diff --git a/README.md b/README.md
index a8fd6ee4c..7c5b484bd 100644
--- a/README.md
+++ b/README.md
@@ -32,6 +32,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
## Tutorials
+* [Tool Definition Quality Score (TDQS)](https://github.com/glama-ai/tool-definition-quality-score)
* [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
* [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0)
@@ -112,8 +113,8 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* ๐ - [Search & Data Extraction](#search)
* ๐ - [Security](#security)
* ๐ - [Social Media](#social-media)
+* ๐ฎ - [Spirituality & Esoterica](#spirituality-and-esoterica)
* ๐ - [Sports](#sports)
-- [zafronix/wc-mcp](https://github.com/zafronix/wc-mcp) [](https://glama.ai/mcp/servers/zafronix/wc-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Every FIFA World Cup since 1930. 23 tournaments, full squads, knockout brackets, stadium altitudes, hat-tricks. Free tier API.
* ๐ง - [Support & Service Management](#support-and-service-management)
* ๐ - [Translation Services](#translation-services)
* ๐ง - [Text-to-Speech](#text-to-speech)
@@ -127,7 +128,9 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
Servers for accessing many apps and tools through a single MCP server.
+- [forgemeshlabs/coinopai-mcp](https://github.com/forgemeshlabs/coinopai-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp) ๐ - Local stdio MCP server for x402-powered paid crypto intelligence: preflight checks, trade decisions with `decision_id`, later audit against real prices, risk state, signal history, and agent automation search over USDC micropayments on Base.
- [1mcp/agent](https://github.com/1mcp-app/agent) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
+- [2s-io/sdk](https://github.com/2s-io/sdk) [](https://glama.ai/mcp/servers/2s-io/sdk) ๐ โ๏ธ ๐ ๐ช ๐ง - Unified API for AI agents โ 180+ tools across geocoding, weather (NWS), climate stations (NOAA), earthquakes (USGS), tides (NOAA), points of interest (OpenStreetMap), patents (USPTO ODP), US case law (CourtListener / Free Law Project), Federal Register, Wikipedia, scientific papers (arXiv / PubMed / Semantic Scholar), AI summarize / translate / extract / screenshot / image-describe, image compression, DNS / WHOIS, crypto address-validate + EVM gas oracle, OFAC sanctions screening, US Census ACS demographics, airport / ZIP lookup. Sub-cent to a few cents per call in USDC on Base via x402 โ no API keys, no signup. `npx -y @2sio/mcp`
- [8randonpickart5/alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp) [](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) ๐ โ๏ธ - 8 bundled intelligence endpoints (security, company, threat, compliance, sales, sports, property, health) via x402 micropayments on Base.
- [tadas-github/a2asearch-mcp](https://github.com/tadas-github/a2asearch-mcp) [](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) ๐ โ๏ธ - MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install: `npx -y a2asearch-mcp`. Ask Claude: "Find MCP servers for database access". Free, no auth required.
- [Aganium/agenium](https://github.com/Aganium/agenium) ๐ โ๏ธ ๐ ๐ช ๐ง - Bridge any MCP server to the agent:// network โ DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via `agent://` URIs with mTLS, trust scores, and capability search.
@@ -138,12 +141,14 @@ Servers for accessing many apps and tools through a single MCP server.
- [garasegae/aiskillstore](https://github.com/garasegae/aiskillstore) [](https://glama.ai/mcp/servers/garasegae/aiskillstore) โ๏ธ - Agent-first skill marketplace where AI agents discover, purchase, and integrate skills via MCP protocol. Supports 7+ platforms including Claude, hGPT, and Gemini.
- [alexanderclapp/clirank-mcp-server](https://github.com/alexanderclapp/clirank-mcp-server) [](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - API intelligence for AI coding agents. 387 APIs scored on agent-friendliness with tools to recommend, compare, check scores, and discover APIs. Install: `npx clirank-mcp-server`. Web: [clirank.dev](https://clirank.dev).
- [Work90210/APIFold](https://github.com/Work90210/APIFold) [](https://glama.ai/mcp/servers/Work90210/APIFold) ๐ โ๏ธ - Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) โ no setup required, bring your own API key.
+- [alexar76/aimarket-plugins](https://github.com/alexar76/aimarket-plugins) [](https://glama.ai/mcp/servers/alexar76/aimarket-plugins) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - **aimarket-mcp-packager** hub plugin: turn AIMarket capabilities into self-hosted MCP servers (Docker image + `mcp_manifest` + Claude Desktop `mcpServers` config). Part of 15-plugin AIMarket Hub ([modelmarket.dev](https://modelmarket.dev)); protocol discovery at `/.well-known/ai-market.json`. Install: `pip install aimarket-mcp-packager`.
- [rhein1/agoragentic-integrations](https://github.com/rhein1/agoragentic-integrations) [](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) ๐ โ๏ธ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2.
- [arikusi/deepseek-mcp-server](https://github.com/arikusi/deepseek-mcp-server) [](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for DeepSeek AI with chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking.
- [ariekogan/ateam-mcp](https://github.com/ariekogan/ateam-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Build, validate, and deploy multi-agent AI solutions on the ADAS platform. Design skills with tools, manage solution lifecycle, and connect from any AI environment via stdio or HTTP.
- [askbudi/roundtable](https://github.com/askbudi/roundtable) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized MCP interface, providing zero-configuration access to the entire AI coding ecosystem.
- [blockrunai/blockrun-mcp](https://github.com/blockrunai/blockrun-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base.
- [cinderwright-ai/cinderwright-api](https://github.com/cinderwright-ai/cinderwright-api) [](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api) ๐ โ๏ธ - x402 Discovery Hub. Search engine for the agent economy with 1450+ services indexed. Pay with USDC on Base via x402.
+- [Continuum-AI-Corp/orcarouter-mcp-server](https://github.com/Continuum-AI-Corp/orcarouter-mcp-server) [](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Browse 160+ LLM models (OpenAI, Anthropic, Google, Qwen, DeepSeek, โฆ) with live pricing โ no API key required for catalog tools. Routes chat completions through the OrcaRouter gateway with automatic fallback. `npx -y @orcarouter/mcp`.
- [Data-Everything/mcp-server-templates](https://github.com/Data-Everything/mcp-server-templates) ๐ ๐ ๐ ๐ช ๐ง - One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interfaceโideal for local devs or production agents.
- [depwire/depwire](https://github.com/depwire/depwire) [](https://glama.ai/mcp/servers/depwire/depwire) ๐ ๐ ๐๏ธ ๐ฆ ๐ ๐ - Dependency graph + 15 MCP tools for AI coding assistants. Parses TypeScript, JavaScript, Python, Go, Rust, and C. Arc diagram visualization, health scoring, dead code detection, and temporal graph.
- [duaraghav8/MCPJungle](https://github.com/duaraghav8/MCPJungle) ๐๏ธ ๐ - Self-hosted MCP Server registry for enterprise AI Agents
@@ -155,7 +160,9 @@ Servers for accessing many apps and tools through a single MCP server.
- [gzoonet/cortex](https://github.com/gzoonet/cortex) [](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex) ๐ ๐ - Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph with web dashboard and CLI. Provides 4 MCP tools: get_status, list_projects, find_entity, query_cortex.
- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) ๐ ๐ ๐ช ๐ ๐ง - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
- [hashgraph-online/hashnet-mcp-js](https://github.com/hashgraph-online/hashnet-mcp-js) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.
+- [HelpCode-ai/anythingmcp](https://github.com/HelpCode-ai/anythingmcp) [](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Self-hosted source-available MCP gateway and API-to-MCP bridge. Converts REST, SOAP/WSDL, GraphQL, and SQL/NoSQL databases (PostgreSQL, MySQL, MariaDB, MSSQL, Oracle, MongoDB, SQLite) into MCP tools โ no SDK, no code. Imports OpenAPI / Postman / WSDL / GraphQL specs; bridges multiple MCP servers behind one endpoint. Ships with 29 pre-built adapters (DHL, DATEV, Weclapp, Personio, Handelsregister, Shopware 6, VIES, OpenPLZ, Bundesbank, etc.). OAuth2 (PKCE + Client Credentials), Bearer, API Key, WS-Security, TLS certs. AES-256-GCM credential encryption, full audit log, per-user MCP API keys, tool-level RBAC.
- [isaac-levine/forage](https://github.com/isaac-levine/forage) ๐ ๐ ๐ ๐ช ๐ง - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions โ no restarts needed.
+- [jabbawocky/proposalcraft](https://github.com/jabbawocky/proposalcraft) [](https://glama.ai/mcp/servers/jabbawocky/proposalcraft) ๐ ๐ ๐ ๐ช ๐ง - MCP server that drafts client proposals in your own voice. Save 2-3 of your winning proposals, paste a new brief, and Claude generates a ready-to-send draft. No API key, no cloud โ local storage only. `npx -y github:jabbawocky/proposalcraft`
- [jaspertvdm/mcp-server-gemini-bridge](https://github.com/jaspertvdm/mcp-server-gemini-bridge) ๐ โ๏ธ - Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP.
- [jaspertvdm/mcp-server-ollama-bridge](https://github.com/jaspertvdm/mcp-server-ollama-bridge) ๐ ๐ - Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP.
- [jaspertvdm/mcp-server-openai-bridge](https://github.com/jaspertvdm/mcp-server-openai-bridge) ๐ โ๏ธ - Bridge to OpenAI API. Access GPT-4, GPT-4o and other OpenAI models through MCP.
@@ -165,13 +172,15 @@ Servers for accessing many apps and tools through a single MCP server.
- [codeislaw101/katzilla](https://github.com/codeislaw101/katzilla) [](https://glama.ai/mcp/servers/codeislaw101/katzilla) ๐ โ๏ธ ๐ ๐ช ๐ง - Unified data API for AI agents โ 300+ free, public, and government data sources behind a single API key. Access economic (FRED, BLS), environmental (EPA, NOAA), health (CDC, FDA), weather (NWS), financial (SEC, CFPB), science (NASA, arXiv), and 30+ more categories. Install: `npx @katzilla/mcp`.
- [K-Dense-AI/claude-skills-mcp](https://github.com/K-Dense-AI/claude-skills-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Intelligent search capabilities to let every model and client use [Claude Agent Skills](https://www.anthropic.com/news/skills) like native.
- [khalidsaidi/ragmap](https://github.com/khalidsaidi/ragmap) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable ranking.
-- [malamutemayhem/unclick-agent-native-endpoints](https://github.com/malamutemayhem/unclick-agent-native-endpoints) [](https://glama.ai/mcp/servers/malamutemayhem/unclick-agent-native-endpoints) ๐ ๐ ๐ ๐ช ๐ง - 110+ tools for AI agents spanning social media, finance, gaming, music, AU-specific services, and utilities. Zero-config local tools plus platform connectors. `npx @unclick/mcp-server`
+- [malamutemayhem/unclick](https://github.com/malamutemayhem/unclick) [](https://glama.ai/mcp/servers/malamutemayhem/unclick-agent-native-endpoints) ๐ ๐ ๐ ๐ช ๐ง - The universal remote for AI: one MCP install gives any compatible agent 450+ callable endpoints across 60+ integrations, plus persistent cross-session memory. `npx @unclick/mcp-server`
+- [mambalabsdev/mcp-gtm-suite](https://github.com/mambalabsdev/mcp-gtm-suite) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite) ๐ โ๏ธ - Six GTM signal tools in one MCP server, covering hiring signals, tech stack detection, job board scanning, LinkedIn URL resolution, ICP scoring, and signal aggregation via Apify actors.
- [Markgatcha/universal-mcp-toolkit](https://github.com/Markgatcha/universal-mcp-toolkit) [](https://glama.ai/mcp/servers/Markgatcha/universal-mcp-toolkit) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.
- [MastadoonPrime/sylex-search](https://github.com/MastadoonPrime/sylex-search) [](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Universal search engine for AI agents. Discover products, services, and businesses across every category. 10 MCP tools, zero LLM calls, millisecond responses. `npx sylex-search`
- [merterbak/Grok-MCP](https://github.com/merterbak/Grok-MCP) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for xAI's [Grok API](https://docs.x.ai/docs/overview) with agentic tool calling, image generation, vision, and file support.
- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
- [MikkoParkkola/mcp-gateway](https://github.com/MikkoParkkola/mcp-gateway) [](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway) ๐๏ธ ๐ ๐ ๐ช ๐ง - Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable capabilities, OpenAPI auto-import, 42 starter capabilities (25 zero-config).
- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).
+- [mroops0111/openapi-mcp-gateway](https://github.com/mroops0111/openapi-mcp-gateway) [](https://glama.ai/mcp/servers/mroops0111/openapi-mcp-gateway) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Mount many OpenAPI specs (or your existing FastAPI app) as MCP servers in one process. Auto-promotes eligible GETs to MCP resources, exposes huge specs via three `list/get/call` meta-tools instead of N tool schemas, and ships per-user OAuth2 token relay with audience-bound tokens.
- [Octodamus/octodamus-core](https://github.com/Octodamus/octodamus-core) [](https://glama.ai/mcp/servers/Octodamus/octodamus-core) ๐ - AI consensus market oracle for crypto traders and autonomous agents. 11-signal BUY/SELL/HOLD consensus (RSI, MACD, funding rate, L/S ratio, on-chain flow, Fear & Greed, congressional trading), Polymarket prediction market edges with EV scoring, Grok X crowd sentiment divergence. Ed25519-signed, on-chain verifiable. x402 micropayments at $0.01/call on Base, or 500 req/day free.
- [opentabs-dev/opentabs](https://github.com/opentabs-dev/opentabs) [](https://glama.ai/mcp/servers/opentabs-dev/opentabs) ๐ ๐ ๐ ๐ช ๐ง - Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+ plugins with a plugin SDK for building new ones.
- [oxgeneral/agentnet](https://github.com/oxgeneral/agentnet) ๐ โ๏ธ ๐ ๐ช ๐ง - Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy, and 7 MCP tools for agent registration, discovery, and referral tracking.
@@ -204,6 +213,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [ikoskela/wisepanel-mcp](https://github.com/ikoskela/wisepanel-mcp) [](https://glama.ai/mcp/servers/ikoskela/wisepanel-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Multi-agent deliberation with divergent context enhancement. Roles are dynamically generated to surround the question-space and maximize divergent dialog across ChatGPT, Claude, Gemini, and Perplexity.
- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibili, Spotify, Reddit and other platforms integrations. Features OAuth2 authentication, automatic token management, and 90+ tools for gaming, music, video, and social platform data access.
- [Swarmwage/swarmwage](https://github.com/Swarmwage/swarmwage) [](https://glama.ai/mcp/servers/Swarmwage/swarmwage) ๐๏ธ ๐ โ๏ธ - Open MCP-native agent hire protocol โ discovery + hiring + reputation layer above x402 payment rails. Find specialized agents, hire them with one function call, settle in USDC on Base. Sub-second sync, on-chain receipts via EIP-3009, zero protocol fee. Live mainnet 2026-05-10.
+- [ertad-family/liquid](https://github.com/ertad-family/liquid) [](https://glama.ai/mcp/servers/ertad-family/liquid) ๐ โ๏ธ ๐ - Connect your agent to any HTTP API on the fly โ discovers + maps any REST API once, then fetches typed data deterministically (no per-call LLM). Self-hosted MCP server (`uvx --from 'liquid-api[mcp]' liquid-mcp`); works with OpenAI/Gemini/Anthropic/local or any provider via LiteLLM. Open source (AGPL).
### ๐ Aerospace & Astrodynamics
@@ -223,6 +233,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [austenstone/myinstants-mcp](https://github.com/austenstone/myinstants-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories โ let your AI agent play vine boom when code compiles. `npx myinstants-mcp`
- [ahujasid/blender-mcp](https://github.com/ahujasid/blender-mcp) ๐ - MCP server for working with Blender
- [albertnahas/icogenie-mcp](https://github.com/albertnahas/icogenie-mcp) [](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp) ๐ โ๏ธ - AI-powered SVG icon generation MCP server. Generate production-ready SVG icons from text descriptions with customizable styles.
+- [alexzavialov/travel-art-mcp](https://github.com/alexzavialov/travel-art-mcp) [](https://glama.ai/mcp/servers/alexzavialov/travel-art-mcp) ๐ โ๏ธ - Art-tourism data for AI agents: biennales (Venice, Whitney), art fairs (Art Basel, Frieze), and major museum visitor guides (Louvre, Vatican, Uffizi, Prado, +growing). Three tools: `find_art_events`, `find_museum_guide`, `recommend_art_trip`. Hosted at https://mcp.travel.art/, no install. Catalogue grounded in 10 cornerstone editorial guides at travel.art.
- [aliafsahnoudeh/shahnameh-mcp-server](https://github.com/aliafsahnoudeh/shahnameh-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - MCP server for accessing the Shahnameh (Book of Kings) Persian epic poem by Ferdowsi, including sections, verses and explanations.
- [arikusi/nakkas](https://github.com/arikusi/nakkas) [](https://glama.ai/mcp/servers/arikusi/nakkas) ๐ ๐ ๐ ๐ช ๐ง - MCP server that turns AI into an SVG artist. One rendering engine with JSON config, AI controls all design parameters. CSS @keyframes + SMIL animations, 16+ element types, parametric curves, filters, gradients, PNG preview.
- [asmith26/jupytercad-mcp](https://github.com/asmith26/jupytercad-mcp) ๐ ๐ ๐ ๐ช ๐ง - An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language.
@@ -230,10 +241,11 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) ๐ - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) ๐ ๐ โ๏ธ ๐ ๐ช - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis
- [cfpramod/open-museum-mcp](https://github.com/cfpramod/open-museum-mcp) [](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Federated, license-verified search across The Met, Cleveland, AIC, Wikimedia Commons, and Europeana. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark. Tools: search, get, cite (full / caption / short), dynasty/region discovery. `npx -y open-museum-mcp`
-- [clawdbotworker/imagegen-mcp](https://github.com/clawdbotworker/imagegen-mcp) [](https://glama.ai/mcp/servers/clawdbotworker/imagegen-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI image generation from text prompts via x402 micropayments on Base. $0.10 USDC per image, paid automatically from your wallet. No API key required. `npx coinopai-imagegen`
+- [forgemeshlabs/imagegen-mcp](https://github.com/forgemeshlabs/imagegen-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/imagegen-mcp) ๐ โ๏ธ - AI image generation MCP server with generate, background removal, 4x HD upscale, and full pro pipeline tools. Pay per image in USDC on Base mainnet via x402; no API key or subscription required.
- [Cifero74/mcp-apple-music](https://github.com/Cifero74/mcp-apple-music) [](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music) ๐ ๐ ๐ - Full Apple Music integration: search catalog, browse personal library, manage playlists, and get personalised recommendations.- [codex-curator/studiomcphub](https://github.com/codex-curator/studiomcphub) [](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub) ๐ โ๏ธ - 32 creative AI tools (18 free) for autonomous agents: image generation (SD 3.5), ESRGAN upscaling, background removal, product mockups, CMYK conversion, print-ready PDF, SVG vectorization, invisible watermarking, AI metadata enrichment, provenance, Arweave storage, NFT minting, and 53K+ museum artworks. Pay per call via x402/Stripe/GCX.
- [ConstantineB6/comfy-pilot](https://github.com/ConstantineB6/comfy-pilot) ๐ ๐ - MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.
- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) ๐ โ๏ธ - MCP server to interact with the Discogs API
+- [clanker-records/crompton-network](https://github.com/clanker-records/crompton-network) [](https://glama.ai/mcp/servers/clanker-records/crompton-network) ๐ โ๏ธ ๐ ๐ช ๐ง - Machine-native listening platform for C.W.A.'s Straight Outta Crompton - the first album released to machines before humans. Your agent can listen. For real. `npx @clanker-records/crompton-network`
- [delmas41/gradusnotation](https://github.com/delmas41/gradusnotation) [](https://glama.ai/mcp/servers/delmas41/gradusnotation) ๐ โ๏ธ ๐ ๐ช ๐ง - Render music notation (SVG + MusicXML + MIDI) from a JSON score, validate input, analyze MusicXML harmonically, and search a curated music-theory knowledge base. Free, no auth. `npx -y @gradusmusic/notation-mcp`
- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) ๐ ๐ - MCP server using the Aseprite API to create pixel art
- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) ๐ โ๏ธ MCP server to interact with Quran.com corpus via the official REST API v4.
@@ -242,6 +254,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) ๐ โ๏ธ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.
- [gupta-kush/spotify-mcp](https://github.com/gupta-kush/spotify-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 93-tool Spotify server with smart shuffle, natural language song search, vibe analysis, artist network mapping, taste evolution, and playlist power tools. Works after Spotify's Feb 2026 API changes.
- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) ๐ โ๏ธ ๐ - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs).
+- [j-east/pixel-surgeon-mcp](https://github.com/j-east/pixel-surgeon-mcp) [](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI image and video generation, editing, and transplant-grade region repair. Multi-provider (Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine, Veo 3), 9 tools, 4 style presets, grid-based and interactive crop repair. `npx pixel-surgeon-mcp`
- [khglynn/spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp) ๐ โ๏ธ - Bulk Spotify operations with confidence-scored song matching, batch playlist creation from CSV/podcast lists, and library exports for discovering your most-saved artists and albums.
- [leonardoca1/aesthetics-wiki-mcp](https://github.com/leonardoca1/aesthetics-wiki-mcp) [](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp) ๐ ๐ ๐ ๐ช ๐ง - Search, read, and discover thousands of visual aesthetics (cottagecore, dark academia, y2k, goblincore, and many more) from the [Aesthetics Wiki](https://aesthetics.fandom.com). Great for moodboards, brand direction, and creative inspiration. `uvx aesthetics-wiki-mcp`
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) ๐ โ๏ธ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
@@ -249,6 +262,8 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) ๐ โ๏ธ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.
- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #๏ธโฃ โ๏ธ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.
- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) ๐ โ๏ธ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
+- [Pantani/ableton-mind](https://github.com/Pantani/ableton-mind) [](https://glama.ai/mcp/servers/Pantani/ableton-mind) ๐ ๐ ๐ ๐ช - Control Ableton Live from Claude, Cursor or Codex through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes, and verify changes against Live state.
+- [Pantani/tdmcp](https://github.com/Pantani/tdmcp) [](https://glama.ai/mcp/servers/Pantani/tdmcp) ๐ ๐ ๐ ๐ช - Stop wiring nodes by hand โ describe a visual and the AI builds a real, playable TouchDesigner network: audio-reactive, generative, particle, 3D and feedback systems with live knobs and MIDI/OSC/DMX, checking and previewing its own work.
- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) ๐ ๐ - MCP server for Autodesk Maya
- [peek-travel/mcp-intro](https://github.com/peek-travel/mcp-intro) โ๏ธ ๐ ๐ช ๐ง - Remote MCP Server for discovering and planning experiences, at home and on vacation
- [pzfreo/build123d-mcp](https://github.com/pzfreo/build123d-mcp) [](https://glama.ai/mcp/servers/pzfreo/build123d-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server that exposes build123d parametric CAD operations as tools, enabling AI assistants to create, inspect, and iterate on 3D geometry interactively. Renders PNG/SVG views, measures geometry, and exports STEP/STL.
@@ -256,6 +271,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) ๐ โ๏ธ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)
- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) ๐ โ๏ธ - Rijksmuseum API integration for artwork search, details, and collections
- [raveenb/fal-mcp-server](https://github.com/raveenb/fal-mcp-server) ๐ โ๏ธ - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop
+- [rosasynthesiz/flstudio-mcp](https://github.com/rosasynthesiz/flstudio-mcp) [](https://glama.ai/mcp/servers/rosasynthesiz/flstudio-mcp) ๐ ๐ ๐ช - Control FL Studio with AI: in-DAW mixing (Mix Doctor, gain staging, EQ/comp/reverb, reference matching), routing, and composition. 67 tools.
- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) ๐ - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
- [shunshi-ai/bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp) [](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp) ๐ ๐ ๐ ๐ช ๐ง - Bazi (Four Pillars / ๅๆฑๆจๅฝ / ์ฌ์ฃผํ์) charting MCP server with true solar time correction and multilingual output (ไธญๆ/EN/ๆฅๆฌ่ช/ํ๊ตญ์ด). `npx shunshi-bazi-mcp`
- [tasopen/mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana) [](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana) ๐ ๐ ๐ ๐ช ๐ง - Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
@@ -277,6 +293,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [karyaboyraz/mockit-mcp](https://github.com/karyaboyraz/mockit-mcp) [](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp) ๐ ๐ ๐ ๐ช ๐ง - Generate premium iOS mobile UI mockups (PNG + HTML) from a single text prompt. Pairs Claude (Opus 4.7 by default) with a Playwright headless renderer. Two backends โ `claude` CLI (uses your Claude Code subscription) or Anthropic API. Stdio + HTTP transports, MIT.
- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: `npm install -g @narasimhaponnada/mermaid-mcp-server`
- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") โ get an interactive typed diagram with 167 cloud components โ export to 14 production frameworks (Java Spring Boot, Python FastAPI, Go chi, Rust Axum, .NET, Kotlin Ktor, Ruby Rails, Elixir Phoenix, Docker Compose, Terraform, Mermaid, ADR, and more). Drift detection (`sync_architecture`) scores saved diagrams against live code 0โ100 with a structured diff. 9 quality-lint rules catch orphans, SPOFs, god services. Also includes a secondary persistent code-graph layer for AI coding agents (free offline via `npx tentra-mcp --local init`). Agent-as-LLM pattern โ zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.
+- [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) ๐ โ๏ธ - Let your AI author Mermaid diagrams (flowchart, sequence, ER, mindmap) in a shared workspace, then read, comment on, embed, and present them at a clean URL โ instead of pasting back hundreds of lines of prose. Hosted endpoint `https://mcp.diagramzu.ai/mcp` or local `npx -y @diagramzu/mcp`. 14 tools incl. diagram CRUD, version history, comments, presentation decks, and `analyze_diagram` lints.
### Biology, Medicine and Bioinformatics
- [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [](https://glama.ai/mcp/servers/ammawla/encode-toolkit) ๐ง - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit โ search, download, track, and analyze functional genomics experiments.
@@ -287,6 +304,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [HelixGenomics/Genomic-Agent-Discovery](https://github.com/HelixGenomics/Genomic-Agent-Discovery) [](https://glama.ai/mcp/servers/HelixGenomics/Genomic-Agent-Discovery) ๐ ๐ - Multi-agent MCP server for genomic analysis โ specialized AI agents analyze raw DNA files across 16 databases (ClinVar, GWAS, gnomAD, CPIC, AlphaMissense, and more) and coordinate findings through shared MCP tools. Privacy-first, runs locally.
- [hlydecker/ucsc-genome-mcp](https://github.com/hlydecker/ucsc-genome-mcp) ๐ โ๏ธ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) ๐ ๐ - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.
+- [mgnirck/lecka-mcp](https://github.com/mgnirck/lecka-mcp) ๐ โ๏ธ - Race nutrition planning for endurance athletes. Calculates carb, sodium and fluid targets for marathons, ultras, cycling and triathlons. Returns personalised Lecka product recommendations by race type, conditions and athlete weight. [](https://glama.ai/mcp/servers/mgnirck/lecka-mcp)
- [MyMedi-AI/mymedi-ai-mcp-server](https://github.com/MyMedi-AI/mymedi-ai-mcp-server) [](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server) ๐ โ๏ธ - Healthcare billing AI for agents: ICD-10/CPT/HCPCS code lookup (81,769 codes with RVU + OPPS pricing), prior auth prediction, medical NER, claims validation, denial-risk scoring, HIPAA compliance auditing, and NPI/drug enrichment. 20 tools, 10 free credits then pay-per-call via credits or anonymous USDC (x402). `npx @mymedi-ai/mcp-server`
- [salwks/mcp-techTrend](https://github.com/salwks/mcp-techTrend) [](https://glama.ai/mcp/servers/salwks/mcp-techTrend) ๐ ๐ - Multi-source academic + code + medical-regulatory trend monitoring (arXiv, PubMed, GitHub, Hugging Face, openFDA 510(k)/Recalls). Newspaper-style briefings, per-domain tuning, sandbox-safe Python launcher.
- [NyxToolsDev/dicom-hl7-mcp-server](https://github.com/NyxToolsDev/dicom-hl7-mcp-server) [](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server) ๐ ๐ - The only MCP server bridging DICOM, HL7v2, and FHIR in one package. Cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding (GE, Siemens, Philips), and integration pattern knowledge. Built by a 19-year healthcare IT veteran. `pip install dicom-hl7-mcp`
@@ -294,11 +312,13 @@ Design and visualize software architecture, system diagrams, and technical docum
- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) ๐ ๐ โ๏ธ - MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library.
- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) ๐๏ธ ๐ ๐ โ๏ธ - MCP server for a queryable database for aging and longevity research from the OpenGenes project.
- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) ๐๏ธ ๐ ๐ โ๏ธ - MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
+- [musharna/plant-genomics-mcp](https://github.com/musharna/plant-genomics-mcp) [](https://glama.ai/mcp/servers/musharna/plant-genomics-mcp) ๐ ๐ ๐ ๐ช ๐ง - 32 tools for plant-genomics locus lookup across 11 public backends (Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, Gramene, Europe PMC, QuickGO, NCBI BLAST, ATTED-II, BAR). Single-locus, parallel-batch, and cross-source synthesis variants; JSON output schemas and EDAM ontology tags on every tool. `pipx install plant-genomics-mcp`.
- [neptun2000/heor-agent-mcp](https://github.com/neptun2000/heor-agent-mcp) [](https://glama.ai/mcp/servers/neptun2000/heor-agent-mcp) ๐ โ๏ธ - HEOR (Health Economics and Outcomes Research) MCP server with 7 tools for literature search across 41 medical data sources (PubMed, NICE, CADTH, ICER, etc.), cost-effectiveness modeling (Markov/PartSA/PSA), and HTA dossier preparation for pharmaceutical and biotech teams.
- [OHNLP/omop_mcp](https://github.com/OHNLP/omop_mcp) ๐ ๐ โ๏ธ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
- [PantelisGeorgiadis/dicomweb-mcp-server](https://github.com/PantelisGeorgiadis/dicomweb-mcp-server) [](https://glama.ai/mcp/servers/PantelisGeorgiadis/dicomweb-mcp-server) ๐ โ๏ธ ๐ - A DICOMweb MCP server that exposes a DICOMweb-compliant DICOM archive to AI assistants, enabling search of studies, series and instances, metadata inspection, structured report reading, encapsulated PDF text extraction, and frame rendering.
- [tatsuju/opdstar-nhi-mcp](https://github.com/tatsuju/opdstar-nhi-mcp) [](https://glama.ai/mcp/servers/tatsuju/opdstar-nhi-mcp) ๐ โ๏ธ - Taiwan's first public MCP server for National Health Insurance (NHI) data โ 234 rejection codes, 1,497 ICD-10โprocedure mappings across 20 specialties, audit indicators (008/014/027/P043), and semantic wiki search over 8,232 chunks of official NHI documentation. Powered by [OPDSTAR](https://opdstar.com). Install: `npx @opdstar/nhi-mcp`.
- [pkotecha-eng/aria-mcp-server](https://github.com/pkotecha-eng/aria-mcp-server) [](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server) ๐ - Clinical research MCP server for trial coordinators and life sciences teams. Real-time access to PubMed (35M+ papers) and ClinicalTrials.gov (400K+ trials). No API key required.
+- [pubspro/pubmed-search](https://github.com/pubspro/pubmed-search) [](https://glama.ai/mcp/servers/pubspro/pubmed-search) ๐ โ๏ธ - Search PubMed and summarize biomedical literature, designed for AI health agents.
- [SidneyBissoli/medical-terminologies-mcp](https://github.com/SidneyBissoli/medical-terminologies-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Unified MCP server for ICD-11 (WHO), LOINC, RxNorm, MeSH (NLM), ATC, CID-10 (Brazilian DataSUS), and optional SNOMED CT. 28 tools (34 with SNOMED) with `structuredContent` + `outputSchema` on every default tool. Hosted on Cloudflare Workers, listed on Smithery, and on npm.
- [the-momentum/apple-health-mcp-server](https://github.com/the-momentum/apple-health-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - An MCP server that provides access to exported data from Apple Health. Data analytics included.
- [the-momentum/fhir-mcp-server](https://github.com/the-momentum/fhir-mcp-server) ๐ ๐ โ๏ธ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.
@@ -317,16 +337,20 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) ๐ - An MCP server for browser automation using Playwright
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) ๐ฆ Lightweight browser automation MCP server in Rust with zero dependencies.
- [bch1212/agentfetch-mcp](https://github.com/bch1212/agentfetch-mcp) [](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Token-budgeted web fetch for AI agents. Auto-routes between Trafilatura, Jina Reader, FireCrawl, and pypdf based on URL pattern. `estimate_tokens` before `fetch_url`, 6h Redis cache, server-side `max_tokens` truncation. Open source MCP server (MIT) plus hosted REST API at [agentfetch.dev](https://www.agentfetch.dev) โ 500 free fetches/mo, no card.
+- [bgaze/snapstack-server](https://github.com/bgaze/snapstack-server) [](https://glama.ai/mcp/servers/bgaze/snapstack-server) ๐ ๐ ๐ ๐ช ๐ง - Pipe one-click browser-tab screenshots into any MCP client, 100% local โ a companion extension captures, the local server stacks them and serves them to your LLM on demand.
- [bighippoman/intercept-mcp](https://github.com/bighippoman/intercept-mcp) [](https://glama.ai/mcp/servers/bighippoman/intercept-mcp) ๐ ๐ - Multi-tier fallback chain for fetching web content as clean markdown. Handles tweets, YouTube, arXiv, PDFs, and regular pages with 9 fallback strategies.
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) ๐ - An MCP python server using Playwright for browser automation,more suitable for llm
- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) ๐๏ธ ๐ - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
- [browsermcp/mcp](https://github.com/browsermcp/mcp) ๐ ๐ - Automate your local Chrome browser
- [brutalzinn/simple-mcp-selenium](https://github.com/brutalzinn/simple-mcp-selenium) ๐ ๐ - An MCP Selenium Server for controlling browsers using natural language in Cursor IDE. Perfect for testing, automation, and multi-user scenarios.
- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) ๐ - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
+- [corralimited/snapdiff-mcp](https://github.com/corralimited/snapdiff-mcp) [](https://glama.ai/mcp/servers/corralimited/snapdiff-mcp) ๐ โ๏ธ ๐ - Intent-aware visual verification for coding agents: the agent declares what a UI change should affect, and SnapDiff diffs the page against a baseline and flags anything that changed outside that intent for review or rollback โ local screenshot capture via Playwright.
+- [Cubenest/rrweb-stack](https://github.com/Cubenest/rrweb-stack) [](https://glama.ai/mcp/servers/Cubenest/rrweb-stack) ๐ ๐ - Local-first MCP server (@peekdev/mcp) + Chrome extension that records your real authenticated browser session (rrweb DOM + console + network, PII-masked, to local SQLite) and lets AI coding agents query it or drive the browser. No cloud, no telemetry.
- [Custodia-Admin/pagebolt-mcp](https://github.com/Custodia-Admin/pagebolt-mcp) [](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp) ๐ โ๏ธ - MCP server for screenshots, PDFs, OG images, and narrated video recording from Claude Desktop, Cursor, and Windsurf.
- [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) ๐๏ธ ๐ ๐ ๐ง ๐ช - A fully functional MCP server and CLI for YouTube to automate YouTube operation
- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) ๐ - An MCP server using Playwright for browser automation and webscrapping
- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) ๐ ๐ - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).
+- [feedthrough/feedthrough](https://github.com/feedthrough/feedthrough) [](https://glama.ai/mcp/servers/feedthrough/feedthrough) ๐ ๐ ๐ ๐ช ๐ง - In-browser debug bridge that injects into your running web app, so an agent can read the DOM, console logs and network requests, and click/fill/inspect the page. Runs inside the page (not an external CDP driver), so it works in any browser and inside Cypress/Playwright runs.
- [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) ๐ ๐ ๐ - An MCP server for interacting with Apple Reminders on macOS
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) ๐ ๐ - Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots.
- [sh6drack/zen-mcp](https://github.com/sh6drack/zen-mcp) [](https://glama.ai/mcp/servers/sh6drack/zen-mcp) ๐ ๐ - Zen Browser automation via WebDriver BiDi. 20 tools for navigation, form filling, screenshots, and JavaScript evaluation. No Selenium or Playwright required.
@@ -343,7 +367,10 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [junipr-labs/mcp-server](https://github.com/junipr-labs/mcp-server) [](https://glama.ai/mcp/servers/junipr-labs/mcp-server) ๐ โ๏ธ - Web intelligence API for AI agents โ screenshot capture, PDF generation, page metadata extraction, and 75+ specialized data extractors for news, social media, SERP, pricing, and more. Free tier included.
- [lightpanda-io/gomcp](https://github.com/lightpanda-io/gomcp) ๐ ๐ /โ๏ธ ๐ง/๐ - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation
- [LvcidPsyche/auto-browser](https://github.com/LvcidPsyche/auto-browser) [](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser) ๐ ๐ ๐ง ๐ ๐ช - Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI, Docker-based isolated sessions, stdio bridge for Claude Desktop and Cursor.
+- [Lyosis/claudeForSafari](https://github.com/Lyosis/claudeForSafari) [](https://glama.ai/mcp/servers/Lyosis/claudeForSafari) ๐ ๐ ๐ - Safari Web Extension + Node.js MCP bridge giving Claude Desktop full control over Safari โ navigate, read pages, click elements, fill forms, and manage tabs. No Playwright or WebDriver dependency.
+- [lyrenth/lyrenth-mcp](https://github.com/lyrenth/lyrenth-mcp) [](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp) ๐ ๐ - Read any URL as a clean AIDocument (Markdown + structure) through Lyrenth's cached index.
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
+- [Mingye-Lu/AgenticCrawler](https://github.com/Mingye-Lu/AgenticCrawler) [](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler) ๐ฆ ๐ ๐ ๐ช ๐ง - Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single binary, stealth browsing, 25 LLM providers.
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) ๐ ๐ - Browser automation for web scraping and interaction
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) ๐ ๐ - An MCP Server that enables AI assistants to interact with your local browsers.
- [nnemirovsky/iwdp-mcp](https://github.com/nnemirovsky/iwdp-mcp) [](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp) ๐๏ธ ๐ ๐ ๐ง - iOS Safari debugging via ios-webkit-debug-proxy โ MCP server with full WebKit Inspector Protocol support (DOM, CSS, Network, Storage, Debugger, and more)
@@ -355,12 +382,15 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - A Model Context Protocol server providing web automation capabilities through Selenium WebDriver
- [pskill9/web-search](https://github.com/pskill9/web-search) ๐ ๐ - An MCP server that enables free web searching using Google search results, with no API keys required.
- [protostatis/unbrowser](https://github.com/protostatis/unbrowser) [](https://glama.ai/mcp/servers/protostatis/unbrowser) ๐ฆ ๐ ๐ ๐ช ๐ง - Lightweight browser MCP server for LLM agents. Runs JavaScript, follows links, fills forms, manages cookies, and returns low-token BlockMaps from a single native binary without Chrome.
+- [prufa-dev/prufa-mcp](https://github.com/prufa-dev/prufa-mcp) [](https://glama.ai/mcp/servers/prufa-dev/prufa-mcp) ๐ โ๏ธ - Point your coding agent at a URL and get a real-browser QA audit: broken signup/login/checkout flows, JS console errors, missing analytics, consent + security headers, mobile tap targets, and accessibility โ returned as machine-verified findings graded AโF. Free 60-second audit, no signup.
- [KuvopLLC/purroxy2](https://github.com/KuvopLLC/purroxy2) [](https://glama.ai/mcp/servers/KuvopLLC/purroxy2) ๐ ๐ ๐ ๐ช ๐ง - Record what you do on any website and securely automate it forever. Replays browser actions in headless Playwright with encrypted credentials and AI-powered selector healing.
- [realwigu/mcp-doctor](https://github.com/realwigu/mcp-doctor) [](https://glama.ai/mcp/servers/realwigu/mcp-doctor) ๐ ๐ ๐ ๐ช ๐ง - Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude Code, Cursor, VS Code, Windsurf, and Claude Desktop, then tests connections via JSON-RPC handshake, audits security issues, and benchmarks latency. Also runs as an MCP server itself.
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) ๐ ๐ ๐ - An MCP Server Integration with Apple Shortcuts
- [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) ๐ ๐ - Compresses ~100K-token HTML into 2-5K-token structured maps while preserving every actionable element. AI agents can read and interact with any web page at 97% fewer tokens.
- [serkan-ozal/browser-devtools-mcp](https://github.com/serkan-ozal/browser-devtools-mcp) ๐ - An MCP Server enables AI assistants to autonomously test, debug, and validate web applications.
+- [site-shot/site-shot-mcp](https://github.com/site-shot/site-shot-mcp) [](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) ๐ โ๏ธ - Website screenshot API for AI agents. Real Chromium rendering, full-page capture up to 20,000px, country/geo proxies, and automatic ad & cookie-banner removal (cleaner images, fewer vision tokens). Two tools: `capture_screenshot`, `capture_full_page`. Install: `npx -y site-shot-mcp`.
- [softvoyagers/pageshot-api](https://github.com/softvoyagers/pageshot-api) ๐ โ๏ธ - Free webpage screenshot capture API with format, viewport, and dark mode options. No API key required.
+- [swimmwatch/cloakbrowser-mcp](https://github.com/swimmwatch/cloakbrowser-mcp) [](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp) ๐ ๐ ๐ ๐ช ๐ง - Playwright MCP-compatible browser automation using CloakBrowser Chromium, available as an npm package and Docker image.
- [User0856/snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/@User0856/snaprender-mcp) ๐ โ๏ธ - Screenshot API for AI agents โ capture any website as PNG, JPEG, WebP, or PDF with device emulation, dark mode, ad blocking, and cookie banner removal. Free tier included.
- [copperline-labs/rendex-mcp](https://github.com/copperline-labs/rendex-mcp) [](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp) ๐ โ๏ธ - Screenshot, PDF, and HTML rendering API for AI agents. Capture any URL or raw HTML as PNG/JPEG/WebP/PDF with batch processing, geo-targeting, async webhooks, and MCP-native integration. Free tier included.
- [webdriverio/mcp](https://github.com/webdriverio/mcp) [](https://glama.ai/mcp/servers/webdriverio/mcp) ๐ ๐ - Browser and mobile app automation using WebdriverIO, enabling AI agents to control browsers, interact with web elements, and automate native Android and iOS apps via the WebDriver and Appium protocols.
