certified products, with full-text search and manufacturer listings.

• vespo92/OPNSenseMCP 📇 🏠 - Manage and interact with the OPNsense open source firewall in natural language.

• 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 🦀 🏠 🍎 🪟 🐧 - Admission control for agent file edits: checks syntax, structural-cost regressions and workspace boundaries, returning BLOCK, WARN or PASS verdicts.

• YugantM/hvtracker-mcp 🐍 📇 ☁️ 🍎 🪟 🐧 - Pre-connect supply-chain trust checks for AI agents, frameworks and MCP servers: evidence-based HVTrust scores and verdicts from public signals (package provenance, OSSF Scorecard, signed commits, advisories), plus scan_stack to check a whole requirements.txt, package.json or MCP client config at once.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - Automate reverse engineering of Android APKs with Apktool.

• takleb3rry/zitadel-mcp 📇 ☁️ 🏠 - Zitadel identity management: manage users, projects, OIDC apps, roles and service accounts in natural language.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Offline verification of Ed25519/JCS-signed artifacts such as receipts, manifests and audit bundles.

• zinja-coder/jadx-ai-mcp ☕ 🏠 - JADX decompiler plugin providing live, LLM-assisted reverse engineering.

• loglux/authmcp-gateway glama 🐍 ☁️ 🏠 🍎 🪟 🐧 - Auth proxy for MCP servers: OAuth2 with DCR, JWT, RBAC, rate limiting, multi-server aggregation and a monitoring dashboard.

• 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Automate cybersecurity assessment of documents, questionnaires and reports to surface risks, compliance gaps and remediations, using a RAG knowledge base.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - Burn-after-read encrypted Volta Notes for agents: hand off credentials between users and agents without secrets appearing in chat history.

• zkproofport/proofport-ai 📇 ☁️ - Generate zero-knowledge proofs of identity claims (Coinbase KYC, country, Google OIDC, Microsoft 365) without revealing personal information.

• 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 📇 ☁️ 🏠 - Package intelligence across many ecosystems: health, vulnerabilities (OSV, CISA KEV, EPSS), typosquats, malicious packages, alternatives and breaking changes.

• 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 🐍 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - Pre-install npm package checks: static analysis, supply-chain attack detection, vulnerability audits, AI hallucination guard and CycloneDX SBOM generation.

• 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 📇 ☁️ 🍎 🪟 🐧 - Mint, resolve, audit and rotate expiring, scope-limited access links (qURLs) via the qURL API.

• 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 🐍 🏠 ☁️ 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 🏠 🍎 - 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 🐍 ☁️ 🍎 🪟 🐧 - Check recruiters and job offers for scams: cross-checks company registration, domain age, look-alike domains, blocklists and crypto-scam databases.

• 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 📇 🏠 - 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 📇 ☁️ 🍎 🪟 🐧 - Find MCP servers by describing a task and get advisory trust screens before connecting, using the mcpindex directory.

• 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 📇 🏠 ☁️ - 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 📇 ☁️ - 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 🎖️ 📇 ☁️ - 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 📇 🏠 🍎 🪟 🐧 - 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 🎖️ 🦀 🏠 🍎 🪟 🐧 - Author, lint, validate and convert Sigma detection rules with RSigma, evaluate and explain detections against log events, and inspect correlation state.

• dengyier/OpenWorkProof 🐍 🏠 ☁️ - Verifiable execution protocol for agent tool calls: signed policy decisions, causal evidence chains and offline verification from a SQLite ledger.

• 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 🐍 🏠 - 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 📇 🏠 ☁️ - 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 📇 🏠 - Static scanner that checks Claude Code skills, plugins and MCP servers for exfiltration, install hooks and prompt injection before you install them.

• 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 📇 ☁️ - MAC address (OUI) vendor lookup with randomized-address detection, plus router default login IPs and admin credentials cited to manufacturer documentation.

• 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 📇 🏠 ☁️ 🐧 - APK reverse engineering workspace that orchestrates jadx, apktool, adb and Frida through a workflow engine, on Termux (Android) or PC.

• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 🏠 🐧 🪟 🍎 - Deterministic execution governance gateway and W3C DID security guardrail for AI agent MCP tool calls.

• Jimil-Joshi/blastradius-mcp 📇 🏠 🍎 🪟 🐧 - Zero-trust security proxy, pre-execution blast radius simulation, DLP secret redaction, and cryptographic audit logging for MCP.

• verax-ai/verax 📇 🏠 🪟 🐧 - Sits between an agent and its tools: every call passes a policy gate and leaves a signed decision record before it runs, a refusal is recorded like an approval, payments wait for an operator on the same machine, and the ledger stays there and verifies offline. Apache-2.0.

🌐 Social Media

Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.

• 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 📇 ☁️ - Public Facebook pages and profiles as JSON: likes, followers, talking-about counts, contact details and post feeds with reactions.
• HasData/youtube-mcp 📇 ☁️ - YouTube search, video and channel data and transcripts as JSON.
• 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 🐍 🏠 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 - 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 📇 🏠 - Create, edit and delete LinkedIn posts (text, image, article), upload images, fetch profiles, look up company pages and check follower counts.
• 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 🏎️ ☁️ - Upload videos to YouTube directly from an AI assistant.
• arjun1194/insta-mcp 📇 🏠 - Instagram analytics: account overviews, posts, followers and following lists, post insights, and search for users, hashtags or places.
• arslan2012/qpost-mcp 🎖️ 📇 ☁️ 🏠 - Video-first publishing: schedule, publish, update, delete and retry video and image posts on YouTube, TikTok and Instagram.
• azeemkafridi/bulkpublish-api 📇 ☁️ - Schedule and publish posts across 15 social networks from one place. Hosted server at mcp.bulkpublish.com/mcp with tools for posts, schedules, media uploads, labels, approvals and analytics.
• BelleKou/mcp-viral-transformer 🐍 🏠 - Turn URLs into viral posts with a remake command.
• checkra1neth/xbird 📇 ☁️ 🏠 🍎 🪟 🐧 - Post tweets, search, read timelines, manage engagement and upload media on Twitter/X using browser cookies.
• 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 📇 ☁️ - Read Substack posts, manage drafts, publish Notes, get comments and upload images; it cannot publish or delete posts.
• 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 📇 🏠 - LinkedIn via an authenticated browser session: profiles, people/job/company search, feed, messaging and gated writes (connect, post, react, comment).
• farukkolip/tiktapdown-mcp 📇 🏠 🍎 🪟 🐧 - TikTok creator toolkit: watermark-free video downloads, hashtag sets by niche, recommended posting times by country and viral hook formulas.
• gigatypeaura/memecorp-mcp 📇 ☁️ - Unofficial MCP for memecorp.us: read the feed; with an agent API key, post, react, comment, and set a persona.
• gwbischof/bluesky-social-mcp 🐍 🏠 - Interact with Bluesky via the atproto client.
• 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 🐍 ☁️ - Manage Facebook Page posts, comments and engagement metrics through the Graph API.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ - Sign and publish Nostr events, paid per call in sats over Lightning.
• 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 📇 🏠 - Browse Reddit posts, search content and analyze user activity.
• 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 🐍 🏠 - Twitter management: timelines, user tweets, hashtag monitoring, conversation and sentiment analysis, direct messages and full post lifecycle control.
• 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 🎖️ 🐍 ☁️ - Real-time X, Reddit and YouTube data with filtering by search phrase, user and date.
• 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 📇 ☁️ - Get recent posts from LinkedIn profiles and company pages with engagement counts and publicly visible commenters.
• 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 🐍 🏠 ☁️ - Workflow automation for fitness content creators: jump-cut video editing, revenue analytics and branded content creation.
• markaestro/markaestro-agents 🎖️ 📇 ☁️ - Schedule, publish and measure posts on Facebook, Instagram, TikTok, LinkedIn, Threads, Pinterest and X for one brand or many, with analytics and Evergreen queues. Hosted server with OAuth sign-in, or the @markaestro/mcp npm package.
• mikusnuz/meta-mcp 📇 ☁️ - Instagram Graph API, Threads API and Meta platform tools for publishing, comments, insights, hashtags, DMs and token management.
• 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 📇 ☁️ - Short-form video creator tools: TikTok trend search by country, plus use-case scenarios for video analysis, competitor research and content strategy.
• 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 📇 ☁️ - Post to TikTok, Instagram, YouTube, X, LinkedIn, Bluesky, Telegram, Mastodon and Discord through a single tool.
• peturgeorgievv-factory/postfast-mcp 📇 ☁️ - Schedule and manage social media posts on Instagram, Facebook, TikTok, X, LinkedIn, YouTube, Threads, Pinterest, Bluesky and Telegram.
• 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 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ - 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 🐍 ☁️ - Access Twitter/X data, including user profiles, tweets, followers, trends, lists and communities, via the ScrapeBadger API.
• 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 🐍 🏠 ☁️ - Summarize a user's Reddit homepage or any subreddit from its posts and comments.
• socialintel/socialintel-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 🎖️ 📇 ☁️ - 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 🎖️ 📇 ☁️ - 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 📇 ☁️ - 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 📇 ☁️ - Access the VK (VKontakte) social network API: users, walls, groups, friends, newsfeed, photos and community stats.
• 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 📇 ☁️ - Publish, comment and react on LinkedIn via the Unipile API, with dry-run by default.
• 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 📇 ☁️ - 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 🎖️ 📇 ☁️ 🏠 - 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 🎖️ ☁️ - Real-time LinkedIn, X (Twitter) and Reddit data: profiles, companies, posts, search and sentiment.
• 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 📇 ☁️ - X (Twitter) automation: post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways and monitor accounts.
• 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.