@@ -373,7 +403,10 @@ Web content access and automation capabilities. Enables searching, scraping, and
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) ๐๏ธ ๐ ๐ ๐ ๐ง - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
+- [Focus-GTS/eds-mcp-server](https://github.com/Focus-GTS/eds-mcp-server) [](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Adobe Edge Delivery Services (AEM EDS) management with 20 tools for preview, publish, bulk operations, content reading, Core Web Vitals, 404 tracking, A/B experiments, site configuration, and redirects. Install: `npx @focusgts/eds-mcp-server`.
- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) ๐ โ๏ธ ๐ - AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials.
+- [agentmetal/mcp](https://github.com/agentmetal/mcp) [](https://glama.ai/mcp/servers/agentmetal/mcp) ๐๏ธ ๐ โ๏ธ - Provision, SSH into, run commands on, and manage Linux VPSes from an agent โ pay USDC over x402 or by card over HTTP 402, a running box in under 60s. No signup, no API key to buy.
+- [anythink-cloud/anythink-cli](https://github.com/anythink-cloud/anythink-cli) [](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli) #๏ธ โ๏ธ ๐ ๐ช ๐ง - Build and run a complete backend from your agent on the Anythink platform: relational data with row-/field-level security, full-text + semantic + geo search, RBAC + BYOK, a workflow/automation engine, a growth & retention engine (email, actionable push, promotions, per-user referral codes + rewards, points/credits), payments + marketplace billing, and a growing catalog of integrations (Claude, OpenAI, Slack, Google, GitHubโฆ) โ driven through one CLI-backed MCP tool. Install with `npx -y @anythink-cloud/mcp`.
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) ๐ โ๏ธ - upload and manipulation of IPFS storage
- [aparajithn/agent-deploy-dashboard-mcp](https://github.com/aparajithn/agent-deploy-dashboard-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-deploy-dashbaord) ๐ โ๏ธ - Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly.io. 9 tools for deploy status, logs, environment variables, rollback, and health checks across all platforms. Free tier with x402 micropayments.
- [arnstarn/mcp-server-spotinst](https://github.com/arnstarn/mcp-server-spotinst) [](https://glama.ai/mcp/servers/arnstarn/mcp-server-spotinst) ๐ โ๏ธ - MCP server for Spot.io (Spotinst) API with 23 tools for managing Ocean clusters, VNGs, Elastigroups, costs, right-sizing, and logs across AWS and Azure with multi-account support.
@@ -394,9 +427,13 @@ Cloud platform service integration. Enables management and interaction with clou
- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) ๐ โ๏ธ/๐ - MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) ๐๏ธ ๐ ๐ โ๏ธ ๐ - Official Espressif MCP Server to manage and control ESP RainMaker Devices.
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) ๐ โ๏ธ/๐ - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
+- [friendlygeorge/docker-mcp-server](https://github.com/friendlygeorge/docker-mcp-server) [](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server) ๐ ๐ - Docker container management for AI agents โ health checks, auto-restart, Compose lifecycle, and log streaming. 50+ tools for the agent operations loop.
- [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) ๐๏ธ โ๏ธ - A bridge that exposes any Spinnaker instance as an MCP server via the Gate API, enabling management of applications, pipelines, executions, and cloud infrastructure.
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) ๐ โ๏ธ/๐ - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) - ๐๏ธ๐๏ธโ๏ธ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows.
+- [helbertparanhos/easypanel-mcp-server](https://github.com/helbertparanhos/easypanel-mcp-server) [](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Full Easypanel control from Claude Code and Cursor โ 37 tools for deployments, services, env vars, logs, domains, databases and monitoring. Safety guards require explicit confirmation for all destructive actions.
+- [Infrawise/mcp-server](https://github.com/Infrawise/mcp-server) [](https://glama.ai/mcp/servers/Infrawise/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and Reserved Instance recommendations for Claude Code.
+- [ionos-cloud/ionoscloud-mcp](https://github.com/ionos-cloud/ionoscloud-mcp) [](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp) ๐๏ธ โ๏ธ - Inspect and manage IONOS CLOUD infrastructure via MCP.
- [jasonwilbur/cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators, and migration savings estimator.
- [jasonwilbur/oci-pricing-mcp](https://github.com/jasonwilbur/oci-pricing-mcp) ๐ โ๏ธ - Oracle Cloud Infrastructure pricing data with 602 products, cost calculators, and cross-provider comparisons. One-command install for Claude.
- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
@@ -409,6 +446,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) ๐๏ธ ๐ A - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any** Kubernetes resource, this server provides specialized tools to interact with your cluster.
- [mikusnuz/dynadot-mcp](https://github.com/mikusnuz/dynadot-mcp) [](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp) ๐ โ๏ธ - MCP server for the Dynadot domain registrar API โ 60 tools for domain search, registration, DNS, contacts, transfers, and marketplace.
- [mctlhq/mctl-mcp](https://github.com/mctlhq/mctl-mcp) [](https://glama.ai/mcp/servers/mctlhq/mctl-mcp) โ๏ธ - AI-native platform for Kubernetes management and automated GitOps (30+ tools).
+- [Mogacode-ma/infomaniak-mcp-agent](https://github.com/Mogacode-ma/infomaniak-mcp-agent) [](https://glama.ai/mcp/servers/Mogacode-ma/infomaniak-mcp-agent) ๐ โ๏ธ - Unofficial agentic MCP server for Infomaniak (Swiss cloud provider). 54 tools covering web hosting, mail, kDrive, domains, DNS, DNSSEC, FTP/SSH users, AI catalogue and more. Two-phase commit on every destructive operation, history & undo, transparent reverse-engineering of undocumented manager-private endpoints.
- [mrostamii/rancher-mcp-server](https://github.com/mrostamii/rancher-mcp-server) [](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server) ๐๏ธ โ๏ธ/๐ - MCP server for the Rancher ecosystem with multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks), and Fleet GitOps tooling.
- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) ๐ ๐ - integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - ๐ฆ ๐ - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
@@ -418,6 +456,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [ofershap/mcp-server-s3](https://github.com/ofershap/mcp-server-s3) [](https://glama.ai/mcp/servers/ofershap/mcp-server-s3) ๐ โ๏ธ - AWS S3 operations โ list buckets, browse objects, upload/download files, and generate presigned URLs.
- [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) ๐ ๐/๐ง โ๏ธ - mcp server for [cert-manager](https://github.com/cert-manager/cert-manager) management and troubleshooting
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) ๐๏ธ โ๏ธ/๐ - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
+- [nikhilnt1234/TokenBurnRate](https://github.com/nikhilnt1234/TokenBurnRate) [](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate) ๐ ๐ - Track LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates. ๐๐
- [s-b-e-n-s-o-n/portkey-admin-mcp](https://github.com/s-b-e-n-s-o-n/portkey-admin-mcp) [](https://glama.ai/mcp/servers/s-b-e-n-s-o-n/portkey-admin-mcp) ๐ โ๏ธ - MCP server for the Portkey AI Gateway Admin API โ 150 tools for prompts, configs, analytics, keys, guardrails, integrations, and more.
- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) ๐๏ธ ๐ ๐ - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) ๐ ๐ - MCP server implementation for PythonAnywhere cloud platform.
@@ -425,10 +464,12 @@ Cloud platform service integration. Enables management and interaction with clou
- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) ๐ โ๏ธ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) ๐๏ธ โ๏ธ/๐ - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events.
- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) ๐ โ๏ธ/๐ - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.
+- [rosenvladimirov/odoo-claude-mcp](https://github.com/rosenvladimirov/odoo-claude-mcp) [](https://glama.ai/mcp/servers/rosenvladimirov/odoo-claude-mcp) ๐ ๐ ๐ง ๐ ๐ช - Self-hosted MCP server suite for Odoo ERP (versions 15-19). 197+ tools across 8 federated MCP servers (odoo-rpc, GitHub, Portainer, OCA, Teams, filesystem). Multi-tenant Claude/Claude Code integration, browser-based xterm.js + tmux terminal, Qdrant + Ollama memory layer, Bulgaria localization (ะะะ, ะะะก, ะะะ). Docker Compose + K3s/Kustomize deployment.
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) ๐ ๐ ๐ ๐ช ๐ง - A Model Context Protocol server that integrates with Tilt to provide programmatic access to Tilt resources, logs, and management operations for Kubernetes development environments.
- [sevalla-hosting/mcp](https://github.com/sevalla-hosting/mcp) [](https://glama.ai/mcp/servers/sevalla-hosting/mcp) ๐ โ๏ธ - Manage your entire Sevalla cloud infrastructure from AI agents. Hosted remote server with OAuth โ connect in one click, no API keys to configure.
- [shdomi8599/vibie-mcp](https://github.com/shdomi8599/vibie-mcp) [](https://glama.ai/mcp/servers/shdomi8599/vibie-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Deploy static HTML folders to permanent vibie.page URLs in seconds. One-line auto-install (`npx vibie-mcp setup`) wires up Claude Desktop and Cursor, OAuth device-flow auth, automatic folder marker for repeat deploys without re-typing slugs.
- [shipstatic/mcp](https://github.com/shipstatic/mcp) [](https://glama.ai/mcp/servers/shipstatic/shipstatic) ๐ โ๏ธ - Deploy and manage static sites from AI agents. A simpler alternative to Vercel and Netlify for static website hosting โ upload files, get a URL, and connect custom domains.
+- [Sidd27/infrawise](https://github.com/Sidd27/infrawise) [](https://glama.ai/mcp/servers/Sidd27/infrawise) ๐ โ๏ธ ๐ - Cloud infrastructure analysis for AI coding assistants โ detects IaC drift, missing indexes, security gaps, and performance anti-patterns across AWS services and databases. 13 tools, works with Claude Code and Cursor.
- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) ๐๏ธ โ๏ธ/๐ - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes.
- [trackerfitness729-jpg/sitelauncher-mcp-server](https://github.com/trackerfitness729-jpg/sitelauncher-mcp-server) [](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-server) ๐ โ๏ธ - Deploy live HTTPS websites in seconds. Instant subdomains ($1 USDC) or custom .xyz domains ($10 USDC) on Base chain. Templates for crypto tokens and AI agent profiles.
- [Spaceship MCP](https://github.com/bartwaardenburg/spaceship-mcp) ๐ โ๏ธ - Manage domains, DNS records, contacts, marketplace listings, and more via the Spaceship API
@@ -446,6 +487,13 @@ Cloud platform service integration. Enables management and interaction with clou
- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) ๐๏ธ โ๏ธ/๐ - MCP Server for kubernetes management, and analyze your cluster, application health
- [Woobox/hatchable-mcp](https://github.com/Woobox/hatchable-mcp) [](https://glama.ai/mcp/servers/Woobox/hatchable-mcp) ๐๏ธ โ๏ธ - Build and host full-stack web apps and sites on Hatchable from any MCP client. DB, auth, storage, domains, and cron per project. Free tier.
- [xmpuspus/cloudwright](https://github.com/xmpuspus/cloudwright) [](https://glama.ai/mcp/servers/xmpuspus/cloudwright) ๐ โ๏ธ - Natural-language cloud architecture intelligence for AWS, GCP, Azure, and Databricks. 19 tools for architecture design, cost estimation, compliance validation (HIPAA, SOC 2, FedRAMP, GDPR, PCI-DSS, Well-Architected), security scanning, Terraform/CloudFormation export, and blast-radius analysis.
+- [zw008/VMware-AIops](https://github.com/zw008/VMware-AIops) [](https://glama.ai/mcp/servers/zw008/vmware-aiops) ๐ โ๏ธ - VMware vSphere/vCenter management โ VM lifecycle (create/clone/delete/migrate), deployment, Guest Operations, snapshots, and cluster operations. 41 tools with double-confirmation gates, dry-run mode, and SQLite-WAL audit logging for destructive operations.
+- [zw008/VMware-AVI](https://github.com/zw008/VMware-AVI) [](https://glama.ai/mcp/servers/zw008/vmware-avi) ๐ โ๏ธ - VMware AVI Load Balancer (NSX ALB) management plus AKO Kubernetes integration. 29 tools across virtual services, pools, analytics metrics, and AKO lifecycle (restart/upgrade/force-resync) with double-confirmation for destructive ops.
+- [zw008/VMware-Monitor](https://github.com/zw008/VMware-Monitor) [](https://glama.ai/mcp/servers/zw008/vmware-monitor) ๐ โ๏ธ - Read-only VMware vSphere/vCenter monitoring โ inventory, alarms, events, host health, VM info, and snapshot listing. 8 strictly read-only tools with code-level zero-destructive guarantee (validated by test fixtures).
+- [zw008/VMware-NSX](https://github.com/zw008/VMware-NSX) [](https://glama.ai/mcp/servers/zw008/vmware-nsx) ๐ โ๏ธ - VMware NSX network management โ Segments, Tier-0/Tier-1 Gateways, NAT rules, static/BGP routing, and IPAM pools. 33 tools with dry-run preview, port-count safety checks, and double-confirmation for delete operations.
+- [zw008/VMware-NSX-Security](https://github.com/zw008/VMware-NSX-Security) [](https://glama.ai/mcp/servers/zw008/vmware-nsx-security) ๐ โ๏ธ - VMware NSX security โ Distributed Firewall policies/rules, Security Groups, Traceflow troubleshooting, and IDS/IPS profiles. 20 tools with active-rule checks before policy deletion and reference-count validation for security groups.
+- [zw008/VMware-Storage](https://github.com/zw008/VMware-Storage) [](https://glama.ai/mcp/servers/zw008/vmware-storage) ๐ โ๏ธ - VMware vSphere storage management โ datastores (NFS/VMFS), iSCSI software adapter and dynamic targets, and vSAN cluster operations. 11 tools with dry-run preview and double-confirmation for iSCSI configuration changes.
+- [zw008/VMware-VKS](https://github.com/zw008/VMware-VKS) [](https://glama.ai/mcp/servers/zw008/vmware-vks) ๐ โ๏ธ - VMware Tanzu / vSphere Kubernetes Service โ Supervisor cluster, Namespace, and TKC (Tanzu Kubernetes Cluster) lifecycle management. 20 tools with dry-run mode, kubeconfig export, and double-confirmation for namespace/TKC deletion.
### ๐จโ๐ป Code Execution
@@ -460,12 +508,14 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
- [hileamlakB/PRIMS](https://github.com/hileamlakB/PRIMS) ๐ ๐ โ A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.
- [ksterx/srunx](https://github.com/ksterx/srunx) [](https://glama.ai/mcp/servers/ksterx/srunx) ๐ ๐ ๐ง ๐ - MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC clusters from natural language. 14 tools spanning local SLURM and SSH-remote clusters; companion CLI and FastAPI Web UI ship in the same package.
- [mavdol/capsule/mcp-server](https://github.com/mavdol/capsule/tree/main/integrations/mcp-server) [](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server) ๐ฆ ๐ ๐ ๐ช ๐ง - Run untrusted Python/JavaScript code in WebAssembly sandboxes.
+- [musharna/jobd](https://github.com/musharna/jobd) [](https://glama.ai/mcp/servers/musharna/jobd) ๐ ๐ ๐ ๐ช ๐ง - Self-hostable GPU-aware job broker for your own machines. The MCP server exposes the queue as nine tools (submit, status, logs, list, cancel, preempt, workers, job-get, worker-delete) so an agent can dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier, and babysit them across sessions. `pip install "jobd[mcp]"`.
- [HanSur94/matlab-mcp-server-python](https://github.com/HanSur94/matlab-mcp-server-python) [](https://glama.ai/mcp/servers/HanSur94/matlab-mcp-server-python) ๐ ๐ ๐ ๐ช ๐ง - Connect AI agents to MATLAB โ execute code, run async jobs with progress reporting, get interactive Plotly plots, expose custom .m functions as tools, and monitor via live dashboard.
- [ouvreboite/openapi-to-mcp](https://github.com/ouvreboite/openapi-to-mcp) #๏ธโฃ โ๏ธ - Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body.
- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) ๐ ๐ - Run Python code in a secure sandbox via MCP tool calls
- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) ๐ฆ ๐ ๐ง ๐ - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.
- [rikarazome/prolog-reasoner](https://github.com/rikarazome/prolog-reasoner) [](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner) ๐ ๐ ๐ ๐ช ๐ง - SWI-Prolog execution for LLMs with CLP(FD), negation-as-failure, and recursion. Benchmarked 90% vs 73% LLM-only accuracy on 30 logic problems.
- [Sowiedu/Edict](https://github.com/Sowiedu/Edict) [](https://glama.ai/mcp/servers/sowiedu/edict) ๐ ๐ โ Agent-first programming language: agents produce JSON AST, the compiler validates, type-checks, effect-checks, verifies contracts via Z3/SMT, and compiles to WASM. 19 MCP tools for the full compile-and-execute loop.
+- [telleroutlook/agentkit-js/mcp-server](https://github.com/telleroutlook/agentkit-js/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/telleroutlook/agentkit-js) ๐ โ๏ธ ๐ ๐ง ๐ ๐ช โ Code-mode MCP server: collapses N user-defined tools into a two-tool surface (`execute_code` + `docs_search`). Backed by a unified capability manifest (`allowedHosts` / `cpuMs` / `memoryLimitBytes`) honoured across three sandbox kernels โ in-process node:vm, WASM (QuickJS / Pyodide / Wasmtime), and remote microVM (E2B / Cloudflare Sandbox). Token-saving benchmark in repo CI.
- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) ๐๏ธ ๐ โ๏ธ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
### ๐ค Coding Agents
@@ -473,8 +523,11 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.
- [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) ๐ โ๏ธ - 8 MCP tools for exploring and downloading AI agent blueprints. List blueprints, get summaries, download full Agent Skills directories for implementation by coding agents. Vendor-agnostic output works with any enterprise platform. Install: `npx agentblueprint`.
+- [dugubuyan/agent-nexus](https://github.com/dugubuyan/agent-nexus) [](https://glama.ai/mcp/servers/dugubuyan/agent-nexus) ๐ ๐ โ๏ธ โ Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents. Versioned Markdown store, pub-sub notifications, diff-aware updates, and lifecycle stage tracking. Each service registers as a sub-project; agents subscribe to cross-service document changes and receive structured diffs via MCP.
- [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) ๐ ๐ ๐ ๐ช ๐ง - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds
+- [sshahzaiib/agy-bridge](https://github.com/sshahzaiib/agy-bridge) [](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge) ๐ ๐ ๐ ๐ช ๐ง - Delegate heavy tasks from Claude Code (or any MCP client) to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups, and adversarial second-opinion code reviews. Quota-aware model failover with cooldowns, per-tool timeouts, and multi-turn session continuity.
- [alpadalar/netops-mcp](https://github.com/alpadalar/netops-mcp) ๐ ๐ - Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.
+- [aresyn/codex-control-plane-mcp](https://github.com/aresyn/codex-control-plane-mcp) [](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp) ๐ ๐ ๐ช - Durable control plane for long-running Codex Desktop tasks. Submit tasks asynchronously, poll operation/workflow state, approve Plan Mode, recover retries, and use hook-backed SQLite history for search and diagnostics.
- [askbudi/roundtable](https://github.com/askbudi/roundtable) ๐ ๐ - Zero-configuration MCP server that unifies multiple AI coding assistants (Claude Code, Cursor, Codex) through intelligent auto-discovery and standardized interface. Essential infrastructure for autonomous agent development and multi-AI collaboration workflows.
- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Cisco pyATS server enabling structured, model-driven interaction with network devices.
- [avansaber/tailtest-cline](https://github.com/avansaber/tailtest-cline) [](https://glama.ai/mcp/servers/avansaber/tailtest-cline) ๐ ๐ ๐ ๐ช ๐ง - Adversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (real_bug / environment / test_bug). Ships 8 adversarial scenario categories. Works in Cline directly and in 8+ editors via Cline host coverage. 162 plugin tests. MIT.
@@ -533,6 +586,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
### ๐ฅ๏ธ Command Line
Run commands, capture output and otherwise interact with shells and command line tools.
+- [bvisible/mcp-ssh-manager](https://github.com/bvisible/mcp-ssh-manager) [](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager) ๐ ๐ ๐ ๐ช ๐ง - Manage multiple SSH servers from one MCP: command execution, file transfer/rsync, database dump/import/query (MySQL/PostgreSQL/MongoDB), backups & restore, health monitoring, persistent sessions, tunnels, ProxyJump/bastion, and opt-in per-server security modes (readonly/restricted) with audit log. Linux, macOS & Windows OpenSSH.
- [capsulerun/bash](https://github.com/capsulerun/bash/tree/main/packages/bash-mcp) [](https://glama.ai/mcp/servers/capsulerun/bash) ๐ ๐ ๐ ๐ช ๐ง - Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with no setup required.
- [danmartuszewski/hop](https://github.com/danmartuszewski/hop) ๐๏ธ ๐ฅ๏ธ - Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts.
- [nvms/tui-mcp](https://github.com/nvms/tui-mcp) [](https://glama.ai/mcp/servers/nvms/tui-mcp) ๐ ๐ ๐ ๐ช ๐ง - What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app.
@@ -541,6 +595,9 @@ Run commands, capture output and otherwise interact with shells and command line
- [WhenLabs-org/when](https://github.com/WhenLabs-org/when) [](https://glama.ai/mcp/servers/WhenLabs-org/when) ๐ ๐ ๐ ๐ช ๐ง - Developer toolkit: auto-detect stack for AI context files, catch port conflicts, validate .env schemas, spot docs drift, audit dependency licenses, and time coding tasks โ 7 MCP tools, one install.
- [LukeLamb/claude-terminal-mcp](https://github.com/LukeLamb/claude-terminal-mcp) [](https://glama.ai/mcp/servers/LukeLamb/claude-terminal-mcp) ๐ ๐ ๐ง ๐ - Terminal, filesystem, and background-job tools for Claude Desktop on Linux/macOS. Zero npm deps, pure Node.
- [HasanJahidul/terminal-history-mcp](https://github.com/HasanJahidul/terminal-history-mcp) [](https://glama.ai/mcp/servers/HasanJahidul/terminal-history-mcp) ๐ ๐ ๐ ๐ง - Full-text search over your shell history (zsh / bash / fish) via SQLite FTS5. Local-only. 11-pattern secret redaction runs BEFORE insert. Captures cwd / exit code / duration via opt-in shell hook. Tools: `search_history`, `recent_in_dir`, `failed_commands`, `command_chains`, `reindex`.
+- [HasanJahidul/localhost-mcp](https://github.com/HasanJahidul/localhost-mcp) [](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp) ๐ ๐ ๐ ๐ช ๐ง - Inspect, manage, and kill local dev servers. Lists what's listening on each port (pid, framework, project, uptime, memory, cpu), diagnoses port conflicts with free alternatives nearby, finds zombie processes, and kills by pid or port with a dry-run default.
+- [laszlopere/mcp-tmux](https://github.com/laszlopere/mcp-tmux) [](https://glama.ai/mcp/servers/laszlopere/mcp-tmux) ๐ ๐ ๐ง ๐ - Universal tmux driver: sessions, windows, panes, keystrokes, and pane capture โ local or remote over SSH. Curated tools plus a raw `tmux_command` passthrough; works against tmux 1.8+. Shared, visible sessions for pair-programming with the agent. `uvx mcp-tmux`.
+- [zb-ss/servonaut](https://github.com/zb-ss/servonaut) [](https://glama.ai/mcp/servers/@zb-ss/servonaut) ๐ ๐ ๐ ๐ง - Manage AWS EC2, Hetzner, OVH and custom SSH servers: run commands, fetch logs, CloudWatch/CloudTrail queries, fleet health snapshots, IP banning, S3 โ with readonly/standard/dangerous guard tiers and a JSONL audit trail.
### ๐ฌ Communication
@@ -550,6 +607,7 @@ Integration with communication platforms for message management and channel oper
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) ๐ โ๏ธ - Interact with Twitter search and timeline
- [agenticmail/agenticmail](https://github.com/agenticmail/agenticmail) [](https://glama.ai/mcp/servers/agenticmail/agenticmail) ๐ ๐ ๐ ๐ช ๐ง - Real email and SMS for AI agents. Run a local mail server with disposable inboxes, send/receive real email, fetch verification codes, and drive a real inbox โ all from your machine, no third-party email API. Install with `npx @agenticmail/mcp`.
- [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) ๐ ๐ฌ - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.
+- [arbengine/mailbox-mcp](https://github.com/arbengine/mailbox-mcp) [](https://glama.ai/mcp/servers/arbengine/mailbox-mcp) ๐ โ๏ธ - Physical mail API for AI agents. Send letters, certified mail, postcards, and batch mailings with cost previews, approval controls, tracking, and webhooks.
- [AutomateLab-tech/content-distribution-mcp](https://github.com/AutomateLab-tech/content-distribution-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp) ๐ โ๏ธ ๐ - Publish one piece of content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter with idempotent state and per-platform adaptation.
- [bababoi-bibilabu/agent-mq](https://github.com/bababoi-bibilabu/agent-mq) [](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq) ๐ โ๏ธ ๐ - Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Codex) send messages to each other across sessions and machines. UUID-based auth, self-hostable.
- [Beltran12138/wecom-docs-mcp-server](https://github.com/Beltran12138/wecom-docs-mcp-server) [](https://glama.ai/mcp/servers/Beltran12138/wecom-docs-mcp-server) ๐ ๐ ๐ช ๐ง - WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit Docs and Smartsheets (9 tools). Fills the doc-CRUD gap โ existing WeCom MCP servers only support webhook messaging.
@@ -572,17 +630,21 @@ Integration with communication platforms for message management and channel oper
- [FantomaSkaRus1/telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp) [](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp) ๐ โ๏ธ ๐ - Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bot API.
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) ๐ โ๏ธ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
- [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Go-based MCP server for Telegram Archive. Search and browse Telegram chat history, list chats, and retrieve messages with full-text search. Docker image available.
+- [getpoststack/mcp](https://github.com/getpoststack/mcp) [](https://glama.ai/mcp/servers/getpoststack/mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - EU-hosted email API exposed as MCP tools โ send transactional and marketing email, manage contacts and segments, run broadcasts, render templates, and read analytics from Claude/Cursor. GDPR compliant, EU-only data residency (Germany + Finland). `npx -y @poststack.dev/mcp`.
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) ๐ โ๏ธ ๐ - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents ๐ค (supports secure token auth & more - use with npx or docker!)
- [googlarz/signal-mcp](https://github.com/googlarz/signal-mcp) [](https://glama.ai/mcp/servers/googlarz/signal-mcp) ๐ - Full Signal messenger MCP server and CLI. Send/receive messages, manage groups and contacts, search history, handle attachments and reactions. Runs locally via signal-cli โ no third-party servers.
- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) ๐ โ๏ธ - An MCP server application that sends various types of messages to the WeCom group robot.
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) ๐ ๐ ๐ - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
+- [helbertparanhos/resend-email-mcp](https://github.com/helbertparanhos/resend-email-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - The most complete Resend email MCP โ full API coverage (75 tools) plus a unique debug/diagnostics layer: deliverability analysis, DNS troubleshooting, email inspection, bounce explanation, and account audit. `npx -y resend-email-mcp`.
- [i-am-bee/acp-mcp](https://github.com/i-am-bee/acp-mcp) ๐ ๐ฌ - An MCP server acting as an adapter into the [ACP](https://agentcommunicationprotocol.dev) ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
- [iletimerkezi/iletimerkezi-mcp-server](https://github.com/iletimerkezi/iletimerkezi-mcp-server) [](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server) ๐๏ธ โ๏ธ - Send SMS, query delivery reports, manage senders / blacklists, register and check ฤฐYS (Turkish messaging consent registry) records through the [iletiMerkezi](https://www.iletimerkezi.com) BTK-licensed SMS API. 11 tools, runtime-fetched manifest stays in lock-step with the live API. Install: `npx -y @iletimerkezi/mcp-server`.
- [imdinu/apple-mail-mcp](https://github.com/imdinu/apple-mail-mcp) [](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp) ๐ ๐ ๐ - Fast MCP server for Apple Mail โ 87x faster email fetching via batch JXA and FTS5 search index for ~2ms body search. 6 tools: list accounts/mailboxes, get emails with filters, full-text search across all scopes, and attachment extraction.
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) ๐ โ๏ธ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
- [Infobip/mcp](https://github.com/infobip/mcp) ๐๏ธ โ๏ธ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment.
- [iprashantraj/mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge) [](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) ๐ ๐ ๐ ๐ช ๐ง - Discord MCP server with 46 tools for channels, messages, forums, webhooks, members, roles, threads, and moderation. Zero-install via `npx -y mcp-discord-bridge`. Also runs as a standalone bot with slash commands.
+- [sethbang/proton-mail-mcp](https://github.com/sethbang/proton-mail-mcp) [](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) ๐ ๐ - Unofficial Proton Mail MCP server โ send, read, search, and organize email over SMTP and IMAP (via Proton Mail Bridge). Bulk ops with dry-run previews, read-only mode, and Trash-by-default deletes. Not affiliated with Proton AG.
- [shahabazdev/inxmail-mcp](https://github.com/shahabazdev/inxmail-mcp) [](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) ๐ โ๏ธ - Manage Inxmail Commerce transactional emails โ events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking.
+- [TheSameAbramovych/qmailing-mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server) [](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - AI agents read & send email, manage mailboxes, custom domains and webhooks via the QMailing API (npm stdio + hosted OAuth connector).
- [rchanllc/joltsms-mcp-server](https://github.com/rchanllc/joltsms-mcp-server) [](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server) ๐ โ๏ธ - Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for messages, and extract OTP codes. Built for AI agents automating phone verification across platforms.
- [virtualsms-io/mcp-server](https://github.com/virtualsms-io/mcp-server) [](https://glama.ai/mcp/servers/virtualsms-io/mcp-server) ๐ โ๏ธ - Receive SMS verification codes with AI agents. Get virtual phone numbers for WhatsApp, Telegram, Google, and 500+ services. Own modem infrastructure across 200+ countries with real-time WebSocket delivery. 12 tools for number discovery, purchase, and code extraction.
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) ๐ ๐ - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
@@ -595,17 +657,24 @@ Integration with communication platforms for message management and channel oper
- [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) ๐ ๐ฌ - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.
- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) ๐ โ๏ธ - The most powerful MCP server for Slack Workspaces.
- [lanchuske/local-mcp](https://github.com/lanchuske/local-mcp-releases) [](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases) ๐ ๐ ๐ - Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Microsoft Teams, Outlook, OneDrive, and Office documents. 82 tools. Runs entirely on your Mac โ no cloud, no tokens, no API keys.
+- [leshchenko1979/fast-mcp-telegram](https://github.com/leshchenko1979/fast-mcp-telegram) [](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Telegram MCP server with direct API/curl access, multi-user Bearer auth, HTTP-MTProto Bridge, file attachments, voice transcription, and context-optimized design
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) ๐ ๐๏ธ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
+- [liuboacean/agent-comm-hub](https://github.com/liuboacean/agent-comm-hub) [](https://glama.ai/mcp/servers/liuboacean/agent-comm-hub) ๐ ๐ ๐ ๐ช ๐ง - Production-grade multi-agent communication infrastructure with real-time messaging, task scheduling, shared memory, and trust-based evolution via MCP + SSE. 53 MCP tools, SQLite WAL persistence (zero message loss), 4-level RBAC, Python & TypeScript SDKs (zero external deps), and evolution engine. Deploy via Docker, npm, or from source.
- [nakulben/whatsapp-mcp](https://github.com/nakulben/whatsapp-mcp) [](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp) ๐ โ๏ธ - WhatsApp Business API template management via Meta Cloud API. Create, validate, and send all 12 template types (text, image, video, document, location, authentication, carousel, coupon, catalog, MPM, limited-time offer, and flows) from any MCP client.
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) ๐ ๐ โ๏ธ - MCP Server for Integrating LINE Official Account
- [littlebearapps/outlook-assistant](https://github.com/littlebearapps/outlook-assistant) [](https://glama.ai/mcp/servers/@littlebearapps/outlook-assistant) ๐ โ๏ธ - Ask your AI assistant to search your inbox, send emails, schedule meetings, manage contacts, and configure mailbox settings โ without leaving the conversation. Works with Claude, Cursor, Windsurf, and any MCP-compatible client.
+- [loicfontaine-max/qorami-sdk](https://github.com/loicfontaine-max/qorami-sdk/tree/main/mcp) [](https://glama.ai/mcp/servers/loicfontaine-max/qorami-sdk) ๐ โ๏ธ - Check an email before an AI agent sends it: returns send / ask-a-human / block, with machine reason codes and prompt-injection detection.
- [Leximo-AI/leximo-ai-call-assistant-mcp-server](https://github.com/Leximo-AI/leximo-ai-call-assistant-mcp-server) ๐ โ๏ธ - Make AI-powered phone calls on your behalf โ book reservations, schedule appointments, and view call transcripts
- [madbonez/caldav-mcp](https://github.com/madbonez/caldav-mcp) ๐ โ๏ธ - Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via CalDAV), Nextcloud, ownCloud, Apple iCloud, and others. Supports creating events with recurrence, categories, priority, attendees, reminders, searching events, and retrieving events by UID.
- [marlinjai/email-mcp](https://github.com/marlinjai/email-mcp) ๐ โ๏ธ ๐ - Unified MCP server for email across Gmail (REST API), Outlook (Microsoft Graph), iCloud, and generic IMAP/SMTP. 24 tools for search, send, organize, and batch-manage emails with built-in OAuth2 and encrypted credential storage.
- [marras0914/agent-toolbelt](https://github.com/marras0914/agent-toolbelt) [](https://glama.ai/mcp/servers/marras0914/agent-toolbelt) ๐ โ๏ธ - 20 focused API tools for AI agents: schema generation, text extraction, token counting, regex/cron building, prompt optimization, web summarization, document comparison, and more. TypeScript SDK + LangChain wrappers included.
+- [mohitbadwal/ringback](https://github.com/mohitbadwal/ringback) [](https://glama.ai/mcp/servers/mohitbadwal/ringback) ๐ ๐ ๐ - Lets the LLM reach you on your phone: live, interruptible voice calls and tiered alerts, using free self-hosted pieces (SIP via pjsua2/Linphone + whisper.cpp STT + macOS say TTS). No paid telephony, no extra API key for the conversation.
- [multimail-dev/mcp-server](https://github.com/multimail-dev/mcp-server) [](https://glama.ai/mcp/servers/@multimail-dev/multi-mail) ๐ โ๏ธ - Email for AI agents. Send and receive as markdown with configurable human oversight (monitor, gate, or fully autonomous).
+- [Sequenzy/mcp](https://github.com/Sequenzy/mcp) [](https://glama.ai/mcp/servers/Sequenzy/mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Email marketing automation MCP server for Sequenzy. Manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails, analytics, and AI-generated email content. Install: `npx -y @sequenzy/mcp`.
- [aeoess/mingle-mcp](https://github.com/aeoess/mingle-mcp) [](https://glama.ai/mcp/servers/aeoess/mingle-mcp) ๐ โ๏ธ - Agent-to-agent networking. Your AI publishes what you need, matches with other people's agents, both humans approve before connecting. 6 tools, Ed25519 signed, shared network at api.aeoess.com.
+- [mouse114514/Xadeus-QQ-MCP](https://github.com/mouse114514/Xadeus-QQ-MCP) [](https://glama.ai/mcp/servers/mouse114514/Xadeus-QQ-MCP) ๐ ๐ ๐ช ๐ง - QQ MCP Server โ connects to QQ via NapCatQQ (OneBot v11), giving AI agents direct control over QQ (send/receive messages, group management, auto-wake on incoming messages, and more).
- [n24q02m/better-email-mcp](https://github.com/n24q02m/better-email-mcp) [](https://glama.ai/mcp/servers/@n24q02m/better-email-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - IMAP/SMTP email MCP server with App Passwords (no OAuth2). Auto-discovers Gmail, Outlook, Yahoo, iCloud. 5 composite tools: search, read, send, reply, forward. Multi-account support.
+- [OrygnsCode/Omnicord](https://github.com/OrygnsCode/Omnicord) [](https://glama.ai/mcp/servers/OrygnsCode/Omnicord) ๐ ๐ ๐ ๐ช ๐ง - Hands your AI an entire Discord server: 148 tools covering chat, moderation, automod, events, and full administration, up to building a complete community server from one paragraph. One-command guided setup, and every destructive action previews and waits for your confirmation.
- [overpod/mcp-telegram](https://github.com/overpod/mcp-telegram) [](https://glama.ai/mcp/servers/overpod/mcp-telegram) ๐ ๐ ๐ ๐ช ๐ง - Telegram MCP server via MTProto/GramJS โ 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx zero-install. Hosted version at mcp-telegram.com.
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) ๐ โ๏ธ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) ๐๏ธ ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).
@@ -623,6 +692,7 @@ Integration with communication platforms for message management and channel oper
- [Spix-HQ/spix-mcp](https://github.com/Spix-HQ/spix-mcp) [](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp) ๐ โ๏ธ - Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms voice latency (Deepgram Nova-3 + Claude + Cartesia Sonic-3). Install: `pip install spix-mcp`. [Free tier available](https://spix.sh).
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - The MCP server that keeps you informed by sending the notification on phone using ntfy
- [timkulbaev/mcp-gmail](https://github.com/timkulbaev/mcp-gmail) [](https://glama.ai/mcp/servers/timkulbaev/mcp-gmail) ๐ โ๏ธ - Full Gmail operations via Unipile API: send, reply, list, read, delete, search, manage labels, attachments, and drafts. Dry-run by default on destructive actions.
+- [tlennon-ie/neurodock](https://github.com/tlennon-ie/neurodock) [](https://glama.ai/mcp/servers/tlennon-ie/neurodock) ๐ ๐ โ๏ธ - Local-first cognitive substrate for neurodivergent professionals: a translator for corporate ambiguity, a planner, and a guardrail that declines to amplify rumination, hyperfocus, or sycophancy. Hosted stateless tools over OAuth.
- [trycourier/courier-mcp](https://github.com/trycourier/courier-mcp) ๐๏ธ ๐ฌ โ๏ธ ๐ ๏ธ ๐ ๐ค - Build multi-channel notifications into your product, send messages, update lists, invoke automations, all without leaving your AI coding space.
- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) ๐ โ๏ธ - An MCP server for [DIDLogic](https://didlogic.com). Adds functionality to manage SIP endpoints, numbers and destinations.
- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) ๐ ๐ ๐ - A Model Context Protocol server for reading iMessage data from macOS.
@@ -650,20 +720,25 @@ Tools for building and operating AI conversation agents that hold structured dia
Tools for encrypting and decrypting data.
- [denismaggior8/enigma-python-mcp](https://github.com/denismaggior8/enigma-python-mcp) [](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - A Model Context Protocol server that brings the capabilities of [enigmapython](https://github.com/denismaggior8/enigma-python) library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators.
+- [laszlopere/mcp-bytesmith](https://github.com/laszlopere/mcp-bytesmith) [](https://glama.ai/mcp/servers/laszlopere/mcp-bytesmith) ๐ ๐ - Local byte-wrangling toolbox: encoding (hex/Base64/Base32/Base58/Base45โฆ), cryptographic + CRC hashing, base conversion, and CSPRNG tokens/passphrases, plus an opt-in Ethereum/EVM toolset (keccak, ABI/RLP codecs, EIP-191/712 hashing, function/event selectors, EIP-55). No network calls. `uvx mcp-bytesmith`.
### ๐ค Customer Data Platforms
Provides access to customer profiles inside of customer data platforms
+- [azmartone67/dchub-mcp-server](https://github.com/azmartone67/dchub-mcp-server) [](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server) ๐ โ๏ธ - Data-center, power & gas intelligence MCP server. 33 tools covering 21,000+ data-center facilities (170+ countries), 232 US power markets scored by the DC Hub Power Index (DCPI), 2,000+ tracked M&A deals, ISO grid telemetry (PJM, ERCOT, CAISO, MISO, SPP, NYISO), fiber routes, and energy pricing. Free to cite (CC-BY-4.0).
- [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) ๐๏ธ ๐ โ๏ธ - A Model Context Protocol server for generating visual charts using [AntV](https://github.com/antvis).
+- [ckalima/pipedrive-mcp-server](https://github.com/ckalima/pipedrive-mcp-server) [](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server) ๐ โ๏ธ - MCP server for [Pipedrive CRM](https://www.pipedrive.com). 155 tools covering deals, persons, organizations, activities, products, projects, tasks, leads, notes, mail, and fields. stdio transport, API-key auth, delete tools gated behind an env flag. Published on npm as `@ckalima/pipedrive-mcp-server`. MIT.
- [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) ๐ ๐ - Generate visual charts using [Apache ECharts](https://echarts.apache.org) with AI MCP dynamically.
- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) ๐ ๐ - Generate [mermaid](https://mermaid.js.org/) diagram and chart with AI MCP dynamically.
- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) ๐๏ธ ๐ โ๏ธ - Connect with [iaptic](https://www.iaptic.com) to ask about your Customer Purchases, Transaction data and App Revenue statistics.
- [embeddedlayers/mcp-analytics](https://github.com/embeddedlayers/mcp-analytics) [](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics) ๐ โ๏ธ - Statistical analysis, forecasting, and ML for business data (Shopify, Stripe, WooCommerce, eBay, GA4, Search Console). Upload a CSV or connect live data sources โ ask a question in Claude or Cursor, get an interactive HTML report.
+- [mambalabsdev/mcp-icp-fit-scorer](https://github.com/mambalabsdev/mcp-icp-fit-scorer) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer) ๐ โ๏ธ - Scores a company against a weighted ideal customer profile, returning a 0-100 score, A/B/C tier, and per-signal breakdown.
- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) ๐ โ๏ธ - Connect any Open Data to any LLM with Model Context Protocol.
- [QuackbackIO/quackback](https://github.com/QuackbackIO/quackback) ๐ โ๏ธ - Open-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on posts, vote, manage roadmaps, merge duplicates, and publish changelogs.
- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) ๐ โ๏ธ - An MCP server to access and updates profiles on an Apache Unomi CDP server.
+- [skippedaga/yanifend-mcp](https://github.com/skippedaga/yanifend-mcp) [](https://glama.ai/mcp/servers/skippedaga/yanifend-mcp) โ โ๏ธ - Hosted MCP server for [YaniFend](https://yanifend.com), a WordPress feedback widget โ manage your questionary (list / create / update / delete questions and options) and read collected answers via natural language.
- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) ๐ โ๏ธ - An MCP server to interact with a Tinybird Workspace from any MCP client.
- [lionkiii/google-searchconsole-mcp](https://github.com/lionkiii/google-searchconsole-mcp) [](https://glama.ai/mcp/servers/lionkiii/google-searchconsole-mcp) ๐ ๐ - Google Search Console MCP server with 13 SEO tools โ search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis, and performance comparison.
- [saurabhsharma2u/search-console-mcp](https://github.com/saurabhsharma2u/search-console-mcp) - An MCP server to interact with Google Search Console and Bing Webmasters.
@@ -678,6 +753,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [amineelkouhen/mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb) ๐ โ๏ธ - A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com).
- [andyWang1688/sql-query-mcp](https://github.com/andyWang1688/sql-query-mcp) [](https://glama.ai/mcp/servers/andyWang1688/sql-query-mcp) ๐ ๐ - A general-purpose MCP server that lets AI work with multiple databases within clear boundaries. Supports PostgreSQL and MySQL today with schema discovery, sampling, read-only queries, and query-plan inspection.
- [ArcadeData/arcadedb](https://github.com/ArcadeData/arcadedb) [](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms) ๐๏ธ โ ๐ - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin, and MongoDB QL support.
+- [Arun-kc/schemabrain](https://github.com/Arun-kc/schemabrain) [](https://glama.ai/mcp/servers/Arun-kc/schemabrain) ๐ ๐ ๐ ๐ช ๐ง - Read-only trust layer for Postgres: the agent never writes SQL โ twelve tools compile it from definitions you control, PII and secret categories are refused before the query runs, and every call lands in a tamper-evident SHA-256 audit chain.
- [astandrik/local-ydb-toolkit](https://github.com/astandrik/local-ydb-toolkit) [](https://glama.ai/mcp/servers/astandrik/local-ydb-toolkit) ๐ ๐ - Local YDB MCP is a TypeScript stdio MCP server for operating Docker-based local-ydb deployments via local or SSH-backed profiles. Supports bootstrap, diagnostics, auth hardening, storage workflows, dump/restore, upgrades, and plan-first mutating operations.
- [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) โ๏ธ ๐ - MySQL database integration in NodeJS with configurable access controls and schema inspection
- [bram2w/baserow](https://github.com/bram2w/baserow) - Baserow database integration with table search, list, and row create, read, update, and delete capabilities.
@@ -753,8 +829,10 @@ Secure database access with schema inspection capabilities. Enables querying and
- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) ๐ โ๏ธ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
- [redis/mcp-redis](https://github.com/redis/mcp-redis) ๐ ๐ - The Redis official MCP Server offers an interface to manage and search data in Redis.
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) ๐ ๐ - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
+- [narekmalk/safedb-mcp](https://github.com/narekmalk/safedb-mcp) [](https://glama.ai/mcp/servers/narekmalk/safedb-mcp) โ๏ธ ๐ - Secure MCP server for safe, read-only DB access by AI agents, with SQL guardrails, table allowlists, PII masking, and audit logs.
- [s2-streamstore/s2-sdk-typescript](https://github.com/s2-streamstore/s2-sdk-typescript) ๐๏ธ ๐ โ๏ธ - Official MCP server for the S2.dev serverless stream platform.
- [schemacrawler/SchemaCrawler-MCP-Server-Usage](https://github.com/schemacrawler/SchemaCrawler-MCP-Server-Usage) ๐๏ธ โ โ Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.
+- [seob717/redash-mcp](https://github.com/seob717/redash-mcp) [](https://glama.ai/mcp/servers/seob717/redash-mcp) ๐ ๐ - Connect Redash to Claude โ natural-language SQL with safety guards (blocks DROP/TRUNCATE, PII detection), BIRD-based smart table selection, plus saved queries, dashboards, widgets, and alerts.
- [SidneyBissoli/ibge-br-mcp](https://github.com/SidneyBissoli/ibge-br-mcp) ๐ โ๏ธ - Brazilian Census Bureau (IBGE) data server with 23 tools for demographics, geography, economics, and statistics. Covers localities, SIDRA tables, Census data, population projections, and geographic meshes.
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) ๐ โ๏ธ - Pinecone integration with vector search capabilities
- [skysqlinc/skysql-mcp](https://github.com/skysqlinc/skysql-mcp) ๐๏ธ โ๏ธ - Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.
@@ -787,9 +865,13 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [1luvc0d3/metabase-mcp](https://github.com/1luvc0d3/metabase-mcp) [](https://glama.ai/mcp/servers/1luvc0d3/metabase-mcp) ๐ ๐ - MCP server connecting Claude to Metabase with 28 tools for natural language data analysis, dashboard management, SQL queries, and automated insights. Features SQL guardrails, rate limiting, and audit logging.
- [alanpcf/brasil-data-mcp](https://github.com/alanpcf/brasil-data-mcp) [](https://glama.ai/mcp/servers/alanpcf/brasil-data-mcp) ๐ ๐ ๐ ๐ช ๐ง - Brazilian public data for AI agents โ companies (CNPJ), addresses (CEP), banks (BACEN), national holidays โ via [BrasilAPI](https://brasilapi.com.br). No auth, no API key. Install: `npx -y brasil-data-mcp`.
+- [Alessandro114/scala-mcp-server](https://github.com/Alessandro114/scala-mcp-server) [](https://glama.ai/mcp/servers/Alessandro114/scala-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Search and enrich data from 250M+ companies across 50+ countries. Company lookup by name, VAT, or ID, NACE sector search, and financial data from official EU business registries. Free tier: 50 lookups/month. Install: `npx scala-mcp-server`.
+- [antonio-mello-ai/mcp-airflow](https://github.com/antonio-mello-ai/mcp-airflow) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-airflow) ๐ ๐ - Manage Apache Airflow through its REST API โ list DAGs, inspect DAG runs and task instances, trigger runs, and check failed-DAG and scheduler/metadatabase health. 7 tools, built with FastMCP. Install: `uvx mcp-airflow`.
- [carrierone/verilexdata-mcp](https://github.com/carrierone/verilexdata-mcp) [](https://glama.ai/mcp/servers/carrierone/verilexdata-mcp) ๐ โ๏ธ - 20 structured datasets (NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents, economic indicators) via x402 pay-per-query with USDC. Free stats/sample endpoints, MCP + HTTP transport.
- [aegis-dq/aegis-dq](https://github.com/aegis-dq/aegis-dq) [](https://glama.ai/mcp/servers/aegis-dq/aegis-dq) ๐ ๐ ๐ ๐ช ๐ง - Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with LLM root cause analysis, and proposes SQL remediations. Every LLM decision is audit-logged with cost and latency.
- [alkemiai/alkemi-mcp](https://github.com/alkemi-ai/alkemi-mcp) ๐ โ๏ธ - MCP Server for natural language querying of Snowflake, Google BigQuery, and DataBricks Data Products through Alkemi.ai.
+- [Autario/autario-mcp](https://github.com/Autario/autario-mcp) [](https://glama.ai/mcp/servers/Autario/autario-mcp) โ๏ธ - Search, query, and publish charts across 2,300+ verified public datasets (World Bank, IMF, Eurostat, OECD, WHO). 28 MCP tools for data discovery, analysis, and visualization. Remote MCP + [npm package](https://www.npmjs.com/package/autario-mcp).
+- [vinvuk/apiverket-mcp](https://github.com/vinvuk/apiverket-mcp) [](https://glama.ai/mcp/servers/vinvuk/apiverket-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Query Swedish public data through Apiverket, including company data, SCB statistics, weather, transport, and more. Install: `npx -y apiverket-mcp-server`.
- [avisangle/method-crm-mcp](https://github.com/avisangle/method-crm-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Production-ready MCP server for Method CRM API integration with 20 comprehensive tools for tables, files, users, events, and API key management. Features rate limiting, retry logic, and dual transport support (stdio/HTTP).
- [aywengo/kafka-schema-reg-mcp](https://github.com/aywengo/kafka-schema-reg-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features.
- [bintocher/mcp-superset](https://github.com/bintocher/mcp-superset) [](https://glama.ai/mcp/servers/bintocher/mcp-superset) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Full-featured Apache Superset MCP server with 135+ tools for dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups), permissions audit, and 30+ built-in safety validations. Supports HTTP, SSE, and stdio transports.
@@ -799,6 +881,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [dbt-labs/dbt-mcp](https://github.com/dbt-labs/dbt-mcp) ๐๏ธ ๐ ๐ โ๏ธ - Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
- [Evan-Crx/permisapi-mcp](https://github.com/Evan-Crx/permisapi-mcp) [](https://glama.ai/mcp/servers/Evan-Crx/permisapi-mcp) ๐ ๐ ๐ ๐ช ๐ง - 7 tools for French open-data building permits (Sitadel, 311k rows, ~2M permits/year, Etalab license). Search, details, DVF transactions cross-ref, real estate dealer opportunity score, PLU urban zoning, BRGM natural and technological risks, and a Vue 360 composite that fans out 6 sub-fetches in one tool call. Powered by [permisapi.fr](https://permisapi.fr). Plan Free covers basic search and details, Pro+ unlocks the enrichments. Install: `pip install permisapi-mcp`.
- [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) ๐๏ธ ๐ โ๏ธ ๐ - Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language.
+- [FreelexHo/power-bi-mcp](https://github.com/FreelexHo/power-bi-mcp) [](https://glama.ai/mcp/servers/FreelexHo/power-bi-mcp) ๐ โ๏ธ ๐ช ๐ ๐ง - Power BI MCP server with device code auth, enhanced refresh (table-level polling with retry), refresh diagnostics with root-cause error catalog, DAX queries with RLS simulation, PBIP source locating, and scheduled refresh reports.
- [Hug0x0/mcp-reunion](https://github.com/Hug0x0/mcp-reunion) [](https://glama.ai/mcp/servers/Hug0x0/mcp-reunion) ๐ โ๏ธ ๐ ๐ช ๐ง - 96 tools across 21 modules for La Rรฉunion (French overseas region) open data: economy, demographics, geography, transport, health, education, elections, tourism, housing, environment, and more. Powered by data.regionreunion.com and data.gouv.fr. Install: `npx -y mcp-reunion`.
- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) ๐ โ๏ธ - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
- [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) ๐ โ๏ธ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
@@ -811,22 +894,34 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [Osseni94/oyemi-mcp](https://github.com/Osseni94/oyemi-mcp) ๐ ๐ - Deterministic semantic word encoding and valence/sentiment analysis using 145K+ word lexicon. Provides word-to-code mapping, semantic similarity, synonym/antonym lookup with zero runtime NLP dependencies.
- [paracetamol951/caisse-enregistreuse-mcp-server](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server) ๐ ๐ง ๐ โ๏ธ - Allows you to automate or monitor business operations, sales recorder, POS software, CRM.
- [saikiyusuke/registep-mcp](https://github.com/saikiyusuke/registep-mcp) ๐ โ๏ธ - AI-powered POS & sales analytics MCP server with 67 tools for Airใฌใธ, ในใใฌใธ, and BASE EC integration. Provides store management, sales data querying, AI chat analysis, and weather correlation features.
+- [us-all/airflow-mcp-server](https://github.com/us-all/airflow-mcp-server) [](https://glama.ai/mcp/servers/us-all/airflow-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Airflow REST API โ 7 tools (DAG list, runs, task instances, log tails, trigger, clear). `dag-health-rollup` aggregation. Airflow 3.x `/api/v2` + JWT (SimpleAuthManager); pin `0.1.x` for Airflow 2.x. Read-only by default; trigger/clear write-gated.
- [soil-dev/capsulemcp](https://github.com/soil-dev/capsulemcp) [](https://glama.ai/mcp/servers/soil-dev/capsulemcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for [Capsule CRM](https://capsulecrm.com). 81 tools (49 in read-only mode) covering contacts, opportunities, projects, tasks, timeline activity, structured + saved filters, workflow tracks, and file attachments. Two transports โ stdio (`npx capsulemcp`) and HTTP+OAuth for hosted Custom Connectors. Read-only-mode env flag for safer defaults. Apache 2.0.
- [vikramgorla/mcp-swiss](https://github.com/vikramgorla/mcp-swiss) [](https://glama.ai/mcp/servers/vikramgorla/mcp-swiss) ๐ โ๏ธ - 68 tools for Swiss open data: transport, weather, geodata, companies, parliament, and more. Zero API keys required.
- [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) ๐ โ๏ธ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
+- [Younghef/nutriref-api](https://github.com/Younghef/nutriref-api) [](https://glama.ai/mcp/servers/Younghef/nutriref-api) ๐ โ๏ธ ๐ ๐ช ๐ง - USDA FoodData Central nutrition for AI agents โ pay-per-call in USDC on Base via x402. Four tools (search, detail, compare, recipe) at $0.001โ$0.005 per call. No signup, no API keys; MCPB-packaged for one-click install.
- [Leekangbum/networklytics-mcp](https://github.com/Leekangbum/networklytics-mcp) [](https://glama.ai/mcp/servers/Leekangbum/networklytics-mcp) ๐ - YouTube comment social network analysis (SNA): influencer centrality ranking, community detection (Louvain), sentiment analysis, and public JSON API for AI agents
### ๐ป Developer Tools
+- [appcreationsca/bumpguard-mcp](https://github.com/appcreationsca/bumpguard-mcp) [](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp) ๐ ๐ ๐ ๐ช ๐ง - Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break *before* you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only โ never runs third-party code. Python + .NET. `pip install bumpguard-mcp`
+- [DeusData/codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp) [](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp) ๐ ๐ ๐ ๐ช ๐ง - Code-intelligence engine that indexes a repo into a persistent knowledge graph โ functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, ~99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. `npx codebase-memory-mcp`
+- [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. `npx -y @forgemeshlabs/aso-audit-mcp`.
+- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) ๐ ๐ - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
+- [modus-agendi/managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp) [](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Start, observe, and interact with Claude Managed Agents from any MCP client โ launch an agent, poll its events to watch it work, reply, approve the tools it wants to run, and stop it. Runs over stdio, an HTTP container, or AWS Lambda, with pluggable inbound auth (bearer/OIDC/Cognito).
+- [getnahook/nahook-mcp](https://github.com/getnahook/nahook-mcp) [](https://glama.ai/mcp/servers/getnahook/nahook-mcp) ๐๏ธ ๐๏ธ โ๏ธ - "The official MCP server for the Nahook webhook platform โ trigger webhooks, inspect deliveries, retry failures, and manage endpoints from your AI assistant."
+- [naveenayalla1-CS50/mcp-server-toolkit](https://github.com/naveenayalla1-CS50/mcp-server-toolkit) [](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Plug-and-play MCP server toolkit with semantic code search, natural language database queries, docs indexing, and OpenAPI introspection. One-command setup for Claude Code, Cursor, and Windsurf.
+- [tatavarthitarun/nowsecure-mcp-server](https://github.com/tatavarthitarun/nowsecure-mcp-server) [](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as `nowsecure-mcp-server`. `npx -y nowsecure-mcp-server`
- [adrianczuczka/mason](https://github.com/adrianczuczka/mason) [](https://glama.ai/mcp/servers/adrianczuczka/mason) ๐ ๐ ๐ ๐ช ๐ง - Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows โ files so agents can skip grep/glob on repeat queries.
The fast, idiomatic Go framework for building MCP servers. Struct-tag auto schema, middleware chain, and adapters to import existing Gin/OpenAPI/gRPC services as MCP tools.
- [masondelan/selvedge](https://github.com/masondelan/selvedge) [](https://glama.ai/mcp/servers/masondelan/selvedge) ๐ ๐ - Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then query history with diff, blame, history, changeset, and search. Captures the intent that would otherwise evaporate.
- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) ๐ โ๏ธ - Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-call credits, tiered pricing, and x402 crypto micropayments to any MCP server without writing billing code. Operator dashboard included.
- [agenticempire/axint](https://github.com/agenticempire/axint) [](https://glama.ai/mcp/servers/agenticempire/axint) ๐ ๐ - Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift โ App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests.
+- [callstackincubator/agent-device](https://github.com/callstackincubator/agent-device) [](https://glama.ai/mcp/servers/callstackincubator/agent-device) ๐ ๐ ๐ ๐ง - Discovery router for the agent-device CLI. Exposes status, install guidance, version-matched help, prompts, and resources for iOS, Android, tvOS, macOS, and Linux automation workflows.
- [drhalto/agentmako](https://github.com/drhalto/agentmako) [](https://glama.ai/mcp/servers/drhalto/agentmako) ๐ ๐ ๐ ๐ช ๐ง - Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store โ so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin.
Tools and integrations that enhance the development workflow and environment management.
+- [mithun4elp/briefkit-mcp-server](https://github.com/mithun4elp/briefkit-mcp-server) [](https://glama.ai/mcp/servers/mithun4elp/briefkit-mcp-server) ๐ ๐ - Generate engineer-grade SaaS specifications โ design systems, database schemas, and RLS policies for AI build tools like Lovable, Cursor, and Claude Code.
- [magna-nz/aspnetcore-debugger-mcp](https://github.com/magna-nz/aspnetcore-debugger-mcp) [](https://glama.ai/mcp/servers/magna-nz/aspnetcore-debugger-mcp) #๏ธโฃ ๐ ๐๐ช๐ง - MCP server for interactive .NET / ASP.NET Core debugging via netcoredbg. 27 tools: breakpoints (line, function, exception, data), stepping, thread inspection, exception autopsy, hang/deadlock analysis, and request tracing.
- [marin1321/mcp-devtools](https://github.com/marin1321/mcp-devtools) [](https://glama.ai/mcp/servers/marin1321/mcp-devtools) ๐ ๐ ๐ ๐ช ๐ง - Production-grade MCP server for secure access to local dev environments (filesystem, databases, processes, OpenAPI). Includes scope enforcement, command allowlist, and read-only DB mode.
@@ -837,10 +932,12 @@ Tools and integrations that enhance the development workflow and environment man
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
- [runyourempire/4DA](https://github.com/runyourempire/4DA/tree/main/mcp-4da-server) [](https://glama.ai/mcp/servers/runyourempire/4DA) ๐ ๐ ๐ ๐ช ๐ง - Dependency intelligence for AI coding agents. Live CVE scanning, dependency health, upgrade planning, ecosystem news, and decision memory. 14 tools, zero config, privacy-first.
- [mvtandas/wp-cli-mcp](https://github.com/mvtandas/wp-cli-mcp) [](https://glama.ai/mcp/servers/mvtandas/wp-cli-mcp) ๐ ๐ - Full WordPress management via WP-CLI with 30+ tools for themes, plugins, posts, menus, users, database, scaffolding, and cache. Works locally or over SSH to remote servers.
+- [Mogacode-ma/elementor-mcp-agent](https://github.com/Mogacode-ma/elementor-mcp-agent) [](https://glama.ai/mcp/servers/Mogacode-ma/elementor-mcp-agent) ๐ โ๏ธ/๐ - Agency-grade MCP server for WordPress Elementor โ multi-site management for 120+ WordPress sites with safe edits (backup + auto-rollback + post-write verification), template export/import, global widget detection, CSS flush, WP-CLI escape hatch, headless Chrome screenshots. 34 tools across pages, widgets, templates, bulk find/replace, and fleet operations.
- [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) ๐ ๐ ๐ - iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.
- [raye-deng/open-code-review](https://github.com/raye-deng/open-code-review) [](https://glama.ai/mcp/servers/raye-deng/open-code-review) ๐ ๐ โ๏ธ - AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration.
- [AaronVick/ECHO_RIFT_MCP](https://github.com/AaronVick/ECHO_RIFT_MCP) ๐ โ๏ธ - MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer.
- [AgiMaulana/HuaweiAppGalleryMcp](https://github.com/AgiMaulana/HuaweiAppGalleryMcp) [](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
+- [Jott2121/agent-gate](https://github.com/Jott2121/agent-gate) [](https://glama.ai/mcp/servers/Jott2121/agent-gate) ๐ ๐ ๐ ๐ช ๐ง - Lets an AI agent gate its own work before claiming "done": a fail-closed ship checklist (`verify_gate` counts a check satisfied only if explicitly proven), required independent refute-first review, and an append-only sha256-chained receipts ledger that makes any edit to past receipts detectable. `pip install mcp-agent-gate`.
- [aparajithn/agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp) ๐ โ๏ธ - Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
- [AI-by-design/primitiv](https://github.com/AI-by-design/primitiv) [](https://glama.ai/mcp/servers/AI-by-design/primitiv) ๐ ๐ ๐ ๐ช ๐ง - Design contract layer for your codebase. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth over MCP so every agent gets the same authoritative design rules before it builds. Local-first โ your code never leaves your machine.
- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) ๐ โ๏ธ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
@@ -857,10 +954,12 @@ Tools and integrations that enhance the development workflow and environment man
- [wooxogh/adr-mcp-setup](https://github.com/wooxogh/adr-mcp-setup) [](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup) ๐ ๐ - Automatically generates Architecture Decision Records (ADRs) from Claude Code conversations using Claude Opus. Features AI quality review, duplicate detection, dependency graph, and stale ADR alerts.
- [agent-hanju/char-index-mcp](https://github.com/agent-hanju/char-index-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
- [CSCSoftware/AiDex](https://github.com/CSCSoftware/AiDex) ๐ ๐ ๐ ๐ช ๐ง - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.
+- [ahmedxuhri/bigindexer](https://github.com/ahmedxuhri/bigindexer) [](https://glama.ai/mcp/servers/ahmedxuhri/bigindexer) ๐ ๐ ๐ ๐ช ๐ง - Hierarchical code intelligence for AI coding agents. Scans local source code, clusters files by behavioral roles, maps coupling seams, and provides in-repo twins/context for complex implementation tasks.
- [aidemd-mcp/server](https://github.com/aidemd-mcp/server) [](https://glama.ai/mcp/servers/aidemd-mcp/server) ๐ ๐ - Structured `.aide` spec files that give AI agents progressive disclosure into your codebase architecture via MCP.
- [Elmoaid/TempoGraph](https://github.com/Elmoaid/TempoGraph) [](https://glama.ai/mcp/servers/Elmoaid/TempoGraph) ๐ ๐ ๐ ๐ช ๐ง - Code graph context engine with 24 MCP tools for structural code intelligence. Tree-sitter parsing for 170+ languages, dependency graphs, blast radius, hotspots, dead code, and adaptive context injection. Benchmarked +27% F1 on change-localization.
- [ellmos-ai/ellmos-codecommander-mcp](https://github.com/ellmos-ai/ellmos-codecommander-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/ellmos-codecommander-mcp) ๐ ๐ ๐ ๐ช ๐ง - Developer-focused MCP server for code analysis, JSON repair, encoding fixes, and import organization across local projects.
- [ethbak/icon-composer-mcp](https://github.com/ethbak/icon-composer-mcp) [](https://glama.ai/mcp/servers/ethbak/icon-composer-mcp) ๐ ๐ ๐ - MCP server for Apple's Icon Composer: programmatically create .icon bundles with Liquid Glass effects (iOS 26+). 12 tools for icon creation, glass effect tuning, dark mode appearances, and App Store export.
+- [Explorer-64/imagcon-mcp](https://github.com/Explorer-64/imagcon-mcp) [](https://glama.ai/mcp/servers/Explorer-64/imagcon-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Generate deployment-ready PWA, iOS, and Android app icon sets from a text description. Produces all 27 required sizes, maskable icons, Xcode-ready iOS icons, Android mipmap folders, splash screens, and manifest.json โ packaged as a ZIP. Powered by Google Imagen 4.
- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) ๐ โ๏ธ ๐ - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.
- [aktsmm/skill-ninja-mcp-server](https://github.com/aktsmm/skill-ninja-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills.
- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) ๐ โ๏ธ โ A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
@@ -880,6 +979,7 @@ Tools and integrations that enhance the development workflow and environment man
- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) ๐ ๐ - Analyze React code locally, generate docs / llm.txt for whole project at once
- [back1ply/agent-skill-loader](https://github.com/back1ply/agent-skill-loader) ๐ ๐ - Dynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand.
- [bbonnin/openapi-to-mcp](https://github.com/bbonnin/openapi-to-mcp) โ ๐ ๐ ๐ช ๐ง - MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools. Unlike manual tool definition, this approach auto-generates tools directly from the Swagger spec, ensuring consistency, reducing maintenance effort, and preventing mismatches between the tools and the actual API.
+- [beardfaceguy/daimonos](https://github.com/beardfaceguy/daimonos) [](https://glama.ai/mcp/servers/beardfaceguy/daimonos) ๐ฆ ๐ ๐ ๐ง - Agent-optimized MCP server replacing built-in file, search, exec, and git tools with compact structured JSON. Native plugins for git, cargo, gh, and docker. Semantic output filtering, read deduplication, batch operations, and token analytics. Benchmarked 20-45% token savings.
- [BetterDB-inc/monitor](https://github.com/BetterDB-inc/monitor) [](https://glama.ai/mcp/servers/BetterDB-inc/monitor) ๐ โ๏ธ ๐ - Valkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate performance issues directly from AI coding assistants.
- [muvon/octocode](https://github.com/Muvon/octocode) [](https://glama.ai/mcp/servers/Muvon/) ๐ฆ ๐ ๐ ๐ช ๐ง - Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents understand architecture โ not just files.
- [bgauryy/octocode-mcp](https://github.com/bgauryy/octocode-mcp) โ๏ธ ๐ ๐ ๐ช ๐ง - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.
@@ -955,6 +1055,7 @@ Tools and integrations that enhance the development workflow and environment man
- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) ๐ - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
- [imatza-rh/mcp-zuul](https://github.com/imatza-rh/mcp-zuul) [](https://glama.ai/mcp/servers/imatza-rh/mcp-zuul) ๐ โ๏ธ - Zuul CI integration with 14 tools for build failure analysis, log search, pipeline status, and job configuration.
- [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) ๐ ๐ ๐ - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
+- [Ivy-Innovation/cubelife](https://github.com/Ivy-Innovation/cubelife) [](https://glama.ai/mcp/servers/Ivy-Innovation/cubelife) ๐ ๐ - Give AI agents a persistent pixel-art character that reflects their state in real time. Report work state, mark tasks complete, signal errors, and check status. Characters live in rooms with emotions and creature companions.
- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) ๐ ๐ - MCP server for local compression of various image formats.
- [Adityaaery20/media-mcp](https://github.com/Adityaaery20/media-mcp) ๐ ๐ ๐ ๐ช ๐ง - Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters, and ffmpeg-based video operations. No API keys required.
- [InsForge/insforge-mcp](https://github.com/InsForge/insforge-mcp) ๐ โ๏ธ - AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours.
@@ -965,6 +1066,7 @@ Tools and integrations that enhance the development workflow and environment man
- [IvanAmador/vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp) ๐ ๐ - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
- [izzzzzi/codewiki-mcp](https://github.com/izzzzzi/codewiki-mcp) [](https://glama.ai/mcp/servers/izzzzzi/codewiki-mcp) ๐ โ๏ธ - MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and ask questions about any open-source repository.
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) ๐ - MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot)
+- [Jambozx/onlinecybertools-mcp-server](https://github.com/Jambozx/onlinecybertools-mcp-server) [](https://glama.ai/mcp/servers/Jambozx/onlinecybertools-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - 280+ free developer & security tools as MCP tools โ encoders/decoders, hashes (MD5/SHA/HMAC/bcrypt/argon2/scrypt), JWT decoder, regex tester, JSON/YAML/XML formatters, network diagnostics (ping/traceroute/dig/whois/SSL/SPF/DMARC), OSINT (IP geo, EXIF, vendor lookups), and more. Proxies to the public API at onlinecybertools.com โ no auth required. Published to npm with SLSA v1 provenance.
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
- [James-Chahwan/repo-graph](https://github.com/James-Chahwan/repo-graph) [](https://glama.ai/mcp/servers/James-Chahwan/repo-graph) ๐ ๐ - Structural graph map of any codebase for AI coding assistants. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of grepping through everything.
- [janaraj/tnl](https://github.com/janaraj/tnl) [](https://glama.ai/mcp/servers/janaraj/tnl) ๐ ๐ ๐ ๐ช ๐ง - MCP server for TNL (Typed Natural Language): per-feature English contracts for AI coding agents. 6 tools โ `get_impacted_tnls`, `retrieve_tnl`, `trace`, `propose_tnl_diff`, `approve_tnl_diff`, `verify` โ let agents look up relevant contracts, propose contract edits, and verify implementations against them. Drop-in via `npx typed-nl init` for Claude Code, Codex, Gemini.
@@ -985,6 +1087,7 @@ Tools and integrations that enhance the development workflow and environment man
- [kao273183/mk-qa-master](https://github.com/kao273183/mk-qa-master) [](https://glama.ai/mcp/servers/kao273183/mk-qa-master) ๐ ๐ ๐ ๐ช ๐ง - AI ๆธฌ่ฉฆๅคงๅธซ โ end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens (`maestro hierarchy`) to extract testable modules, generates runnable pytest or Maestro YAML with real selectors (not `# TODO` stubs), runs with auto-retry, then writes a prioritized `optimization-plan.md` ranked by evidence (flaky vs broken vs coverage gap). Mobile-first: iOS Simulator, Android Emulator, real devices, and BlueStacks (`QA_ANDROID_HOST=127.0.0.1:5555`). Install via `uvx mk-qa-master`.
- [Kapeli/dash-mcp-server](https://github.com/Kapeli/dash-mcp-server) [](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) ๐ ๐ ๐ - MCP server for [Dash](https://kapeli.com/dash), the macOS API documentation browser. Instant search over 200+ documentation sets.
- [kenneives/design-token-bridge-mcp](https://github.com/kenneives/design-token-bridge-mcp) [](https://glama.ai/mcp/servers/kenneives/design-token-bridge-mcp) ๐ ๐ - Translates design tokens between platforms โ extract from Tailwind, CSS, Figma, or W3C DTCG, then generate Material 3 (Kotlin), SwiftUI, Tailwind config, and CSS Variables with WCAG contrast validation.
+- [kerbelp/metatron](https://github.com/kerbelp/metatron) [](https://glama.ai/mcp/servers/kerbelp/metatron) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted codebase priors and conventions server. Captures codebase design patterns, conventions, and implementation decisions from git history and developer feedback, serving them to coding agents to ensure local project standards are followed.
- [kevinswint/xcode-studio-mcp](https://github.com/kevinswint/xcode-studio-mcp) [](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp) ๐ ๐ ๐ - Unified MCP server for iOS development โ build, run, screenshot, and interact with iOS Simulator.
- [kindly-software/kdb](https://github.com/kindly-software/kdb) ๐ฆ โ๏ธ - AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.
- [knewstimek/agent-tool](https://github.com/knewstimek/agent-tool) [](https://glama.ai/mcp/servers/knewstimek/agent-tool) ๐๏ธ ๐ ๐ ๐ช ๐ง - Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities. Preserves file encoding (UTF-8, EUC-KR, Shift_JIS, etc.) and respects .editorconfig settings.
@@ -1011,6 +1114,7 @@ Tools and integrations that enhance the development workflow and environment man
- [meanands/npm-package-docs-mcp](https://github.com/meanands/npm-package-docs-mcp) โ๏ธ - MCP Server that provides up-to-date documentation for npm packages by fetching the latest README doc from the package's GitHub repository or the README.
- [mcpware/ui-annotator-mcp](https://github.com/mcpware/ui-annotator-mcp) [](https://glama.ai/mcp/servers/mcpware/ui-annotator-mcp) ๐ ๐ - Annotates any web page with hover labels for AI assistants โ reverse proxy injection, zero browser extensions. `npx @mcpware/ui-annotator`
- [MerabyLabs/promptarchitect-mcp](https://github.com/MerabyLabs/promptarchitect-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use.
+- [microservices-sh/mcp](https://github.com/microservices-sh/mcp) [](https://glama.ai/mcp/servers/microservices-sh/mcp) ๐ โ๏ธ ๐ - MCP server for microservices.sh: inspect verified Cloudflare-native modules/templates, generate app plans/projects, run checks, and trigger confirmation-gated preview deploys. Install via `npx -y @microservices-sh/mcp`.
- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) ๐ ๐ - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations.
- [mihaelamj/cupertino](https://github.com/mihaelamj/cupertino) ๐ ๐ - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search.
- [MikeRecognex/mcp-codebase-index](https://github.com/MikeRecognex/mcp-codebase-index) ๐ ๐ ๐ ๐ช ๐ง - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies.
@@ -1019,12 +1123,13 @@ Tools and integrations that enhance the development workflow and environment man
- [MobileReality/mdma](https://github.com/MobileReality/mdma/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/MobileReality/mdma) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for MDMA (interactive Markdown applications with mounted components). Exposes the MDMA spec, authoring prompts, package metadata, and live docs to AI assistants. Tools: `get-spec`, `get-prompt`, `build-system-prompt`, `validate-prompt`, `list-packages`, `list-docs`, `get-doc`. Install: `npx @mobile-reality/mdma-mcp`.
- [saranshbamania/mobile-device-mcp](https://github.com/saranshbamania/mobile-device-mcp) [](https://glama.ai/mcp/servers/saranshbamania/mobile-device-mcp) ๐ ๐ ๐ ๐ช - 49-tool MCP server for AI control of Android devices and iOS simulators. AI visual analysis (Claude + Gemini), Flutter widget tree inspection, smart element finding (<1ms), video recording, and test script generation. `npx mobile-device-mcp`
- [getmockd/mockd](https://github.com/getmockd/mockd) [](https://glama.ai/mcp/servers/getmockd/mockd) ๐๏ธ ๐ ๐ ๐ช ๐ง - Multi-protocol API mock server with 18 MCP tools. Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with chaos engineering, stateful CRUD, 8 import formats (OpenAPI, Postman, HAR, WireMock, cURL, Mockoon, WSDL), and deterministic seeded responses.
-- [mockherodev/mcp-server](https://github.com/dinosaur24/mockhero/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/dinosaur24/mockhero) ๐ - Generate realistic synthetic test data via MCP. 156 field types, 22 locales, relational data, sub-50ms responses. Free tier: 1,000 records/day.
+- [mockherodev/mcp-server](https://github.com/dinosaur24/mockhero) [](https://glama.ai/mcp/servers/dinosaur24/mockhero) ๐ โ๏ธ - Agent-first synthetic test data MCP server. Estimate usage, detect schemas from SQL or JSON, create loginless Polar checkout, claim API keys, and generate JSON, CSV, or SQL data through a hosted Streamable HTTP endpoint.
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) ๐ ๐ - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
- [muhannad-hash/git-context-mcp](https://github.com/muhannad-hash/git-context-mcp) [](https://glama.ai/mcp/servers/muhannad-hash/git-context-mcp) ๐ ๐ ๐ ๐ช ๐ง - Answers "why does this code exist?" by tracing any line back through the commit, GitHub PR description, and linked issues. Five tools: blame context, commit story, file history, commit search, and file contributors. `npx git-context-mcp`
- [mumez/pharo-smalltalk-interop-mcp-server](https://github.com/mumez/pharo-smalltalk-interop-mcp-server) ๐ ๐ - Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images.
- [n8daniels/RulesetMCP](https://github.com/n8daniels/RulesetMCP) ๐ ๐ - Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files.
- [Souzix76/n8n-workflow-tester-safe](https://github.com/Souzix76/n8n-workflow-tester-safe) [](https://glama.ai/mcp/servers/Souzix76/n8n-workflow-tester-safe) ๐ ๐ - Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes.
+- [AutomateLab-tech/n8n-mcp](https://github.com/AutomateLab-tech/n8n-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/n8n-mcp) ๐ ๐ - Nine-tool MCP server for n8n: generate workflow JSON from natural language, lint for deprecated node types, missing `typeVersion`, and broken connections, and debug per-node execution failures. Ships with a Claude Code skill. Install: `npx @automatelab/n8n-mcp`.
- [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) ๐ ๐ - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
- [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) ๐ ๐ - Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
- [Neo1228/spring-boot-starter-swagger-mcp](https://github.com/Neo1228/spring-boot-starter-swagger-mcp) โ โ๏ธ ๐ - Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation.
@@ -1072,6 +1177,7 @@ Tools and integrations that enhance the development workflow and environment man
- [Quantum3-Labs/ARBuilder](https://github.com/Quantum3-Labs/ARBuilder) [](https://glama.ai/mcp/servers/Quantum3-Labs/ARBuilder) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus smart contracts, SDK bridging, full-stack dApps, and Orbit chain deployment, backed by RAG-based retrieval over Arbitrum documentation.
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) ๐ ๐ ๐ - Xcode integration for project management, file operations, and build automation
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) ๐ ๐ - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
+- [Vbj1808/retrieval-lens](https://github.com/Vbj1808/retrieval-lens) [](https://glama.ai/mcp/servers/Vbj1808/retrieval-lens) ๐ ๐ - Black-box flight recorder for RAG retrieval inside MCP agents. Logs chunks, scores, sources and rankings so you can audit, replay and diff retrieval runs.
- [reflagcom/mcp](https://github.com/reflagcom/javascript/tree/main/packages/cli#model-context-protocol) ๐๏ธ ๐ โ๏ธ - Flag features directly from chat in your IDE with [Reflag](https://reflag.com).
- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) ๐๏ธ ๐ โ๏ธ ๐ - MCP server for the incident management platform [Rootly](https://rootly.com/).
- [ronantakizawa/a11ymcp](https://github.com/ronantakizawa/a11ymcp) [](https://glama.ai/mcp/servers/ronantakizawa/a11ymcp) ๐ ๐ - Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core. Tools for color contrast, ARIA validation, and orientation lock detection.
@@ -1084,11 +1190,13 @@ Tools and integrations that enhance the development workflow and environment man
- [sbroenne/mcp-server-excel](https://github.com/sbroenne/mcp-server-excel) #๏ธโฃ ๐ ๐ช - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only.
- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) ๐ ๐ - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
- [selvage-lab/selvage](https://github.com/selvage-lab/selvage) ๐ ๐ - LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.
+- [NavinAgrawal/mcp-broker](https://github.com/NavinAgrawal/mcp-broker) [](https://glama.ai/mcp/servers/NavinAgrawal/mcp-broker) ๐ ๐ ๐ ๐ช ๐ง - Local MCP process broker that exposes one compact client entry while routing to many configured upstream MCP servers with profile gates, lifecycle ownership, and mutating-tool allowlists.
- [notasandy/mcp-code-sanitizer](https://github.com/notasandy/mcp-code-sanitizer) [](https://glama.ai/mcp/servers/notasandy/mcp-code-sanitizer) ๐ ๐ ๐ ๐ช ๐ง - Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and SQL injections. Tools: analyze_code, compare_code, explain_code, generate_tests, analyze_file, HTML reports.
- [shellsage-ai/mcp-server-boilerplate](https://github.com/shellsage-ai/mcp-server-boilerplate) [](https://glama.ai/mcp/servers/@shellsage-ai/mcp-server-boilerplate) ๐ ๐ ๐ - Production-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration configs.
- [SegfaultSorcerer/heap-seance](https://github.com/SegfaultSorcerer/heap-seance) [](https://glama.ai/mcp/servers/SegfaultSorcerer/heap-seance) ๐ ๐ ๐ ๐ช ๐ง - Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT, and async-profiler with structured confidence-based verdicts. Two-stage escalation model with conservative scan and deep forensics.
- [sequa-ai/sequa-mcp](https://github.com/sequa-ai/sequa-mcp) ๐ โ๏ธ ๐ง ๐ ๐ช - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
- [shadcn/studio MCP](https://shadcnstudio.com/mcp) - Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio.
+- [shayaShav/flatten-mcp](https://github.com/shayaShav/flatten-mcp) [](https://glama.ai/mcp/servers/shayaShav/flatten-mcp) ๐ ๐ - Flatten Claude Code sessions: keep every prompt verbatim, resume at a lower token count instead of lossy compaction.
- [SimplyLiz/CodeMCP](https://github.com/SimplyLiz/CodeMCP) ๐๏ธ ๐ ๐ ๐ช ๐ง - Code intelligence MCP server with 80+ tools for semantic code search, impact analysis, call graphs, ownership detection, and architectural understanding. Supports Go, TypeScript, Python, Rust, Java via SCIP indexing.
- [simplypixi/bugbug-mcp-server](https://github.com/simplypixi/bugbug-mcp-server) โ๏ธ - MCP for BugBug API, to manage test and suites on BugBug
- [skullzarmy/vibealive](https://github.com/skullzarmy/vibealive) ๐ ๐ ๐ ๐ช ๐ง โ Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants.
@@ -1116,6 +1224,7 @@ Tools and integrations that enhance the development workflow and environment man
- [thecombatwombat/replicant-mcp](https://github.com/thecombatwombat/replicant-mcp) [](https://glama.ai/mcp/servers/thecombatwombat/replicant-mcp) ๐ ๐ ๐ ๐ช ๐ง - Android MCP server for AI-assisted Android development. Build APKs, launch emulators, manage devices, automate UI, and analyze logs through natural conversation.
- [themesberg/flowbite-mcp](https://github.com/themesberg/flowbite-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS
- [tipdotmd/tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server) ๐ โ๏ธ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.
+- [x402node/x402-mcp](https://github.com/x402node/x402-mcp) [](https://glama.ai/mcp/servers/x402node/x402-mcp) ๐๏ธ ๐ ๐ - Exposes 100+ x402-paid APIs to AI agents via auto-discovery from Coinbase Bazaar. Handles USDC micropayments on Base mainnet.
- [Mibayy/token-savior](https://github.com/Mibayy/token-savior) [](https://glama.ai/mcp/servers/Mibayy/token-savior) ๐ ๐ ๐ ๐ช ๐ง - Structural code intelligence MCP server for AI-assisted development. Navigate and edit code by symbol names instead of raw text โ symbol lookup, dependency graphs, call chains, dead code detection, and structural diff. Replaces grep/cat with semantic tools: 87% token reduction on large codebases.
- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) ๐ ๐ - Your Ionic coding buddy enabled via MCP โ build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
- [tosin2013/mcp-adr-analysis-server](https://github.com/tosin2013/mcp-adr-analysis-server) ๐ โ๏ธ ๐ - AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models.
@@ -1137,6 +1246,7 @@ Tools and integrations that enhance the development workflow and environment man
- [VrtxOmega/omega-brain-mcp](https://github.com/VrtxOmega/omega-brain-mcp) [](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp) ๐ ๐ ๐ ๐ช ๐ง - Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates for uncompromising determinism, semantic vault integration, and Tri-Node Cortex validations.
- [Webvizio/mcp](https://github.com/Webvizio/mcp) ๐๏ธ ๐ - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.
- [whyy9527/ariadne](https://github.com/whyy9527/ariadne) [](https://glama.ai/mcp/servers/whyy9527/ariadne) ๐ ๐ - Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL operations, REST endpoints, Kafka topics, and frontend queries across all services. Offline, local SQLite + TF-IDF + optional embeddings.
+- [willianpinho/mcp-gateway-scan](https://github.com/willianpinho/mcp-gateway-scan) [](https://glama.ai/mcp/servers/willianpinho/mcp-gateway-scan) ๐ ๐ - Read-only static scanner for MCP / agent-gateway production-readiness. The `scan_gateway` tool scores a repo across 7 security dimensions (RBAC, fail-closed, supply chain, observability, cost, secrets, prod-readiness). Never executes code or prints secret values.