🔮 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 🐍 🏠 🍎 🪟 🐧 - Vedic astrology: kundali, Vimshottari dasha, panchang, gochar and Sade Sati, ashtakavarga, guna milan, divisional charts and Hindi janma patrika PDFs.
• 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 🦀 🏠 🍎 🪟 🐧 - Self-hosted Vedic astrology: natal charts, dashas, vargas, shadbala, ashtakavarga, panchanga, transits, muhurta search, synastry and property-graph export.
• 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 📇 ☁️ 🍎 🪟 🐧 - AstroWay Calculation API: natal charts, synastry, transits, Vedic dashas and vargas, tarot, numerology, Human Design and AI horoscopes.
• 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 📇 ☁️ 🍎 🪟 🐧 - Deterministic Western astrology via Swiss Ephemeris: natal charts, transits, synastry and a birthplace resolver with coordinates and historical UTC offsets.
• nmhaaa3218/TuViMCP 🐍 🏠 🍎 🪟 🐧 - Vietnamese Tử Vi horoscope calculation: traditional pattern evaluations, transit charts, auspicious date checking and chart rendering.
• 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 📇 🏠 🍎 🪟 🐧 - Deterministic Bazi (Four Pillars) calculations with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions and reverse Bazi lookup.
• PattrickChenforclaudeuse/mythsensus-mcp 📇 🏠 🍎 🪟 🐧 - Synthesizes 26 ancient divination systems (BaZi, Vedic Jyotish, Western, Nine Star Ki, Thai Seven Number, Mayan, Norse Runes, Human Design and 18 more) into a single consensus Cosmic Score showing where the traditions agree vs contradict. Deterministic (no LLM in the math), fully local — no birth data leaves the process. Official MCP for mythsensus.com. Install: npx -y mythsensus-mcp.
• socraticsurge/telugu-calendar-utilities 🐍 🏠 - Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, festivals, good-day finder, gochara transits and daily rasi phalalu.

🏃 Sports

Tools for accessing sports-related data, results, and statistics.

• 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 🐍 🏠 🍎 🪟 🐧 - Local-first Garmin data warehouse: incremental SQLite sync with trends, lag-aware correlations, personal baselines, anomaly detection and FIT-file import.
• arturogarrido/claudinho 📇 🏠 🍎 🪟 🐧 - Live scores, fixtures, standings and read-only prediction-market signals for the 2026 World Cup.
• Backspace-me/sportscore-mcp 📇 ☁️ 🍎 🪟 🐧 - Live scores, standings, top scorers, player stats and knockout brackets for football, basketball, cricket and tennis.
• 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 🏎️ ☁️ - 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 🐍 🏠 🍎 🪟 🐧 - 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 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first access to WHOOP recovery, HRV, sleep, strain and performance data, with tokens stored locally.
• dohyung1/x402-fpl-api 🐍 🏠 - Personalized Fantasy Premier League insights: captain picks, transfer suggestions, differentials, fixture outlook, price predictions and live points.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 🏠 - Proxy to the public MLB API for player info, stats and game information.
• 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 🐍 🏠 - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics and compare power and pace PRs.
• jordanlyall/wc26-mcp 📇 🏠 🍎 🪟 🐧 - FIFA World Cup 2026 data: matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds and standings.
• khaoss85/arvo-mcp 📇 ☁️ - Arvo AI workout coach: access training data, workout history, personal records and body progress.
• krmisystems/fantasy-football-manager 🐍 🏠 🪟 🐧 - ESPN fantasy football tools: draft simulations, lineup recommendations and browser actions within configurable user limits.
• labeveryday/nba_mcp_server 🐍 🏠 - Live and historical NBA statistics: player stats, game scores, team data and advanced analytics.
• 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 📇 ☁️ 🍎 🪟 🐧 - Real-time ATP, WTA, Challenger and ITF tennis data: live scores, players, fixtures, model win probability and match-winner market prices.
• lumifyai/lumify 📇 ☁️ - Sports intelligence: schedules, live scores, odds, betting splits and explainable bet confidence.
• mikechao/balldontlie-mcp 📇 - Player, team and game information for the NBA, NFL and MLB via the balldontlie API.
• Milofax/xert-mcp 📇 ☁️ - XERT cycling analytics: fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics and MPA analysis.
• NasserAlbusaidi/macrofactor-mcp 🐍 🏠 🍎 🐧 - Combines MacroFactor nutrition data with Garmin training data for recovery checks, daily briefings, weekly reports and nutrition-performance correlations.
• odds-api-io/odds-api-mcp-server 🎖️ 📇 ☁️ - Official Odds-API.io server: real-time and historical sports betting odds from 365+ bookmakers across 34 sports, with events, value bets, arbitrage and dropping odds.
• 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 🐍 ☁️ 🏠 - 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 🐍 ☁️ 🏠 - 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 🐍 ☁️ 🏠 - Withings Health API with a local SQLite cache and trend analysis for body composition, sleep, activity, workouts and ECG.
• Propertyscout001/puntersedge-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Live Australian racing and sports odds from 14 AU bookmakers for AI assistants: next races with every bookmaker's price per runner, best price, settled results and market movers, each price stamped with its age.
• 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 📇 ☁️ - Cycling race data from FirstCycling: start lists, race results, rider information and statistics.
• r-huijts/strava-mcp 📇 ☁️ - Access Strava data via the Strava API.
• 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 🐍 🏠 🍎 🪟 🐧 - WHOOP recovery, sleep, strain and workouts with trend analysis, lag-aware correlations, training load and full-history export, plus a demo mode.
• RobSpectre/mvf1 🐍 ☁️ - Control MultiViewer, an app for watching motorsports like Formula 1, World Endurance Championship and IndyCar.
• 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 📇 🏠 - Create structured Garmin Connect workouts from natural language: pace, HR, power and cadence targets, repeat blocks, swim strokes and pool lengths.
• TheRundown/data-mcp 🎖️ 📇 ☁️ 🏠 - Read-only TheRundown data for sports, markets, affiliates, events, futures and open main-line odds.
• 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 🐍 ☁️ 🍎 🪟 🐧 - 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 🎖️ ☁️ - Read workouts, sleep, nutrition and recovery data from Apple Health, Fitbit, Oura and Google Health Connect, with inline chart widgets.
• willvelida/mcp-afl-server ☁️ - Australian Football League teams, ladder standings, results, tips and power rankings via the Squiggle API.
• 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 📇 🏠 🍎 🪟 🐧 - Local analysis of Garmin Connect activities, sleep, recovery, body composition, stress and VO2 max against 28-day baselines, with memory for goals and races.

🎧 Support & Service Management

Tools for managing customer support, IT service management, and helpdesk operations.

• 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 🐍 ☁️ 🏠 - Search and retrieve Yandex Tracker issues, queues and users.
• 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 📇 ☁️ - BugHerd bug tracking: list projects, filter tasks by status, priority or tag, get task details and read comments.
• crisphive/crisphive-mcp 🎖️ ☁️ - Field-service dispatch and technician scheduling: book jobs against live availability, quote and confirm, and reschedule around emergencies.
• effytech/freshdesk-mcp 🐍 ☁️ - Interact with Freshdesk modules and perform support operations.
• 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 🐍 🏠 ☁️ - 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 🐍 ☁️ 🍎 🪟 🐧 - Read and write Zendesk tickets, comments, views, macros, users, groups, organizations and time tracking, with optional Help Center and GitLab integration.
• nguyenvanduocit/jira-mcp 🏎️ ☁️ - Atlassian Jira operations: issue management, sprint planning and workflow transitions.
• oneappsworld/callchatsyn-mcp 🎖️ 📇 ☁️ - Small-business customer service via CallChatSyn: answer customer questions from the business's own FAQs (English/Chinese), list open appointment times in its time zone, and book appointments.
• raalarcon9705/jira-mcp 📇 ☁️ - Jira and Confluence: issue CRUD, sprint lifecycle, comments, transitions, user management and wiki pages.
• 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 🐍 ☁️ - Search, read, create and manage Confluence and Jira content, supporting Confluence Cloud, Jira Cloud and Jira Server/Data Center.
• 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.

🌎 Translation Services

Translation tools and services to enable AI assistants to translate content between different languages.

• 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 📇 ☁️ - Weblate translation management: translation tasks, project management and content discovery with format transformations.
• 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 📇 🏠 - Translation quality evaluation with xCOMET models: quality scoring, error detection with severity levels and batch processing.
• translated/lara-mcp 🎖️ 📇 ☁️ - Translate text with the Lara Translate API, including language detection and context-aware translations.
• 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.

🎙️ Speech-to-Text

• 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 📇 ☁️ 🏠 - Transcribe audio, video, YouTube links and podcast feeds via Pepys, with speaker diarization, SRT/VTT export and transcript search.
• spokenmd/spoken 📇 ☁️ - Search podcast episodes and fetch published transcripts as Markdown with real speaker names via the Spoken API.

🎧 Text-to-Speech

Tools for converting text-to-speech and vice-versa

• 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 🐍 ☁️ - Speech tools: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection and text-to-speech with multiple voices.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 🏠 - 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 🐍 🏠 - Text-to-speech with the open-weight Kokoro TTS models, saving MP3s locally or uploading them to an S3 bucket.
• transcribe-app/mcp-transcribe 📇 🏠 - Transcribe audio and video files and voice memos and work with their text content.
• ybouhjira/claude-code-tts 🏎️ ☁️ 🍎 🪟 🐧 - Text-to-speech for Claude Code using OpenAI's TTS API, with multiple voices and cross-platform playback.

🚆 Travel & Transportation

Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.

• HasData/airbnb-mcp 📇 ☁️ - Search Airbnb stays by location, dates and guests, and read full listing details (price, amenities, host, reviews) as JSON.
• HasData/google-hotels-mcp 📇 ☁️ - Remote MCP server for Google Hotels: search hotels and vacation rentals for a stay with rates, ratings and amenities, then open one property with the rate at every booking site Google compares, as JSON.
• 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 🎖️ ☁️ - Scuba dive planning: ranked dive-forecast windows, month-by-month climatology, marine-life seasonality from GBIF sightings and dive site facts.
• 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 📇 ☁️ - Tokyo nightlife: event discovery, venue search, performer info, recommendations and VIP table booking.
• 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 📇 🏠 - Unofficial Samsara fleet management: vehicles and live locations, route creation and optimization, driver records, Hours-of-Service compliance and webhooks.
• Autonomad1/autonomad-travel 📇 ☁️ - Travel agent: search live flights, hotels, activities and events worldwide and complete bookings on Autonomad.
• campertunity/mcp-server 🎖️ 📇 🏠 - Search campgrounds worldwide on Campertunity, check availability and get booking links.
• cobanov/teslamate-mcp 🐍 🏠 - Query Tesla vehicle data and analytics from your TeslaMate database.
• 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 🎖️ 📇 ☁️ - Flight Master DAST aviation data: flight status, route search, onboard comfort, delay and cancellation risk, airport weather and flight trajectories.
• 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 📇 ☁️ - World train-route atlas: search notable high-speed, scenic and night train routes and get facts and geometry for each.
• 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 📇 ☁️ - Travel search workflow: airport lookup, route comparison, timing guidance and external booking links via generic travel search providers.
• 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 🐍 ☁️ - Fuel prices at gas stations in Spain from the Spanish government's open data API, sorted by price per municipality.
• 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 📇 ☁️ 🎖️ - 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 📇 ☁️ - Japan seasonal travel: cherry blossom forecasts, autumn leaves, flower spots, fruit picking and festivals, using Japan Meteorological Corporation data.
• 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 📇 ☁️ - Plan and manage Triplyfy itineraries with interactive maps, places and notes, and search and save flights.
• isabellaliebgott/mcp-esim 📇 ☁️ - Buy travel eSIMs via Stripe or Bitcoin checkout and receive the QR code by email.
• 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 📇 🏠 - 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 📇 ☁️ - U.S. National Parks data from the National Park Service API: park details, alerts, visitor centers, campgrounds and events.
• lucygoodchild/mcp-national-rail 📇 ☁️ - UK National Rail train schedules and live travel information via the Realtime Trains API.
• 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 🐍 ☁️ - Compare real-time Uber and Lyft fare estimates for a route, including surge, and find the cheapest option.
• MattJeff/orizn-mcp-server 📇 ☁️ - Visa requirements for passport-destination pairs in 15 languages: visa types, required documents and travel tips.
• negm17111995/mcp-server 🎖️ 📇 ☁️ - MAQAMI hotel and flight search with live rates and hotel details, then a secure checkout link on book.maqami.co.
• 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 📇 ☁️ - Search Airbnb and get listing details.
• OctoTrip/rental-cars 🐍 ☁️ - Rental car search with real-time prices from multiple providers worldwide.
• pab1it0/tripadvisor-mcp 📇 🐍 - Tripadvisor API access: location data, reviews and photos.
• 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 📇 ☁️ - Aviation data: decoded METAR weather by ICAO code, airport and aircraft specs, an aviation glossary and FAA-style practice questions.
• 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 🐍 ☁️ 🍎 🪟 🐧 - Real-time flight data from the AviationStack API: airline flights, airport schedules, future flights and aircraft types.
• 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 📇 ☁️ - Dutch Railways (NS) travel information, schedules and real-time updates.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Madurai CityBus transit: direct and one-transfer route planning, TNSTC stage fare breakdowns, platform bay departures and bilingual stop search.
• skedgo/tripgo-mcp-server 📇 ☁️ - Multi-modal trip planning, transport locations and real-time public transport departures via the TripGo API.
• 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 📇 ☁️ - Freight tools: ADR dangerous goods, HS codes, LDM, CBM and chargeable weight calculators, duty estimation, airline codes and UN/LOCODE.
• srinath1510/alltrails-mcp-server 🐍 ☁️ - Search AllTrails hiking trails and get detailed trail information.
• street1983nk/infranode 🐍 ☁️ - German public infrastructure open data: weather, air quality, traffic, transit, parking and roadworks from DWD, Umweltbundesamt, Mobilithek and GovData.
• 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 📇 ☁️ - Compare real-time train, bus, ferry and private transfer prices between Italian cities.
• shaikhspeare/wanderlog-mcp 📇 ☁️ - Read and edit Wanderlog trip itineraries: trips, places, notes, hotels, checklists and dates.
• 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 📇 ☁️ - Maritime vessel tracking via VesselAPI: search vessels and get real-time positions, ETAs, port events, emissions, inspections and NAVTEX safety messages.
• 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 🐍 🏠 🍎 🪟 🐧 - Personal travel agent: flights, hotels, visa checks, itineraries, travel advisories, currency conversion and card points/miles optimization.
• Emanuele94/SimBrief-MCPServer 🐍 🏠 🍎 🪟 🐧 - Access your SimBrief flight plans: weather (METAR/TAF/ATIS), fuel plan, weights, ATC flight plan, navlog, NOTAMs, alternates and performance analysis.