- [WiseVision/mcp_server_ros_2](https://github.com/wise-vision/mcp_server_ros_2) ๐ ๐ค - MCP server for ROS2 enabling AI-driven robotics applications and services.
- [wn01011/llm-token-tracker](https://github.com/wn01011/llm-token-tracker) ๐ ๐ ๐ ๐ช ๐ง - Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models
- [Wolfe-Jam/claude-faf-mcp](https://github.com/Wolfe-Jam/claude-faf-mcp) ๐ ๐ - First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and format-driven architecture. Official Anthropic Registry. 10k+ npm downloads.
@@ -1166,11 +1276,22 @@ Tools and integrations that enhance the development workflow and environment man
- [drumst0ck/uploadkit](https://github.com/drumst0ck/uploadkit) [](https://glama.ai/mcp/servers/drumst0ck/uploadkit) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง โ Official MCP server for [UploadKit](https://uploadkit.dev). Gives AI assistants first-class knowledge of 40+ React upload components, Next.js route handler scaffolds, BYOS setup (S3/R2/GCS/B2), and full-text search across 88+ docs pages. Runs locally via `npx -y @uploadkitdev/mcp`.
- [DigiCatalyst-Systems/dep-diff-mcp](https://github.com/DigiCatalyst-Systems/dep-diff-mcp) [](https://glama.ai/mcp/servers/DigiCatalyst-Systems/dep-diff-mcp) ๐ ๐ ๐ ๐ช ๐ง - Translates a lockfile diff (npm, PyPI) into a human-readable upgrade plan. Point it at a Dependabot PR and get back semver classification, breaking changes from GitHub release notes, CVEs fixed in range, migration links, and a per-package recommendation. Bulk tool ranks up to 50 changes by risk (security > caution > review > likely-safe > safe). Install via `npx -y @digicatalyst/dep-diff-mcp`.
- [hikmahtech/drwhome](https://github.com/hikmahtech/drwhome) [](https://glama.ai/mcp/servers/hikmahtech/drwhome) ๐ โ๏ธ โ Remote MCP server at `https://drwho.me/mcp/mcp` with 10 developer utilities: base64 encode/decode, JWT decode (no verify), DNS lookup via Cloudflare DoH, UUID v4/v7, URL encode/decode, JSON format, User-Agent parse, IP lookup via ipinfo. Open access over streamable HTTP โ point Claude Desktop at the URL.
+- [skyhook-io/radar](https://github.com/skyhook-io/radar) [](https://glama.ai/mcp/servers/skyhook-io/radar) ๐๏ธ ๐๏ธ ๐ ๐ ๐ช ๐ง - Built-in MCP server for [Radar](https://radarhq.io), a modern Kubernetes visibility tool. Lets AI agents query cluster topology, resources, events, logs, and Helm/GitOps state across multiple clusters. Single binary, no agents, no cloud dependency. Apache 2.0.
- [NazarKalytiuk/tarn](https://github.com/NazarKalytiuk/tarn) [](https://glama.ai/mcp/servers/NazarKalytiuk/tarn) ๐ฆ ๐ ๐ ๐ช ๐ง - CLI-first API testing tool with structured JSON failures (`failure_category`, `error_code`, `hints`) so AI agents can branch on the taxonomy without parsing stderr. MCP tools: `tarn_run`, `tarn_validate`, `tarn_fix_plan`, `tarn_inspect`, `tarn_rerun_failed`, and more. Tests are `.tarn.yaml`. Single static binary (musl), MIT.
- [tooluse-labs/perfetto-mcp-rs](https://github.com/tooluse-labs/perfetto-mcp-rs) [](https://glama.ai/mcp/servers/tooluse-labs/perfetto-mcp-rs) ๐ฆ ๐ ๐ ๐ช ๐ง - MCP server for [Perfetto](https://perfetto.dev) trace analysis. Runs PerfettoSQL queries on `.perfetto-trace` / `.pftrace` files via auto-downloaded `trace_processor_shell`, with dedicated Chrome tools for page loads, scroll jank, main-thread hotspots, and stdlib module discovery. Cross-client tested on Claude Code and Codex. Available via `cargo install`, Homebrew tap, and curl install script.
- [mshegolev/jaeger-mcp](https://github.com/mshegolev/jaeger-mcp) [](https://glama.ai/mcp/servers/mshegolev/jaeger-mcp) ๐ โ๏ธ ๐ โ Jaeger distributed tracing MCP. 5 tools: list_services, list_operations, search_traces, get_trace, get_dependencies. Any Jaeger instance (HTTP API v3); PyPI + MCP Registry.
+- [tcconnally/perseus](https://github.com/tcconnally/perseus) [](https://glama.ai/mcp/servers/tcconnally/perseus) ๐ - Compile-before-context MCP server with 13 tools. Pre-resolves workspace state (git, services, file ops, memory federation, multi-agent coordination) into markdown briefings. Single-file Python, MIT. Published as io.github.tcconnally/perseus.
- [parasxos/cpp26-adapter](https://github.com/parasxos/cpp26-adapter) [](https://glama.ai/mcp/servers/parasxos/cpp26-adapter) ๐ ๐ ๐ ๐ช ๐ง - C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC 14882:2026 corpus. The plugin's skill + reviewer subagent use these tools to bias Claude toward reflection, contracts, `std::execution` senders, `#embed`, expansion statements โ even when the local compiler lags. 95% on a held 39-task eval gate.
+- [graphpilot-oss/graphpilot](https://github.com/graphpilot-oss/graphpilot) [](https://glama.ai/mcp/servers/graphpilot-oss/graphpilot) ๐ ๐ ๐ ๐ช ๐ง - Structural memory for coding agents. Indexes TypeScript/JavaScript repos and exposes callers, callees, blast-radius impact, and symbol locations over MCP โ with file:line@sha evidence anchors and branch-aware differential impact โ so agents answer "who calls X?" / "what breaks if I change X?" without re-reading files. Local-only, zero telemetry, Apache-2.0. `npx @graphpilot-oss/graphpilot mcp`
+- [Disentinel/grafema](https://github.com/Disentinel/grafema) [](https://glama.ai/mcp/servers/Disentinel/grafema) ๐ ๐ ๐ ๐ช ๐ง - Semantic code graph MCP server for AI coding agents. Indexes your codebase into a typed graph (functions/types/modules as nodes; CALLS/IMPORTS/DATAFLOW/EFFECTS as typed edges) and exposes 40+ tools for call-chain tracing, data-flow analysis, semantic search, and invariant checking โ so agents navigate code structure instead of reading files line by line. `npm install -g grafema`
+- [laszlopere/mcp-abacus](https://github.com/laszlopere/mcp-abacus) [](https://glama.ai/mcp/servers/laszlopere/mcp-abacus) ๐ ๐ ๐ ๐ง - Type-faithful calculator: evaluate expressions under fixed-point, IEEE-754 double, or exact rational arithmetic, with every answer labelled exact vs inexact. Tools: calculate, analyze, solver, help, info. Offline, no network. `uvx mcp-abacus`.
+
+- [joaoh82/rustunnel](https://github.com/joaoh82/rustunnel) [](https://glama.ai/mcp/servers/joaoh82/rustunnel) ๐ฆ ๐ โ๏ธ - MCP server that lets AI agents create and manage public tunnels to local services (webhooks, dev servers, sharing) โ six tools covering HTTP/TCP/UDP tunnels, custom subdomains, regions, and load-balanced pools. Pairs with the rustunnel CLI; managed cloud or self-hosted (AGPL).
+- [xfloukiex-lab/laugh-tale](https://github.com/xfloukiex-lab/laugh-tale) [](https://glama.ai/mcp/servers/xfloukiex-lab/laugh-tale) ๐ ๐ ๐ ๐ช ๐ง - Capstone of the Grand Line MCP set: a "collect them all" server that unlocks once the other tools are installed. `pip install laugh-tale-mcp`
+- [JSungMin/vs-token-safer](https://github.com/JSungMin/vs-token-safer) [](https://glama.ai/mcp/servers/JSungMin/vs-token-safer) ๐ ๐ ๐ ๐ช ๐ง - Routes an AI coding agent's code search through an official language-server index (clangd / Roslyn / tsserver / pyright) instead of grep, returning a token-capped `file:line` list with no source bodies โ ~20ร fewer tokens. Also symbol-level edit-by-name, a Bash-grepโindexed-query rewrite hook, and git/p4 output compaction. Local-only, no IDE. Claude Code plugin + `vts` CLI.
+- [ysalitrynskyi/opn-mcp](https://github.com/ysalitrynskyi/opn-mcp) [](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp) ๐ โ๏ธ ๐ - Shorten links, read click analytics, generate branded QR codes, and manage links on opn.onl โ the open-source, self-hostable URL shortener. Works with the hosted service or your own instance.
+- [mambalabsdev/mcp-domain-deliverability-checker](https://github.com/mambalabsdev/mcp-domain-deliverability-checker) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker) ๐ โ๏ธ - Audits a domain email deliverability: SPF, DKIM, DMARC, MX, mail provider, DNS blacklist, catch-all, and domain age, returning a 0-100 health score via an Apify actor.
### ๐ Delivery
@@ -1178,14 +1299,19 @@ Tools and integrations that enhance the development workflow and environment man
- [aarsiv-groups/shipi-mcp-server](https://github.com/aarsiv-groups/shipi-mcp-server) ๐ โ๏ธ - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports [remote MCP](https://mcp.myshipi.com/api/mcp).
- [arthurpanhku/DragonMCP](https://github.com/arthurpanhku/DragonMCP) [](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp) ๐ ๐ โ๏ธ ๐ - MCP server for Greater China local life services: Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more.
- [catrinmdonnelly/royalmail-mcp](https://github.com/catrinmdonnelly/royalmail-mcp) [](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp) ๐ โ๏ธ - Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and international services via friendly keys or raw Service Register codes. `npx royalmail-mcp`.
+- [warpfreight/warp-agent-mcp](https://github.com/warpfreight/warp-agent-mcp) [](https://glama.ai/mcp/servers/warpfreight/warp-agent-mcp) ๐ โ๏ธ - Book real LTL/FTL/van/box-truck freight through the Warp network. 20 tools, in-chat login, Stripe-charged bookings, real carrier dispatch. Live demo at [wearewarp.com/agents/mcp](https://wearewarp.com/agents/mcp).
- [Yang1Bai/claw-tsaver](https://github.com/Yang1Bai/claw-tsaver)__ ๐ ๐ ๐ ๐ช ๐ง - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens โ 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude.
+- [childrentime/reactuse](https://github.com/childrentime/reactuse) [](https://glama.ai/mcp/servers/childrentime/reactuse) ๐ ๐ ๐ ๐ช ๐ง - MCP server for the [ReactUse](https://reactuse.com) library โ 110+ React Hooks (TypeScript-first, SSR-compatible, tree-shakable). Lets AI assistants discover hook signatures, demos, and usage patterns directly from the docs.
+- [kannajune/mcp-architect](https://github.com/kannajune/mcp-architect) [](https://glama.ai/mcp/servers/kannajune/mcp-architect) ๐ ๐ - Gives any AI assistant real architectural understanding of a codebase: tech-stack overview, internal dependency graph with cycle detection, risk hotspots, and module summaries. Local, zero-config, no API keys. `uvx mcp-architect`.
+- [todah-zg/codemagic-mcp](https://github.com/todah-zg/codemagic-mcp) [](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp) ๐ โ๏ธ - Build, sign, and publish iOS and Android apps through AI agents. Integrates Codemagic CI/CD, App Store Connect, and Google Play in one server.
### ๐งฎ Data Science Tools
Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.
- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) ๐ ๐ ๐ ๐ช ๐ง - The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization.
+- [Archerkattri/mathlas](https://github.com/Archerkattri/mathlas) [](https://glama.ai/mcp/servers/Archerkattri/mathlas) ๐ ๐ - Airtight math for agents: 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM inside, no API key.
- [arrismo/kaggle-mcp](https://github.com/arrismo/kaggle-mcp) ๐ โ๏ธ - Connects to Kaggle, ability to download and analyze datasets.
- [avisangle/calculator-server](https://github.com/avisangle/calculator-server) ๐๏ธ ๐ - A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations.
- [bradleylab/stella-mcp](https://github.com/bradleylab/stella-mcp) ๐ ๐ - Create, read, validate, and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.
@@ -1205,7 +1331,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [lihtness/gnomon-mcp](https://github.com/lihtness/gnomon-mcp) [](https://glama.ai/mcp/servers/lihtness/gnomon-mcp) ๐ ๐ ๐ ๐ช ๐ง - Deterministic batch tools so LLM agents stop next-token-guessing dates and math. Rich `now()` snapshot (18 fields), `calendar(ops)` batch dispatcher (diff/until/since/add/weekday/business_days, natural-language parsing), `calc(expressions)` Python eval with math+stats pre-loaded, and Pint-based unit conversion. One wiring for dates + math + units. Listed in the official MCP Server Registry. `uvx gnomon-mcp`.
- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) ๐๏ธ ๐ ๐ - Tools and templates to create validated and maintainable data charts and dashboards.
- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) ๐๏ธ ๐ ๐ ๐ง ๐ - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).
-- [Whatsonyourmind/oraclaw](https://github.com/Whatsonyourmind/oraclaw) [](https://glama.ai/mcp/servers/Whatsonyourmind/oraclaw) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Decision intelligence MCP server with 19 algorithms (bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis, graph algorithms), 12 MCP tools. Install via `npx -y @oraclaw/mcp-server`.
+- [Whatsonyourmind/oraclaw](https://github.com/Whatsonyourmind/oraclaw) [](https://glama.ai/mcp/servers/Whatsonyourmind/oraclaw) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Decision intelligence MCP server with 19 algorithms (bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis, graph algorithms), 28 MCP tools. Install via `npx -y @oraclaw/mcp-server`.
- [playidea-lab/pcq](https://github.com/playidea-lab/pcq) [](https://glama.ai/mcp/servers/playidea-lab/pcq) ๐ ๐ ๐ ๐ช ๐ง - Agent-operable ML experiment contract (cq.yaml + JSON contracts) with a built-in MCP server exposing 14 tools (resolve/inspect/run/validate/describe/compare/lineage) for running, validating, and tracing experiments across any framework (PyTorch / HF Trainer / Lightning / sklearn / XGBoost). Apache-2.0.
- [phisanti/MCPR](https://github.com/phisanti/MCPR) ๐ ๐ ๐ช ๐ง - Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.
- [phuongrealmax/code-guardian](https://github.com/phuongrealmax/code-guardian) ๐ ๐ - AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.
@@ -1222,6 +1348,11 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
Interactive charts, dashboards, and visual data tools rendered inside AI conversations.
- [KyuRish/mcp-dashboards](https://github.com/KyuRish/mcp-dashboards) [](https://glama.ai/mcp/servers/@KyuRish/mcp-dashboards) ๐ ๐ ๐ ๐ช ๐ง - 45+ interactive chart types (bar, line, pie, candlestick, sankey, geo, radar, funnel, treemap, and more), dashboards with KPI cards, drill-down navigation, live API polling, 20 themes, and export to PNG/PPT/A4. Built on MCP Apps.
+
+- [marzukia/charted](https://github.com/marzukia/charted) [](https://glama.ai/mcp/servers/marzukia/charted) ๐ ๐ ๐ ๐ช ๐ง - Zero-dependency chart server that renders bar, line, pie, scatter, and more from JSON or CSV to SVG, HTML, PNG, or data URL. Built-in themes; PNG output renders inline in chat. Install via `uvx --from charted[mcp] charted-mcp`.
+
+- [pushtodisplay/cli](https://github.com/pushtodisplay/cli)[](https://glama.ai/mcp/servers/pushtodisplay/cli) ๐ ๐ ๐ ๐ช ๐ง - Push To Display MCP server send structured content to selected boards on iOS and android devices with app [Push To Display](https://pushtodisplay.com), route updates to specific panels, and render in real time with display-focused multi-panel layouts.
+
- [Ratnaditya-J/csvglow](https://github.com/Ratnaditya-J/csvglow) [](https://glama.ai/mcp/servers/Ratnaditya-J/csvglow) ๐ ๐ ๐ ๐ช ๐ง - Generate beautiful self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations, dark gradient theme, and sortable data tables.
- [nteract/semiotic](https://github.com/nteract/semiotic) [](https://glama.ai/mcp/servers/nteract/semiotic) ๐ ๐ ๐ ๐ช ๐ง - React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose configuration anti-patterns, get component schemas, and report issues.
@@ -1241,6 +1372,7 @@ Provides access to documentation and shortcuts for working on embedded devices.
- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) ๐ ๐ - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.
- [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) ๐ ๐ ๐ - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.
- [catallo/misterclaw](https://github.com/catallo/misterclaw) [](https://glama.ai/mcp/servers/catallo/misterclaw) ๐๏ธ ๐ ๐ ๐ง ๐ - MiSTerClaw โ MCP remote control for MiSTer-FPGA. Launch games, search ROMs, take screenshots, manage systems, and set up Tailscale VPN. Auto-discovers 70+ systems with dynamic core/ROM scanning.
+- [zackpeters93/ugs-mcp](https://github.com/zackpeters93/ugs-mcp) [](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp) ๐ ๐ ๐ ๐ - CNC machine control via Universal G-code Sender (GRBL). Jog axes, home, run G-code files, inspect toolpaths, estimate cycle times. Motion commands require two-step token confirmation โ Claude cannot move hardware autonomously.
### ๐ Education
@@ -1258,11 +1390,14 @@ MCP servers for e-commerce platforms and online store management.
- [agentcentral-to/agent-central-mcp](https://github.com/agentcentral-to/agent-central-mcp) [](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp) ๐ โ๏ธ - Hosted Amazon Seller Central and Amazon Ads MCP server for Claude, ChatGPT, and other AI clients, exposing inventory, orders, catalog, finance, fulfillment, and advertising data through a remote MCP endpoint.
- [agentlux/agentlux-mcp](https://github.com/agentlux/agentlux-mcp) [](https://glama.ai/mcp/servers/agentlux/agentlux-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Agent marketplace and services MCP server for AgentLux. Browse marketplace items, manage agent identity, creator workflows, service hires, social flows, and Base/x402 commerce through 33 tools. Install via `npx -y @agentlux/mcp-server`.
- [BuyWhere/buywhere-mcp](https://github.com/BuyWhere/buywhere-mcp) [](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Cross-border e-commerce product catalog for AI agents. Search 3M+ products across Singapore, SEA, and US markets with price comparison and deal discovery. Install via `npx @buywhere/mcp-server`.
+- [justadityaraj/amazon-in-mcp](https://github.com/justadityaraj/amazon-in-mcp) [](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Shop on amazon.in via LLM. Three tools: product search with "cheapest in stock" + "best value" picks, full product details (price, MRP, discount, rating, stock, seller), and Keepa price history chart links. No API keys, direct HTML scraping with retry on bot-check. Install: `npx amazon-in-mcp-server`.
- [mrslbt/rakuten-mcp](https://github.com/mrslbt/rakuten-mcp) [](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp) ๐ โ๏ธ - Rakuten API integration for product search, hotel and travel booking, and recipe lookup across Japan's largest e-commerce platform. Install via `npx rakuten-mcp`.
- [laundromatic/shopgraph](https://github.com/laundromatic/shopgraph) [](https://glama.ai/mcp/servers/laundromatic/shopgraph) ๐ โ๏ธ - Structured product data from the open web โ Schema.org + AI extraction for e-commerce enrichment. Pay per call via Stripe. [shopgraph.dev](https://shopgraph.dev)
- [lofder/dsers-mcp-product](https://github.com/lofder/dsers-mcp-product) [](https://glama.ai/mcp/servers/lofder/dsers-mcp-product) ๐ โ๏ธ - Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. Bulk import, variant editing, pricing rules, and multi-store push with a single command.
+- [malinoto/tracepass-mcp-server](https://github.com/malinoto/tracepass-mcp-server) [](https://glama.ai/mcp/servers/malinoto/tracepass-mcp-server) ๐ โ๏ธ - EU Digital Product Passport automation for AI agents. Create products, build and audit DPPs (battery, electronics, textiles, and more), set economic-operator parties, and read or capture GS1 EPCIS 2.0 supply-chain events via the TracePass platform. 6 tools, hosted (`https://ai.tracepass.eu/mcp`) or local. Install via `npx -y tracepass-mcp-server`.
- [OFODevelopment/cerebrochain-mcp-server](https://github.com/OFODevelopment/cerebrochain-mcp-server) [](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server) ๐ โ๏ธ - Supply chain & logistics intelligence โ rate shopping across 85+ carriers, inventory management, order tracking, fleet logistics, and AI-powered demand forecasting. 20 tools and 3 resources for warehouse and supply chain operations.
- [ONE8943/ai-furniture-hub](https://github.com/ONE8943/ai-furniture-hub) [](https://glama.ai/mcp/servers/ONE8943/ai-furniture-hub) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Japan-focused furniture & home product hub for AI agents. 15 tools for mm-precision search across 300+ products and 31 categories, curated sets (bundles, room presets, influencer picks), dimension-compatible replacement finder with fit_score, AI visibility diagnosis, Rakuten live API, and OpenAPI 3.1 schema. Install via `npx ai-furniture-hub`.
+- [patchistry/patchistry-mcp-server](https://github.com/patchistry/patchistry-mcp-server) [](https://glama.ai/mcp/servers/patchistry/patchistry-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Official MCP server for [Patchistry](https://patchistry.com), the first DTC fashion brand listed in the official MCP Registry. AI agent commerce tools for the velcro-patch hat system: `list_canvases`, `list_patches`, `recommend_build`, `get_shipping`, and `contact`. Helps ChatGPT, Claude, Cursor, and Perplexity recommend complete hat + patch builds when shoppers ask about custom hats, bachelorette gifts, dad gifts, or 4th of July drops. Install via `npx -y patchistry-mcp-server`.
- [samrothschild23/intelligence-api](https://github.com/samrothschild23/intelligence-api) [](https://glama.ai/mcp/servers/samrothschild23/intelligence-api) ๐ โ๏ธ - E-commerce and business intelligence MCP server. Analyze any Shopify store, research Amazon products with Opportunity Score and FBA profitability estimates, and find qualified sales leads from Google Maps with Lead Quality Scoring. Pay-per-call via x402 (USDC on Base).
@@ -1272,6 +1407,8 @@ MCP servers for e-commerce platforms and online store management.
- [vitrine3d/mcp](https://github.com/vitrine3d/mcp) [](https://glama.ai/mcp/servers/vitrine3d/mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 3D product viewer platform with a visual editor. Upload GLB models, style scenes with lighting, camera, and backgrounds, and embed on any website. `npx @vitrine3d/mcp`
- [pepabo/colormeshop-mcp](https://github.com/pepabo/colormeshop-mcp) [](https://glama.ai/mcp/servers/pepabo/colormeshop-mcp) ๐๏ธ โ๏ธ - Official remote MCP server for Color Me Shop (GMO Pepabo), a Japanese e-commerce platform. Manage orders, products, inventory, customers, coupons, and shop settings via natural language.
- [nicktcode/swissgroceries-mcp](https://github.com/nicktcode/swissgroceries-mcp) [](https://glama.ai/mcp/servers/nicktcode/swissgroceries-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Swiss grocery search, weekly promotions, and multi-store shopping plans across Migros, Coop, Aldi, Denner, Lidl, Farmy, Volg, and Otto's. Cross-chain unit-price comparison and three planning strategies (single_store / split_cart / absolute_cheapest). Install via `npx -y @nicktcode/swissgroceries-mcp`.
+- [slookisen/lokal](https://github.com/slookisen/lokal) [](https://glama.ai/mcp/servers/slookisen/lokal) ๐ โ๏ธ ๐ ๐ช ๐ง - Search and discover 1,400+ verified local food producers in Norway โ farms, REKO rings, farmers' markets, and farm shops. Natural-language search (NO/EN), geo-filtered discovery, and A2A protocol support, backed by [rettfrabonden.com](https://rettfrabonden.com). Install via `npx lokal-mcp`.
+- [tokenofesteem/mcp](https://github.com/tokenofesteem/mcp) [](https://glama.ai/mcp/servers/tokenofesteem/mcp) ๐๏ธ ๐ โ๏ธ - An agent can commission a funny, personalized printed booklet and have it printed and mailed as a gift, including a surprise for its own user. Pay with an account token, or tokenless with a single-use Stripe payment over HTTP 402. Remote MCP, US shipping, $19.99.
### ๐ณ Environment & Nature
@@ -1280,21 +1417,25 @@ Provides access to environmental data and nature-related tools, services and inf
- [aliafsahnoudeh/wildfire-mcp-server](https://github.com/aliafsahnoudeh/wildfire-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine.
- [atmospore/atmospore-mcp](https://github.com/atmospore/atmospore-mcp) [](https://glama.ai/mcp/servers/atmospore/atmospore-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Per-species pollen forecasts at any point on Earth, seven days ahead, via the Atmospore API. Tools: `get_pollen`, `get_top_species`, `get_area_average`, `list_supported_species`. Free tier (100 calls/day, no credit card). Hosted variant at `mcp.atmospore.com`.
- [nalediym/touch-grass](https://github.com/nalediym/touch-grass) [](https://glama.ai/mcp/servers/nalediym/touch-grass) ๐ ๐ ๐ ๐ช ๐ง - Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools: `check_grass_conditions`, `suggest_activity`, `log_touch_grass`, `get_stats`. Fully local, no API keys, no cloud storage.
+- [Zhonghao1995/agentic-swmm-workflow](https://github.com/Zhonghao1995/agentic-swmm-workflow) [](https://glama.ai/mcp/servers/Zhonghao1995/agentic-swmm-workflow) ๐ ๐ ๐ ๐ ๐ช ๐ง - Eleven MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation runs with manifests and continuity checks, calibration, GIS/QGIS integration, design storms and climate scenarios, uncertainty analysis, plotting, and modelling memory. Config generators included for Codex, Claude Code, OpenClaw, and Hermes.
### ๐ File Systems
Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.
- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) ๐ฆ ๐ ๐ ๐ช ๐ง - AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token reduction. Supports quantum-semantic mode with intelligent file categorization.
+- [aadilr/changethisfile-mcp](https://github.com/aadilr/changethisfile-mcp) [](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp) ๐ โ๏ธ - Free file conversion between 690+ formats. Tools: `convert_file` (URL or base64 in โ signed download URL out) and `list_conversions`. Covers image, video, audio, document, data, font, ebook, and archive formats. No auth or signup required; remote streamable-HTTP endpoint available (see README).
- [box/mcp-server-box-remote](https://github.com/box/mcp-server-box-remote/) ๐๏ธ โ๏ธ - The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction.
- [ckanthony/Chisel](https://github.com/ckanthony/Chisel) [](https://glama.ai/mcp/servers/@ckanthony/chisel) ๐ฆ ๐ ๐ ๐ง โ๏ธ - Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100ร fewer tokens), and read large files with targeted `grep`/`sed` instead of full reads (up to 500ร). Kernel-enforced path confinement hard-locks the agent to a configured root: no accidental reads or writes outside scope. Standalone for your file access or embed in any MCP server (Rust, Node.js, Python via WASM).
- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) ๐ ๐ - Share code context with LLMs via MCP or clipboard
+- [Dissimilis/DirForge](https://github.com/Dissimilis/DirForge) [](https://glama.ai/mcp/servers/Dissimilis/DirForge) #๏ธโฃ ๐ ๐ ๐ช ๐ง - Read-only directory listing web app with a built-in MCP server: directory browsing, file reading, content search, archive inspection, file hashes, and disk usage tools over a configured root.
- [drolosoft/go-docs-mcp](https://github.com/drolosoft/go-docs-mcp) [](https://glama.ai/mcp/servers/drolosoft/go-docs-mcp) ๐๏ธ ๐ ๐ ๐ง - Multi-format document MCP server โ read, search, OCR, and extract from PDF, TXT, MD, DOCX, CSV, and images. Single Go binary, 12 tools, smart mtime-based caching, directory-locked security.
- [ebbfijsf/agent-reader](https://github.com/ebbfijsf/agent-reader) [](https://glama.ai/mcp/servers/ebbfijsf/agent-reader) ๐ ๐ ๐ ๐ช ๐ง - Document beautifier for AI agents. Converts Markdown to styled webpages (with sidebar TOC), Word, PDF, and full-screen image slideshows. Zero-config via `npx agent-reader mcp`.
- [efforthye/fast-filesystem-mcp](https://github.com/efforthye/fast-filesystem-mcp) ๐ ๐ ๐ ๐ช ๐ง - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.
- [ellmos-ai/ellmos-filecommander-mcp](https://github.com/ellmos-ai/ellmos-filecommander-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/ellmos-filecommander-mcp) ๐ ๐ ๐ ๐ช ๐ง - Comprehensive local filesystem MCP server with file management, process control, interactive sessions, async search, and safe delete via Recycle Bin.
- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) ๐๏ธ ๐ - File merger tool, suitable for AI chat length limits.
- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) โ ๐ - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image.
+- [GuruPDF/gurupdf-mcp](https://github.com/GuruPDF/gurupdf-mcp) [](https://glama.ai/mcp/servers/GuruPDF/gurupdf-mcp) ๐ โ๏ธ - Convert, compress, merge, split, and OCR PDFs, plus convert between 100+ file formats (Word, Excel, PowerPoint, images, ebooks, video) from any AI agent. Backed by the GuruPDF API; free tier with daily credits, zero-config via `npx gurupdf-mcp`.
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) ๐ โ๏ธ - Box integration for listing, reading and searching files
- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) ๐ โ๏ธ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets.
- [j0hanz/filesystem-context-mcp-server](https://github.com/j0hanz/filesystem-context-mcp-server) ๐ ๐ - Read-only MCP server for secure filesystem exploration, searching, and analysis with symlink protection.
@@ -1309,16 +1450,25 @@ Provides direct access to local file systems with configurable permissions. Enab
- [FacundoLucci/plsreadme](https://github.com/FacundoLucci/plsreadme) [](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme) ๐ โ๏ธ ๐ - Share markdown files and text as clean, readable web links via `plsreadme_share_file` and `plsreadme_share_text`; zero setup (`npx -y plsreadme-mcp` or `https://plsreadme.com/mcp`).
- [colapsis/transfa](https://github.com/colapsis/transfa) [](https://glama.ai/mcp/servers/colapsis/transfa) ๐ โ๏ธ - Ephemeral file transfer for AI agents and CI/CD pipelines โ upload any file, get a SHA-256-verified, TTL-enforced link. 4 tools: upload, file_info, list_uploads, delete_upload. Zero-config via `npx -y transfa-mcp`.
- [UseJunior/safe-docx](https://github.com/UseJunior/safe-docx) [](https://glama.ai/mcp/servers/UseJunior/safe-docx) ๐ ๐ ๐ ๐ง ๐ช - Surgical editing of existing Word .docx files with formatting preservation, tracked changes, comments, footnotes, and document comparison.
+- [velyan/pdf-card-mcp](https://github.com/velyan/pdf-card-mcp) [](https://glama.ai/mcp/servers/velyan/pdf-card-mcp) ๐ ๐ ๐ ๐ช ๐ง - Converts local PDFs into source-linked, card-based standalone HTML readers with notes, highlights, and static publishing.
- [willianpinho/large-file-mcp](https://github.com/willianpinho/large-file-mcp) ๐ ๐ ๐ ๐ช ๐ง - Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching.
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) ๐ ๐ โ๏ธ - Access any storage with Apache OpenDALโข
- [xxczaki/local-history-mcp](https://github.com/xxczaki/local-history/mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for accessing VS Code/Cursor Local History
+- [juergenkoller-software/distill-mcp](https://github.com/juergenkoller-software/distill-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp) ๐ ๐ - MCP bridge for [Distill](https://store.juergenkoller.software/en/apps/distill) โ AI file renamer that analyzes content (PDF/OCR/Office/email/media) and renames files with descriptive names. Five AI providers (Claude, OpenAI, Gemini, Ollama, Apple Intelligence), pay-per-use credits, folder monitoring, 9 MCP tools.
### ๐ฐ Finance & Fintech
+- [qinisolabs/bizdays](https://github.com/qinisolabs/bizdays) [](https://glama.ai/mcp/servers/qinisolabs/bizdays) ๐ ๐ โ๏ธ - Business-day & public-holiday calculations for 200+ countries (add/count working days, next business day, country weekend rules).
+- [0rkz/byte-mcp-server](https://github.com/0rkz/byte-mcp-server) [](https://glama.ai/mcp/servers/0rkz/byte-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - PayPerByte โ per-byte data marketplace for AI agents on Arbitrum. Discover publishers, evaluate on-chain Proof-of-Quality Score (PQS), subscribe + pay per request in USDC via x402 gateway. 15 tools, zero API keys.
+- [Savvly/savvly-mcp](https://github.com/Savvly/savvly-mcp) [](https://glama.ai/mcp/servers/Savvly/savvly-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Savvly Longevity Benefit Fund: retirement projections (lump-sum, monthly, and full trajectory), product comparisons, eligibility checks, and FAQ search. An SEC-registered fund offering market upside plus longevity protection. Remote at api.savvly.com/mcp or `npx @savvly/mcp-server`.
+- [eliasfire617/crypto-market-data-mcp](https://github.com/eliasfire617/crypto-market-data-mcp) [](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp) ๐ โ๏ธ - Live crypto market data โ price, funding rates, open interest, long/short ratio, order book, candles โ across Bybit, Binance, OKX, Hyperliquid, Gate, KuCoin via CCXT, with funding-rate arbitrage comparison.
+- [teodorofodocrispin-cmyk/intelica-mcp](https://github.com/teodorofodocrispin-cmyk/intelica-mcp) [](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/intelica-mcp) ๐ โ๏ธ - Competitive intelligence API for autonomous AI agents. Analyzes any URL or company description and returns structured JSON with market positioning, competitors, pain points, and executable Market Score (threat_level, moat_strength, agent_recommendation). 10 context modes including regulatory_compliance, venture_screening, crypto_protocol, and sales_enablement. Pay-per-call via x402 on Base and Solana mainnet โ no accounts, no API keys.
+- [AMKRS3/keycae-mcp](https://github.com/AMKRS3/keycae-mcp) [](https://glama.ai/mcp/servers/AMKRS3/keycae-mcp) ๐ โ๏ธ - Argentine electronic invoicing (facturaciรณn electrรณnica) for ARCA/AFIP. Emit invoices, manage credentials, check delegations, and look up taxpayers. 10 tools. Install via `npx keycae-mcp`.
- [Logitale/toreador-mcp-server](https://github.com/Logitale/toreador-mcp-server) [](https://glama.ai/mcp/servers/Logitale/toreador-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Generate crypto QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment sessions from Claude Desktop or any MCP client. Non-custodial, free.
- [infaton/MCP35](https://github.com/infaton/MCP35) [](https://glama.ai/mcp/servers/infaton/MCP35) ๐ ๐ - INFATON MCP Server for 1C:Enterprise ERP โ 35 tools for metadata inspection, document CRUD, register queries, and BSP integration. First MCP server for Russian ERP systems. JSON-RPC 2.0 compliant BSL implementation.
- [mrslbt/xendit-mcp](https://github.com/mrslbt/xendit-mcp) [](https://glama.ai/mcp/servers/mrslbt/xendit-mcp) ๐ โ๏ธ - Xendit payment gateway for Southeast Asia. Invoices, disbursements, balance checks, and bank transfers across Indonesia, Philippines, Thailand, Vietnam, and Malaysia. Install via `npx xendit-mcp`.
- [@arbitova/mcp-server](https://github.com/jiayuanliang0716-max/Arbitova) [](https://glama.ai/mcp/servers/jiayuanliang0716-max/Arbitova) ๐ โ๏ธ - Non-custodial on-chain escrow + AI dispute arbitration for agent-to-agent USDC payments on Base. Seven tools covering the full `EscrowV1` contract surface: create escrow, mark delivered with on-chain content hash, confirm or dispute, arbiter resolves with signed verdict, cancel/escalate on timeout. `npx @arbitova/mcp-server`
- [@asterpay/mcp-server](https://github.com/timolein74/asterpay-mcp-server) [](https://glama.ai/mcp/servers/timolein74/asterpay-mcp-server) ๐ โ๏ธ - EUR settlement for AI agents via x402 protocol. Market data, AI tools, crypto analytics โ pay-per-call in USDC on Base. SEPA Instant EUR off-ramp.
+- [Apex-Foundation/copilot-mcp](https://github.com/Apex-Foundation/copilot-mcp) [](https://glama.ai/mcp/servers/Apex-Foundation/copilot-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Web3 founder diligence stack: smart contract audit (Solidity via Slither, Rust via cargo-audit) with file/line findings, jurisdiction matching across 28 crypto-native domiciles, VC fund discovery with thesis matching, portfolio comparison against 47 accelerator companies, project scoring across team/traction/tokenomics/market/security, hackathon search, Twitter audience audit.
- [@czagents/cnb](https://github.com/martinhavel/cz-agents-mcp) [](https://glama.ai/mcp/servers/martinhavel/cz-agents-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Czech National Bank (ฤNB) daily FX rates: fetch official CZK exchange rates, convert between currencies, fetch historical rates. Cached 10 min to ease upstream load. npm `@czagents/cnb` or HTTP at cnb.cz-agents.dev/mcp.
- [@frihet/mcp-server](https://github.com/Frihet-io/frihet-mcp) [](https://glama.ai/mcp/servers/Frihet-io/frihet-mcp) ๐ โ๏ธ - AI-native business management โ invoices, expenses, clients, products, and quotes. 31 tools for Claude, Cursor, Windsurf, and Cline.
- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) ๐ ๐ ๐ ๐ช - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local [HLedger](https://hledger.org/) accounting journals.
@@ -1330,10 +1480,13 @@ Provides direct access to local file systems with configurable permissions. Enab
- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) ๐๏ธ ๐ โ๏ธ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
- [AletaIndex/aletaindex-fin-narratives](https://github.com/AletaIndex/aletaindex-fin-narratives) [](https://glama.ai/mcp/servers/AletaIndex/aletaindex-fin-narratives) ๐ โ๏ธ ๐๐ช๐ง - Financial narrative intelligence for AI agents. Tracks how financial stories evolve across 109 tickers โ clustering news into structured narratives, measuring sentiment momentum, and mapping narrative risk across portfolios. Install via Smithery or `uvx narrative-intelligence-mcp`.
- [AlexanderLawson17/revettr-python](https://github.com/AlexanderLawson17/revettr-python) [](https://glama.ai/mcp/servers/AlexanderLawson17/revettr-python) ๐ โ๏ธ - Counterparty risk scoring for agentic commerce. Scores wallets, domains, IPs, and companies 0-100 via x402 micropayments. $0.01 USDC per request on Base.
+- [KK6BZB/signallord-mcp-server](https://github.com/KK6BZB/signallord-mcp-server) ๐ โ๏ธ - Bitcoin regime detection intelligence โ know which market regime you are in and the probabilities of what happens next. 17 tools with historical pattern matching, Odin AI analysis, composite gauges, and real-time macro/institutional/on-chain data.
- [unixlamadev-spec/aiprox-mcp](https://github.com/unixlamadev-spec/aiprox-mcp) [](https://glama.ai/mcp/servers/unixlamadev-spec/aiprox-mcp) ๐ โ๏ธ - Open agent registry โ discover and hire autonomous AI agents by capability. 16 agents live. Supports Bitcoin Lightning, Solana USDC, and Base x402. Includes workflow engine for chaining agents.
- [alchemy/alchemy-mcp-server](https://github.com/alchemyplatform/alchemy-mcp-server) ๐๏ธ ๐ โ๏ธ - Allow AI agents to interact with Alchemy's blockchain APIs.
+- [AlvisoOculus/optionsahoy-mcp](https://github.com/AlvisoOculus/optionsahoy-mcp) [](https://glama.ai/mcp/servers/AlvisoOculus/optionsahoy-mcp) ๐ โ๏ธ - Multi-year equity-compensation optimization engine: returns the globally-optimal ISO/AMT exercise schedule, NSO sell-vs-hold decision, RSU vest plan, single-stock concentration sell-down, protective put / zero-cost collar pricing, and Section 1202 QSBS qualification verdict. Covers full federal tax code plus all 50 states + DC (ordinary brackets, long-term capital gains treatment, state AMT for CA/CO/CT/MN, FICA, NIIT). Remote HTTP MCP at `https://optionsahoy.com/mcp` (no auth, no install). Six tools, same engine as the in-browser calculators at [optionsahoy.com/tools](https://optionsahoy.com/tools).
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) ๐ โ๏ธ - Coinmarket API integration to fetch cryptocurrency listings and quotes
- [araa47/jupiter-mcp](https://github.com/araa47/jupiter-mcp) ๐ โ๏ธ - Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders )
+- [jorkal-crypto/jorkal-nft-mcp](https://github.com/jorkal-crypto/jorkal-nft-mcp) [](https://glama.ai/mcp/servers/jorkal-crypto/jorkal-nft-mcp) ๐ โ๏ธ - Solana NFT market data from Magic Eden โ floor prices, cheapest listings, collection stats, and wallet holdings. Pay-per-call via x402 micropayments (USDC on Base mainnet).
- [arcadia-finance/mcp-server](https://github.com/arcadia-finance/mcp-server) [](https://glama.ai/mcp/servers/arcadia-finance/arcadia-finance-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ - Manage Uniswap and Aerodrome liquidity positions with leverage, automated rebalancing, and yield optimization on Base, Unichain, and Optimism.
- [ariadng/metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server) ๐ ๐ ๐ช - Enable AI LLMs to execute trades using MetaTrader 5 platform
- [aranjan/kite-mcp](https://github.com/aranjan/kite-mcp) [](https://glama.ai/mcp/servers/aranjan/kite-mcp) ๐ ๐ - Trade Indian stocks on Zerodha Kite via natural conversation. 14 tools for holdings, orders, quotes, GTT triggers, and more with automated TOTP login.
@@ -1356,7 +1509,9 @@ Provides direct access to local file systems with configurable permissions. Enab
- [clicks-protocol/mcp-server](https://github.com/clicks-protocol/clicks-protocol/tree/main/mcp-server) [](https://glama.ai/mcp/servers/clicks-protocol/clicks-protocol) ๐ โ๏ธ - Autonomous USDC yield for AI agents on Base. 9 tools: register agents, split payments 80/20 (liquid/yield), withdraw anytime, simulate splits, check APY, and track on-chain referrals. Non-custodial, no lockup, MIT licensed. `npx @clicks-protocol/mcp-server`
- [up2itnow0822/clawpay-mcp](https://github.com/up2itnow0822/clawpay-mcp) [](https://glama.ai/mcp/servers/@up2itnow0822/clawpay-mcp) ๐ โ๏ธ - Non-custodial x402 payment layer for AI agents. Agents sign transactions from their own wallet with on-chain spend limits โ no custodial infrastructure, no API keys. Built on Base.
- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) ๐ โ๏ธ - Alpha Vantage API integration to fetch both stock and crypto information
+- [bitcompare/mcp-server](https://github.com/bitcompare/mcp-server) [](https://glama.ai/mcp/servers/bitcompare/mcp-server) ๐๏ธ ๐ โ๏ธ - Crypto rates (lending, staking, borrowing), coin metadata, aggregated prices, market stats, stablecoin peg-stability, and symbol resolution. 18 tools. Hosted at `api.bitcompare.net/mcp` or via `npx @bitcompare/mcp-server`.
- [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) ๐ - Bitte Protocol integration to run AI Agents on several blockchains.
+- [jf-cmyk/blocksize-agentic-payments-mcp](https://github.com/jf-cmyk/blocksize-agentic-payments-mcp) [](https://glama.ai/mcp/servers/jf-cmyk/blocksize-agentic-payments-mcp) ๐ โ๏ธ - Read-only Blocksize market-data discovery MCP package. Search instruments, inspect pricing and docs, and build x402 HTTP URLs for paid live data with USDC settlement on Solana and Base.
- [Cyberweasel777/botindex-mcp-server](https://github.com/Cyberweasel777/botindex-mcp-server) [](https://glama.ai/mcp/servers/Cyberweasel777/botindex-mcp-server) ๐ โ๏ธ - BotIndex + Agorion MCP server โ AI signal intelligence API + agent service discovery network. x402 payment gating on premium endpoints.
- [Bortlesboat/bitcoin-mcp](https://github.com/Bortlesboat/bitcoin-mcp) [](https://glama.ai/mcp/servers/@Bortlesboat/bitcoin-mcp) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted Bitcoin Core MCP server โ 43 tools, 6 prompts, and 7 resources. Fee intelligence with USD conversion and send-now-or-wait advice, mempool analysis, mining pool rankings, market sentiment, block/transaction inspection, and BTC price. Your local node or hosted via Satoshi API (zero install).
- [botwallet-co/mcp](https://github.com/botwallet-co/mcp) [](https://glama.ai/mcp/servers/botwallet-co/mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Wallet for AI agents. Earn via invoices, spend on other agents and paid APIs, manage USDC on Solana with human-set spending limits and FROST 2-of-2 threshold signing.
@@ -1372,6 +1527,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [4dmrkey/cryptopolitan-mcp](https://github.com/4dmrkey/cryptopolitan-mcp) [](https://glama.ai/mcp/servers/4dmrkey/cryptopolitan-mcp) โ๏ธ - Real-time cryptocurrency news, analysis, and price predictions for AI agents. 5 tools to search 50,000+ articles across 12 categories, filter by asset ticker (120+ coins), and access content with built-in attribution. Free with attribution. SSE and Streamable HTTP transport.
- [cct15/war-dashboard-data](https://github.com/cct15/war-dashboard-data) ๐ โ๏ธ - Geopolitical conflict risk probabilities for AI agents. Covers 6 regions (Russia-Ukraine, Iran-Israel, China-Taiwan, etc.) with escalation/ceasefire/regime change probabilities at 1d/7d/30d horizons. Includes maritime chokepoint vessel data and political event probabilities. Updated daily.
- [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) ๐๏ธ ๐ โ๏ธ - [Codex API](https://www.codex.io) integration for real-time enriched blockchain and market data on 60+ networks
+- [CoinRithm/coinrithm-agent-trading](https://github.com/CoinRithm/coinrithm-agent-trading) [](https://glama.ai/mcp/servers/CoinRithm/coinrithm-agent-trading) ๐ โ๏ธ - Paper-trade crypto spot, futures & prediction markets on CoinRithm with a user-minted API key (simulated funds, 21 tools, public Agent Arena).
- [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
- [conviction-fm/conviction-mcp](https://github.com/abcxz/conviction-fm) [](https://glama.ai/mcp/servers/abcxz/conviction-fm) ๐ โ๏ธ - The arena where AI agents compete for real returns. Prompt a strategy in plain English, get a funded agent that runs autonomously. Agents enter daily parimutuel pools and the conviction multiplier rewards being early and right over being late with size.
- [connerlambden/helium-mcp](https://github.com/connerlambden/helium-mcp) [](https://glama.ai/mcp/servers/connerlambden/helium-mcp) ๐ โ๏ธ - Real-time news with bias scoring across 5,000+ sources (15+ dimensions), AI-powered options pricing, balanced news synthesis, live market data, and meme search. 9 tools. 50 free queries, no signup needed.
@@ -1379,12 +1535,14 @@ Provides direct access to local file systems with configurable permissions. Enab
- [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [](https://glama.ai/mcp/servers/@debridge-finance/de-bridge) ๐ ๐ โ๏ธ - Cross-chain swaps and bridging across EVM and Solana blockchains via the deBridge protocol. Enables AI agents to discover optimal routes, evaluate fees, and initiate non-custodial trades.
- [decidefyi/decide](https://github.com/decidefyi/decide) ๐ โ๏ธ - Deterministic refund eligibility notary MCP server. Returns ALLOWED / DENIED / UNKNOWN for subscription refunds (Adobe, Spotify, etc.) via a stateless rules engine.
- [debtstack-ai/debtstack-python](https://github.com/debtstack-ai/debtstack-python) ๐ โ๏ธ - Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds with leverage ratios, seniority, covenants, guarantor chains, and FINRA TRACE pricing.
+- [decksaga/market-pulse-mcp](https://github.com/decksaga/market-pulse-mcp) [](https://glama.ai/mcp/servers/decksaga/market-pulse-mcp) ๐ โ๏ธ - Live market data for AI agents โ crypto prices, stocks (any ticker), S&P 500/NASDAQ/Dow indices, forex (150+ pairs), trending coins, and Fear & Greed Index. 8 tools, zero API keys, zero cost. Uses CoinGecko, Yahoo Finance, and ExchangeRate API.
- [Declan142/calcnook-mcp-server](https://github.com/Declan142/calcnook-mcp-server) [](https://glama.ai/mcp/servers/Declan142/calcnook-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Personal finance calculations across 7 countries (US, UK, CA, AU, AE, SA, India) plus Sharia-compliant Islamic finance (Zakat, Murabaha, Ijarah, Mudarabah, Hajj savings, halal stock screening). 17 tools wrapping the deterministic [calcnook](https://pypi.org/project/calcnook/) engine โ income tax, SIP/EMI/loans, retirement, EOSG, VAT, currency formatting (incl. Indian lakh/crore), and BMI/BMR/TDEE. Zero API keys, pure stdlib. Install with `uvx calcnook-mcp`.
- [deficlow/zipp-mcp](https://github.com/deficlow/zipp-mcp) [](https://glama.ai/mcp/servers/deficlow/zipp-mcp) ๐ โ๏ธ - Multi-language crypto news for AI assistants โ editorial summaries with sentiment labels (BULLISH/NEUTRAL/BEARISH) and importance scores (0โ100). 6 tools across 8 languages, every story credits the original publisher. Install: `uvx zipp-mcp` or `ghcr.io/deficlow/zipp-mcp`. Public Streamable HTTP endpoint at `https://zippfeed.com/mcp/`; listed on the [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers?search=zipp).
- [demwick/polymarket-agent-mcp](https://github.com/demwick/polymarket-agent-mcp) [](https://glama.ai/mcp/servers/demwick/polymarket-agent-mcp) ๐ ๐ - 49-tool Polymarket prediction market suite for AI agents. Direct trading, smart money flow detection, copy trading with auto-monitor, backtesting, arbitrage scanning, portfolio optimization, and real-time WebSocket price streaming. Preview mode for simulation, live mode for real orders.
- [OSOJDJD/deeplook](https://github.com/OSOJDJD/deeplook) [](https://glama.ai/mcp/servers/OSOJDJD/deeplook) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Free company research agent โ 10 data sources, structured reports with bull/bear verdict in ~10 seconds. Stocks, crypto, and private companies.
- [dan1d/dolar-mcp](https://github.com/dan1d/dolar-mcp) [](https://glama.ai/mcp/servers/dan1d/dolar-mcp) ๐ โ๏ธ - Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP, CCL, crypto, tarjeta โ plus currency conversion and spread calculator.
- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) ๐ โ๏ธ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
+- [dodopayments/dodo-agent-plugin](https://github.com/dodopayments/dodo-agent-plugin) [](https://glama.ai/mcp/servers/dodopayments/dodo-agent-plugin) ๐๏ธ ๐ โ๏ธ - Official Dodo Payments MCP servers โ `dodopayments-api` for live payments, subscriptions, customers, products, refunds, license keys, and usage-based billing (browser OAuth, no API key needed) and `dodo-knowledge` for semantic search over Dodo Payments documentation.
- [dolphinquant/echolon](https://github.com/dolphinquant/echolon) [](https://glama.ai/mcp/servers/dolphinquant/echolon) ๐ ๐ ๐ ๐ช ๐ง - LLM-agent-native backtest framework for SHFE daily futures research. 23 MCP tools (strategy validation, scaffolding, indicator catalog, error-code lookup), 22 in-package skills, 32 catalogued error codes, working strategy templates. `pip install echolon` then `claude mcp add -s user echolon -- echolon-mcp`.
- [douglasborthwick-crypto/mcp-server-insumer](https://github.com/douglasborthwick-crypto/mcp-server-insumer) [](https://glama.ai/mcp/servers/@douglasborthwick-crypto/mcp-server-insumer) ๐ โ๏ธ - On-chain attestation across 31 blockchains. 25 tools: ECDSA-signed verification, wallet trust profiles, compliance templates, merchant onboarding, ACP/UCP commerce protocols.
- [edge-claw/mood-booster-agent](https://github.com/edge-claw/mood-booster-agent) [](https://glama.ai/mcp/servers/@edge-claw/mood-booster-agent) ๐ โ๏ธ - ERC-8004 registered AI Agent that delivers uplifting messages via MCP (SSE transport) with on-chain USDC tipping, ERC-8004 reputation feedback, and discovery across 6 chains.
@@ -1398,8 +1556,10 @@ Provides direct access to local file systems with configurable permissions. Enab
- [hifriendbot/agentwallet-mcp](https://github.com/hifriendbot/agentwallet-mcp) [](https://glama.ai/mcp/servers/hifriendbot/agentwallet-mcp) ๐ โ๏ธ - Permissionless wallet infrastructure for AI agents. 29 tools for wallet creation, transaction signing, token transfers, and x402 payments across all EVM chains and Solana. No KYC, no API keys โ agents pay with USDC.
- [etbars/vibetrader-mcp](https://github.com/etbars/vibetrader-mcp) ๐ โ๏ธ - AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage.
- [evan-moon/firma](https://github.com/evan-moon/firma) [](https://glama.ai/mcp/servers/evan-moon/firma) ๐ ๐ ๐ ๐ช ๐ง - Local-first CLI asset tracker for overseas stock investors with Claude Desktop MCP integration. 13 tools for portfolio tracking, net worth snapshots, cash flow analysis, and market research (earnings, insider trades, SEC filings) via Finnhub. Install: `npm install -g firma-app`.
+- [everstake/mcp](https://github.com/everstake/mcp) [](https://glama.ai/mcp/servers/everstake/mcp) ๐๏ธ โ๏ธ - An MCP server for Everstake's non-custodial staking data across 130+ networks: live APY, uptime metrics, rewards calculator, integrations, security and compliance. Built for asset managers, custodians, and exchanges evaluating institutional staking.
- [FalsifyLab/falsifylab-alpha-mcp](https://github.com/FalsifyLab/falsifylab-alpha-mcp) [](https://glama.ai/mcp/servers/FalsifyLab/falsifylab-alpha-mcp) ๐ โ๏ธ - 9 MCP tools surfacing FalsifyLab public-market research data: DeFi yield farms (emissions-stripped APY), Hyperliquid vault leaderboard, SEC Form 4 insider buy clusters, material 8-K filings, macro tape (SPX/VIX/UST/DXY/GOLD/BTC/ETH), US spot crypto ETF flows, airdrop yield-gap detection, Polymarket whale positions, and confluence_today (cross-source signal alignment). Free tier requires no signup. Pro $19/mo for real-time + 100 results + 90d history. Install: `pip install falsifylab-alpha-mcp`.
- [Fan Token Intel MCP](https://github.com/BrunoPessoa22/chiliz-marketing-intel) ๐ โ๏ธ - 67+ tools for fan token intelligence: whale flows, signal scores, sports calendar, backtesting, DEX trading, social sentiment. SSE transport with Bearer auth.
+- [fdcommercial/property-finance-mcp](https://github.com/fdcommercial/property-finance-mcp) [](https://glama.ai/mcp/servers/fdcommercial/property-finance-mcp) ๐ โ๏ธ ๐ - UK property finance calculators: bridging cost (rolled-up / retained / serviced), development appraisal (LTC, LTGDV, viability), BTL stress test (125%, 145%, 170% ICR), and UK stamp duty (SDLT, LBTT, LTT). Built by [FD Commercial](https://www.fdcommercial.co.uk), a specialist UK property finance broker. Install via `npx -y @fdcommercial/property-finance-mcp` or call the hosted endpoint.
- [fernsugi/x402-api-server](https://github.com/fernsugi/x402-api-server/tree/main/mcp-server) [](https://glama.ai/mcp/servers/fernsugi/x402-api) ๐ โ๏ธ - Pay-per-call DeFi data API for AI agents via x402 micropayments (USDC on Base). 8 endpoints: price feeds, gas tracker, DEX quotes, whale tracker, yield scanner, funding rates, token scanner, wallet profiler. No API keys needed.
- [felippeyann/agentfi](https://github.com/felippeyann/agentfi) [](https://glama.ai/mcp/servers/felippeyann/agentfi) ๐ โ๏ธ ๐ - Crypto transaction tools for AI agents. 28 MCP tools covering swaps (Uniswap V3, Curve), yield (Aave V3, Compound V3, any ERC-4626 vault), transfers, and agent-to-agent collaboration (jobs, escrow, reputation, atomic payments, P&L). Turnkey MPC wallets + Safe Smart Accounts on Ethereum / Base / Arbitrum / Polygon. Apache 2.0, self-hosted.
- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) ๐ โ๏ธ - Yahoo Finance integration to fetch stock market data including options recommendations
@@ -1411,6 +1571,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [finmap-org/mcp-server](https://github.com/finmap-org/mcp-server) - [finmap.org](https://finmap.org/) MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade counts, as well as treemap and histogram visualizations.
- [flox-foundation/flox-mcp](https://github.com/FLOX-Foundation/flox/tree/main/mcp) [](https://glama.ai/mcp/servers/FLOX-Foundation/flox) ๐ ๐ - MCP server for the FLOX trading systems framework. ~30 tools to run backtests, scaffold strategies, validate for lookahead bias, place orders, query PnL via Claude/Cursor. C++23 core with Python/Node/Codon/QuickJS strategy bindings. Same code from backtest to live (CcxtBroker or native connectors). Install: `pip install flox-mcp`.
- [Fund-z/fundzwatch-mcp](https://github.com/Fund-z/fundzwatch-mcp) [](https://glama.ai/mcp/servers/Fund-z/fundzwatch-mcp) ๐ โ๏ธ - Real-time business event intelligence for AI agents. Funding rounds, acquisitions, executive hires, AI-scored leads, and market intelligence.
+- [gabrielmahia/mpesa-mcp](https://github.com/gabrielmahia/mpesa-mcp) [](https://glama.ai/mcp/servers/gabrielmahia/mpesa-mcp) ๐ โ๏ธ - First MCP server for M-PESA (Safaricom Daraja API) โ STK push, B2C payments, balance queries, transaction status, SIM swap detection, Bill Manager, and 16 more tools for Kenya's 35M+ mobile money users. `pip install mpesa-mcp`.
- [gblinproject/GBLIN-MCP](https://github.com/gblinproject/GBLIN-MCP) [](https://glama.ai/mcp/servers/gblinproject/GBLIN-MCP) ๐ โ๏ธ - Treasury standard for AI agents on Base mainnet. Park idle USDC in a cbBTC/WETH index with Crash Shield protection, JIT-swap to USDC for x402 invoice payments.
- [getAlby/mcp](https://github.com/getAlby/mcp) ๐๏ธ ๐ โ๏ธ ๐ - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally.
- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) ๐ ๐ - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
@@ -1423,6 +1584,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [goodmeta/intelligence-mcp](https://github.com/goodmeta/intelligence-mcp) [](https://glama.ai/mcp/servers/goodmeta/intelligence-mcp) ๐ โ๏ธ - Agent payments ecosystem intelligence. Scans GitHub, Hacker News, and npm for activity across AP2, ACP, x402, MPP, and UCP protocols. Returns scored opportunities with recommended actions. Free protocol comparison + paid scan via x402 USDC.
- [Helm-Protocol/openttt-mcp](https://github.com/Helm-Protocol/openttt-mcp) [](https://glama.ai/mcp/servers/Helm-Protocol/openttt-mcp) ๐ โ๏ธ - Proof-of-Time temporal attestation for AI agents. 4 HTTPS sources, 54K+ proofs. Claude Desktop compatible.
- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) ๐๏ธ โ
๏ธ ๐ ๐ - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
+- [DIALLOUBE-RESEARCH/hypernatt-terminal](https://github.com/DIALLOUBE-RESEARCH/hypernatt-terminal) [](https://glama.ai/mcp/servers/DIALLOUBE-RESEARCH/hypernatt-terminal) ๐ โ๏ธ - BTC Decision Terminal for AI Agents โ live vault-backed signals, on-chain proof, cross-chain swap. MCP server hosted at https://hypernatt.com/mcp/protocol. Verify in real time. Mimo BTC/USDC vault on Hyperliquid. 11 MCP tools: free manifest + Li.Fi swap + NDAT; paid Decision Core via x402 $0.01 USDC on Base. Quickstart: https://github.com/DIALLOUBE-RESEARCH/hypernatt-terminal/blob/main/docs/quickstart.md ยท Stats: https://hypernatt.com/stats
- [hive-intel/hive-crypto-mcp](https://github.com/hive-intel/hive-crypto-mcp) ๐ โ๏ธ ๐ - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics
- [hypeprinter007-stack/signalfuse-mcp](https://github.com/hypeprinter007-stack/signalfuse-mcp) [](https://glama.ai/mcp/servers/hypeprinter007-stack/signalfuse-mcp) ๐ โ๏ธ - 11 tools for AI trading agents: fused crypto signals (10 assets), sentiment, macro regime, live strategy arena (4 strategies ร 4 assets), fused web search (Brave + Tavily), and sandboxed code execution (E2B). Pay-per-call USDC on Base via x402. Free browser playground at [signalfuse.co/play](https://signalfuse.co/play) โ 25 calls/day, no wallet. `npx -y signalfuse-mcp`
- [hypurrquant/perp-cli](https://github.com/hypurrquant/perp-cli) [](https://glama.ai/mcp/servers/hypurrquant/perp-cli) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Multi-DEX perpetual futures trading MCP server for Pacifica (Solana), Hyperliquid (HyperEVM), and Lighter (Ethereum). 18 tools for market data, trade execution with dry-run safety, funding rate arbitrage scanning, portfolio analytics, and cross-exchange comparison.
@@ -1446,6 +1608,9 @@ Provides direct access to local file systems with configurable permissions. Enab
- [joepangallo/mcp-server-agentpay](https://github.com/joepangallo/mcp-server-agentpay) [](https://glama.ai/mcp/servers/ict1p5dlrr) ๐ โ๏ธ - Payment gateway for autonomous AI agents. Single gateway key for tool discovery, auto-provisioning, and pay-per-call metering. Supports Stripe and x402 USDC for fully autonomous wallet funding.
- [JosueM1109/personal-finance-mcp](https://github.com/JosueM1109/personal-finance-mcp) [](https://glama.ai/mcp/servers/JosueM1109/personal-finance-mcp) ๐ โ๏ธ ๐ - Self-hosted, read-only MCP server that connects banks, credit cards, loans, and brokerage accounts via Plaid. 9 tools for balances, transactions, recurring charges, liabilities, and investment holdings.
- [jacobsd32-cpu/djd-agent-score-mcp](https://github.com/jacobsd32-cpu/djd-agent-score-mcp) [](https://glama.ai/mcp/servers/@jacobsd32-cpu/djd-agent-score-mcp) ๐ โ๏ธ - Reputation scoring for AI agent wallets on Base. 9 tools: trust scores, fraud reports, blacklist checks, leaderboard, badge generation, and agent registration. Free + x402 paid tiers.
+- [JayOfemi/shikamaru](https://github.com/JayOfemi/shikamaru) [](https://glama.ai/mcp/servers/JayOfemi/shikamaru) ๐ ๐ - Deterministic day-count and accrued-interest engine. Six ISDA/ICMA conventions, proven exact against QuantLib over 3,600 date pairs. Stops the AI guessing your interest math.
+- [keel-trade/keel-trade](https://github.com/keel-trade/keel-trade) [](https://glama.ai/mcp/servers/keel-trade/keel-trade) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Build, backtest, and automate Hyperliquid trading strategies. Typed strategy composition, deterministic backtests on real Hyperliquid funding + price history, opt-in live execution with bit-for-bit backtest-to-live parity.
+- [kinance/circle-agent-stack-mcp](https://github.com/kinance/circle-agent-stack-mcp) [](https://glama.ai/mcp/servers/kinance/circle-agent-stack-mcp) ๐ โ๏ธ - Circle Agent Stack for AI agents: create USDC wallets, set spend policies, send stablecoin, and pay x402-gated endpoints. Wraps the Circle CLI so auth stays out of the server. Six tools. `npx circle-agent-stack-mcp`
- [krystiangw/agenticpay](https://github.com/krystiangw/agenticpay) [](https://glama.ai/mcp/servers/krystiangw/agenticpay) ๐ โ๏ธ ๐ - Open-source x402 micropayments stack for MCP. Pay-per-tool-call USDC settlement on Solana via the first open-source self-hostable facilitator (no x402.org dependency). Includes TypeScript SDK, CLI, paywall middleware, hosted devnet endpoint, and a live Claude Opus demo. `npm install @agenticpay/sdk`
- [kukapay/binance-alpha-mcp](https://github.com/kukapay/binance-alpha-mcp) ๐ โ๏ธ - An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.
- [kukapay/bitcoin-utxo-mcp](https://github.com/kukapay/bitcoin-utxo-mcp) ๐ โ๏ธ - An MCP server that tracks Bitcoin's Unspent Transaction Outputs (UTXO) and block statistics.
@@ -1472,6 +1637,8 @@ Provides direct access to local file systems with configurable permissions. Enab
- [kukapay/crypto-whitepapers-mcp](https://github.com/kukapay/crypto-whitepapers-mcp) ๐ โ๏ธ - Serving as a structured knowledge base of crypto whitepapers.
- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) ๐ โ๏ธ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
- [LamboPoewert/mcp-server-madeonsol](https://github.com/LamboPoewert/mcp-server-madeonsol) [](https://glama.ai/mcp/servers/LamboPoewert/mcp-server-madeonsol) ๐ โ๏ธ - Real-time Solana memecoin intelligence โ 51 tools across KOL wallet tracking (1,000+ wallets, sub-3s latency), Pump.fun deployer scoring (6,700+ scored), multi-KOL coordination signals, alpha-wallet intel (47k+ scored early buyers), first-touch scout signal (backtested โฅ3 follow-on KOLs ~50% of the time vs 14% baseline), copy-trade rules, and the all-DEX trade firehose. Free tier 200 req/day; also supports x402 micropayments. Install: `npx -y smithery mcp add madeonsol/solana-kol-intelligence`.
+- [LightSpeedPlusOne/invovate-mcp-server](https://github.com/LightSpeedPlusOne/invovate-mcp-server) [](https://glama.ai/mcp/servers/LightSpeedPlusOne/invovate-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Generate PDF, JSON & UBL invoices in 11 languages (Arabic RTL, Japanese, Hindi, Cyrillic) from AI agents. Free tier, no key needed for JSON totals.
+- [27dream/mcp-eastmoney](https://github.com/27dream/mcp-eastmoney) [](https://glama.ai/mcp/servers/27dream/mcp-eastmoney) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - China A-share stock market MCP server โ real-time quotes, main capital flow ranking, sector fund flow, and historical K-lines via Eastmoney's free APIs. Zero config, no API keys required. 5 tools: `get_stock_quote`, `search_stock`, `main_fund_rank`, `sector_fund_flow`, `get_kline`. Install: `uvx mcp-eastmoney` or `pip install mcp-eastmoney`.
- [make-software/cspr-trade-mcp](https://github.com/make-software/cspr-trade-mcp) [](https://glama.ai/mcp/servers/make-software/cspr-trade-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Non-custodial DEX trading on the Casper Network via [CSPR.trade](https://cspr.trade). 14 tools for market data, swaps, liquidity, and account queries. Transactions built remotely, signed locally โ private keys never leave the machine. Public endpoint: `https://mcp.cspr.trade/mcp`
- [kukapay/dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp) ๐ โ๏ธ - An MCP server that aggregates live governance proposals from major DAOs.
- [kukapay/defi-yields-mcp](https://github.com/kukapay/defi-yields-mcp) ๐ โ๏ธ - An MCP server for AI agents to explore DeFi yield opportunities.
@@ -1517,6 +1684,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [logotype/fixparser](https://gitlab.com/logotype/fixparser) ๐ ๐ โ๏ธ ๐ ๐ - FIX Protocol (send orders, market data, etc.) written in TypeScript.
- [longbridge/longbridge-mcp](https://github.com/longbridge/longbridge-mcp) [](https://glama.ai/mcp/servers/longbridge/longbridge-mcp) ๐๏ธ ๐ฆ โ๏ธ - Official Longbridge brokerage MCP โ 110 tools for US/HK real-time quotes, options, trading, fundamentals, analyst ratings, calendars, price alerts, DCA plans, portfolio analytics and community sharelists. Hosted at `https://openapi.longbridge.com/mcp` with OAuth 2.1 via RFC 9728.
- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - ๐ โ๏ธ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
+- [makeev/alphai-mcp](https://github.com/makeev/alphai-mcp) [](https://glama.ai/mcp/servers/makeev/alphai-mcp) ๐๏ธ ๐ โ๏ธ - Real-time, AI-enriched financial news for trading agents: full-text & ticker search, trending and "actionable-now" feeds, SEC Form 4 insider transactions, and two-ticker read-across. Each story carries per-ticker analysis and a 1-10 relevance score. Hosted at mcp.alphai.io, OAuth, free 100 calls/hour.
- [MarcinDudekDev/crypto-signals-mcp](https://github.com/MarcinDudekDev/crypto-signals-mcp) [](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp) ๐ โ๏ธ - Real-time crypto volume anomaly detection across 50+ tokens. Detects unusual trading activity, whale movements, and pump signals via live API.
- [Mattbusel/Reddit-Options-Trader-ROT-](https://github.com/Mattbusel/Reddit-Options-Trader-ROT-) ๐ โ๏ธ - The first financial intelligence MCP server. Live AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades, and 15+ sources. 7 tools, 2 resources, hosted remotely, free, no API key required.
- [tresor4k/macalc-mcp](https://github.com/tresor4k/macalc-mcp) [](https://glama.ai/mcp/servers/tresor4k/macalc-mcp) โ๏ธ ๐ - The most comprehensive everyday calculator MCP server โ 501 tools, 22 categories, 8 countries' tax systems (FR, BE, CH, CA, US, UK, MA, SN). Finance, health, math, science, construction, conversions, education, sport, cooking, travel & more. Free, no API key.
@@ -1534,6 +1702,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [nexusforge-tools/mcp-eu-finance](https://github.com/nexusforge-tools/mcp-eu-finance) ๐ ๐ โ๏ธ - European financial data for AI agents โ ECB rates, Eurostat inflation, GDP and unemployment by EU country. Zero API key needed. [](https://glama.ai/mcp/servers/nexusforge-tools/mcp-eu-finance)
- [nicholasbester/clickup-cli](https://github.com/nicholasbester/clickup-cli) [](https://glama.ai/mcp/servers/nicholasbester/clickup-cli) ๐ฆ ๐ โ๏ธ ๐ ๐ช ๐ง - ClickUp API integration with 143 MCP tools covering all ~130 endpoints. Token-efficient compact responses (~98% smaller than raw JSON), flattening nested objects for minimal context usage. Also works as a standalone CLI.
- [nikicat/mcp-wallet-signer](https://github.com/nikicat/mcp-wallet-signer) ๐ ๐ - Non-custodial EVM wallet MCP โ routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963.
+- [0x-devc/novai-mcp-server](https://github.com/0x-devc/novai-mcp-server) [](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server) ๐ โ๏ธ - Read-only access to the live NOVAI blockchain (AI-native L1). Query blocks, transactions, AI entities, on-chain signals, oracle anchors, and memory objects over public JSON-RPC. No keys, no write paths.
- [noblabs/lit-forge-mcp](https://github.com/noblabs/lit-forge-mcp) [](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp) ๐ ๐ ๐ ๐ช ๐ง - Personal asset planning for Japan's ใคใฟใใฆ NISA / iDeCo: 4 zero-auth tools โ `simulate_nisa` (monthly compound), `plan_retirement` (3-scenario retirement gap analysis with Japanese pension defaults), `calculate_required_monthly` (back-calc to a target), and `calculate_compound_interest` (lump + monthly). Companion to https://lit-forge.com/nisa-simulator. npm: `lit-forge-mcp`. MIT, no telemetry.
- [ntriq-gh/ntriq-agentshop](https://github.com/ntriq-gh/ntriq-agentshop) [](https://glama.ai/mcp/servers/ntriq-gh/ntriq-agentshop) ๐ โ๏ธ ๐ ๐ช ๐ง - Document intelligence, invoice extraction, PII detection, and sentiment analysis via x402 micropayments. Pay-per-use with USDC on Base โ no API keys. 6 endpoints from $0.01.
- [nullpath-labs/mcp-client](https://github.com/nullpath-labs/mcp-client) [](https://glama.ai/mcp/servers/@nullpath-labs/mcp-client) ๐ โ๏ธ ๐ ๐ช ๐ง - AI agent marketplace with x402 micropayments. Discover, execute, and pay agents per-request via MCP with USDC on Base.
@@ -1542,6 +1711,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [olgasafonova/gleif-mcp-server](https://github.com/olgasafonova/gleif-mcp-server) ๐๏ธ โ๏ธ - Access the Global Legal Entity Identifier (LEI) database for company verification, KYC, and corporate ownership research via GLEIF's public API.
- [omni-fun-mcp-server](https://github.com/0xzcov/omni-fun-mcp-server) [](https://glama.ai/mcp/servers/0xzcov/omni-fun-mcp-server) ๐ โ๏ธ - Multichain memecoin launchpad across 8 chains (Base, Arb, OP, Polygon, BSC, ETH, Avax, Solana). Tokenize yourself as an oMeme โ earn 0.5% creator fee forever + 50% Uniswap V3 LP fees after graduation, from a single LP. $69 bounties. First 100 agents FREE for 60 days. 8 tools: trending tokens, search, quotes, bonding curves, trade simulation, chain info.
- [omniologynow-rgb/profitspot-mcp](https://github.com/omniologynow-rgb/profitspot-mcp) [](https://glama.ai/mcp/servers/omniologynow-rgb/profitspot-mcp) ๐ โ๏ธ - Cross-chain DeFi intelligence MCP server for AI agents. 7 tools for yield discovery, pool analysis, profit simulation, risk scoring, whale tracking, impermanent loss calculation, and DeFi overview across 86 chains and 6,500+ liquidity pools. Install via `pip install profitspot-mcp`.
+- [openaccountants/openaccountants](https://github.com/openaccountants/openaccountants) [](https://glama.ai/mcp/servers/openaccountants/openaccountants) ๐ โ๏ธ - Open-source AI accounting skills, checked by licensed accountants jurisdiction by jurisdiction. 3 tools: list skills by country/category, get full skill content, and get individual sections. Skills teach AI agents tax computations (income tax, VAT, payroll) across 134 countries plus US states and Canadian provinces. Hosted at `https://www.openaccountants.com/api/mcp`.
- [openMF/mcp-mifosx-self-service](https://github.com/openMF/mcp-mifosx-self-service) ๐ โ๏ธ - A self-service integration for user registration, authentication, account management, transactions, and third-party transfers with Apache Fineract.
- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) โ๏ธ ๐ - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
- [partymola/monzo-mcp](https://github.com/partymola/monzo-mcp) [](https://glama.ai/mcp/servers/partymola/monzo-mcp) ๐ โ๏ธ ๐ - Read-only MCP server for the Monzo banking API (UK). OAuth with auto-refresh, local SQLite transaction cache, full-text search, and spending analysis with category breakdowns.
@@ -1551,6 +1721,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [PaulieB14/graph-polymarket-mcp](https://github.com/PaulieB14/graph-polymarket-mcp) [](https://glama.ai/mcp/servers/@PaulieB14/graph-polymarket-mcp) ๐ โ๏ธ - Polymarket prediction market data via The Graph โ markets, positions, orders, user activity, and real-time odds.
- [plagtech/spraay-x402-mcp](https://github.com/plagtech/spraay-x402-mcp) [](https://glama.ai/mcp/servers/@plagtech/spraay-x402-mcp) ๐ โ๏ธ - Pay-per-call onchain data, AI models, and batch USDC payments on Base via x402 micropayments. 9 tools including swap quotes, token prices, wallet balances, ENS resolution, and multi-recipient batch transfers.
- [polygon-io/mcp_polygon)](https://github.com/polygon-io/mcp_polygon)) ๐ โ๏ธ - An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more.
+- [PostOakLabs/ainumbers-mcp-apps](https://github.com/PostOakLabs/ainumbers-mcp-apps) [](https://glama.ai/mcp/servers/@PostOakLabs/ainumbers-mcp-apps) ๐ โ๏ธ - 420+ deterministic fintech tools โ agentic payments (AP2, x402, Visa TAP, A2A), AML/KYC risk rating, BaaS provider comparison, and MCP dev tooling (tool-definition linter, server.json validator, OAuth auditor, readiness scorecard) โ with 15 flagship tools rendered as interactive MCP Apps widgets. Remote streamable HTTP, read-only, no auth, zero PII.
- [PreReason/mcp](https://github.com/PreReason/mcp) [](https://glama.ai/mcp/servers/PreReason/mcp) ๐ โ๏ธ - Pre-reasoned Bitcoin and macro market briefings with trend signals, confidence scores, and regime classification. 17 briefings covering BTC, Fed balance sheet, M2, Treasury yields, and cross-asset correlations.
- [pricepertoken/mcp-server](https://pricepertoken.com/mcp) ๐ โ๏ธ - LLM API pricing comparison and benchmarks across 100+ models from 30+ providers including OpenAI, Anthropic, Google, and Meta. No API key required.
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) ๐ โ๏ธ - Bitget API to fetch cryptocurrency price.
@@ -1571,17 +1742,22 @@ Provides direct access to local file systems with configurable permissions. Enab
- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) ๐ โ๏ธ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
- [sapph1re/findata-mcp](https://github.com/sapph1re/findata-mcp) [](https://glama.ai/mcp/servers/sapph1re/findata-mcp) ๐ โ๏ธ - Real-time stocks, company fundamentals, FRED economic indicators (800k+ series), SEC filings, and crypto prices. Five tools, $0.01/call via x402 micropayments on Base mainnet. No signup required.
- [sailorpepe/undesirables-mcp-server](https://github.com/sailorpepe/undesirables-mcp-server) [](https://glama.ai/mcp/servers/sailorpepe/undesirables-mcp-server) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - TCG collectibles + AI agent intelligence. 35+ tools: Vision AI card grading (PSA/Beckett prediction), Monte Carlo price simulation (Heston/Merton/Kou), AI music generation, local image generation (FLUX), TTS, RAG memory, SAST security auditing, and x402 Oracle API. 370K+ indexed products across 25 games. Install via `pip install undesirables-mcp-server`.
+- [seaworthy-io/seaworthy-mcp](https://github.com/seaworthy-io/seaworthy-mcp) [](https://glama.ai/mcp/servers/seaworthy-io/seaworthy-mcp) ๐ โ๏ธ - Disability insurance brokerage: submit a quote request on a userโs behalf, plus carrier comparison and coverage research tools. By Seaworthy Insurance Agency.
- [shareseer/shareseer-mcp-server](https://github.com/shareseer/shareseer-mcp-server) ๐๏ธ โ๏ธ - MCP to Access SEC filings, financials & insider trading data in real time using [ShareSeer](https://shareseer.com)
- [ShipItAndPray/mcp-market-data](https://github.com/ShipItAndPray/mcp-market-data) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-market-data) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Live cryptocurrency market data. 8 tools for real-time prices, OHLCV, order books, and market summaries. Zero API keys required. Zero dependencies.
- [ShinyDapps/l402-kit](https://github.com/ShinyDapps/l402-kit) [](https://glama.ai/mcp/servers/ShinyDapps/l402-kit) ๐ โ๏ธ ๐ ๐ช ๐ง - Full-stack L402 SDK: server middleware (Express/FastAPI/axum/net/http) + agent client with auto-pay. 4 languages (TypeScript, Python, Go, Rust). MCP server, LangChain integration, budget control. `npx l402-kit-mcp`
- [lmwharton/sieve-mcp](https://github.com/lmwharton/sieve-mcp) [](https://glama.ai/mcp/servers/lmwharton/sieve-mcp) ๐ โ๏ธ - AI-powered startup due diligence. Screen any startup across 7 IMPACT-X dimensions, get a Sieve Score (0-140) with evidence-typed findings and a clear meeting recommendation. Built for VCs, solo GPs, and angel investors.
- [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Brazilian Central Bank (BCB) economic data โ 18,000+ time series including Selic, IPCA, exchange rates, GDP, and 150+ curated indicators via the SGS/BCB public API.
+- [smythmyke/govtoolspro-mcp-server](https://github.com/smythmyke/govtoolspro-mcp-server) [](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server) ๐ โ๏ธ - Workflow tools for US federal contractors โ go/no-go bid scoring, incumbent intelligence (USAspending + FPDS), teaming-partner search, recompete prediction, Navy NECO lookup, and SAM.gov solicitation retrieval. Returns synthesized decisions rather than raw data.
- [softvoyagers/fakturka-api](https://github.com/softvoyagers/fakturka-api) ๐ โ๏ธ - Free Polish VAT invoice generator API (Faktura VAT) with PDF output and preview. No API key required.
- [sophymarine/openregistry](https://github.com/sophymarine/openregistry) [](https://glama.ai/mcp/servers/sophymarine/openregistry) ๐๏ธ โ๏ธ - Live official data from 27 national company registries (UK Companies House, France RNE, Germany Handelsregister, Korea OpenDART, Canada CBCA, 10 US states, and more) for KYC / AML / due-diligence workflows. Raw official records, no intermediaries. A platform by sophymarine. Hosted at `openregistry.sophymarine.com/mcp` โ OAuth 2.1, streamable HTTP, free anonymous tier.
- [spfunctions/simplefunctions-cli](https://github.com/spfunctions/simplefunctions-cli) [](https://glama.ai/mcp/servers/spfunctions/simplefunctions-cli) ๐ โ๏ธ - Calibrated world model for AI agents from 9,700+ prediction markets. 16 MCP tools covering real-time world state, market search, thesis management, edge detection, and content enrichment across Kalshi and Polymarket. `get_world_state` returns ~800 tokens of calibrated probabilities โ no API key needed.
+- [summerstateofmind/cityparity](https://github.com/summerstateofmind/cityparity) [](https://glama.ai/mcp/servers/summerstateofmind/cityparity) ๐ โ๏ธ - Cost-of-living and quality-of-life comparison across ~165 cities: take-home pay, taxes, the equivalent salary you'd need in the target city, and the non-cash deltas people move for (childcare, healthcare, statutory vacation, parental leave). Free, no API key, hosted Streamable HTTP.
- [SupplyMaven-SCR/supplymaven-mcp-server](https://github.com/SupplyMaven-SCR/supplymaven-mcp-server) [](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server) ๐ โ๏ธ - Real-time supply chain risk intelligence for AI agents. 25 tools across 3 tiers: Global Disruption Index, Manufacturing Index, commodity prices, port congestion, border delays, chokepoints, air cargo, trade policy, energy, rail, freight, economic indicators, predictive signals, and AI intelligence briefs.
+- [supra126/taiwan-payroll](https://github.com/supra126/taiwan-payroll) [](https://glama.ai/mcp/servers/supra126/taiwan-payroll) ๐ โ๏ธ ๐ - Taiwan statutory payroll: labor & health insurance, labor pension, 2nd-gen NHI supplementary premium, income-tax withholding, and old-age benefits. Sourced from official gazettes, verified against official sample data.
- [System-R-AI/systemr-python](https://github.com/System-R-AI/systemr-python) [](https://glama.ai/mcp/servers/System-R-AI/systemr-python) ๐ โ๏ธ - Trading OS for AI agents โ 48 tools covering pre-trade risk gates, position sizing, portfolio analytics, regime detection, and compliance scoring. Remote SSE + Streamable HTTP transport with x402 USDC micropayments.
- [szhygulin/recon-crypto-mcp](https://github.com/szhygulin/recon-crypto-mcp) [](https://glama.ai/mcp/servers/szhygulin/recon-crypto-mcp) ๐ ๐ - Self-custodial crypto portfolio for AI agents. Reads EVM wallet balances, ENS, token prices, and DeFi positions across Ethereum/Arbitrum/Polygon/Base (Aave V3, Compound V3, Morpho Blue, Uniswap V3 LP, Lido, EigenLayer), surfaces health-factor alerts and protocol risk scores, then prepares unsigned transactions (supply, borrow, repay, withdraw, stake, send, LiFi swap/bridge) signed on Ledger via WalletConnect โ private keys never leave the hardware wallet.
+- [tamasPetki/HeadlessTracker](https://github.com/tamasPetki/HeadlessTracker) [](https://glama.ai/mcp/servers/tamasPetki/HeadlessTracker) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Local-first crypto portfolio aggregation across exchanges (Bybit, Binance), EVM and Solana wallets, and Polymarket. Read-only credentials stored in your OS keychain, no hosted service. Data aggregation only, not financial advice. Install with `npx headless-tracker`.
- [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) โ๏ธ - MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights.
- [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) ๐ฆ ๐ - An MCP server implementation to interact with Substrate-based blockchains. Built with Rust and interfacing the [subxt](https://github.com/paritytech/subxt) crate.
- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) ๐ โ๏ธ - TS version of yahoo finance mcp.
@@ -1604,6 +1780,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [xpaysh/awesome-x402](https://github.com/xpaysh/awesome-x402) โ๏ธ - Curated directory of x402 payment protocol resources, MCP servers, and tools for HTTP 402-based USDC payments on Base, Arbitrum, and other EVM chains.
- [yeick010/agentshield-mcp](https://github.com/yeick010/agentshield-mcp) [](https://glama.ai/mcp/servers/yeick010/agentshield-mcp) ๐ โ๏ธ - DeFi tools for AI agents on Base. Live Uniswap V3 prices (slot0), on-chain agent scoring, and DeFi knowledge base. Pay-per-query via x402 micropayments in USDC.
- [yli769227-jpg/ashare-mcp](https://github.com/yli769227-jpg/ashare-mcp) [](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp) ๐ ๐ - MCP server for Chinese A-share financial statements: pull annual reports, run 4 industry-aware accounting cross-checks, peer-compare with auto avg-equity ROE.
+- [yolfinance/yolfi-agent](https://github.com/yolfinance/yolfi-agent) [](https://glama.ai/mcp/servers/yolfinance/yolfi-agent) ๐ โ๏ธ - Yolfi Payments MCP lets AI coding agents register Yolfi workspaces, create crypto checkout payment links, configure webhooks, verify webhook signatures, and check payment status. Install with `npx -y @yolfi/agent mcp`.
- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) ๐ โ๏ธ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.
- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) ๐ โ๏ธ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.
- [mnemox-ai/tradememory-protocol](https://github.com/mnemox-ai/tradememory-protocol) [Glama](https://glama.ai/mcp/servers/mnemox-ai/tradememory-protocol) ๐ ๐ - Structured 3-layer memory system (trades โ patterns โ strategy) for AI trading agents. Supports MT5, Binance, and Alpaca.
@@ -1613,17 +1790,34 @@ Provides direct access to local file systems with configurable permissions. Enab
- [toolstem/toolstem-sec-mcp-server](https://github.com/toolstem/toolstem-sec-mcp-server) ๐ โ๏ธ โ SEC EDGAR signal intelligence for AI agents โ insider trading (Form 4), 13F institutional holdings, 10-K/8-K filing velocity, activist risk flags, and multi-company disclosure comparisons. Three pricing tiers. Available on the Apify Store.
- [pickelfintech/the13f-mcp](https://github.com/pickelfintech/the13f-mcp) [](https://glama.ai/mcp/servers/pickelfintech/the13f-mcp) ๐ โ๏ธ - Institutional 13F intelligence for Claude Desktop, Cursor, and VS Code. Nine Read tools: manager search, holdings lookup, portfolio similarity, consensus portfolio, market regime, sector flows. SEC EDGAR-sourced. Install `uvx the13f-mcp`.
- [tradallo/reputation](https://github.com/tradallo/reputation) [](https://glama.ai/mcp/servers/tradallo/reputation) ๐ โ๏ธ - MCP server + TS client + CLI for the **Tradallo Verified Record Protocol**. Query cryptographically-verified human + AI-agent trading reputations: track records, agent version history, paginated Universal Trade Receipts, and on-chain Solana memo notarization lookup. Every response is JCS-canonicalized + ed25519-verified locally before returning. Install: `npx @tradallo/reputation`.
+- [pineforge-4pass/pineforge-codegen-mcp](https://github.com/pineforge-4pass/pineforge-codegen-mcp) [](https://glama.ai/mcp/servers/pineforge-4pass/pineforge-codegen-mcp) ๐ ๐ - Backtest PineScript v6 strategies locally: transpiles PineโC++ and runs on the deterministic, TradingView-validated PineForge engine (245/246 strict parity, no API key).
+- [michalperni11-gif/secfinapi-mcp](https://github.com/michalperni11-gif/secfinapi-mcp) [](https://glama.ai/mcp/servers/michalperni11-gif/secfinapi-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Standardized SEC EDGAR financial data โ income statements, balance sheets, cash flow and 40+ ratios for every US public company, normalized from raw XBRL. Install with `npx secfinapi-mcp`.
+- [namixai/funding-mcp](https://github.com/namixai/funding-mcp) [](https://glama.ai/mcp/servers/namixai/funding-mcp) ๐ โ๏ธ - Multi-venue perpetual funding-rate data & cross-exchange funding arbitrage across 20+ exchanges (incl. HIP-3 sub-DEXes). Free screener; paid signals via x402 micropayments with built-in auto-pay. 3 tools, stdio. Install with `npx -y @usenami/funding-mcp`.
+- [namixai/signer-mcp](https://github.com/namixai/signer-mcp) [](https://glama.ai/mcp/servers/namixai/signer-mcp) ๐ โ๏ธ - Keyless CEX/DEX signing for AI trading agents (Binance, OKX, Bybit, KuCoin, Hyperliquid, Asterdex). Signing keys never leave an AWS Nitro Enclave (attested PCR0); agents receive policy-bounded signatures, not credentials. Built to survive prompt injection and supply-chain key leaks. 5 tools, stdio. Install with `npx -y @usenami/signer-mcp`.
+- [JeongSeongMok/tossinvest-openapi-mcp](https://github.com/JeongSeongMok/tossinvest-openapi-mcp) [](https://glama.ai/mcp/servers/JeongSeongMok/tossinvest-openapi-mcp) ๐ ๐ ๐ ๐ช ๐ง - Explore and integrate the Toss Securities (ํ ์ค์ฆ๊ถ) Open API โ browse endpoints & schemas, follow integration guides, and generate curl/TypeScript/Python code samples. Read-only documentation server, no credentials required. `npx -y tossinvest-openapi-mcp`
+- [phuocdu/agentpay-vn](https://github.com/phuocdu/agentpay-vn) [](https://glama.ai/mcp/servers/phuocdu/agentpay-vn) ๐ โ๏ธ - VietQR payments for AI agents in Vietnam. Agents generate a VietQR code, send it to the user, and auto-confirm settlement from the bank feed. Non-custodial โ money flows directly to the merchant's bank account, never held by the platform. `pip install agentpay-vn`, ships an MCP server for Claude Desktop/Code.
+- [Gainium/gainium-mcp](https://github.com/Gainium/gainium-mcp) [](https://glama.ai/mcp/servers/Gainium/gainium-mcp) ๐๏ธ ๐ โ๏ธ ๐ - MCP server for Gainium DCA/Combo/Grid trading bots โ manage bots, deals, balances, backtests, the crypto screener, and curated strategy presets via AI assistants.
+
+- [wuzenghai616-lang/goldbean](https://github.com/wuzenghai616-lang/goldbean) [](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean) ๐ โ๏ธ ๐ ๐ช ๐ง - x402 Micropaid API Marketplace โ 10 AI tools for agents. Crypto prices, web search, weather, image-gen, LLM chat, code execution, translation, sentiment analysis, and QR code generation. Pay-per-call with USDC on Base (no API keys, no registration). Install with \
+px goldbean-mcp\.
### ๐ฎ Gaming
Integration with gaming related data, game engines, and services
- [3aKHP/prts-mcp](https://github.com/3aKHP/prts-mcp) [](https://glama.ai/mcp/servers/3aKHP/prts-mcp) ๐ ๐ โ๏ธ ๐ - MCP Server for [Arknights](https://www.arknights.global/), querying the [PRTS Wiki](https://prts.wiki) API and serving auto-synced operator archives and voice lines from game data. Designed for fan-creation (ๅไบบๅตไฝ) AI agents. Python (stdio/Docker) and TypeScript (Streamable HTTP) implementations.
+- [antics-gg/antics-mcp](https://github.com/antics-gg/antics-mcp) [](https://glama.ai/mcp/servers/antics-gg/antics-mcp) ๐ โ๏ธ - Deploy a single-file HTML game to a shareable multiplayer URL with rooms, state sync, and leaderboards. No backend or player accounts.
- [butterlatte-zhang/unity-ai-bridge](https://github.com/butterlatte-zhang/unity-ai-bridge) [](https://glama.ai/mcp/servers/butterlatte-zhang/unity-ai-bridge) #๏ธ ๐ ๐ ๐ ๐ช - Remote-control Unity Editor from any AI IDE via file-based IPC โ 62 tools across 13 categories, zero dependencies, supports Claude Code, Cursor, Copilot, Windsurf, Claude Desktop.
- [buildepicshit/Wick](https://github.com/buildepicshit/Wick) [](https://glama.ai/mcp/servers/buildepicshit/Wick) #๏ธโฃ ๐ ๐ ๐ช ๐ง - Native C# MCP server for Godot Engine โ 53 tools across 5 pillars: Roslyn-enriched exception telemetry, scene tree inspection, C# symbol navigation, MSBuild orchestration, and GDScript analysis. .NET 10, TCP JSON-RPC bridge, 219 tests.
- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) #๏ธโฃ ๐ - MCP Server for Unity3d Game Engine integration for game development
- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) ๐ ๐ - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
- [ddsky/gamebrain-api-clients](https://github.com/ddsky/gamebrain-api-clients) โ๏ธ - Search and discover hundreds of thousands of video games on any platform through the [GameBrain API](https://gamebrain.co/api).
+- [dmang-dev/mcp-bizhawk](https://github.com/dmang-dev/mcp-bizhawk) [](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk) ๐ ๐ ๐ ๐ช ๐ง - Drive the [BizHawk](https://github.com/TASEmulators/BizHawk) multi-system emulator from any MCP client. Memory r/w across named domains, joypad input, frame-advance, screenshot, save/load state. One bridge unlocks NES, SNES, GB/GBC/GBA, Genesis, N64, PSX, Saturn, and more.
+- [dmang-dev/mcp-dolphin](https://github.com/dmang-dev/mcp-dolphin) [](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin) ๐ ๐ ๐ ๐ช ๐ง - Drive the [Dolphin](https://dolphin-emu.org) GameCube/Wii emulator from any MCP client: read/write PowerPC memory (MEM1/MEM2), GameCube + Wii Remote input (buttons, IR pointer, accelerometer, MotionPlus), reset, save/load state, and frame advance. Python bridge inside [Felk's scripting fork](https://github.com/Felk/dolphin) + Node MCP server.
+- [dmang-dev/mcp-mgba](https://github.com/dmang-dev/mcp-mgba) [](https://glama.ai/mcp/servers/dmang-dev/mcp-mgba) ๐ ๐ ๐ ๐ช ๐ง - Drive the [mGBA](https://mgba.io) Game Boy Advance emulator from any MCP client: read/write GBA memory, inject button presses, take screenshots, save/load state, and step the emulator. Lua bridge inside mGBA + Node MCP server.
+- [dmang-dev/mcp-pine](https://github.com/dmang-dev/mcp-pine) [](https://glama.ai/mcp/servers/dmang-dev/mcp-pine) ๐ ๐ ๐ ๐ช ๐ง - Memory inspection and savestate control for PCSX2 and other emulators speaking the [PINE](https://github.com/GovanifY/pine) protocol. Read/write 8/16/32/64-bit memory, save/load state slots, query game metadata. TCP on Windows, Unix sockets on Linux/macOS.
+- [dmang-dev/mcp-ppsspp](https://github.com/dmang-dev/mcp-ppsspp) [](https://glama.ai/mcp/servers/dmang-dev/mcp-ppsspp) ๐ ๐ ๐ ๐ช ๐ง - Drive PSP games through [PPSSPP](https://www.ppsspp.org)'s built-in WebSocket debugger interface โ no plugin needed. Memory r/w (u8/u16/u32/range/string), input (buttons + analog), pause/resume/step, screenshot, MIPS Allegrex registers, CPU execution breakpoints. The richest debugger surface in the family thanks to PPSSPP's native instrumentation.
+- [dmang-dev/mcp-retroarch](https://github.com/dmang-dev/mcp-retroarch) [](https://glama.ai/mcp/servers/dmang-dev/mcp-retroarch) ๐ ๐ ๐ ๐ช ๐ง - Drive any libretro core through [RetroArch](https://www.retroarch.com/)'s Network Control Interface (UDP): read/write memory, save/load state, screenshot, pause/frame-advance/reset, on-screen messages. Verified against NES, SNES, Genesis, N64, GBA, and PS1 cores.
- [gregario/dnd-oracle](https://github.com/gregario/dnd-oracle) [](https://glama.ai/mcp/servers/gregario/dnd-oracle) ๐ ๐ - D&D 5e SRD reference and analysis with monster search, spell lookup, encounter building, and loadout analysis. 10 tools, 1198 entities embedded.
- [gregario/godot-forge](https://github.com/gregario/godot-forge) [](https://glama.ai/mcp/servers/gregario/godot-forge) ๐ ๐ ๐ ๐ช ๐ง - Godot 4 development companion with test running (GUT/GdUnit4), API docs with 3โ4 migration mapping, script analysis, scene parsing, screenshots, and LSP diagnostics.
- [gregario/lorcana-oracle](https://github.com/gregario/lorcana-oracle) [](https://glama.ai/mcp/servers/gregario/lorcana-oracle) ๐ ๐ - Disney Lorcana TCG card search, deck analysis, ink curves, lore generation, and franchise browsing. 7 tools, 2,710 cards embedded.
@@ -1645,6 +1839,7 @@ Integration with gaming related data, game engines, and services
- [zefarie/pterodactyl-mcp](https://github.com/zefarie/pterodactyl-mcp) [](https://glama.ai/mcp/servers/zefarie/pterodactyl-mcp) ๐ โ๏ธ ๐ - Manage Pterodactyl and Pelican game server panels through AI. 73 tools for server management, power control, file operations, backups, schedules, databases, users, nodes, and eggs.
- [n24q02m/better-godot-mcp](https://github.com/n24q02m/better-godot-mcp) [](https://glama.ai/mcp/servers/@n24q02m/better-godot-mcp) ๐ ๐ ๐ ๐ช ๐ง - 18 composite tools for structured Godot 4.x interaction: scenes, nodes, GDScript, shaders, animation, tilemap, physics, audio, navigation, UI, input mapping, and signals.
- [NAJEMWEHBE/unreal-ai-connection](https://github.com/NAJEMWEHBE/unreal-ai-connection) [](https://glama.ai/mcp/servers/NAJEMWEHBE/unreal-ai-connection) ๐ ๐ ๐ ๐ช - Drive the Unreal Engine 5.7 editor from any MCP client over a local TCP socket โ 105 editor-automation tools (72 native C++ + 33 bridge-side). Native C++ plugin + thin Python bridge, ~50ms round-trips. 498 tests, MIT.
+- [omniologynow-rgb/mcp-server](https://github.com/omniologynow-rgb/mcp-server) [](https://glama.ai/mcp/servers/omniologynow-rgb/mcp-server) ๐ โ๏ธ - Live AI agent contest platform on Solana mainnet. Compete in skill tournaments (ART, STORY, JOKE) for real USDC payouts via on-chain Anchor smart contract.
- [opgginc/opgg-mcp](https://github.com/opgginc/opgg-mcp) ๐ โ๏ธ - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) ๐ โ๏ธ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
- [razz-games/razz-mcp](https://github.com/razz-games/razz-mcp) [](https://glama.ai/mcp/servers/razz-games/razz-mcp) ๐ โ๏ธ - Play provably fair dice, flip, crash, plinko, limbo, mines, tower & HexWar with real SOL wagering for any AI agent. [](https://glama.ai/mcp/servers/razz-games/razz-mcp)
@@ -1652,12 +1847,14 @@ Integration with gaming related data, game engines, and services
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) ๐ โ๏ธ - An MCP server for real-time Fantasy Premier League data and analysis tools.
- [sonirico/mcp-stockfish](https://github.com/sonirico/mcp-stockfish) - ๐๏ธ ๐ ๐ ๐ช ๐ง๏ธ MCP server connecting AI systems to Stockfish chess engine.
- [staccDOTsol/staccbot-tg](https://github.com/staccDOTsol/staccbot-tg) [](https://glama.ai/mcp/servers/staccDOTsol/staccbot-tg) ๐ โ๏ธ - fomox402 broker + MCP server for last-bidder-wins games on Solana. One URL into Claude/Cursor/Goose/Cline and the agent auto-registers a Solana wallet, gets faucet-funded, and bids autonomously via streamable HTTP at `https://bot.staccpad.fun/mcp`.
+- [stagproject/sec-filings-mcp](https://github.com/stagproject/sec-filings-mcp) [](https://glama.ai/mcp/servers/stagproject/sec-filings-mcp) ๐ โ๏ธ - SEC EDGAR MCP for agents: search 10-K/10-Q, free sample preview, full filing JSON via x402 USDC on Polygon. xpay: `sec-edgar-filings`. Trial without xpay key: [docs](https://github.com/stagproject/sec-filings-mcp/blob/main/docs/TRY_WITHOUT_XPAY.md). Registry: `io.github.stagproject/sec-filings-mcp`.
- [stefan-xyz/mcp-server-runescape](https://github.com/stefan-xyz/mcp-server-runescape) ๐ - An MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data, including item prices, player hiscores, and more.
- [alex-gon/thegamecrafter-mcp-server](https://github.com/alex-gon/thegamecrafter-mcp-server) [](https://glama.ai/mcp/servers/alex-gon/thegamecrafter-mcp-server) ๐ โ๏ธ - Design, manage, and price tabletop games on The Game Crafter. Browse catalogs, create projects, upload artwork, get pricing.
- [jhomen368/steam-reviews-mcp](https://github.com/jhomen368/steam-reviews-mcp) [](https://glama.ai/mcp/servers/@jhomen368/steam-reviews-mcp) ๐ โ๏ธ - Search Steam games, fetch user reviews, and analyze sentiment with topic drill-down to make informed purchasing decisions.
- [tomholford/mcp-tic-tac-toe](https://github.com/tomholford/mcp-tic-tac-toe) ๐๏ธ ๐ - Play Tic Tac Toe against an AI opponent using this MCP server.
- [youichi-uda/godot-mcp-pro](https://github.com/youichi-uda/godot-mcp-pro) ๐ ๐ ๐ ๐ช ๐ง - Premium MCP server for Godot game engine with 84 tools for scene editing, scripting, animation, tilemap, shader, input simulation, and runtime debugging.
- [HadiCherkaoui/crafty-mcp](https://github.com/HadiCherkaoui/crafty-mcp) [](https://glama.ai/mcp/servers/HadiCherkaoui/crafty-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for managing Minecraft servers through [Crafty Controller 4](https://craftycontrol.com). Start, stop, backup, send commands, manage files, schedules, webhooks, and users via the Crafty API.
+-
### ๐ Home Automation
@@ -1667,18 +1864,27 @@ Control smart home devices, home network equipment, and automation systems.
- [apiarya/wemo-mcp-server](https://github.com/apiarya/wemo-mcp-server) - [](https://glama.ai/mcp/servers/@apiarya/wemo-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Control WeMo smart home devices via AI assistants using natural language. Built on pywemo for 100% local control โ no cloud dependency. Supports dimmer brightness, device rename, HomeKit codes, and multi-phase discovery.
- [Hybirdss/smartest-tv](https://github.com/Hybirdss/smartest-tv) [](https://glama.ai/mcp/servers/Hybirdss/smartest-tv) ๐ ๐ ๐ ๐ช ๐ง - Control any smart TV with natural language. Play Netflix, YouTube, Spotify by name with deep linking, cast URLs, scene presets, multi-room audio, and multi-TV sync. Supports LG, Samsung, Android TV, Roku. 21 MCP tools, no cloud required.
- [kambriso/fritzbox-mcp-server](https://github.com/kambriso/fritzbox-mcp-server) ๐๏ธ ๐ - Control AVM FRITZ!Box routers - manage devices, WiFi, network settings, parental controls, and schedule time-delayed actions
+- [ober37/ac-infinity-mcp](https://github.com/ober37/ac-infinity-mcp) [](https://glama.ai/mcp/servers/ober37/ac-infinity-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Monitor and automate AC Infinity grow controllers through natural conversation with Claude. 25 tools covering live sensor data, multi-day history, VPD/temperature/humidity automations, port control, advance scheduling, and grow stage templates.
+- [laszlopere/mcp-kodi](https://github.com/laszlopere/mcp-kodi) [](https://glama.ai/mcp/servers/laszlopere/mcp-kodi) ๐ ๐ ๐ง - Control a Kodi media player over its JSON-RPC API โ transport, volume, library search, queue management, and playback history. 16 tools, targetable across multiple Kodi instances. Written in C on the GLib stack; builds from source (autotools / .deb).
+- [claymore666/debmatic-mcp](https://github.com/claymore666/debmatic-mcp) [](https://glama.ai/mcp/servers/claymore666/debmatic-mcp) ๐ ๐ ๐ ๐ช ๐ง - Control a HomeMatic / debmatic CCU (eq-3 home automation) over its JSON-RPC and HM-Script APIs โ switch and dim actuators, read sensors, system variables and service messages, run programs, and manage rooms, functions, channel links and device assignments. 25 tools over HTTP or stdio; runs locally against your own CCU.
### ๐ง Knowledge & Memory
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
+- [soolaugust/0CompactMem](https://github.com/soolaugust/0CompactMem) [](https://glama.ai/mcp/servers/soolaugust/0CompactMem) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory MCP server with OS-style demand paging, kswapd-style eviction, and mlock pinning. Multi-agent shared SQLite store with BM25 + FTS5 retrieval, importance scoring, and capacity-aware reclaim. 5 tools: `memory_lookup`, `pin_memory`, `unpin_memory`, `memory_stats`, `list_pinned`. `uvx --from git+https://github.com/soolaugust/0CompactMem memory-os`
- [a2cr/a2cr](https://github.com/a2cr/a2cr) [](https://glama.ai/mcp/servers/a2cr/a2cr) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for AI-agent handoffs. Saves client-encrypted WorkBaton checkpoints and WorkStash notes so Codex, Claude Code, Roo Code, and other MCP clients can resume work without passing full chat history.
- [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [](https://glama.ai/mcp/servers/aidesignblueprint/integrations) ๐ โ๏ธ - Read-only doctrine access for the Agentic AI Blueprint โ the industry standard reference for safe, observable, and steerable AI agent UX. Browse and search 10 principles, clusters, curated implementation examples, and application guides for production agentic AI systems. 13 public tools require no credentials. `https://aidesignblueprint.com/mcp`
+- [aliasunder/vault-cortex](https://github.com/aliasunder/vault-cortex) [](https://glama.ai/mcp/servers/aliasunder/vault-cortex) ๐ ๐ โ๏ธ - MCP server for Obsidian vaults โ search, memory, link graph, 23 tools, OAuth-protected.
- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) ๐ โ๏ธ - Shared knowledge base where AI agents search and post problem-solution pairs. Agents query before solving, post after resolving. Semantic search via pgvector, duplicate detection, auto-scoring. `npx openhive-mcp`, Free to use
+ - [ashlesh-t/cognirepo](https://github.com/ashlesh-t/cognirepo) [](https://glama.ai/mcp/servers/ashlesh-t/cognirepo) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory and codebase context for AI coding agents. FAISS vector store, AST reverse index with O(1) symbol
+ lookup, NetworkX knowledge graph, episodic journal, user behavior profiling, error tracking, and cross-agent session handoff. 34 MCP tools. Reduces token usage 50โ80% on Python repos โฅ 15K LOC vs. raw
+ file reads. Works with Claude Code, Cursor, and Gemini CLI. Fully offline โ no API keys required for indexing. `pip install cognirepo`
- [Auctalis/nocturnusai](https://github.com/Auctalis/nocturnusai) [](https://glama.ai/mcp/servers/Auctalis/nocturnusai) ๐ ๐ - Deterministic reasoning engine for AI agent context compression. Extracts structured facts with logical inference, proof chains, and truth maintenance. REST API, Python/TypeScript SDKs, and MCP server integration.
- [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) ๐ โ๏ธ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
- [20alexl/claude-engram](https://github.com/20alexl/claude-engram) [](https://glama.ai/mcp/servers/20alexl/claude-engram) ๐ ๐ - Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns and cross-session search. Loop detection, pre-edit warnings, context compaction survival. Runs locally with Ollama.
- [timmx7/acheron-mcp-server](https://github.com/timmx7/acheron-mcp-server) [](https://glama.ai/mcp/servers/timmx7/acheron-mcp-server) ๐ ๐ - Cross-surface persistent memory for Claude. Bridges context between Claude Chat, Code, and Cowork via local SQLite with full-text search. Save decisions, preferences, and insights in one surface, retrieve them in any other.
+- [turbyho/mem-context](https://github.com/turbyho/mem-context) [](https://glama.ai/mcp/servers/turbyho/mem-context) ๐ ๐ ๐ ๐ง - Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation. Automatic session capture, deduplication, 6-factor relevance scoring. `pip install mem-context`
- [agentic-mcp-tools/memora](https://github.com/agentic-mcp-tools/memora) ๐ ๐ โ๏ธ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.
- [Thezenmonster/agentmem](https://github.com/Thezenmonster/agentmem) [](https://glama.ai/mcp/servers/Thezenmonster/agentmem) ๐ ๐ ๐ ๐ช ๐ง - Governed memory for coding agents with trust lifecycle (hypothesis โ active โ validated โ deprecated), conflict detection, staleness tracking, and health scoring. SQLite + FTS5, zero infrastructure. `pip install quilmem[mcp]`
- [aitytech/agentkits-memory](https://github.com/aitytech/agentkits-memory) [](https://glama.ai/mcp/servers/@aitytech/agentkits-memory) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and web viewer. SQLite-based with no daemon process โ works with Claude Code, Cursor, Windsurf, and any MCP client.
@@ -1686,35 +1892,47 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [ailenshen/apple-notes-mcp](https://github.com/ailenshen/apple-notes-mcp) [](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp) ๐ ๐ ๐ - Read and write Apple Notes with bidirectional Markdown conversion. Fast SQLite queries for listing/searching, AppleScript + native import for full CRUD. Supports stdio and Streamable HTTP transports.
- [AgenticRevolution/memory-nexus-cloud](https://github.com/AgenticRevolution/memory-nexus-cloud) ๐ โ๏ธ - Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowledge graphs, specialist expertise hats, and multi-tenant isolation. Free 7-day trial.
- [AgentModule/mcp](https://github.com/AgentModule/mcp) [](https://glama.ai/mcp/servers/AgentModule/mcp) ๐ โ๏ธ - Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases engineered for autonomous agent consumption via MCP. Ethics module (22 modules, EU AI Act mapped) included with every membership. Free 24hr ethics trial.
+- [Goldentrii/AgentRecall](https://github.com/Goldentrii/AgentRecall) [](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Persistent, compounding memory for AI agents across sessions. Uses the Intelligent Distance Protocol to surface the most contextually relevant past memories. Five tools: `session_start`, `remember`, `recall`, `check`, `session_end`. `npx agent-recall-mcp`
- [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) ๐ โ๏ธ - Persistent memory for AI agents. Five tools (remember, recall, context, forget, share) with semantic search via vector embeddings and agent/user/org scoping. Works with Claude Code, Cursor, Windsurf, and any MCP client.
- [epicsagas/alcove](https://github.com/epicsagas/alcove)[](https://glama.ai/mcp/servers/epicsagas/alcove) ๐ฆ ๐ ๐ ๐ช ๐ง - MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos.
- [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [](https://glama.ai/mcp/servers/@alibaizhanov/mengram) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.
- [AntonioTF5/soul-mcp-server](https://github.com/AntonioTF5/soul-mcp-server) [](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Validate and generate SOUL.md agent identity files from Claude Desktop. SOUL.md is the open format for persistent AI agent identity โ personality, voice, values, and behavioral constraints in a machine-readable YAML file.
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) ๐ โ๏ธ ๐ - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering
+- [ayushagrawal288/memex](https://github.com/ayushagrawal288/memex) [](https://glama.ai/mcp/servers/ayushagrawal288/memex) ๐ ๐ - Production-grade persistent memory service for AI agents. Semantic search with recency decay (configurable ฮฑ blend), local ONNX embeddings (zero API cost), background memory summarisation, and Prometheus/Grafana observability. `docker compose up` โ no cloud dependencies.
+- [baodq06/memocall](https://github.com/baodq06/memocall) [](https://glama.ai/mcp/servers/baodq06/memocall) ๐ ๐ ๐ ๐ช ๐ง - Recall past Claude Code conversations from any project. Lists and searches your sessions, then loads one on demand as clean, compact Markdown โ with outline, turn-range, and in-session search for large sessions. Read-only over local `~/.claude` transcripts; collapses tool calls to stay under the context cap. `npx -y memocall`
+- [basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) [](https://glama.ai/mcp/servers/@basicmachines-co/basic-memory) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Persistent, local-first AI memory: a semantic knowledge graph of plain Markdown files that humans and LLMs both read and write. Works with any MCP client, with optional cloud sync and team workspaces.
- [Battam1111/Myco](https://github.com/Battam1111/Myco) [](https://glama.ai/mcp/servers/Battam1111/Myco) ๐ ๐ ๐ ๐ช ๐ง - Agent-first cognitive substrate with 18 manifest-driven verbs (germinate / eat / assimilate / sporulate / traverse / immune / molt / โฆ) and 25 lint dimensions enforcing contract invariants mechanically (R1โR7). Cross-session / cross-project memory via a self-validating filesystem graph โ AST + markdown-link derived, not embedding-based. Provider-agnostic by design: MP1/MP2 dims forbid LLM-SDK imports in the kernel and plugin tree. Editable-default install. Works with Claude Code, Cursor, Windsurf, Zed, VS Code, and any MCP client.
+- [Beever-AI/beever-atlas](https://github.com/Beever-AI/beever-atlas) [](https://glama.ai/mcp/servers/Beever-AI/beever-atlas) ๐ ๐ ๐ ๐ช ๐ง - Open-source LLM knowledge base for teams. 28-tool native MCP server turns Slack/Discord/Teams/Mattermost chat into a typed knowledge graph + auto-generated wiki with cited answers, semantic search, expert finding, and decision tracing. BYO LLM via LiteLLM, Apache 2.0, on-prem via Docker.
- [bitatlas-group/bitatlas](https://github.com/bitatlas-group/bitatlas) [](https://glama.ai/mcp/servers/bitatlas-group/bitatlas) ๐ โ๏ธ - Zero-Knowledge Cloud Drive for Humans and Agents. Client-side AES-256-GCM encryption with 7 MCP tools for encrypted file vault management โ upload, download, search, and organize files that the server never sees in plaintext.
- [besslframework-stack/project-tessera](https://github.com/besslframework-stack/project-tessera) [](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera) ๐ ๐ ๐ ๐ช ๐ง - Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CSV, session logs) into a vector store with hybrid search, cross-session memory, auto-learn, and knowledge graph visualization. Zero external dependencies โ fastembed + LanceDB, no Ollama or Docker required. 15 MCP tools.
+- [BetaBots-LLC/callimachus](https://github.com/BetaBots-LLC/callimachus) [](https://glama.ai/mcp/servers/BetaBots-LLC/callimachus) ๐ฆ ๐ ๐ ๐ช ๐ง - Local index and hybrid search (SQLite FTS5 + on-device vector KNN) over your AI coding-agent conversation history across 11 tools (Claude Code, Codex, Cursor, and more). Exposes `search_threads`, `search_current_project`, `recent_threads`, and `get_thread` so any agent can recall its own past work.
- [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) ๐ โ๏ธ ๐ - MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.
- [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) ๐ ๐ ๐ ๐ช ๐ง - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant.
- [bluzername/lennys-quotes](https://github.com/bluzername/lennys-quotes) ๐ ๐ - Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs, strategy, and PM career advice.
- [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) ๐ ๐ - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.
+- [carrasquelalex1/hipocampo](https://github.com/carrasquelalex1/hipocampo) [](https://glama.ai/mcp/servers/carrasquelalex1/hipocampo) ๐ ๐ ๐ ๐ช ๐ง - Dual-memory MCP system (PostgreSQL 17 + pgvector + NVIDIA NIM). 11 tools: search, save, profile, health, auto-repair, stats, tune, dedup, checkpoint, maintenance. Sparse Selective Caching (SSC) with 4-phase progressive retrieval. Bilingual EN/ES. `python scripts/hipocampo_mcp_server.py`
+- [catfish-1234/sessionmem](https://github.com/catfish-1234/sessionmem) [](https://glama.ai/mcp/servers/catfish-1234/sessionmem) ๐ ๐ - Local-first memory layer for AI coding assistants. Watches your coding sessions and injects a compact summary at the start of each new session. No cloud, no account, just a SQLite file on your machine. Works with Claude Code, Cursor, Cline, Windsurf, and any other MCP host.
- [cachly-dev/cachly-mcp](https://github.com/cachly-dev/cachly-mcp) [](https://glama.ai/mcp/servers/cachly-dev/cachly-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Persistent AI memory brain for Claude Code, Cursor, Copilot, Windsurf, Cline & Zed. `session_start()` briefs your AI on last session, lessons, and open tasks in one call. 84 tools โ Team Brain, semantic BM25+ search, Team Telepathy, Ambient Git Learning, Memory Crystals, Analytics, and managed Valkey/Redis. `npx @cachly-dev/init` โ free tier, no credit card. [Website](https://cachly.dev)
- [cdeust/Cortex](https://github.com/cdeust/Cortex) [](https://glama.ai/mcp/servers/cdeust/Cortex) ๐ ๐ ๐ - Persistent memory for Claude Code grounded in computational neuroscience (41 cited papers). Thermodynamic decay, hippocampal-cortical consolidation, predictive-coding write gate, WRRF retrieval. PostgreSQL + pgvector, 33 MCP tools, 7 lifecycle hooks. Benchmarked 97.8% R@10 on LongMemEval. `claude plugin marketplace add cdeust/Cortex`
+- [contradictory-body/cc-sensei](https://github.com/contradictory-body/cc-sensei) [](https://glama.ai/mcp/servers/contradictory-body/cc-sensei) ๐ ๐ ๐ ๐ช ๐ง - Distills Claude Code's 310K LoC source into 32 queryable architecture modules via MCP. 6 tools: list modules, query architecture, trace cross-cutting concerns, search patterns, and read source code. Sub-120ms p95, fully local, zero network deps.
- [celiums/celiums-memory](https://github.com/terrizoaguimor/celiums-memory) [](https://glama.ai/mcp/servers/terrizoaguimor/celiums-memory) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Cognitive memory engine with 5,100+ knowledge modules, circadian rhythm awareness, and emotional state tracking (PAD model). Hybrid search (PostgreSQL + Qdrant vectors + Valkey cache), per-user memory isolation, and multi-protocol support (MCP, REST, OpenAI, LangChain, A2A). `npx @celiums/memory` [Website](https://celiums.io)
- [cg3-llc/prior_mcp](https://github.com/cg3-llc/prior_mcp) [](https://glama.ai/mcp/servers/cg3-llc/prior_mcp) ๐ โ๏ธ - Shared knowledge base where AI agents exchange proven solutions โ including failed approaches, so your agent skips the dead ends. Smaller models get instant access to frontier-model discoveries. Free to search indefinitely when feedback is provided on results. [Website](https://prior.cg3.io)
- [CanopyHQ/phloem](https://github.com/CanopyHQ/phloem) ๐๏ธ ๐ ๐ ๐ช ๐ง - Local-first AI memory with causal graphs and citation verification. Semantic search, confidence decay when code drifts, and zero network connections. Works across Claude Code, Cursor, VS Code, and 7 more MCP clients.
- [Cavinooo/claude-find](https://github.com/Cavinooo/claude-find) [](https://glama.ai/mcp/servers/Cavinooo/claude-find) ๐ ๐ ๐ - Pull Deep Memory from across your Claude Code Sessions โ when you need it.
- [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
+- [ZengLiangYi/ChatCrystal](https://github.com/ZengLiangYi/ChatCrystal) [](https://glama.ai/mcp/servers/ZengLiangYi/ChatCrystal) ๐ ๐ ๐ ๐ช ๐ง - Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic search, tag graphs, Markdown exports, and reusable MCP memory. `npx -y chatcrystal mcp`
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) ๐ ๐ - Enhanced graph-based memory with a focus on AI role-play and story generation
- [ChrisGVE/workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp) [](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp) ๐ฆ ๐ ๐ ๐ ๐ช ๐ง - Project-scoped semantic workspace memory for AI coding assistants. Watches your project files, auto-indexes code and docs into Qdrant with tree-sitter semantic chunking, LSP integration, and hybrid search (dense + sparse + RRF). 6 MCP tools: store, search, retrieve, grep, list, rules. **Alpha** โ testers and feedback welcome.
- [cipherfoxie/sovereign-mcp](https://github.com/cipherfoxie/sovereign-mcp) [](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp) ๐ โ๏ธ ๐ง - MCP for the [Sovereign AI Blog](https://sovgrid.org), a hands-on engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 44+ articles covering SGLang, Mistral, Voxtral, OpenClaw. Three tools: full-text search, article retrieval, and SGLang config validator for GB10 hardware. Free, no auth, no client-side tracking. `https://mcp.sovgrid.org/self-hosted-ai?ref=awesome-mcp`
- [CodeAbra/iai-mcp](https://github.com/CodeAbra/iai-mcp) [](https://glama.ai/mcp/servers/CodeAbra/iai-mcp) ๐ ๐ ๐ ๐ง - Local memory daemon with three-tier storage (episodic/semantic/procedural), vector search via LanceDB + bge-small-en-v1.5, graph-based recall reranking, and sleep-cycle consolidation. AES-256 encrypted at rest. Verbatim recall >=99% at 10k records, p95 <100ms. Ambient capture via Claude Code Stop hook.
- [XJTLUmedia/Context-First-MCP](https://github.com/XJTLUmedia/Context-First-MCP) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-first-mcp`
+- [alfredoizdev/contextforge-mcp](https://github.com/alfredoizdev/contextforge-mcp) [](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp) ๐ โ๏ธ - Persistent memory for Claude Code, Cursor, and GitHub Copilot via MCP. Semantic search, Git commit/PR sync, project-based organization, team collaboration. Free tier available. `npx contextforge-mcp`
- [contextstream/mcp-server](https://www.npmjs.com/package/@contextstream/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, decision tracking, and 60+ MCP tools. Works across Cursor, Claude Code, Windsurf, and any MCP client.
- [conversation-handoff-mcp](https://github.com/trust-delta/conversation-handoff-mcp) ๐ ๐ - Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter.
- [cryptosquanch/legends-mcp](https://github.com/cryptosquanch/legends-mcp) ๐ ๐ ๐ ๐ช ๐ง - Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks, and principles. No API key required.
- [dcostenco/prism-mcp](https://github.com/dcostenco/prism-mcp) [](https://glama.ai/mcp/servers/dcostenco/BCBA) ๐ ๐ ๐ ๐ช ๐ง - Zero-config persistent memory for AI agents with local SQLite. Mind Palace web dashboard, time travel (rewind/replay sessions), agent telepathy (cross-client memory sharing), code mode templates, morning briefings, and progressive context loading. 25 tools, 6 resources, 4 prompts.
- [darktw/usecortex-mcp](https://github.com/darktw/usecortex-mcp) [](https://glama.ai/mcp/servers/darktw/usecortex-mcp) โ๏ธ - Persistent knowledge memory for AI agents. Two-way flow: read context into projects and write discoveries back. Structured by topic with AES-256 encryption.
+- [davidgut1982/lore-mcp](https://github.com/davidgut1982/lore-mcp) [](https://glama.ai/mcp/servers/davidgut1982/lore-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Persistent knowledge layer for AI agents. KB, investigation threads, journal with multi-agent attribution. SQLite/PostgreSQL/Supabase.
- [decisionnode/DecisionNode](https://github.com/decisionnode/DecisionNode) [](https://glama.ai/mcp/servers/decisionnode/DecisionNode) ๐ ๐ ๐ ๐ช ๐ง - Record development decisions as structured JSON, embed as vectors via Gemini, and search semantically over MCP. Shared store across Claude Code, Cursor, Windsurf, and any MCP client. CLI + MCP server, local-only, free Gemini embedding tier.
- [giuliohome-org/doc-manager](https://github.com/giuliohome-org/doc-manager) [](https://glama.ai/mcp/servers/giuliohome-org/doc-manager) ๐ฆ โ๏ธ - Personal document vault on Azure Blob Storage with a built-in MCP server. Client-side AES-256-GCM zero-knowledge encryption: encrypted docs stay opaque to Claude, plaintext docs are fully readable, writable, and searchable from chat.
- [Destrayon/Connapse](https://github.com/Destrayon/Connapse) [](https://glama.ai/mcp/servers/Destrayon/Connapse) #๏ธโฃ ๐ ๐ ๐ช ๐ง - Self-hosted knowledge backend for AI agents with hybrid vector + keyword search, container-isolated indexes, and 11 MCP tools. .NET, Docker-ready.
@@ -1739,6 +1957,10 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [evc-team-relay-mcp](https://github.com/entire-vc/evc-team-relay-mcp) [](https://glama.ai/mcp/servers/@entire-vc/evc-team-relay-mcp) - Give AI agents read/write access to your Obsidian vault via MCP
- [dl4rce/flaiwheel](https://github.com/dl4rce/flaiwheel) [](https://glama.ai/mcp/servers/dl4rce/flaiwheel) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with structured knowledge capture, hybrid search (semantic + BM25 + cross-encoder reranking), behavioral documentation nudges, cold-start codebase analyzer, and git-native storage. Single Docker container, zero cloud dependencies.
- [fabio-rovai/open-ontologies](https://github.com/fabio-rovai/open-ontologies) [](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies) ๐ฆ ๐ - AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via Oxigraph triple store.
+- [grooverLab/fable](https://github.com/grooverLab/fable) [](https://glama.ai/mcp/servers/grooverLab/fable) ๐ ๐ ๐ ๐ง - MCP server over your Claude Code transcript history โ full-text + semantic search, byte-identical thread recall, durable /remember facts. Local SQLite, stdlib-only.
+- [fenghaochang/LoreRoom](https://github.com/fenghaochang/LoreRoom) [](https://glama.ai/mcp/servers/fenghaochang/LoreRoom) ๐ ๐ ๐ - Encrypted, local memory for your Claude Code Telegram bot. Captures both sides of the conversation at the plugin source (survives restarts and crashes) and recalls it via MCP tools โ whole-file SQLCipher encryption, FTS5 full-text search (CJK-friendly), never touches your bot token.
+- [geondongkim/geond-agent-protocol](https://github.com/geondongkim/geond-agent-protocol) [](https://glama.ai/mcp/servers/geondongkim/geond-agent-protocol) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Local-first shared memory and coordination layer for AI coding agents: repository evidence, reservations, handoffs, code graph context, and dashboard review backed by PostgreSQL/pgvector.
+- [gingugu/gingugu](https://github.com/gingugu/gingugu) [](https://glama.ai/mcp/servers/gingugu/gingugu) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory for AI coding assistants. Local SQLite, no cloud. 16 MCP tools: store, recall, search, relate, consolidate, export, and credential vault (OS keychain). Typed memories with confidence lifecycle (verified/inferred/stale/deprecated), namespaces, knowledge graph, and hybrid BM25 + semantic search via fastembed ONNX. Works with Cursor, Windsurf, Claude, and any MCP client. `pip install gingugu`
- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) ๐ ๐ - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad).