🔄 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 📇 🏠 🍎 🪟 🐧 - Azure DevOps work items, repos, pull requests, pipelines and projects, with access modes, project allowlists, protected projects and delete confirmation.
• adhikasp/mcp-git-ingest 🐍 🏠 - Read and analyze GitHub repositories.
• costajohnt/oss-autopilot 📇 ☁️ 🏠 🍎 🪟 🐧 - Open source contribution manager: PR tracking across repos, issue discovery, CI failure diagnosis and maintainer response drafting.
• 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 📇 ☁️ 🏠 - GitHub Enterprise API integration.
• 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 🦀 🏠 🍎 🪟 🐧 - Graph-native code repository that shows what a code change might affect before you make it.
• github/github-mcp-server 📇 ☁️ - GitHub integration for repository management, pull requests, issues and more.
• 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 📇 🏠 🍎 🪟 🐧 - Semantic git queries: blame grouped by author, introducing PR, co-change suggestions, branch hygiene, recent-work standups and full commit context.
• 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 🏎️ ☁️ 🏠 🍎 🪟 🐧 - GitLab REST API v4 coverage with meta-tools, resources and prompts, plus read-only and safe modes.
• JaviMaligno/mcp-server-bitbucket 🐍 ☁️ - Bitbucket repository management: PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions and source browsing.
• 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 📇 ☁️ - AtomGit integration for repository management, pull requests, issues, branches, labels and more.
• klarluft/gitwarren-app 🎖️ 📇 🏠 🍎 🪟 🐧 - Local code review for you and your coding agent: the agent opens a review of its changes, you comment on lines, it replies and resolves. Reads the git worktree directly, uncommitted work included; nothing leaves your machine.
• kopfrechner/gitlab-mr-mcp 📇 ☁️ - Interact with issues and merge requests in your GitLab projects.
• 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 📇 🏠 🍎 🪟 🐧 - Local safety layer for coding agents: deterministic risk checks, checkpoints and policy inspection, plus restoring files to their pre-session state.
• modelcontextprotocol/server-git 🐍 🏠 - Read, search and analyze local Git repositories.
• 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 🐍 ☁️ 🏠 - GitLab CI/CD pipelines, jobs, schedules, merge requests and files, for GitLab SaaS or self-hosted instances.
• 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 🐍 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ - Unofficial access to GitHub's GraphQL API for flexible queries on repository data, issues, pull requests and other resources.
• rafim-dev/mcp-smart-git 📇 🏠 🍎 🪟 🐧 - Git helper for conventional commits, pre-PR secret audits and merge conflict resolution.
• raohwork/forgejo-mcp 🏎️ ☁️ - Manage your repositories on a Forgejo or Gitea server.
• 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 🐍 🏠 - Structured Git repository analysis: project status, recent activity, code map and risk hotspots.
• Tiberriver256/mcp-server-azure-devops 📇 ☁️ - Azure DevOps integration for repository management, work items and pipelines.
• 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 🏎️ ☁️ 🍎 🪟 🐧 - Bitbucket Cloud workspaces, repos, PRs, pipelines, issues and source code, hiding tools the API key cannot use.
• zarcherlot/code-relay 🏎️ 🏠 🍎 🪟 🐧 - Branch-scoped runbooks and cross-machine verification with auditable receipts for coding agents.

🏢 Workplace & Productivity

• A1-x-Tech/mcp-google-docs 📇 ☁️ - Google Docs API: read documents as text, structure or Markdown, and edit ranges, styles, tables and comments.
• A1-x-Tech/mcp-google-forms 📇 ☁️ - Google Forms: create and publish forms, manage questions and read responses.
• A1-x-Tech/mcp-google-slides 📇 ☁️ - Google Slides API: create and edit presentations, slides, shapes, tables and images, speaker notes and exports.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - OpenProject API v3 with Community Edition support: search, create, update, assign, prioritize and comment on work packages.
• CrossPaste/crosspaste-desktop 🎖️ ☕ 🏠 🍎 🪟 🐧 - Cross-device clipboard manager: search synced clipboard history, read OCR text from copied images and add new clipboard items.
• layergen/eodly-mcp 📇 ☁️ - Read your team's end-of-day reports in Eodly: who shipped with GitHub and Linear proof, who is silent, who is slipping, plus the team roster.
• 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 📇 🏠 🍎 🪟 🐧 - 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 🦀 🏠 🍎 🪟 🐧 - Read and write spaces, pages, comments and members in self-hosted Docmost, including the Community Edition.
• temporal-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 📇 ☁️ - Workflow orchestration with long-term memory and a knowledge graph: lead enrichment, content publishing, company research and media production.
• 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 📇 🏠 - Deterministic workforce attendance calculations: overtime, overnight shifts, rotating rosters and California wage-and-hour compliance.
• Arkanji/iwork-studio 🐍 🏠 🍎 - Create, edit, design and export Apple Numbers, Keynote and Pages files: designed decks with chart and table slides, brand kits and a design review. Every write is verified and undoable; Arabic/RTL-safe.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - JobGPT: search jobs, auto-apply, generate tailored resumes, track applications and find recruiters.
• backloghq/backlog 📇 🏠 🍎 🪟 🐧 - Persistent, cross-session task management for Claude Code with agent coordination, event-sourced storage and per-project isolation.
• b52tot/workbuddy-board 🐍 🏠 🪟 - Task board for MCP agents that lives on your desktop: four columns for agents to write into, progress tracking, stall detection and an append-only event log, with an always-on-top widget so you can watch a run without switching windows.
• 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 🏎️ ☁️ 🏠 - Manage Kanboard projects, tasks and users through natural language translated into Kanboard API calls.
• 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 🐍 🏠 🍎 🐧 - Task prioritization and agent orchestration across projects: multi-factor scoring, document analysis, agent dispatch and time-aware planning.
• bug-breeder/quip-mcp 📇 ☁️ 🍎 🪟 🐧 - Quip document access and management: document lifecycle, search and comments for Quip.com and enterprise instances.
• 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 🐍 🏠 🍎 🪟 🐧 - BOSS Zhipin recruitment workflow: job search, benefits filtering, recruiter messaging, pipeline tracking and resume optimization.
• donggyun112/keymem 📇 🏠 🍎 🪟 🐧 - Associative key-graph memory for LLM agents: recall by association rather than vector similarity.
• ByAxe/keynote-mcp 🐍 🏠 🍎 - Control Apple Keynote via AppleScript: create, edit and export presentations, including slides, content, layout and Unsplash images.
• conorbronsdon/gws-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Google Workspace tools for Drive, Sheets, Calendar, Docs and Gmail via the gws CLI.
• 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 🏎️ 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 - Local semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management and fuzzy title matching.
• dearlordylord/huly-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Huly project management: query issues, create and update tasks, and manage labels and priorities.
• 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 📇 ☁️ - Fizzy kanban task management: boards, cards, comments and checklists.
• 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 📇 ☁️ 🍎 🪟 🐧 - Laver project management: kanban boards, sprints, tickets, comments, attachments and a team wiki, with versioned writes to prevent concurrent overwrites.
• devroopsaha744/TexMCP 🐍 🏠 - Render LaTeX, raw or from customizable templates, into PDF documents such as reports, resumes and research papers.
• 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 📇 ☁️ - Job application tracker: agents record applications, interviews, statuses, salaries and next actions, and humans review them in a dashboard.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage n8n workflows: CRUD, synchronization, inspection and execution.
• ernestocorona/kanboard-mcp 📇 🏠 🍎 🪟 🐧 - Kanboard integration with multi-project routing via a YAML config file.
• 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 📇 🏠 - Self-hosted business context: CRM, checkpoints, automation triggers, financial ledger, tasks, playbooks, news feeds, projects and semantic memory.
• 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 🐍 ☁️ 🎖️ - Generate, edit and export AI presentations to PDF, PPTX or a shareable link.
• giuseppe-coco/Google-Workspace-MCP-Server 🐍 ☁️ 🍎 🪟 🐧 - Interact with Google Calendar, Gmail, Drive and other Google Workspace apps.
• gomission/mcp 📇 🏠 🍎 🪟 🐧 - Mission's MCP proxy holds consequential tool calls before execution and records the exact action for review.
• 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 📇 🏠 🍎 🪟 🐧 - Manage self-hosted n8n, including queue mode: workflows, executions, tags, credentials, variables, projects, users, security audits and health monitoring.
• 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 🐍 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - Harvest time tracking via the Harvest API v2: manage time entries, projects, clients and tasks, and generate time reports.
• 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 📇 🏠 - Local AI-text analysis: AI detection, exact AI-tell spans, a reuse check and a grammar pass.
• nicolascroce/keepsake-mcp 📇 ☁️ - Personal CRM: manage contacts, interactions, tasks, notes, a daily journal and tags.
• khaoss85/mcp-orchestro 📇 ☁️ 🍎 🪟 🐧 - Task management for Claude Code with a visual Kanban board and orchestration for product teams and developers.
• lexmount/artifact-site 📇 ☁️ 🏠 🍎 🪟 🐧 - One place for every AI agent's pages and docs: publish HTML, build folders, ZIPs and PDFs as sandboxed, versioned share links, then search, read and update them. Hosted or self-hosted; remote MCP with OAuth, or local via npx @artifact-site/cli mcp.
• louis030195/toggl-mcp 📇 ☁️ 🍎 🪟 🐧 - Toggl Track time tracking: start and stop timers, manage time entries, track project time and get today's summary.
• manavmishra/ZeroSlop 📇 ☁️ - Score and edit AI-assisted prose, with checks for changes to names, numbers, quotations and links.
• MarceauSolutions/amazon-seller-mcp 🐍 ☁️ - Amazon Seller Central operations via SP-API: manage inventory, track orders, analyze sales and optimize listings.
• MarceauSolutions/hvac-quotes-mcp 🐍 🏠 ☁️ - HVAC equipment RFQ management for contractors: submit quote requests to distributors, track responses and compare prices.
• Martinqi826/dida-mcp 🐍 ☁️ - Dida365 (TickTick China) task management: projects, tasks, tags and habits.
• MarkusPfundstein/mcp-gsuite 🐍 ☁️ - Integration with Gmail and Google Calendar.
• 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 🐍 🏠 🪟 🐧 - 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - Fill AcroForm, flat and scanned PDF forms: detect and review fields, save templates, map JSON values and preview filled output before export.
• 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 📇 ☁️ 🏠 - Self-hosted, read-only Jobber operations queries: owner action lists, overdue invoices, stale requests, estimates, jobs and GraphQL validation.
• 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 🎖️ 📇 ☁️ - Meet.bot scheduling: check calendar availability and book meetings on connected Google and Microsoft calendars.
• 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 📇 🏠 - Headless WorkPaper server for spreadsheet formulas, workbook edits, JSON persistence and verified readback.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - Search, filter and retrieve live remote job listings from Jobicy.
• 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 📇 ☁️ 🍎 🪟 🐧 - Read public Lever job boards: resolve a company name to its board, search its openings and read postings in full.
• smartdatabrokers/slideforge-mcp 🎖️ 🐍 ☁️ - Editable PowerPoint decks from typed slide intents: deterministic rendering, verbatim data binding, fidelity reports, brand templates and translation.
• SparkSheets/sparksheets-mcp 📇 ☁️ - Collaborative spreadsheet for session management, knowledge base, task tracking and sheet operations.
• 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 📇 ☁️ 🍎 🪟 🐧 - Decision intelligence with signal aggregation, RICE scoring and decision audit trails, capturing product feedback from Slack, Teams, Discord and GitHub.
• 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 📇 ☁️ - Interface with the Google Calendar API.
• 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 🐍 ☁️ 🍎 🪟 🐧 - Google Workspace integration covering Calendar, Drive, Gmail, Docs, Forms, Chat, Slides and Sheets.
• teamwork/mcp 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Project and resource management for client projects with Teamwork.
• 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 📇 ☁️ - Doodle-style scheduling polls: create polls, vote, get results and finalize.
• 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 📇 🏠 - Manage Todoist tasks, projects, sections and labels via the unified API v1.
• tubasasakunn/context-apps-mcp 📇 🏠 🍎 🪟 🐧 - Productivity suite connecting Todo, Idea, Journal and Timer apps.
• 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 📇 ☁️ 🍎 🪟 🐧 - 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 🐍 ☁️ 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ - Reclaim.ai calendar integration for tasks, habits, focus time, scheduling links and productivity analytics.
• UnMarkdown/mcp-server 📇 ☁️ - Convert Markdown into formatted documents for Google Docs, Word, Slack, OneNote, email and plain text using templates.
• 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 📇 ☁️ - Tools for Gmail, Google Calendar, Google Drive and Google Tasks.
• KuvopLLC/better-bear 📇 🏠 🍎 - Bear notes via CloudKit: CRUD, tags, TODOs, attachments, search, front matter, stats and health checks.
• vasylenko/claude-desktop-extension-bear-notes 📇 🏠 🍎 - Search, read, create and update Bear notes locally.
• vinayvobbili/jobwatch 🐍 🏠 🍎 🐧 - Watch company job boards (Greenhouse, Lever, Ashby, Workable, Workday, Eightfold, Jibe, Rippling) for new roles, rank them for you, and track applications, follow-ups and interview prep. Never applies on its own.
• 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 📇 🏠 🍎 - Access macOS Calendar events.
• 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 📇 ☁️ 🍎 🪟 🐧 - Generate PDFs (invoices, contracts, reports, certificates) from reusable templates or inline HTML/Handlebars via the rendoc API, and manage templates.
• yuvalsuede/claudia 📇 🏠 🍎 🪟 🐧 - Task management for Claude agents: hierarchical tasks, dependencies, sprints, acceptance criteria and multi-agent coordination.
• krtw00/konbu 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Self-hostable all-in-one planner: calendar, notes, todos and bookmarks.
• 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 📇 🏠 🍎 🪟 🐧 - Connect to Bitrix24: CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog.
• 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 🏠 🍎 - Bridge to Inkra, the native macOS Markdown editor: document editing, outline navigation, folder browsing, bookmarks and view modes.
• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Chronary calendar API for AI agents: events, availability, meeting-time search, scheduling proposals, availability rules, webhooks and iCal feeds.
• UladzKha/samuraizer-cli 📇 🏠 - Local meeting pipeline: Whisper transcription plus Ollama summaries, action items and decisions. Reference implementation of the memnex spec.
• 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 📇 ☁️ 🏠 - Client intake for AI agents: request files, texts and credentials from clients, follow up automatically and retrieve results when complete.
• 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.
• adityatiwari101104/contribos 🐍 🏠 🍎 🪟 🐧 - Zero-dependency open-source contribution companion: repo rules and AI policy radar, evidence-backed issue briefs, pre-submit checks, and review coaching.