- [GetCacheOverflow/CacheOverflow](https://github.com/GetCacheOverflow/CacheOverflow) ๐ โ๏ธ - AI agent knowledge marketplace where agents share solutions and earn tokens. Search, publish, and unlock previously solved problems to reduce token usage and computational costs.
- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) ๐ โ๏ธ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline.
@@ -1759,9 +1981,12 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [JinNing6/Noosphere](https://github.com/JinNing6/Noosphere) [](https://glama.ai/mcp/servers/JinNing6/Noosphere) ๐ โ๏ธ - Digital consciousness repository and community MCP server. Upload epiphanies, decisions, warnings, and patterns as consciousness payloads, then retrieve them via semantic telepathic search. Features 3D interactive consciousness globe, soul imprint authentication, and automated content moderation via CI/CD.
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) ๐ ๐ - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.
- [kael-bit/engram-rs](https://github.com/kael-bit/engram-rs) [](https://glama.ai/mcp/servers/@kael-bit/engram-rs) ๐ ๐ ๐ ๐ช ๐ง - Hierarchical memory engine for AI agents with automatic decay, promotion, semantic dedup, and self-organizing topic tree. Single Rust binary, zero external dependencies.
+- [kage-core/Kage](https://github.com/kage-core/Kage) [](https://glama.ai/mcp/servers/kage-core/Kage) ๐ ๐ ๐ ๐ช ๐ง - Verified, git-native memory for coding agents. Memory is plain JSON packets committed in your repo, each checked against the code it cites โ hallucinated citations rejected at write, stale or changed memory withheld at recall, plus diff-time stale-catch. Local-only (BM25 + vectors), no account, no API key. `npx -y @kage-core/kage-graph-mcp install`
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) ๐ โ๏ธ - A connector for LLMs to work with collections and sources on your Zotero Cloud
- [keepgoing-dev/mcp-server](https://github.com/keepgoing-dev/mcp-server) [](https://glama.ai/mcp/servers/keepgoing-dev/mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Project memory for AI coding sessions. Auto-captures checkpoints on git commits, branch switches, and inactivity, then provides re-entry briefings so AI assistants pick up where you left off. Local-first, no account required.
+- [krimto-labs/krimto](https://github.com/krimto-labs/krimto) [](https://glama.ai/mcp/servers/krimto-labs/krimto) ๐ ๐ - Open-source team memory layer for AI coding agents. Markdown files in git as storage, a userโteamโorg hierarchy as the access primitive, and one cross-vendor MCP server (Claude Code, Cursor, Codex, Gemini CLI). Hybrid SQLite + sqlite-vec retrieval. Apache-2.0.
- [kunwar-shah/claudex](https://github.com/kunwar-shah/claudex) [](https://glama.ai/mcp/servers/kunwar-shah/claudex) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory + FTS5 full-text search for Claude Code conversation history. Indexes `~/.claude/projects/` JSONL into SQLite, exposes 10 MCP tools (store/recall/search memories, list sessions, get summaries) plus prompts. Includes a web UI for visual exploration with themes and exports. Works with Claude Code, Cursor, Codex, Windsurf, and any MCP-compatible client. `npm install -g @kunwarshah/claudex`
+- [renezander030/agentic-task-system](https://github.com/renezander030/agentic-task-system) [](https://glama.ai/mcp/servers/renezander030/agentic-task-system) ๐ ๐ - Turns your task manager into agent memory: hybrid (dense + sparse + keyword, RRF) retrieval over TickTick or an Obsidian vault via a six-method adapter contract. MCP server + CLI, no vector DB to build or maintain. `npm i -g @reneza/ats-cli`
- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) ๐ ๐ ๐ ๐ช ๐ง - Semantic knowledge graph for Obsidian. Three modes (pure graph / semantic classification / strict hierarchy), local embeddings, sign classification via cosine similarity to user-defined cores, bottom-up core_mix aggregation, semantic bridge discovery, and drift detection. `pip install nouz-mcp`
- [leesgit/claude-session-continuity-mcp](https://github.com/leesgit/claude-session-continuity-mcp) [](https://glama.ai/mcp/servers/leesgit/claude-session-continuity-mcp) ๐ ๐ ๐ ๐ช ๐ง - Zero-config session continuity for Claude Code. Auto-captures context via Claude Hooks, provides 25 tools for memory, tasks, solutions, and knowledge graph. Multilingual semantic search (94+ languages) with cross-language retrieval.
- [lfrmonteiro99/memento-mcp](https://github.com/lfrmonteiro99/memento-mcp) [](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp) ๐ ๐ ๐ ๐ช ๐ง - Local-first persistent memory for AI coding agents. Captures facts, decisions, patterns, and architecture notes in SQLite (with optional cloud embeddings) to reduce repeated context across sessions.
@@ -1769,10 +1994,11 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [lithtrix/lithtrix-mcp](https://github.com/lithtrix/lithtrix-mcp) [](https://glama.ai/mcp/servers/lithtrix/lithtrix-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Memory Consolidation for AI agents across vendors, owners, and time. Persistent memory, credibility-scored web search, browser fetch, and shared Commons pool under a stable `ltx_` key. Self-registration in one API call, no dashboard required. `npx lithtrix-mcp`
- [louis030195/easy-obsidian-mcp](https://github.com/louis030195/easy-obsidian-mcp) ๐ ๐ ๐ ๐ช ๐ง - Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem access.
- [LuizEduPP/rememb](https://github.com/LuizEduPP/Rememb) [](https://glama.ai/mcp/servers/LuizEduPP/Rememb) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory for AI agents with sectioned entries (project/user/context/etc), semantic search, CLI, and per-project scope. Local JSON, zero config, no server required.
-- [lyonzin/knowledge-rag](https://github.com/lyonzin/knowledge-rag) [](https://glama.ai/mcp/servers/lyonzin/knowledge-rag) ๐ ๐ ๐ ๐ช ๐ง - Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query expansion, and 12 MCP tools. Runs entirely offline with zero external servers.
+- [lyonzin/knowledge-rag](https://github.com/lyonzin/knowledge-rag) [](https://glama.ai/mcp/servers/lyonzin/knowledge-rag) ๐ ๐ ๐ ๐ช ๐ง - Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query expansion, and 28 MCP tools. Runs entirely offline with zero external servers.
- [markmhendrickson/neotoma](https://github.com/markmhendrickson/neotoma) [](https://glama.ai/mcp/servers/markmhendrickson/neotoma) ๐ ๐ ๐ ๐ช ๐ง - Deterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations, full provenance, and schema-first extraction. Local-first SQLite, cross-client memory across Claude, Cursor, ChatGPT, and OpenClaw. [Website](https://neotoma.io)
- [mattjoyce/mcp-persona-sessions](https://github.com/mattjoyce/mcp-persona-sessions) ๐ ๐ - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations. Built-in timer management and performance evaluation tools.
- [maxkuminov/obsidian-mcp](https://github.com/maxkuminov/obsidian-mcp) [](https://glama.ai/mcp/servers/maxkuminov/obsidian-mcp) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted MCP server for Obsidian with semantic + full-text search over PostgreSQL/pgvector, wikilink graph traversal, atomic note CRUD, OAuth 2.0, and a self-describing vault guide.
+- [mcasdfgf/mcp-roo-memory](https://github.com/mcasdfgf/mcp-roo-memory) ๐ ๐ ๐ ๐ช ๐ง - Persistent fractal graph memory for AI coding agents via MCP. Semantic vector search, hot/cold/archive context tiers, decision tracking, and Docker-based deployment with Qdrant.
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) ๐ ๐ - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
- [udjin-labs/mnemostack](https://github.com/udjin-labs/mnemostack) [](https://glama.ai/mcp/servers/udjin-labs/mnemostack) ๐ ๐ ๐ ๐ช ๐ง - Durable hybrid memory for AI agents. Combines vector search, BM25, temporal retrieval, and optional Memgraph knowledge graph via reciprocal rank fusion. 6 MCP tools: health, search, answer, feedback, graph_query, graph_add_triple. Self-hosted with Qdrant backend. 82.5% strict accuracy on LoCoMo benchmark. `pip install 'mnemostack[mcp]'`
- [tverney/mcp-agent-memory](https://github.com/tverney/mcp-agent-memory) [](https://glama.ai/mcp/servers/tverney/mcp-agent-memory) ๐ ๐ ๐ - Persistent agent memory via filesystem-native consolidation daemon. Agents read/write/search memory through MCP; a background daemon handles consolidation and extraction. Works with Kiro, Claude Desktop, Cursor, and any MCP client. `npx mcp-agent-memory --setup`
@@ -1780,6 +2006,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [michael-denyer/memory-mcp](https://github.com/michael-denyer/memory-mcp) ๐ ๐ ๐ ๐ช ๐ง - Two-tier memory with hot cache (instant injection) and cold semantic search. Auto-promotes frequently-used patterns, extracts knowledge from Claude outputs, and organizes via knowledge graph relationships.
- [mercurialsolo/counsel-mcp](https://github.com/mercurialsolo/counsel-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Connect AI agents to the Counsel API for strategic reasoning, multi-perspective debate analysis, and interactive advisory sessions.
- [mlorentedev/hive](https://github.com/mlorentedev/hive) [](https://glama.ai/mcp/servers/mlorentedev/hive) ๐ ๐ ๐ ๐ช ๐ง - On-demand Obsidian vault access via MCP. Adaptive context loading (67-82% token savings), full-text and ranked search, health checks, auto git commit, and worker delegation to cheaper models. 10 tools, works with any MCP client.
+- [TheGoatPsy/mneme](https://github.com/TheGoatPsy/mneme) [](https://glama.ai/mcp/servers/TheGoatPsy/mneme) ๐ ๐ ๐ ๐ช ๐ง - Vault-native, accountable memory for Claude Code and any MCP client. Markdown is the source of truth, no LLM on the Stop path, redaction before every derived store.
- [mnlt/wellread](https://github.com/mnlt/wellread) [](https://glama.ai/mcp/servers/mnlt/wellread) ๐ โ๏ธ - Shared research cache across AI agents. Hit โ instant answer from verified sources. Miss โ your research saves the next dev's tokens. `npx wellread`, free.
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) ๐ ๐ - Knowledge graph-based persistent memory system for maintaining context
- [DuhoKim/NebulaMind](https://github.com/DuhoKim/NebulaMind) [](https://glama.ai/mcp/servers/DuhoKim/NebulaMind) ๐ โ๏ธ - Collaborative astronomy wiki built by AI agents. 34 topics, 115 knowledge graph connections. Register, read, edit, vote, comment, and explore the cosmos via open API. No auth required.
@@ -1793,13 +2020,15 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [nonatofabio/local-faiss-mcp](https://github.com/nonatofabio/local_faiss_mcp) ๐ ๐ ๐ ๐ง - Local FAISS vector database for RAG with document ingestion (PDF/TXT/MD/DOCX), semantic search, re-ranking, and CLI tools for indexing and querying
- [novyxlabs/novyx-mcp](https://github.com/novyxlabs/novyx-core/tree/main/packages/novyx-mcp) [](https://glama.ai/mcp/servers/@novyxlabs/novyx-mcp-desktop) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Persistent AI agent memory with rollback, audit trails, semantic search, and knowledge graph. Zero-config local SQLite mode or cloud API. 23 tools, 6 resources, 3 prompts.
- [olgasafonova/mediawiki-mcp-server](https://github.com/olgasafonova/mediawiki-mcp-server) ๐๏ธ โ๏ธ ๐ ๐ ๐ช ๐ง - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis). 33+ tools for search, read, edit, link analysis, revision history, and Markdown conversion. Supports stdio and HTTP transport.
-- [omega-memory/omega-memory](https://github.com/omega-memory/omega-memory) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 12 MCP tools, local-first.
+- [omega-memory/omega-memory](https://github.com/omega-memory/omega-memory) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 28 MCP tools, local-first.
- [AgentBase1/mcp-server](https://github.com/AgentBase1/mcp-server) [](https://glama.ai/mcp/servers/AgentBase1/mcp-server) ๐ โ๏ธ - AgentBase: open registry of agent instruction files for AI agents. Search and retrieve system prompts, skills, workflows, domain packs, and safety filters via MCP tools. 44 files, CC0-licensed, free.
- [pallaprolus/mendeley-mcp](https://github.com/pallaprolus/mendeley-mcp) ๐ โ๏ธ - MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to your collection.
- [paladini/mcp-me](https://github.com/paladini/mcp-me) [](https://glama.ai/mcp/servers/paladini/mcp-me) ๐ ๐ ๐ ๐ช ๐ง - Digital identity layer for AI โ your bio, career, skills, interests, and projects always available to every AI tool. Auto-generates profile from 342+ public APIs (GitHub, Medium, Strava, Goodreads, etc.), 13 real-time plugins (Spotify, Last.fm, Steam), YAML-based profiles with privacy-first local storage. Works with Claude Desktop, Cursor, Windsurf, and any MCP client.
- [Patdolitse/piia-engram](https://github.com/Patdolitse/piia-engram) [](https://glama.ai/mcp/servers/Patdolitse/piia-engram) ๐ ๐ ๐ ๐ช ๐ง - Persistent user identity across AI tools. Stores preferences, lessons, and decisions as local JSON; 13 core MCP tools share them with Claude Code, Cursor, Codex, and any MCP client. Knowledge governance (stagingโverified), AES-256-GCM encryption, cross-tool sync. `pip install piia-engram`
- [papersflow-ai/papersflow-mcp](https://github.com/papersflow-ai/papersflow-mcp) [](https://glama.ai/mcp/servers/papersflow-ai/papers-flow) ๐ โ๏ธ - Hosted MCP server by [PapersFlow](https://papersflow.ai) for academic research with 7 specialized AI agents and 474M+ papers from Semantic Scholar and OpenAlex. Literature search, citation verification, citation graph exploration, and autonomous deep research workflows.
+- [pavelpilyak/devrecall](https://github.com/pavelpilyak/devrecall) [](https://glama.ai/mcp/servers/pavelpilyak/devrecall) ๐๏ธ ๐ ๐ ๐ง - Local-first developer activity aggregator. Indexes commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads, and Calendar events into SQLite + FTS5 + on-device ONNX embeddings; exposes 15 tools, 3 resources, and 3 prompts so Claude Code, Cursor, and Codex can search and cite your past work. `brew install --cask pavelpilyak/devrecall/devrecall`
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) ๐ ๐ ๐ ๐ช ๐ง - Security-hardened NotebookLM MCP with post-quantum encryption (ML-KEM-768), GDPR/SOC2/CSSF compliance, and 14 security layers. Query Google's Gemini-grounded research from Claude and AI agents.
+- [pathrule/mcp](https://github.com/pathrule/mcp) [](https://glama.ai/mcp/servers/pathrule/mcp) ๐ โ๏ธ - AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories, rules, and skills from Pathrule Web workspaces via OAuth. `https://mcp.pathrule.io/mcp`
- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) ๐ ๐ฆ ๐ ๐ ๐ง ๐ช - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understanding.
- [penfieldlabs/penfield-mcp](https://github.com/penfieldlabs/penfield-mcp) [](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp) ๐ โ๏ธ - - ๐ โ๏ธ - Penfield: persistent memory with hybrid search (BM25 + vector + graph), 24 relationship types for knowledge graphs, context checkpoints for cognitive handoff, artifact storage, and personality system. Works across Claude, Cursor, Windsurf, and any MCP client.
- [peterbeck111/knowledgelib-io](https://github.com/peterbeck111/knowledgelib-io) [](https://glama.ai/mcp/servers/peterbeck111/knowledgelib-io) ๐ โ๏ธ - Search 1,500+ pre-verified, cited knowledge units across 16 domains. 6 tools: query, batch query, get unit, list domains, suggest topics, report issues. Confidence scores, source provenance, and freshness tracking. Free, no API key required.
@@ -1807,13 +2036,17 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) ๐๏ธ ๐ฆ โ๏ธ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
- [pomazanbohdan/memory-mcp-1file](https://github.com/pomazanbohdan/memory-mcp-1file) ๐ฆ ๐ ๐ ๐ช ๐ง - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.
- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) ๐ โ๏ธ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
+- [ravi-labs/mindmap-mcp-server](https://github.com/ravi-labs/mindmap-mcp-server) [](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server) ๐ ๐ - Local-first memory & context-handoff across AI tools โ capture context in one tool, resume it in another, with graceful decay, a persona layer, and a portable memory passport.
- [remembra-ai/remembra](https://github.com/remembra-ai/remembra) [](https://glama.ai/mcp/servers/remembra-ai/remembra) ๐ ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Persistent memory layer for AI agents with entity resolution, PII detection, AES-256-GCM encryption at rest, and hybrid search. 100% on LoCoMo benchmark. Self-hosted.
- [redleaves/context-keeper](https://github.com/redleaves/context-keeper) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledge graph), short/long-term memory, and complete MCP support (HTTP/WebSocket/SSE).
+- [riponcm/projectmem](https://github.com/riponcm/projectmem) [](https://glama.ai/mcp/servers/riponcm/projectmem) ๐ ๐ ๐ ๐ช ๐ง - Local-first memory and judgment layer for AI coding agents. Captures issues, failed attempts, fixes, and decisions in readable Markdown + JSONL, re-injects them into future sessions, and warns at git commit before you repeat a mistake. 14 tools, works with Claude, Cursor, Antigravity, and Codex.
- [Skitchy/rekindle](https://github.com/Skitchy/rekindle) [](https://glama.ai/mcp/servers/Skitchy/rekindle) ๐ ๐ ๐ ๐ช ๐ง - Session continuity engine that solves session orientation. Boot reports with gap detection and 100-point scoring, structured end-session capture with typed continuity records, and BM25 memory search. 7 tools, local SQLite + FTS5, zero API keys. `npx rekindle`
- [roampal-ai/roampal-core](https://github.com/roampal-ai/roampal-core) [](https://glama.ai/mcp/servers/roampal-ai/roampal-core) ๐ ๐ - Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude Code and OpenCode via hooks + MCP.
- [roomi-fields/notebooklm-mcp](https://github.com/roomi-fields/notebooklm-mcp) [](https://glama.ai/mcp/servers/@roomi-fields/notebooklm-mcp) ๐ ๐ ๐ ๐ช ๐ง - Full automation of Google NotebookLM โ Q&A with citations, audio podcasts, video, content generation, source management, and notebook library. MCP + HTTP REST API.
- [rushikeshmore/CodeCortex](https://github.com/rushikeshmore/CodeCortex) [](https://glama.ai/mcp/servers/@rushikeshmore/codecortex) ๐ ๐ ๐ ๐ช ๐ง - Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases into structured knowledge (symbols, dependency graphs, co-change patterns, architectural decisions) via tree-sitter native parsing (28 languages) and serves via MCP. 14 tools, ~85% token reduction. Works with Claude Code, Cursor, Codex, and any MCP client.
- [s60yucca/mnemos](https://github.com/s60yucca/mnemos) [](https://glama.ai/mcp/servers/s60yucca/mnemos) ๐๏ธ ๐ ๐ ๐ช ๐ง - Persistent memory engine for AI coding agents. Stores architecture decisions, bug root causes, and project conventions across sessions. Single Go binary with embedded SQLite, FTS5 search, context assembly within token budgets, and autopilot setup for Claude Code, Kiro, and Cursor.
+- [SagaPeak/artifacta-mcp](https://github.com/SagaPeak/artifacta-mcp) [](https://glama.ai/mcp/servers/SagaPeak/artifacta-mcp) ๐๏ธ ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - The artifact store for AI agents. Every output your agents produce โ persisted, retrievable, shareable. Across runs, sessions, and tools. Session/agent metadata, content-hash dedup, expiring share links; 11 tools with path-confined uploads and destructive actions gated by default. TypeScript (`npx @artifacta-mcp/mcp`) and Python (`pipx run artifacta-mcp`).
+- [SaravananJaichandar/world-model-mcp](https://github.com/SaravananJaichandar/world-model-mcp) [](https://glama.ai/mcp/servers/SaravananJaichandar/world-model-mcp) ๐ ๐ ๐ ๐ช ๐ง - Temporal knowledge graph for codebases. Captures decision traces, links test failures to code changes, learns co-edit patterns, predicts regression risk, and enforces learned constraints at the edit boundary via a PreToolUse hook. 22 MCP tools, 9 SQLite databases with FTS5, supports Python/TypeScript/JavaScript/Solidity/Go/Rust/Java. Install via `pip install world-model-mcp`.
- [sachitrafa/YourMemory](https://github.com/sachitrafa/YourMemory) [](https://glama.ai/mcp/servers/sachitrafa/YourMemory) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory for AI agents with Ebbinghaus forgetting-curve decay, hybrid BM25+vector retrieval, and entity graph for multi-hop reasoning. Memories auto-prune by importance and recall rate. Built-in browser dashboard, multi-agent support, and `yourmemory ask` for zero-API-call local queries. `pip install yourmemory`
- [SecurityRonin/alaya](https://github.com/SecurityRonin/alaya) [](https://glama.ai/mcp/servers/SecurityRonin/alaya) ๐ฆ ๐ ๐ ๐ช ๐ง - Neuroscience-inspired memory engine for AI agents. Stores episodes, consolidates knowledge through a Bjork-strength lifecycle (strengthening, transformation, forgetting), and builds a personal knowledge graph with emergent categories, preferences, and semantic recall. Local SQLite, zero config, 10 MCP tools. Install via `npx alaya-mcp`.
- [SecurityRonin/docx-mcp](https://github.com/SecurityRonin/docx-mcp) [](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp) ๐ ๐ ๐ ๐ช ๐ง - Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+.
@@ -1823,8 +2056,10 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [sgx-labs/statelessagent](https://github.com/sgx-labs/statelessagent) [](https://glama.ai/mcp/servers/sgx-labs/statelessagent) ๐๏ธ ๐ ๐ ๐ช ๐ง - Memory with provenance tracking โ records where agent knowledge originated and detects when sources change. 17 MCP tools for session handoffs, decisions, semantic search, and knowledge graph. Works across Claude Code, Cursor, Windsurf, Codex CLI, and Gemini CLI. Single Go binary, SQLite + vector search, fully local.
- [l33tdawg/sage](https://github.com/l33tdawg/sage) [](https://glama.ai/mcp/servers/l33tdawg/s-age) ๐๏ธ ๐ ๐ ๐ช ๐ง - Institutional memory for AI agents with real BFT consensus. 4 application validators vote on every memory before it's committed โ no more storing garbage. 13 MCP tools, runs locally, works with any MCP-compatible model. Backed by 4 published research papers.
- [laradji/deadzone](https://github.com/laradji/deadzone) [](https://glama.ai/mcp/servers/laradji/deadzone) ๐๏ธ ๐ ๐ ๐ง - Local-first semantic search over library docs. Single Go binary, MCP stdio, vector index pinned to the binary version. Like Context7 with the internet off. Pre-built index DB auto-fetched on first launch and SHA256-verified, then zero network. Also available as `docker run --rm -i ghcr.io/laradji/deadzone server`. Listed in the official MCP Registry as `io.github.laradji/deadzone`.
+- [leonardsellem/hypermnesic](https://github.com/leonardsellem/hypermnesic) [](https://glama.ai/mcp/servers/leonardsellem/hypermnesic) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Git-first memory for AI agents: Markdown files are truth, the index is disposable, and writes are reviewable commits. Ships 7 MCP tools (hybrid search, read_note, build_context, resolve, think, list_folders, and a scope-gated commit_note write) over a Streamable HTTP endpoint, plus a CLI and a read-only Obsidian companion.
- [Smart-AI-Memory/empathy-framework](https://github.com/Smart-AI-Memory/empathy-framework) ๐ ๐ - Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with local-first architecture via MemDocs.
- [rps321321/obsidian-mcp-pro](https://github.com/rps321321/obsidian-mcp-pro) [](https://glama.ai/mcp/servers/rps321321/obsidian-mcp-pro) ๐ ๐ ๐ ๐ช ๐ง - Feature-complete Obsidian vault MCP server with 23 tools and 3 resources. Full-text search, note CRUD, frontmatter queries, tag management, backlinks, graph traversal (BFS up to 5 hops), orphan/broken link detection, and canvas support. Auto-detects vault, path traversal protection, MIT licensed.
+- [Semiotronika/LINZA-MCP](https://github.com/Semiotronika/LINZA-MCP) [](https://glama.ai/mcp/servers/Semiotronika/LINZA-MCP) ๐ ๐ ๐ ๐ช ๐ง - Local-first review-gated sidecar for Markdown workspaces. Indexes notes and incoming artifacts into SQLite, proposes domains, links, memory, and growth cards with evidence, and keeps source files unchanged until explicit review. `pip install linza-mcp`
- [smith-and-web/obsidian-mcp-server](https://github.com/smith-and-web/obsidian-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link operations. Docker-ready with health monitoring.
- [smriti-AA/smriti](https://github.com/smriti-AA/smriti) [](https://glama.ai/mcp/servers/@Smriti-AA/smriti) ๐ฆ ๐ ๐ ๐ช ๐ง - Self-hosted knowledge store and memory layer for AI agents with knowledge graph, wiki-links, full-text search (FTS5), and agent memory with namespaces and TTL.
- [skill-seekers/Skill_Seekers](https://github.com/yusufkaraaslan/Skill_Seekers) [](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers) ๐ ๐ ๐ ๐ช ๐ง - Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, enhancing, and exporting to vector databases (Weaviate, Chroma, FAISS, Qdrant). Supports 16+ target platforms.
@@ -1846,30 +2081,42 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [Abhigyan-Shekhar/Waggle-mcp](https://github.com/Abhigyan-Shekhar/Waggle-mcp) [](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp) ๐ ๐ ๐ ๐ช ๐ง - Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph nodes with local semantic embeddings (no API key). Supports temporal queries ("what did we decide last week?"), conflict detection, and context priming. One-command setup with `waggle-mcp init`. SQLite locally, Neo4j in production.
- [wazionapps/nexo](https://github.com/wazionapps/nexo) [](https://glama.ai/mcp/servers/wazionapps/nexo) ๐ ๐ - Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools.
- [whynowlab/jarvis-orb](https://github.com/whynowlab/jarvis-orb) [](https://glama.ai/mcp/servers/whynowlab/jarvis-orb) ๐ ๐ - Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and real-time desktop visualization orb.
+- [wnbhr/being](https://github.com/wnbhr/being) [](https://glama.ai/mcp/servers/wnbhr/being) ๐ โ๏ธ - Personality Runtime for AI agents โ persistent memory, identity (SOUL), and relationships that travel across Claude, OpenClaw, Mistral, and any MCP client.
- [TheStack-ai/waypath](https://github.com/TheStack-ai/waypath) [](https://glama.ai/mcp/servers/TheStack-ai/waypath) ๐ ๐ - Local-first external brain CLI for coding agents. SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with explicit promote and review gates. Ships Codex and Claude Code host shims and a native MCP server.
- [zzhang82/Agent-Memory-Bridge](https://github.com/zzhang82/Agent-Memory-Bridge) [](https://glama.ai/mcp/servers/zzhang82/Agent-Memory-Bridge) ๐ ๐ - MCP-native, local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas, and domain knowledge.
- [teolex2020/AuraSDK](https://github.com/teolex2020/AuraSDK) [](https://glama.ai/mcp/servers/teolex2020-aurasdk) ๐ ๐ โ Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.
- [arthurpanhku/Arthor-Agent](https://github.com/arthurpanhku/Arthor-Agent) [](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) ๐ ๐ โ๏ธ - ...
- [yakuphanycl/instinct](https://github.com/yakuphanycl/instinct) [](https://glama.ai/mcp/servers/yakuphanycl/instinct) ๐ ๐ ๐ ๐ช ๐ง - Self-learning memory for AI coding agents. Observes tool sequences, user preferences, and recurring fixes; confidence-based promotion (hits โฅ5 โ mature, โฅ10 โ rule) so agents stop repeating mistakes without explicit instruction. SQLite-backed, project-aware, zero external deps. Works with Claude Code, Cursor, Windsurf, Goose, Codex. Published on PyPI as `instinct-mcp` and registered in the MCP Registry.
- [Wynelson94/longhand](https://github.com/Wynelson94/longhand) [](https://glama.ai/mcp/servers/Wynelson94/longhand) ๐ ๐ ๐ ๐ช ๐ง - Persistent local memory for Claude Code. Indexes every session JSONL verbatim into SQLite + ChromaDB for semantic recall (~126ms) across your entire history. Never summarizes, zero API calls, 17 MCP tools including fuzzy `recall`, deterministic `replay_file`, and git-aware `recall_project_status`. Published on PyPI as `longhand` and registered in the MCP Registry.
+- [agentcivics/agentcivics](https://github.com/agentcivics/agentcivics) [](https://glama.ai/mcp/servers/agentcivics/agentcivics) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Decentralized civil registry for AI agents on Sui. Soulbound identities, on-chain memories, reputation, refusal records. Hosted at `agentcivics.ai/mcp` (read-only, no install) or `@agentcivics/mcp-server` on npm (full write surface). Includes a gas-sponsor relay so registration doesn't require a pre-funded wallet.
- [STiFLeR7/memex](https://github.com/STiFLeR7/memex) [](https://glama.ai/mcp/servers/STiFLeR7/memex) ๐ ๐ ๐ ๐ช ๐ง - Developer context continuity system. Watches your git repos and builds a temporal knowledge graph of modules, symbols, decisions, and open problems via Graphiti + Neo4j, then serves it to any AI coding agent over MCP. Every edge carries a validity window and a confidence score that decays over time. 12 tools across read and write. Install via `npx -y stifler-memex-mcp`. MIT licensed.
+- [xChuCx/agent-memory](https://github.com/xChuCx/agent-memory) [](https://glama.ai/mcp/servers/xChuCx/agent-memory) ๐๏ธ ๐ ๐ ๐ช ๐ง - Git-native project memory for coding agents: Markdown source of truth committed to your repo, reviewable staged updates (`review --diff` โ `apply`), secret/PII-safe, branch-aware โ no cloud, no vector DB.
+- [zzallirog/weighted-compact](https://github.com/zzallirog/weighted-compact) [](https://glama.ai/mcp/servers/zzallirog/weighted-compact) ๐ ๐ - Inspectable memory substrate for Claude Code. Three read-only MCP tools (search_pairs, compact_session, substrate_info) over a local-first, signal-scored parse of `~/.claude/projects/`. Per-pair scores are numpy columns on disk, not opaque vectors in a service. Zero outbound calls (CI-enforced).
+- [tribal-memory/tribal](https://github.com/tribal-memory/tribal) [](https://glama.ai/mcp/servers/tribal-memory/tribal) ๐ฆ ๐ - Self-hosted semantic memory server, served over MCP, for an engineering team's tribal knowledge: the tacit decisions and hard-won reasoning behind the code, captured once and kept queryable for the team and the agents they work with. Postgres-backed (pgvector).
+- [SVerITG/Metis](https://github.com/SVerITG/Metis) [](https://glama.ai/mcp/servers/SVerITG/Metis) ๐ ๐ ๐ ๐ช ๐ง - A private, local research "second brain" for Claude: project-aware memory, cited answers from your own library (won't invent what it can't find), linked notes/meetings/ideas via a domain-specific knowledge layer, daily briefs (news + new papers in your field), a live meeting assistant, cross-pollination across your work, and 34 routed agents. A governed layer between you and the AI, with guardrails like data protection. A Research Cortex.
+- [syndicalt/zaxy](https://github.com/syndicalt/zaxy) [](https://glama.ai/mcp/servers/syndicalt/zaxy) ๐ ๐ ๐ ๐ช ๐ง - Event-sourced agent memory on a hash-chained append-only log with an embedded temporal knowledge graph (Kuzu, no sidecar). Cited Memory Checkout context, salience-based forgetting that attenuates instead of deleting, compaction-recovery hooks for Claude Code, token-budgeted checkout, and review-gated consolidation. 47 MCP tools with an 8-tool core profile default. `pip install zaxy-memory` [Docs](https://docs.zaxy.io)
+- [mnemoverse/mcp-memory-server](https://github.com/mnemoverse/mcp-memory-server) [](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server) ๐ โ๏ธ - Hosted memory that learns and forgets โ feedback re-ranks what helps, recall fades by recency, similar memories consolidate. One key across Claude, Cursor, VS Code & ChatGPT.
### โ๏ธ Legal
-
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
-
+- [ad0750/regintel-mcp](https://github.com/ad0750/regintel-mcp) [](https://glama.ai/mcp/servers/ad0750/regintel-mcp)๐ โ๏ธ - MCP server for the RegIntel API: structured regulatory data across 41 jurisdictions and 212 regulations (GDPR, MiCA, DORA, SEC, FINRA, FCA, APRA, ASIC, MAS). Tools for search, lookup, recent updates, and compliance checks.
- [ark-forge/mcp-eu-ai-act](https://github.com/ark-forge/mcp-eu-ai-act) [](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act) ๐ โ๏ธ - EU AI Act compliance scanner that detects regulatory violations in AI codebases with risk classification and remediation guidance.
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) ๐ โ๏ธ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations
+- [djtellado/nexus-legal-mcp](https://github.com/djtellado/nexus-legal-mcp) [](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp) ๐ โ๏ธ - Multi-jurisdictional legal analysis (ISO 31000) for Spanish, Latin American and European law. 11 tools: `analyze`, `draft`, `audit`, `monte_carlo`, `doctrina` (DGT/TEAC), `jurisprudencia` (CENDOJ ~141k + Colombian CC/CSJ/CE ~106k), `opinion`, `redteam`, `cross_border_compare`, `consulta`. Install: `npx -y @nexus-legal/mcp` with API key from https://nexusquantum.legal/developers.
- [gavelin-ai/mcp](https://github.com/gavelin-ai/mcp) [](https://glama.ai/mcp/servers/gavelin-ai/mcp) ๐ โ๏ธ - State legislative intelligence for AI agents. Speaker-attributed hearing transcripts, bills, votes, and AI-generated reports from US state legislatures. Remote server at mcp.gavelin.ai/mcp.
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) ๐ โ๏ธ - An MCP server that provides comprehensive US legislation.
- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) ๐ โ๏ธ - US state ABC liquor license compliance lookup (CA, TX, NY, FL) โ search by trade name, owner, or license number and verify status, expiration, and address against state portals. Every response includes a verifiability block with extraction confidence and source URL.
- [open-agreements/open-agreements](https://github.com/open-agreements/open-agreements) [](https://glama.ai/mcp/servers/open-agreements/open-agreements) ๐ ๐ โ๏ธ ๐ ๐ง ๐ช - Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files.
+- [Patent-PreCheck/patent-precheck-mcp](https://github.com/Patent-PreCheck/patent-precheck-mcp) [](https://glama.ai/mcp/servers/Patent-PreCheck/patent-precheck-mcp) ๐ โ๏ธ - Patentability pre-check for code โ USPTO statutory pillar scores (ยง101 eligibility, ยง102 novelty, ยง103 non-obviousness, ยง112 documentation), filing-readiness, and prior-art signals. No API keys; runs as a CLI or MCP server. Tools: `precheck_score`, `precheck_pillars`, `precheck_start_review`. Install: `npx -y @patentprecheck/mcp`.
- [philrox/ris-mcp-ts](https://github.com/philrox/ris-mcp-ts) [](https://glama.ai/mcp/servers/philrox/ris-mcp-ts) ๐ โ๏ธ - Access Austrian federal laws, state laws, court decisions, and legal documents via the RIS (Rechtsinformationssystem) API with 12 specialized tools.
+- [smythmyke/patent-search-mcp-server](https://github.com/smythmyke/patent-search-mcp-server) [](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server) ๐ โ๏ธ - Patent intelligence and prior-art research for the AI Patent Search Generator. Eleven tools: full patent dossier (bibliography, claims, citations, family, classifications, examiner stats); USPTO prosecution-history file wrappers; AI Office Action analysis (rejection grounds, cited prior art, suggested response arguments); Boolean query generator; multi-strategy patent search (telescoping / onion-ring / faceted); similar-document ranking; citation graph (backward + forward, examiner-cited flagged); family lookup; and CPC classification lookup. Install: `npx -y patent-search-mcp-server`.
+- [Vaquill-AI/canlii-mcp](https://github.com/Vaquill-AI/canlii-mcp) [](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp) ๐ โ๏ธ - Canadian case law and legislation metadata via CanLII. Bring-your-own free CanLII API key. Hosted endpoint at canlii-mcp.vaquill.ai. MIT.
### ๐บ๏ธ Location Services
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
+- [qinisolabs/floodwise](https://github.com/qinisolabs/floodwise) [](https://glama.ai/mcp/servers/qinisolabs/floodwise) ๐ ๐ - England flood-risk by postcode from official Environment Agency open data (OGL) โ long-term risk band, or an honest "not found" outside England.
- [APOGEOAPI/apogeoapi-mcp](https://github.com/APOGEOAPI/apogeoapi-mcp) [](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp) ๐ โ๏ธ - Geographic data and live exchange rates: 250+ countries, 5K+ states, 150K+ cities, IP geolocation, and 161 currency rates in one MCP server. Requires `APOGEOAPI_KEY`.
- [bamwor-dev/bamwor-mcp-server](https://github.com/bamwor-dev/bamwor-mcp-server) [](https://glama.ai/mcp/servers/bamwor-dev/bamwor-mcp-server) ๐ โ๏ธ - World geographic data for AI agents. 261 countries with 20+ statistics and 13.4M cities with population, coordinates, and timezone. Powered by Bamwor API.
- [baphometnxg/aloha-fyi-mcp](https://github.com/baphometnxg/aloha-fyi-mcp) [](https://glama.ai/mcp/servers/baphometnxg/aloha-fyi-mcp) ๐ โ๏ธ - First dedicated Hawaii tourism MCP server. 2,583 bookable tours from Viator, GetYourGuide, Klook, and Groupon, plus 579 events across 70+ venues on Oahu, Maui, Big Island, and Kauai. Results ship with affiliate booking links. Hosted Streamable HTTP endpoint โ no install required. Powered by [aloha.fyi](https://aloha.fyi).
@@ -1901,8 +2148,10 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) ๐ โ๏ธ - A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps
- [ThinAirTelematics/thinair-geo](https://github.com/ThinAirTelematics/thinair-geo) [](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo) ๐ โ๏ธ - Location & routing intelligence for AI agents โ geocoding, truck routing with hazmat/dimension constraints, traffic, weather, isochrones, place search. Full planet coverage. Hosted MCP server with OAuth 2.0 + Bearer auth.
- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) ๐ โ๏ธ - Accurate weather forecasts via the AccuWeather API (free tier available).
+- [tools-mcp/vessel-traffic-mcp](https://github.com/tools-mcp/vessel-traffic-mcp) [](https://glama.ai/mcp/servers/tools-mcp/vessel-traffic-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Read-only vessel identity lookup, AIS-style positions, tracks, port calls, carrier schedules, vessel schedules, and delay heuristics with source attribution and BYOK provider support.
- [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) ๐ - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)
- [geolabel/geolabel-mcp](https://github.com/geolabel/geolabel-mcp) [](https://glama.ai/mcp/servers/geolabel/geolabel-mcp) ๐ โ๏ธ - GPS coordinates to AI-ready location context โ returns place name, stable category (gym, supermarket, restaurantโฆ), and live opening hours via OpenStreetMap. Works in Claude Desktop, Claude Code, Hermes Agent, OpenClaw, and any MCP client.
+- [xyver/daedal-map](https://github.com/xyver/daedal-map) [](https://glama.ai/mcp/servers/xyver/daedal-map) ๐ โ๏ธ - Geographic data packs for disasters, FX rates, and global indicators. New geospatial data packs weekly. Free and x402-paid execution lanes via MCP and HTTP API.
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) ๐ ๐ - Geocoding MCP server for nominatim, ArcGIS, Bing
### ๐ฏ Marketing
@@ -1911,18 +2160,22 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [acamolese/google-search-console-mcp](https://github.com/acamolese/google-search-console-mcp) [](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp) ๐ โ๏ธ - Google Search Console MCP server: query performance data, inspect URLs, check indexing, and generate brandable HTML SEO audit reports with a 30/60/90-day roadmap. Read-only OAuth scope, installable via `uvx mcp-google-search-console`.
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) ๐ โ๏ธ - A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.
+- [AutomateLab-tech/seo-performance-mcp](https://github.com/AutomateLab-tech/seo-performance-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp) ๐ โ๏ธ - Post-publish SEO performance MCP that unifies Google Search Console, Matomo, GA4, Clarity, and AI-citation signals per URL and emits a verdict (refresh / expand / merge / kill / double_down / hold) per post with reason codes.
- [alexey-pelykh/lhremote](https://github.com/alexey-pelykh/lhremote) ๐ ๐ - Open-source CLI and MCP server for LinkedHelper automation โ 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol.
- [BlockRunAI/x-grow](https://github.com/BlockRunAI/x-grow) ๐ โ๏ธ - X/Twitter algorithm optimizer with post drafting, review scoring, and AI image generation for maximum engagement.
- [Brand-System/brandsystem-mcp](https://github.com/Brand-System/brandsystem-mcp) [](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp) ๐ ๐ ๐ ๐ช ๐ง - Make your brand machine-readable. Extract brand identity (colors, fonts, logo, voice, visual rules) from any website via static CSS + rendered-page extraction, compile into DTCG tokens, brand runtime contracts, and interaction policies. 34 tools across 4 progressive sessions. Subscribable `brand://runtime` and `brand://policy` MCP resources. Content compliance scoring (0-100), pass/fail gate, and HTML/CSS preflight. Brandcode Studio connector for hosted brand sync.
- [BRNDMK/brandomica-mcp-server](https://github.com/BRNDMK/brandomica-mcp-server) [](https://glama.ai/mcp/servers/BRNDMK/brandomica-mcp-server) ๐ โ๏ธ - Brand name verification across domains (with pricing), social handles, trademarks (USPTO), web presence, app stores, and SaaS channels. Safety scoring, linguistic/phonetic screening, and filing readiness.
+- [carlosalvite/foundersignal-mcp](https://github.com/carlosalvite/foundersignal-mcp) [](https://glama.ai/mcp/servers/carlosalvite/foundersignal-mcp) ๐ ๐ ๐ ๐ช ๐ง - Ask Claude what SaaS ideas are worth building. Aggregates revenue data, growth signals and pain points from AppSumo, TrustMRR, Product Hunt, Indie Hackers, Reddit and more.
- [Citedy/citedy-seo-agent](https://github.com/Citedy/citedy-seo-agent) [](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent) ๐ โ๏ธ - Full-stack AI marketing toolkit with 41 MCP tools. Scout X/Reddit trends, analyze competitors, find content gaps, generate SEO articles in 55 languages with AI illustrations and voice-over, create social adaptations for 9 platforms, generate AI avatar videos with subtitles, ingest any URL (YouTube, PDF, audio), create lead magnets, and run content autopilot.