🛠️ Other Tools and Integrations

• 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 📇 🏠 🍎 🪟 🐧 - 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 🐍 ☁️ - Russian new-build due diligence: developer checks, escrow, construction permits and 214-FZ compliance.

• atomno-mcp/mcp-rosreestr 🐍 ☁️ - Rosreestr open data for Russian property: apartment and land plot checks, transaction history where available, and cadastral value.

• douglasgan/asktian 📇 ☁️ 🏠 🍎 🪟 🐧 - Chinese metaphysics (bazi, qimen, five elements) as decision support: daily readings, compatibility, time windows for actions and name analysis.

• 2niuhe/plantuml_web 🐍 🏠 ☁️ 🍎 🪟 🐧 - Web-based PlantUML frontend with PlantUML image generation and syntax validation.

• webaesbyamin/agent-receipts 📇 🏠 - Ed25519-signed receipts for every MCP tool call, with constraints, chains, AI judgment, invoicing and a local dashboard.

• AceDataCloud/MCPShortURL 🐍 ☁️ - Shorten URLs individually or in batches, creating permanent short links.

• AbdelStark/bitcoin-mcp - Interact with Bitcoin: generate keys, validate addresses, decode transactions and query the blockchain.

• AgentTanuki/agent-guild 🐍 🏠 - Self-hosted agent reputation system with signed evidence, its own graph and issuer.

• 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 - Read Bear notes (macOS only).

• 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - 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 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only Pour Picks bourbon and whiskey database: search bottles with tasting profiles, prices and ratings, compare bottles and find cheaper alternatives.

• altinoren/utopia #️⃣ 🏠 - Simulated smart home and lifestyle devices for testing an agent's reasoning and discovery capabilities.

• Amazon Bedrock Nova Canvas 📇 ☁️ - Generate images with the Amazon Nova Canvas model.

• amidabuddha/jev-decision-mcp 📇 ☁️ - TypeSafe Jev typed decisions through one batched tool: classification, rubric scores and yes/no probabilities.

• 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 🐍 🏠 - Install other MCP servers.

• anaisbetts/mcp-youtube 📇 ☁️ - Fetch YouTube subtitles.

• andybrandt/mcp-simple-openai-assistant 🐍 ☁️ - Talk to OpenAI assistants, letting Claude use any GPT model as its assistant.

• andybrandt/mcp-simple-timeserver 🐍 🏠 ☁️ - Check local time on the client machine or current UTC time from an NTP server.

• anki-mcp/anki-mcp-desktop 📇 🏠 🍎 🪟 🐧 - Anki integration for managing notes and decks through natural language.

• ankitmalik84/notion-mcp-server 🐍 ☁️ - Notion integration.

• 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 📇 ☁️ - Generate media with Midjourney, Flux, Kling, Hunyuan, Udio and Trellis via PiAPI.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - Generate images via the Replicate API.

• awwaiid/mcp-server-taskwarrior 🏠 📇 - Basic local Taskwarrior usage: add, update and remove tasks.

• microsoft/mcp 🎖️ #️⃣ ☁️ - Access Azure services including Storage, Cosmos DB and Azure Monitor.

• Badhansen/notion-mcp 🐍 ☁️ - Manage personal todo lists via Notion's API.

• bart6114/my-bear-mcp-server 📇 🏠 🍎 - Read notes and tags from the Bear note-taking app directly from its SQLite database.

• billster45/mcp-chatgpt-responses 🐍 ☁️ - Talk to ChatGPT and use its web search capability.

• blurrah/mcp-graphql 📇 ☁️ - Query GraphQL servers.

• boldsign/boldsign-mcp 📇 ☁️ - Search, request and manage e-signature contracts with BoldSign.

• 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 ☕ ☁️/🏠 - Retrieve ONES Wiki content and convert it to AI-friendly text.

• caol64/wenyan-mcp 📇 🏠 🍎 🪟 🐧 - Format Markdown articles with Wenyan and publish them to WeChat Official Accounts.

• chrishayuk/mcp-cli 🐍 🏠 - CLI tool for testing MCP servers.

• cnghockey/sats4ai-mcp-server 📇 ☁️ - 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 🐍 ☁️ - Manage personal todo lists via Notion's API.

• danielkennedy1/pdf-tools-mcp 🐍 - PDF download, viewing and manipulation utilities.

• davidsimoes/digisign-mcp 📇 ☁️ - Create, send and manage digital signature envelopes via the DigiSign.cz API.

• 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 📇 🏠 🍎 - Apple Notes access with semantic and hybrid vector-keyword search, full CRUD operations and incremental indexing.

• dotemacs/domain-lookup-mcp 🏎️ - Domain name lookup via RDAP, falling back to WHOIS.

• ekkyarmandi/ticktick-mcp 🐍 ☁️ - Manage personal TickTick projects and tasks via the TickTick API.

• eyloni/pythia-oracle 🐍 ☁️ - Oracle readings that help AI agents think past obvious answers.

• emicklei/mcp-log-proxy 🏎️ 🏠 - MCP proxy with a web UI showing the full message flow.

• TollboothLabs/ai-tool-optimizer 🐍 - Reduce MCP tool description token costs through text schema distillation.

• esignaturescom/mcp-server-esignatures 🐍 ☁️️ - Contract and template management for drafting, reviewing and sending binding contracts via the eSignatures API.

• 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 📇 ☁️ - Access Miro whiteboards and bulk create and read items.

• 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 🐍 ☁️ - Read, create, update and delete Google Keep notes.

• fotoetienne/gqai 🏎 🏠 - Generate an MCP server from tools defined as regular GraphQL queries and mutations.

• FoodXDevelopment/foodblock-mcp 📇 🏠 - Turn plain-English food descriptions into structured, content-addressed data blocks for ingredients, products, places, actors and more.

• githejie/mcp-server-calculator 🐍 🏠 - Calculator for precise numerical calculations.

• gotoolkits/DifyWorkflow 🏎️ ☁️ - Query and execute Dify workflows.

• growilabs/growi-mcp-server 🎖️ 📇 ☁️ - Integrate with GROWI APIs.

• 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 🦀 🏠 - Create and update Notion pages and auto-generate mdBooks from structured content.

• henilcalagiya/mcp-apple-notes 🐍 🏠 - Automate Apple Notes: full CRUD with HTML content, folder management and search.

• HenryHaoson/Yuque-MCP-Server 📇 ☁️ - Yuque integration: manage documents, work with knowledge bases, search content and access analytics data.

• yehuoshun/yuque-ai-mcp 📇 ☁️ 🏠 - Full-featured Yuque (语雀) MCP server with 62 fine-grained tools across 13 domains — documents, knowledge bases, TOC, search, statistics, notes, recycle bin, upload, boards, book stacks, web API, user and group management. Dual stdio + HTTP transport.

• hiromitsusasaki/raindrop-io-mcp-server 📇 ☁️ - Interact with Raindrop.io bookmarks.

• hmk/attio-mcp-server 📇 ☁️ - Manage records and notes in Attio CRM.

• hushvert/mcp 📇 ☁️ - File conversion via Hushvert: convert documents, images, audio, video, archives and PDFs across formats.

• hypescale/storyblok-mcp-server 📇 ☁️ - Manage Storyblok headless CMS stories, components, assets, workflows, releases and more.

• 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 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 📇 ☁️ 🏠 - Interact with Spotify.

• integromat/make-mcp-server 🎖️ 📇 🏠 - Turn Make scenarios into callable tools for AI assistants.

• isaacwasserman/mcp-vegalite-server 🐍 🏠 - Generate visualizations from fetched data using the Vega-Lite format and renderer.

• ivnvxd/mcp-server-odoo 🐍 ☁️/🏠 - Connect to Odoo ERP for business data access, record management and workflow automation.

• ivo-toby/contentful-mcp 📇 🏠 - Create, update and delete content, content models and assets in a Contentful space.

• 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 🐍 🏠 - Calculate carbon emissions and climate impact via the Climatiq API.

• jen6/ticktick-mcp 🐍 ☁️ - TickTick integration built on the ticktick-py library, with improved filtering capabilities.

• partymola/ticktick-mcp 🐍 ☁️ 🏠 - TickTick task management: create, update, complete, move and filter tasks, with field-preserving updates and completion tracking.

• Salen-Project/ticktick-mcp 🐍 ☁️ - Create, list, update, complete and delete TickTick tasks, plus a natural-language skill for automatic task detection.

• 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 📇 🏠 🍎 - Create, update and manage todos and projects in the Things app via its URL scheme.

• 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 📇 🏠 - List and launch applications on macOS.

• 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 📇 ☁️ - Miro integration exposing the functionality of the Miro SDK.

• kelvin6365/plane-mcp-server 🏎️ 🏠 - Manage projects and issues through Plane's API.

• kenliao94/mcp-server-rabbitmq 🐍 🏠 - Interact with RabbitMQ: admin operations and message enqueue/dequeue.

• kimtth/mcp-remote-call-ping-pong 🐍 🏠 - Experimental, educational ping-pong server demonstrating remote MCP calls.

• kiwamizamurai/mcp-kibela-server 📇 ☁️ - Interact with the Kibela API.

• kj455/mcp-kibela 📇 ☁️ - Interact with Kibela.

• Klavis-AI/YouTube 🐍 📇 - Extract and convert YouTube video information.

• KS-GEN-AI/confluence-mcp-server 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages.

• KS-GEN-AI/jira-mcp-server 📇 ☁️ 🍎 🪟 - Read Jira data via JQL and the API, and create and edit tickets.

• kw510/strava-mcp 📇 ☁️ - Access data from Strava, the exercise-tracking app.

• 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 📇 🏠 - Basic demo of fetching weather from the Hong Kong Observatory.

• 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 📇 ☁️ - Search and retrieve GIFs through the Giphy API.

• MAG-Cie/mcp-microsoft-todo 📇 🏠 🍎 🪟 🐧 - Microsoft To Do task management via the Microsoft Graph API.

• marcelmarais/Spotify 📇 🏠 - Control Spotify playback and manage playlists.

• MariusAure/needhuman-mcp 📇 ☁️ - 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 🐍 ☁️ 🏠 - Interact with Obsidian via a REST API.

• 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 🎖️ 🦀 🏠 🍎 - Local screen and audio capture with timestamped indexing, SQL and embedding storage, semantic search, history analysis and event-triggered actions.

• metorial/metorial 🎖️ 📇 ☁️ - Integration platform connecting AI agents to many services through one interface, with OAuth, scaling and monitoring.

• modelcontextprotocol/server-everything 📇 🏠 - Exercises all features of the MCP protocol.

• MonadsAG/capsulecrm-mcp 📇 ☁️ - Manage contacts, opportunities and tasks in Capsule CRM.

• mrjoshuak/godoc-mcp 🏎️ 🏠 - Token-efficient access to Go package documentation and types without reading entire source files.

• Mtehabsim/ScreenPilot 🐍 🏠 - Control the GUI with mouse and keyboard tools for automation, education and experimentation.

• muammar-yacoob/GMail-Manager-MCP 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage your Gmail inbox in natural language: bulk delete promotions and newsletters, organize labels and get inbox insights.

• mzxrai/mcp-openai 📇 ☁️ - Chat with OpenAI models.

• nach-dakwale/instadomain-mcp 🐍 ☁️ - Domain registration: check availability, buy domains via Stripe or x402 and auto-configure Cloudflare DNS.

• NakaokaRei/swift-mcp-gui 🏠 🍎 - Execute commands such as keyboard input and mouse movement.

• nanana-app/mcp-server-nano-banana 🐍 🏠 🍎 🪟 🐧 - Image generation with Google Gemini's Nano Banana model.

• 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 🏎️ 🏠 - Developer toolkit: Confluence, Jira, GitLab, YouTube channel management, email, calendar, script execution, knowledge-base RAG and URL fetching.

• 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 🐍 - Automatic operation of on-screen GUIs.

• offorte/offorte-mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Create and send business proposals with Offorte proposal software.

• olgasafonova/productplan-mcp-server 🏎️ ☁️ - Query ProductPlan roadmaps, OKRs, ideas, launches and timeline data.

• 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 📇 ☁️ - Coda integration.

• osinmv/funciton-lookup-mcp 🐍 🏠 🍎 🐧 - Look up function signatures.

• osulivan/skill4agent-mcp-server 📇 ☁️ - Search, view and install AI skills from skill4agent.

• 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 🐍 ☁️ - Query OpenAI models.

• 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 📇 🏠 🍎 🪟 🐧 - Self-hosted, on-premises document processing with Nutrient Document Engine, designed for HIPAA, SOC 2 and GDPR compliance.

• pskill9/hn-server 📇 ☁️ - Parse Hacker News pages into structured data for top, new, ask, show and job stories.

• 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 - Evaluate mathematical expressions.

• pyroprompts/any-chat-completions-mcp - Chat with any OpenAI SDK-compatible Chat Completions API, such as Perplexity, Groq and xAI.

• quarkiverse/mcp-server-jfx ☕ 🏠 - Draw on a JavaFX canvas.

• 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 🐍 🏠 - Ethical analysis of AI conversations: detect bias and harmful content and provide critical-thinking assessments, with automated pattern learning.

• rae-api-com/rae-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Access the Royal Spanish Academy (RAE) dictionary via the RAE API.

• Rai220/think-mcp 🐍 🏠 - Improve agent reasoning with the think tool described by Anthropic.

• rember/rember-mcp 📇 🏠 - Create spaced-repetition flashcards in Rember to remember what you learn in your chats.

• 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 📇 ☁️ - Interact with the Asana API.

• rusiaaman/wcgw 🐍 🏠 - Autonomous shell execution, computer control and coding agent for Mac.

• SecretiveShell/MCP-wolfram-alpha 🐍 ☁️ - Query the Wolfram Alpha API.

• Seym0n/tiktok-mcp 📇 ☁️ - Interact with TikTok videos.

• simonpainter/netbox-mcp 🐍 ☁️ - Interact with the NetBox API.

• 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 📇 ☁️ - Wine pairing recommendations for meals, ingredients or recipe URLs. Supports API key or x402 (USDC on Base) payments.

• suekou/mcp-notion-server 📇 🏠 - Interact with the Notion API.

• 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 📇 ☁️ 🍎 🪟 🐧 - Use Mistral AI for chat, OCR, audio, vision, agents, embeddings, moderation, classification, files and batch jobs, with French/English prompts.

• tacticlaunch/mcp-linear 📇 ☁️ 🍎 🪟 🐧 - Integrate with the Linear project management system.

• 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 🐍 ☁️ - Interact with the Perplexity API.

• tevonsb/homeassistant-mcp 📇 🏠 - Access Home Assistant data and control devices such as lights, switches and thermostats.

• TheoBrigitte/mcp-time 🏎️ 🏠 🍎 🪟 🐧 - Time and date utilities with natural-language input, multiple formats and timezone conversion.

• thingsboard/thingsboard-mcp 🎖️ ☕ ☁️ 🏠 🍎 🪟 🐧 - Natural language interface to your ThingsBoard IoT platform.

• thinq-connect/thinqconnect-mcp 🎖️ 🐍 ☁️ - Interact with LG ThinQ smart home devices and appliances through ThinQ Connect.

• 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 🐍 ☁️ - Access data from Oura, the sleep-tracking app.

• 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 🐍 - Interact with Confluence Data Center via its REST API.

• ttommyth/interactive-mcp 📇 🏠 🍎 🪟 🐧 - Interactive LLM workflows with local user prompts and chat directly in the MCP loop.

• 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 🐍 ☁️ - Access NFT, token and blockchain data across chains such as Ethereum, BSC, Polygon and Avalanche via the Ankr Advanced API.

• W3Ship/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 🐍 🏠 - Manage your Anki collection via AnkiConnect.

• UnitVectorY-Labs/mcp-graphql-forge 🏎️ ☁️ 🍎 🪟 🐧 - Expose curated GraphQL queries as modular tools via configuration.

• wanaku-ai/wanaku ☁️ 🏠 - Wanaku MCP router: an extensible routing engine for integrating enterprise systems with AI agents.

• megberts/mcp-websitepublisher-ai ☁️ - Build and publish websites through conversation: manage pages, assets, entities, records and integrations.

• 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 📇 ☁️ 🏠 - Save product URLs from any store to a universal wishlist.

• wong2/mcp-cli 📇 🏠 - CLI tool for testing MCP servers.

• ws-mcp - Wrap MCP servers with a WebSocket, for use with kibitz.

• 0xMassi/webclaw 🦀 🏠 🍎 🐧 - Web scraping, crawling, extraction, summarization, diffing and research, using TLS fingerprinting to bypass anti-bot checks without a browser.

• yuna0x0/hackmd-mcp 📇 ☁️ - Interact with HackMD.

• ZeparHyfar/mcp-datetime - Date and time functions in various formats.

• 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 📇 ☁️ - Web UI to install and manage MCP servers for the Claude Desktop app.

• 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 🐍 🏠 - Tool-augmented LLM system for the full PDDL planning pipeline, improving reliability without domain-specific training.

• yyyhy/nash-arena 🐍 ☁️ - Chess and card game arena where LLM agents compete.

• aarifmms/keyblind 📇 🏠 🍎 🪟 🐧 - Encrypted secrets vault for AI agents: secrets are resolved at runtime and never exposed in LLM conversations.

• 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 📇 🏠 🍎 🪟 🐧 - 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 📇 🏠 🍎 🪟 🐧 - 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 📇 ☁️ - 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 🐍 ☁️ - Visual prompt builder: decompose prompts into semantic blocks and compile them into Claude-optimized XML.
• escapeboy/agent-fleet-o ☁️ 🏠 - Self-hosted mission control for AI agents: manage agents, experiments, workflows, crews, skills and more.
• Epistates/TurboMCP 🦀 - MCP SDK for Rust.
• 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 🏎️ - 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 🏎️ 🏠 🍎 🪟 🐧 - Minimal Go wrapper around the MCP go-sdk for building stdio servers, with struct-tag JSON Schema inference and minimal boilerplate.
• FastMCP 🐍 - High-level framework for building MCP servers in Python.
• 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 📇 - High-level framework for building MCP servers in TypeScript.
• 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 📇 🏠 🍎 🪟 🐧 - Durable, resumable MCP operations: background tool execution with progress polling, mid-flight input, cancellation and resumable chunked file transfers.
• 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 📇 - TypeScript framework for building MCP servers with automatic tool discovery, multiple transports, built-in validation and zero-config setup.
• 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 📇 🏠 - Expose pipelines from RocketRide, a self-hosted, open-source AI pipeline tool with multi-LLM support, as tools.
• shaqmughal/seekstone 📇 🏠 🍎 🪟 🐧 - Read an Obsidian vault directly from disk with compact payloads, no Local REST API plugin required.
• 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 🐍 🏠 🪟 - Reading, review and guarded editing of DipTrace PCB and schematic projects via a Windows bridge, with cross-platform offline XML analysis.
• SynapseLayer/synapse-layer 📇 ☁️ - Persistent encrypted memory for AI agents with Trust Quotient scoring, cross-agent handover and an immutable audit trail.
• 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/

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