- [competlab/competlab-mcp-server](https://github.com/competlab/competlab-mcp-server) [](https://glama.ai/mcp/servers/competlab/competlab-mcp-server) ๐ โ๏ธ - Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility โ track how ChatGPT, Claude, and Gemini rank your brand.
- [mikusnuz/meta-ads-mcp](https://github.com/mikusnuz/meta-ads-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp) ๐ โ๏ธ - MCP server for Meta Marketing API v25.0 โ 123 tools for Facebook & Instagram ad campaigns, audiences, creatives, insights, catalogs, and automated rules.
+- [mukul-dutt/mentionsapi-mcp](https://github.com/mukul-dutt/mentionsapi-mcp) [](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp) ๐ โ๏ธ - Check whether AI recommends your brand โ mentions, ranks, and citations across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, AI Mode, and Bing Copilot.
- [shensi8312/blogburst-mcp-server](https://github.com/shensi8312/blogburst-mcp-server) ๐ โ๏ธ - AI content generation, repurposing, and multi-platform publishing with [BlogBurst](https://blogburst.ai). Generate blogs, repurpose content for 9+ platforms (Twitter, LinkedIn, Reddit, Bluesky, Threads, Telegram, Discord, TikTok, YouTube), get trending topics, and publish directly.
- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) ๐ โ๏ธ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) ๐ โ๏ธ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
- [grovs-io/mcp](https://github.com/grovs-io/mcp) [](https://glama.ai/mcp/servers/grovs-io/mcp) ๐ โ๏ธ - Deep linking, attribution, analytics, and campaign management for mobile apps with [Grovs](https://grovs.io) โ an open-source, privacy-first alternative to Branch and AppsFlyer. 16 tools for creating links, tracking installs and revenue, and configuring app settings.
- [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp) ๐ โ๏ธ - Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch operations.
+- [drjerryrelth/ghl-command-feedback](https://github.com/drjerryrelth/ghl-command-feedback) [](https://glama.ai/mcp/servers/drjerryrelth/ghl-command-feedback) ๐ ๐ ๐ ๐ช ๐ง - GoHighLevel (GHL) MCP server. 212 tools across 43 modules including the only programmatic GHL workflow builder (private API, reverse-engineered), funnel + page editor, form builder, pipeline builder, goal event builder, pre-deploy validator, multi-sub-account switching, bulk operations, and full account export. Built for agency operators managing many client GHL sub-accounts. Paid, $97 one-time, 30-day refund. Install: `npx -y @elitedcs/ghl-mcp`. Buy: [elitedcs.com/ghl-mcp-server](https://elitedcs.com/ghl-mcp-server).
- [Davison-Francis/min8t-sdks](https://github.com/Davison-Francis/min8t-sdks/tree/main/deliveriq-mcp) [](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks) ๐ โ๏ธ - `@deliveriq/mcp` โ email-deliverability tools for AI agents. 12 tools: single + batch verification, email finder, DNSBL across 50 zones, SPF/DKIM/DMARC/MTA-STS/BIMI infrastructure analysis, spam-trap scoring on 13 weighted signals, composite domain trust report, account credits. 5-stage / 21-check pipeline under the hood. Free tier, no card. Install: `npx -y @deliveriq/mcp`.
- [logly/mureo](https://github.com/logly/mureo) [](https://glama.ai/mcp/servers/logly/mureo) ๐ โ๏ธ ๐ - Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md โ not metric-chasing. Defense-in-depth security, local-first. Apache 2.0.
- [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo's database of 275M+ contacts.
@@ -1931,6 +2184,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [MailboxValidator/mcp-mailboxvalidator](https://github.com/MailboxValidator/mcp-mailboxvalidator) [](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator) ๐ โ๏ธ - Validates email addresses to reduce email bounces during marketing campaigns.
- [marykovziridze/screaming-frog-mcp](https://github.com/marykovziridze/screaming-frog-mcp) [](https://glama.ai/mcp/servers/marykovziridze/screaming-frog-mcp) ๐ ๐ - Screaming Frog SEO Spider headless crawls, data export, and technical SEO audit skill for Claude. 8 tools, cross-platform (Mac + Windows), includes a ready-to-use technical SEO scan skill.
- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) ๐ โ๏ธ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations.
+- [pucilpet/crawlgraph-mcp](https://github.com/pucilpet/crawlgraph-mcp) [](https://glama.ai/mcp/servers/pucilpet/crawlgraph-mcp) ๐ โ๏ธ - Backlink intelligence and competitor gap analysis on the public Common Crawl webgraph (4.4B edges, 120M domains) via [CrawlGraph](https://crawlgraph.com). 4 tools: backlink lookups, gap analysis, and a composite outreach-targets finder (domains linking to all your competitors but not you, de-noised and ranked by authority). Install: `npx -y crawlgraph-mcp`.
- [Nolas-Shadow/agent1st-ads-mcp](https://github.com/Nolas-Shadow/agent1st-ads-mcp) [](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp) ๐ โ๏ธ - Meta (Facebook/Instagram) and TikTok ad campaign management for AI agents. One tool call creates a complete campaign โ targeting, creative, budget, and ad. Requires license from [agent1st.io/ads](https://agent1st.io/ads/).
- [MatiousCorp/google-ad-manager-mcp](https://github.com/MatiousCorp/google-ad-manager-mcp) ๐ โ๏ธ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support.
- [MendleM/Pipepost](https://github.com/MendleM/Pipepost) [](https://glama.ai/mcp/servers/MendleM/pipepost) ๐ ๐ - Publish from your terminal. Drafts SEO-scored articles, cross-publishes to Dev.to, Ghost, Hashnode, WordPress, and Medium with auto-wired canonical URLs, generates social posts for Twitter/LinkedIn/Reddit/Bluesky/HN, fetches Unsplash cover images, and submits URLs to IndexNow โ all as local stdio, no cloud relay.
@@ -1952,21 +2206,28 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [whdrnr2583-cmd/token-meter](https://github.com/whdrnr2583-cmd/token-meter) [](https://glama.ai/mcp/servers/whdrnr2583-cmd/token-meter) ๐ ๐ ๐ ๐ช ๐ง - Local-first dashboard + MCP server for Claude Code and Codex token usage. Cost, per-MCP/per-tool breakdown, hourly distribution, and session drill-down โ your data never leaves your machine.
- [ZLeventer/salesforce-marketing-mcp](https://github.com/ZLeventer/salesforce-marketing-mcp) [](https://glama.ai/mcp/servers/ZLeventer/salesforce-marketing-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Salesforce MCP server built for marketing and revenue ops teams. 47 tools for leads, contacts, accounts, campaigns, campaign members, tasks, and 17 reporting tools including campaign ROI, lead-source attribution, pipeline-by-campaign, multi-touch campaign influence, MQL trend, forecast summary, and the native SFDC Reports API.
- [andrealufino/aapl-ads-mcp](https://github.com/andrealufino/aapl-ads-mcp) [](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp) ๐ -
+- [smythmyke/markitup-mcp-server](https://github.com/smythmyke/markitup-mcp-server) [](https://glama.ai/mcp/servers/smythmyke/markitup-mcp-server) ๐ โ๏ธ - AI image annotation and marketing-visual generator powered by [MarkItUp](https://markitup.app). Five tools: generate polished marketing visuals from a screenshot (Claude writes copy โ Gemini renders across 50+ templates including glassmorphic, bold marketing, documentation, and app store), regen, AI outpaint, and HD background removal. Install: `npx -y markitup-mcp-server`.
- [AppVisionOS/apple-search-ads-mcp](https://github.com/AppVisionOS/apple-search-ads-mcp) [](https://glama.ai/mcp/servers/AppVisionOS/apple-search-ads-mcp) ๐ โ๏ธ - Apple Ads (formerly Apple Search Ads) Campaign Management API v5 with **1:1 endpoint coverage** โ 74 typed tools across campaigns, ad groups, ads, creatives, custom product pages, targeting + negative keywords, performance reports, async impression-share reports, budget orders, ACLs, app/geo discovery, and rejection-reason audits. Multi-org support via per-call override. Install: `npm i -g apple-search-ads-mcp`.
+- [OrbiAds/Orbiads-GAM-MCP](https://github.com/OrbiAds/Orbiads-GAM-MCP) [](https://glama.ai/mcp/servers/OrbiAds/Orbiads-GAM-MCP) ๐ โ๏ธ - Hosted Google Ad Manager MCP server for Claude, ChatGPT, Gemini, and Codex. 200+ tools across campaign management, line items, creatives (image/video/HTML5/native), interactive reporting, inventory exploration, and ad-ops compliance audits. OAuth on-behalf-of-user, GAM API v202602. Free trial at [orbiads.com](https://orbiads.com) โ 5 credits, no credit card.
+- [Natden444/pickanagency-mcp](https://github.com/Natden444/pickanagency-mcp) [](https://glama.ai/mcp/servers/Natden444/pickanagency-mcp) ๐ โ๏ธ - Search 47,000+ marketing agencies and get AI-matched with fitted agencies (Get Matched engine), from [Pick an Agency](https://www.pickanagency.com).
### ๐ Monitoring
Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.
+- [adanb13/cirdan](https://github.com/adanb13/cirdan) [](https://glama.ai/mcp/servers/adanb13/cirdan) ๐ ๐ ๐ ๐ช ๐ง - AI infrastructure cartographer & MCP server: fingerprints, graphs, and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents.
- [alilxxey/openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp) [](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp) ๐ ๐ ๐ ๐ช ๐ง - Read-only MCP server for OpenObserve Community Edition via REST API. Search logs, traces, stream schemas, and dashboards without requiring the Enterprise license.
- [Alog/alog-mcp](https://github.com/saikiyusuke/alog-mcp) ๐ โ๏ธ - AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform.
+- [antonio-mello-ai/mcp-redis-monitor](https://github.com/antonio-mello-ai/mcp-redis-monitor) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor) ๐ ๐ - Read-only Redis monitoring โ queue depths by type, Celery queue status, connected clients, server/memory stats, and key counts per database. 5 tools, built with FastMCP. Install: `uvx mcp-redis-monitor`.
- [avivsinai/langfuse-mcp](https://github.com/avivsinai/langfuse-mcp) ๐ โ๏ธ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.
- [alimuratkuslu/byok-observability-mcp](https://github.com/alimuratkuslu/byok-observability-mcp) [](https://github.com/alimuratkuslu/byok-observability-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model.
+- [bmdhodl/agent47](https://github.com/bmdhodl/agent47) [](https://glama.ai/mcp/servers/bmdhodl/agent47) ๐ โ๏ธ - Runtime guardrails and incident read access for coding agents. Query AgentGuard traces, alerts, usage, costs, and budget health.
- [clamp-sh/mcp](https://github.com/clamp-sh/mcp) [](https://glama.ai/mcp/servers/clamp-sh/mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI-native web analytics. Query pageviews, top pages, referrers, countries, devices, and custom events. Create conversion funnels and alerts.
- [dragogargo/mcp-sysmon](https://github.com/dragogargo/mcp-sysmon) [](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon) ๐ ๐ ๐ ๐ง - Local system monitoring โ CPU, memory, swap, disk, network, and process management. Find resource-hungry processes, diagnose performance issues, and kill processes via AI.
- [dynatrace-oss/dynatrace-mcp](https://github.com/dynatrace-oss/dynatrace-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Leverage AI-driven observability, security, and automation to analyze anomalies, logs, traces, events, metrics.
- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) ๐๏ธ ๐๏ธ โ๏ธ โ Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.
- [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) ๐ โ๏ธ ๐ - Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks.
+- [enmanuelmag/heimdall-mcp](https://github.com/enmanuelmag/heimdall-mcp) [](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Transparent proxy for any MCP server that intercepts all JSON-RPC messages, measures latency, and stores traces in SQLite, PostgreSQL, or MySQL. Exports OpenTelemetry (OTLP) spans to Jaeger, Tempo, or Grafana. Supports stdio, HTTP, and SSE transports. `npx @cardor/heimdall-mcp`
- [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) ๐ โ๏ธ - Sentry.io integration for error tracking and performance monitoring
- [GeiserX/duplicacy-mcp](https://github.com/GeiserX/duplicacy-mcp) [](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Go-based MCP server for Duplicacy backup monitoring. Query backup job status and Prometheus metrics from a Duplicacy exporter. Docker image available.
- [GeiserX/genieacs-mcp](https://github.com/GeiserX/genieacs-mcp) [](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Go-based MCP server that bridges any GenieACS (TR-069 ACS) instance, exposing device data, firmware management, and CPE actions (reboot, parameter refresh, firmware download) over JSON-RPC. Docker image available.
@@ -1981,10 +2242,12 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) ๐๏ธ โ๏ธ ๐ ๐ง ๐ช ๐ - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.
- [inventer-dev/mcp-internet-speed-test](https://github.com/inventer-dev/mcp-internet-speed-test) ๐ โ๏ธ - Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping
- [Jwrede/llmprobe](https://github.com/Jwrede/llmprobe) [](https://glama.ai/mcp/servers/Jwrede/llmprobe) ๐๏ธ โ๏ธ ๐ ๐ ๐ช ๐ง - Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and local servers (vLLM, SGLang, Ollama). CLI + MCP server with Prometheus and OpenTelemetry export.
+- [kascada/logmcp](https://github.com/kascada/logmcp) [](https://glama.ai/mcp/servers/kascada/logmcp) ๐๏ธ ๐ ๐ง - Read-only log access for AI assistants over HTTPS. Whitelist log files on your Linux server; AI can search and read them without shell access. Token-authenticated, syslog-audited.
- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Seamlessly bring real-time production contextโlogs, metrics, and tracesโinto your local environment to auto-fix code faster
- [lodordev/mcp-tautulli](https://github.com/lodordev/mcp-tautulli) [](https://glama.ai/mcp/servers/lodordev/mcp-tautulli) ๐ ๐ - Tautulli (Plex media server monitoring) with 11 read-only tools for activity, history, library stats, user stats, transcode analysis, and resolution breakdowns.
- [log-logn/langfuse-mcp-java](https://github.com/Log-LogN/langfuse-mcp-java) [](https://glama.ai/mcp/servers/Log-LogN/langfuse-mcp-java) โ โ๏ธ - Query Langfuse traces, debug exceptions, analyze sessions, scores, datasets, schema, observations and manage prompts. Full observability toolkit for LLM applications. (https://github.com/langfuse/langfuse)
- [mikusnuz/umami-mcp](https://github.com/mikusnuz/umami-mcp) [](https://glama.ai/mcp/servers/mikusnuz/umami-mcp) ๐ โ๏ธ - Full-coverage MCP server for Umami Analytics API v2 โ 66 tools for websites, stats, sessions, events, reports, users, teams, and realtime monitoring.
+- [perceptdot/percept](https://github.com/perceptdot/percept) [](https://glama.ai/mcp/servers/perceptdot/percept) ๐ โ๏ธ ๐ - AI-powered observability platform for agents. Auto-discovers and recommends MCP servers; built-in connectors for GA4, Vercel, GitHub, and Sentry with ROI tracking. `npx -y @perceptdot/core`
- [smigolsmigol/llmkit](https://github.com/smigolsmigol/llmkit) [](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - AI API cost tracking and budget enforcement across 11 LLM providers. 6 tools for spend analytics, budget monitoring, session summaries, and key management.
- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) ๐๏ธ ๐๏ธ โ๏ธ - Query and interact with kubernetes environments monitored by Metoro
- [metrxbots/mcp-server](https://github.com/metrxbots/mcp-server) [](https://glama.ai/mcp/servers/metrxbots/metrx-mcp-server) ๐ โ๏ธ - AI agent cost intelligence โ track spend across providers, optimize model selection, manage budgets with enforcement, detect cost leaks, and prove ROI. 23 tools across 10 domains.
@@ -1998,6 +2261,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [Higangssh/homebutler](https://github.com/Higangssh/homebutler) [](https://glama.ai/mcp/servers/Higangssh/homebutler) ๐๏ธ ๐ - All-in-one homelab management MCP server. Monitor system resources, manage Docker containers, Wake-on-LAN, scan networks, check open ports, and run alerts โ across multiple servers via SSH. Single 10MB binary, zero dependencies.
- [gsmethells/preflight-mcp](https://github.com/gsmethells/preflight-mcp) [](https://glama.ai/mcp/servers/gsmethells/preflight-mcp) ๐ โ๏ธ - TrustPilot for APIs โ independent reliability ratings for APIs and MCP servers, powered by synthetic probes and crowdsourced agent telemetry.
- [incu6us/loki-mcp-server](https://github.com/incu6us/loki-mcp-server) [](https://glama.ai/mcp/servers/incu6us/loki-mcp-server) ๐๏ธ ๐ ๐ ๐ช ๐ง - An MCP server for querying Grafana Loki directly with a discovery-first workflow โ labels, values, series, and LogQL queries without requiring Grafana.
+- [rbmuller/scherlok](https://github.com/rbmuller/scherlok) [](https://glama.ai/mcp/servers/rbmuller/scherlok) ๐ ๐ ๐ ๐ช ๐ง - Zero-config data quality monitoring across Postgres, BigQuery, Snowflake, MySQL, and DuckDB. Profile a warehouse, detect anomalies (volume, schema drift, freshness, NULLs, distribution, cardinality), with optional dbt manifest lineage. Read-only โ connection resolved server-side, never passed via the model.
- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) ๐๏ธ ๐ - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.๏ผsupport CPUใMemoryใDiskใNetworkใHostใProcess๏ผ
- [Sudhan30/freshprobe](https://github.com/Sudhan30/freshprobe) [](https://glama.ai/mcp/servers/Sudhan30/freshprobe) ๐๏ธ โ๏ธ ๐ - Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS health, DNS timing, and redirect chains. Returns deterministic FRESH/STALE/UNKNOWN verdicts with NIST AI RMF mapping. CLI + MCP server + HTTP API with Prometheus metrics and YAML policy engine.
- [shibley/apistatuscheck-mcp-server](https://github.com/shibley/apistatuscheck-mcp-server) [](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server) ๐ โ๏ธ - Check real-time operational status of 114+ cloud services and APIs (AWS, GitHub, Stripe, OpenAI, Vercel, etc.) directly from AI assistants. Published on npm.
@@ -2007,9 +2271,12 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [tickstem/mcp](https://github.com/tickstem/mcp) [](https://glama.ai/mcp/servers/tickstem/mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - HTTP uptime monitoring, heartbeat (dead-man's switch) monitoring, cron job scheduling, and email verification. Single API key, per-tool quota tracking. Install: `go install github.com/tickstem/mcp/cmd/tsk-mcp@latest`.
- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) ๐ ๐ - An MCP server that allows querying Loki logs through the Grafana API.
- [utapyngo/sentry-mcp-rs](https://github.com/utapyngo/sentry-mcp-rs) ๐ฆ โ๏ธ - Fast and minimal Sentry MCP server written in Rust
+- [us-all/datadog-mcp-server](https://github.com/us-all/datadog-mcp-server) [](https://glama.ai/mcp/servers/us-all/datadog-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Datadog observability โ 168 tools across metrics, monitors, logs, APM, RUM, incidents, status pages, fleet automation, workflows. 4 workflow Prompts and `incident-triage-snapshot` aggregation that fans out to 4 fetches in one call.
- [vdalhambra/siteaudit-mcp](https://github.com/vdalhambra/siteaudit-mcp) [](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp) ๐ โ๏ธ ๐ - Instant website audits with 11 tools โ full SEO audit (20+ checks), security headers and SSL verification, Lighthouse performance metrics, multi-site comparison, broken link checker, WCAG accessibility audit, Schema.org structured data validation, competitor gap analysis, and robots.txt parsing. No API keys required.
- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) ๐๏ธ ๐๏ธ ๐ - Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances
- [yshngg/pmcp](https://github.com/yshngg/pmcp) ๐๏ธ โ๏ธ ๐ ๐ ๐ช ๐ง - A Prometheus Model Context Protocol Server.
+- [zw008/VMware-Aria](https://github.com/zw008/VMware-Aria) [](https://glama.ai/mcp/servers/zw008/vmware-aria) ๐ โ๏ธ - VMware Aria Operations monitoring โ performance metrics, alarms, capacity analysis, and anomaly detection across vSphere infrastructure. 27 tools (21 read, 6 write) with audit logging for acknowledge/cancel actions.
+- [aayushmdesai/mcp-dotnet-diagnostics](https://github.com/aayushmdesai/mcp-dotnet-diagnostics) [](https://glama.ai/mcp/servers/aayushmdesai/mcp-dotnet-diagnostics) ๐ ๐ ๐ง - Live .NET runtime diagnostics for AI assistants. Ask Claude to diagnose memory leaks, GC pressure, LOH fragmentation, and thread starvation in any running .NET process โ no code changes required. Install: `dotnet tool install -g mcp-dotnet-diagnostics`
### ๐ฅ Multimedia Process
@@ -2018,18 +2285,23 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [06ketan/slideshot](https://github.com/06ketan/slideshot) [](https://glama.ai/mcp/servers/06ketan/slideshot) ๐ ๐ ๐ ๐ช ๐ง - Convert HTML to PDF/PNG/WebP/PPTX slide carousels with 11 themes (LinkedIn, Instagram, pitch decks, infographics). Pixel-perfect Puppeteer rendering, dimension-aware reflow for portrait/landscape, token-efficient JSON mode. `npx slideshot-mcp`.
- [1000ri-jp/atsurae](https://github.com/1000ri-jp/atsurae) ๐ โ๏ธ ๐ ๐ช ๐ง - AI-powered video editing MCP server with 10 tools for timeline editing, 5-layer compositing, semantic operations, and FFmpeg rendering (1920x1080, 30fps H.264+AAC).
- [AceDataCloud/MCPSuno](https://github.com/AceDataCloud/SunoMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno) ๐ โ๏ธ - Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API.
+- [AetherWave-Studio/aetherwave-mcp](https://github.com/AetherWave-Studio/aetherwave-mcp) [](https://glama.ai/mcp/servers/AetherWave-Studio/aetherwave-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - One tool surface for music, image, video, and audio generation across Suno, Grok Imagine, Seedance, Kling, Hailuo, Wan, VEO, Ideogram, and GPT Image 2. Generate, edit, upscale, reframe, and master through one API key and one credit pool. First key includes free credits, no card required. `npx -y @aetherwave-studio/mcp`
- [afshinator/mcp-server-pexels](https://github.com/afshinator/mcp-server-pexels) [](https://glama.ai/mcp/servers/afshinator/mcp-server-pexels) ๐ โ๏ธ - An MCP server to search for (free) stock images and videos from pexels.com.
- [agenticdecks/deckrun-mcp](https://github.com/agenticdecks/deckrun-mcp) [](https://glama.ai/mcp/servers/agenticdecks/deckrun-mcp) ๐ โ๏ธ - Generate presentation PDFs, narrated videos, and MP3 audio from Markdown. Free tier requires no API key or local install โ add a URL to your IDE config and start generating. Paid tier adds video, audio, async jobs, and account tools.
- [AIDC-AI/Pixelle-MCP](https://github.com/AIDC-AI/Pixelle-MCP) ๐ ๐ ๐ ๐ฅ ๐ ๐ผ๏ธ - An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.
- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) ๐ ๐ - A MCP server for creating GIFs from your videos.
- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) ๐ โ๏ธ - MCP server for ZapCap API providing video caption and B-roll generation via natural language
+- [botmonster/image2svg-mcp](https://github.com/botmonster/image2svg-mcp) [](https://glama.ai/mcp/servers/botmonster/image2svg-mcp) ๐ ๐ ๐ ๐ช ๐ง - Convert raster images (PNG/JPG/WEBP/TIFF) to SVG vector format. Single tool, accepts base64 or URL input; runs locally via `uvx image2svg-mcp` or as a Docker HTTP server.
- [DareDev256/fcpxml-mcp-server](https://github.com/DareDev256/fcpxml-mcp-server) [](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server) ๐ ๐ ๐ - The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines โ health checks, flash frame detection, chapter markers, rough cuts, NLE export. 912 tests, MIT licensed.
- [drolosoft/immich-photo-manager](https://github.com/drolosoft/immich-photo-manager) [](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager) ๐ ๐ ๐ ๐ช ๐ง - Turn your self-hosted Immich photo library into a conversation โ natural language search via CLIP, geographic album curation from GPS data, cross-source duplicate detection with perceptual hashing, library health reports, and offline-ready interactive HTML galleries. Claude Code plugin with 21 MCP tools, 11 skills, and 5 slash commands.
+- [FileToPDF/filetopdf-mcp](https://github.com/FileToPDF/filetopdf-mcp) [](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Convert files (DOCX, XLSX, PPTX, imagesโฆ), HTML, and Markdown to pixel-perfect PDFs via the FileToPDF API. Returns the PDF as an embedded resource or saves it to disk. Runs via `npx filetopdf-mcp` or a hosted Streamable HTTP endpoint; free API key in one click.
- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation.
- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) ๐ โ๏ธ ๐ ๐ช ๐ง - AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, budget enforcement, reserve-burn-refund billing.
- [realcrabcut/crabcut-mcp-server](https://github.com/realcrabcut/crabcut-mcp-server) [](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server) ๐ โ๏ธ - Turn YouTube videos into short-form clips from any AI assistant. AI-powered highlight detection, subtitle generation, 9:16 reframing, and direct download URLs via the Crabcut API.
+- [runapi-ai/mcp](https://github.com/runapi-ai/mcp) [](https://glama.ai/mcp/servers/runapi-ai/mcp) ๐ โ๏ธ - Unified AI model API for 130+ models across 18 providers. Browse models, check pricing, create image/video/music/audio tasks, poll results, check balance, and call LLM endpoints. Free catalog tools work without an API key. `npx @runapi.ai/mcp`
- [keiver/image-tiler-mcp-server](https://github.com/keiver/image-tiler-mcp-server) [](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Full-resolution vision for LLMs. Tiles large images and captures web pages via Chrome CDP so vision models process every detail without downscaling. Generates interactive HTML tile previews. Supports Claude, OpenAI, Gemini presets with per-model token math and entropy-based tile classification.
- [gaudiolab-jp/gaudio-developers-mcp](https://github.com/gaudiolab-jp/gaudio-developers-mcp) [](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Audio AI API for stem separation (vocal, drum, bass, guitar, piano), DME separation (dialogue, music, effects), and AI lyrics sync. 7 tools, 11 models, supports WAV/FLAC/MP3/M4A/MOV/MP4.
+- [MkTurner74/botverse-mcp](https://github.com/MkTurner74/botverse-mcp) [](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Video transcoding (MP4, WebM, ProRes, GIF, MP3) and document conversion (PDF, DOCX, HTML, Markdown, XLSX) for AI agents. Per-job billing, no AWS or FFmpeg setup. `npx -y botverse-mcp`
- [MohamedAbdallah-14/prompt-to-asset](https://github.com/MohamedAbdallah-14/prompt-to-asset) [](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset) ๐ ๐ ๐ ๐ช ๐ง - Generates app icons, favicons, OG images, logos, and wordmarks. Routes each request across 30+ image models. Runs without an API key via Cloudflare Workers AI, NVIDIA NIM, HuggingFace, or Stable Horde. Three modes: inline SVG, external prompt-only, or full API. Validates contrast, OCR text accuracy, and palette before returning.
- [mordor-forge/gemini-media-mcp](https://github.com/mordor-forge/gemini-media-mcp) [](https://glama.ai/mcp/servers/mordor-forge/gemini-media-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Unified Gemini media generation: Nano Banana (images, editing, multi-reference composition), Veo 3.1 (video, image-to-video, extend), TTS, and Lyria 3 (music with vocals). Single Go binary, 12 tools, supports Gemini API key and Vertex AI.
- [guimatheus92/mcp-video-analyzer](https://github.com/guimatheus92/mcp-video-analyzer) [](https://glama.ai/mcp/servers/guimatheus92/mcp-video-analyzer) ๐ ๐ ๐ ๐ช ๐ง - MCP server for video analysis โ extracts transcripts, key frames, OCR text, and annotated timelines from video URLs. Supports Loom and direct video files (.mp4, .webm). Zero auth required.
@@ -2046,6 +2318,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [video-edit-mcp](https://github.com/Aditya2755/video-edit-mcp) ๐ ๐ ๐ ๐ช - Comprehensive video and audio editing MCP server with advanced operations including trimming, merging, effects, overlays, format conversion, audio processing, YouTube downloads, and smart memory management for chaining operations without intermediate files
- [TopazLabs/topaz-mcp](https://github.com/TopazLabs/topaz-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI image enhancement (upscaling, denoising, sharpening) via Topaz Labs API. Supports 8 models including Standard V2, Wonder 2, Bloom, and Recover 3.
- [verIdyia/autoeq-mcp](https://github.com/verIdyia/autoeq-mcp) [](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp) ๐ ๐ ๐ ๐ช ๐ง - Headphone/IEM equalization database with 8,800+ models from AutoEQ. Search by name or sound signature, get parametric EQ settings, compare headphones band-by-band, and browse Harman preference score rankings. Includes automatic sound signature classification (Neutral, Warm, Bright, Dark, V-shaped, etc.).
+- [rendobar/mcp](https://github.com/rendobar/mcp) [](https://glama.ai/mcp/servers/rendobar/mcp) ๐๏ธ ๐ โ๏ธ - Submit media-processing jobs to the Rendobar API and upload local files in one tool call. Transcode, run raw FFmpeg, burn captions, and add watermarks over REST. Free tier.
- [woladi/macos-vision-mcp](https://github.com/woladi/macos-vision-mcp) [](https://glama.ai/mcp/servers/woladi/macos-vision-mcp) ๐ ๐ ๐ - Local OCR and image analysis via Apple Vision Framework. Wraps macOS's native Vision API to expose OCR for images and PDFs (with reading-order paragraphs, bounding boxes, line/paragraph IDs, and confidence), face / barcode / QR / document-corner detection, and image classification โ all as MCP tools any client (Claude Code, Claude Desktop, Cursor, Codex CLI) can call. ~97% token savings vs sending raw images. Fully offline, no API keys, files never leave the Mac. One-line install: `npx -y macos-vision-mcp`.
### ๐ฅ๏ธ OS Automation
@@ -2055,17 +2328,23 @@ Servers for controlling the desktop operating system: screenshots, window manage
- [sbuysse/gnome-desktop-mcp](https://github.com/sbuysse/gnome-desktop-mcp) [](https://glama.ai/mcp/servers/sbuysse/gnome-desktop-mcp) ๐ ๐ ๐ง - GNOME desktop automation for AI agents. 30 tools via D-Bus: screenshots, window management, mouse/keyboard injection, clipboard, workspaces, and system notifications. Works on any GNOME 45โ49 Linux desktop.
- [dimpagk92/cellar](https://github.com/dimpagk92/cellar) [](https://glama.ai/mcp/servers/dimpagk92/cellar) ๐ฆ ๐ ๐ ๐ ๐ง - Hybrid computer-use runtime. Fuses accessibility tree + Chrome DevTools Protocol + vision into structured context with per-element confidence. 4 MCP tools (see/act/think/perceive). Continuous awareness engine (Cortex) with freshness + side-effect detection. Works offline with Ollama + local models.
- [Harusame64/desktop-touch-mcp](https://github.com/Harusame64/desktop-touch-mcp) [](https://glama.ai/mcp/servers/Harusame64/desktop-touch-mcp) ๐ ๐ฆ ๐ ๐ช - Windows desktop automation for LLM agents with entity-based actions instead of coordinate-only clicking. Uses UIA, CDP, screenshots, keyboard/mouse/clipboard, and terminal control, plus entity leases, verified delivery, causal context, and interaction memory to reduce silent UI automation failures.
+- [juergenkoller-software/nemeton-mcp](https://github.com/juergenkoller-software/nemeton-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/nemeton-mcp) ๐ ๐ - MCP bridge for [Nemeton](https://store.juergenkoller.software/en/apps/nemeton) โ native macOS virtual machine manager built on Apples Virtualization.framework. Create/control Linux & macOS VMs (no Parallels, no QEMU), CoW snapshots on APFS, 50+ MCP tools across VM lifecycle, console, files, networking, and host metrics.
+- [tinqiao-oss/clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp) [](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp) ๐ ๐ ๐ ๐ช ๐ง - Physical USB HID keyboard/mouse control via a Raspberry Pi Pico 2 running open-source firmware. Exposes move, click, drag, type, key combos, and scroll as MCP tools for any MCP client. Genuine physical HID input on the standard driver path, with a `--mock` mode for hardware-free trials. `pip install clawtouch-mcp`
+- [juergenkoller-software/freezetext-mcp](https://github.com/juergenkoller-software/freezetext-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp) ๐ ๐ - MCP server for [FreezeText](https://store.juergenkoller.software/en/apps/freezetext) โ OCR anything on your Mac screen. Freeze the screen and extract text via Apple Vision (videos, popups, protected PDFs), OCR a region or base64 image, and manage a searchable capture history. 12 tools.
### ๐ Product Management
Tools for product planning, customer feedback analysis, and prioritization.
+- [KyaniteLabs/Epoch](https://github.com/KyaniteLabs/Epoch) [](https://glama.ai/mcp/servers/KyaniteLabs/Epoch) ๐ ๐ - Software estimation server for AI agents: PERT, COCOMO II, Monte Carlo, sprint forecasting, token-to-time and cost mapping, and schedule-risk tools.
- [daiji-sshr/redmine-mcp-stateless](https://github.com/daiji-sshr/redmine-mcp-stateless) [](https://glama.ai/mcp/servers/daiji-sshr/redmine-mcp-stateless) ๐ ๐ ๐ง - Stateless Redmine MCP server. Credentials are passed per-request via HTTP headers and never stored on the server. Supports listing/creating/updating issues, full-text search across subjects, descriptions and comments, and editing journals (Redmine 5.0+). Deployable on RHEL (systemd) or Docker.
+- [devemberx/mcp-server-polarion](https://github.com/devemberx/mcp-server-polarion) [](https://glama.ai/mcp/servers/devemberx/mcp-server-polarion) ๐ โ๏ธ ๐ ๐ช ๐ง - Polarion ALM integration with 24 read/write tools for documents, work items, traceability links, and comments. Renders documents as Markdown, searches with Lucene or SQL, walks incoming/outgoing links, and creates/updates/reorganizes work items. Every write tool supports `dry_run` with pre-write field, enum, and link-target validation. Requires Polarion 2506+. `uvx mcp-server-polarion`.
- [dkships/pm-copilot](https://github.com/dkships/pm-copilot) ๐ โ๏ธ - Triangulates HelpScout support tickets and ProductLift feature requests to generate prioritized product plans. Scores themes by convergence (same signal in both sources = 2x boost), scrubs PII, and accepts business metrics from other MCP servers via `kpi_context` for composable prioritization.
- [Lukaris/framedeck-mcp](https://github.com/Lukaris/framedeck-mcp) [](https://glama.ai/mcp/servers/Lukaris/framedeck-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - [Framedeck](https://framedeck.app) is a Kanban content production manager for YouTube, Instagram, TikTok and Podcast creators. 32 tools for managing productions, stages, frames (cards), checklists, comments, and labels. Ideas land in an Idea Pool and graduate into full productions with stages (Idea โ Scripting โ Filming โ Editing โ Published). All tools ship with MCP safety annotations. `npx framedeck-mcp`
- [TylerIlunga/procore-mcp-server](https://github.com/TylerIlunga/procore-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server exposing the full Procore REST API (2,636 endpoints) for construction project management. Includes 7 discovery and execution tools covering projects, RFIs, submittals, daily logs, budgets, and more. Single-user OAuth with auto-refresh.
- [spranab/saga-mcp](https://github.com/spranab/saga-mcp) [](https://glama.ai/mcp/servers/@spranab/saga-mcp) ๐ ๐ ๐ ๐ช ๐ง - A Jira-like project tracker for AI agents with full hierarchy (Projects > Epics > Tasks > Subtasks), task dependencies with auto-block/unblock, threaded comments, reusable templates, activity logging, and a natural language dashboard. SQLite-backed, 31 tools.
- [agrath/Trello-Desktop-MCP](https://github.com/agrath/Trello-Desktop-MCP) [](https://glama.ai/mcp/servers/agrath/Trello-Desktop-MCP) ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive Trello integration: 46 tools covering boards, cards, lists, labels, checklists, attachments, members, custom fields, and search. Read-only mode, image attachment
+- [xfloukiex-lab/road-poneglyph](https://github.com/xfloukiex-lab/road-poneglyph) [](https://glama.ai/mcp/servers/xfloukiex-lab/road-poneglyph) ๐ ๐ ๐ ๐ช ๐ง - Reviews a plan for what's missing โ unstated assumptions, omitted technical risks, and execution blind spots (a structured pre-mortem). `pip install road-poneglyph-mcp`
auto-download. Install via `npx atlassian-trello-mcp`.
### ๐ Real Estate
@@ -2074,32 +2353,41 @@ MCP servers for real estate CRM, property management, and agent workflows.
- [ashev87/propstack-mcp](https://github.com/ashev87/propstack-mcp) [](https://glama.ai/mcp/servers/@ashev87/propstack-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Propstack CRM MCP: search contacts, manage properties, track deals, schedule viewings for real estate agents (Makler).
- [forgemeshlabs/disruption-intelligence-mcp](https://github.com/forgemeshlabs/disruption-intelligence-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp) ๐ โ๏ธ - AI-native commercial disruption intelligence for MCP clients and x402-powered agents. Supports WARN/layoff intelligence, company context, geospatial territory disruption, and x402 payment challenge inspection via the hosted Forgemesh API.
+- [jbechtel-97/dealflowpro-mcp-server](https://github.com/jbechtel-97/dealflowpro-mcp-server) [](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server) ๐ โ๏ธ - Multifamily real estate deal analysis โ cap rate, DSCR, cash-on-cash, IRR, DFP Score (0-100), max offer price, and market intelligence for 2-200 unit properties.
### ๐ฌ Research
Tools for conducting research, surveys, interviews, and data collection.
- [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) ๐ โ๏ธ - Register LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by a 17-judge Tribunal with 8 deception detectors across 10 dimensions. No API key required. Works with Claude Desktop, Cursor, Cline, Zed, Continue.dev.
+- [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [](https://glama.ai/mcp/servers/archoor/painspotter-mcp) ๐ โ๏ธ - AI-analyzed startup & product opportunities mined from Reddit, Hacker News, Product Hunt & Stack Exchange. Query pain points, trending themes, and commercial scores (pain intensity, willingness-to-pay, build difficulty). Remote hosted MCP at painspotter.ai โ free tier covers overview + opportunity detail; Pro unlocks search, trending themes & theme-level market signals.
- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) ๐ โ๏ธ - Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP server, REST API, and Python SDK.
- [connerlambden/bgpt-mcp](https://github.com/connerlambden/bgpt-mcp) [](https://glama.ai/mcp/servers/@connerlambden/bgpt-mcp) ๐ โ๏ธ - Search scientific papers with structured experimental data extracted from full-text studies. Returns 25+ fields per paper including methods, results, sample sizes, and quality scores. 50 free searches, then $0.01/result.
- [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) ๐ โ๏ธ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org)
- [HubLensOfficial/mcp-server](https://github.com/HubLensOfficial/mcp-server) [](https://glama.ai/mcp/servers/HubLensOfficial/mcp-server) ๐ โ๏ธ - Query daily trending open-source projects from GitHub & Hacker News with AI-generated bilingual (EN/ZH) summaries, categories, use cases, and custom scoring. Stateless, no API key required.
+- [tushariitr-19/immigration-mcp](https://github.com/tushariitr-19/immigration-mcp) [](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp) ๐๏ธ ๐ ๐ช ๐ง - MCP server for US immigration guidance โ live Visa Bulletin, priority date checker and immigration term explanations. Free to use.
- [kimimgo/viznoir](https://github.com/kimimgo/viznoir) [](https://glama.ai/mcp/servers/kimimgo/viznoir) ๐ ๐ ๐ง - Cinema-quality science visualization MCP server for CFD/FEA/SPH. 22 tools for rendering, slicing, contouring, volume rendering, and animating OpenFOAM/VTK/CGNS data. Headless EGL/OSMesa.
- [mlava/scholar-sidekick-mcp](https://github.com/mlava/scholar-sidekick-mcp) [](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Resolve any scholarly identifier (DOI, PMID, PMCID, ISBN, arXiv, ISSN, ADS bibcode, WHO IRIS URL) into structured CSL JSON, format in 10,000+ citation styles, or export to BibTeX/RIS/EndNote/Zotero RDF/CSV. Single or batch. Install: `npx -y scholar-sidekick-mcp`.
- [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints.
+- [musharna/data-aggregator-mcp](https://github.com/musharna/data-aggregator-mcp) [](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp) ๐ ๐ ๐ ๐ช ๐ง - Search and fetch research datasets across Zenodo, DataCite (Dryad/Figshare/Dataverse/OSF), NCBI omics (GEO/SRA/BioProject), and literature (PubMed/OpenAIRE) behind one normalized model โ DOI deduplication, NCBI-Taxonomy synonym expansion, paperโdata linking, and checksum-verified download. `uvx data-aggregator-mcp`.
- [nangman-infra/touch-browser](https://github.com/nangman-infra/touch-browser) [](https://glama.ai/mcp/servers/nangman-infra/touch-browser) ๐ฆ ๐ - Evidence-grounded web research for AI agents. Verifies page-local claims with citations, confidence bands, policy reports, and multi-page session synthesis via MCP.
- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) ๐ โ๏ธ - Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions.
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) ๐ ๐ ๐ ๐ช ๐ง - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses.
+- [tushariitr-19/patents-mcp](https://github.com/tushariitr-19/patents-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - MCP server for patent search and prior art discovery powered by Google Patents public dataset on BigQuery. Tools: search patents, get full patent details with CPC codes and citations, fetch legal claims text. Free to use.
- [pminervini/deep-research-mcp](https://github.com/pminervini/deep-research-mcp) ๐ โ๏ธ ๐ - Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
- [thevibepreneur/gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp) [](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp) ๐ ๐ - Search 474 validated startup gaps from your AI editor. Find unsolved business problems by industry, role, or keyword โ each with pain point, solution direction, and link to full blueprint. Zero API keys, works offline.
+- [rnwkr7rscy-lang/fittin-mcp](https://github.com/rnwkr7rscy-lang/fittin-mcp) [](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp) ๐ โ๏ธ - Patent prior art search and startup IP intelligence for AI founders. Clone risk score, defensibility map, patentable features, competitor patent landscape โ free analysis in ~2 minutes. Full IP Portfolio Package (6 documents) available for $99. `pip install fittin-mcp`
- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [](https://glama.ai/mcp/servers/ggstefivzf) ๐ โ๏ธ - Access legislative data from all 50 US states and Congress โ search bills, get full text, track votes, and look up legislators via the LegiScan API.
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
- [vassiliylakhonin/agenda-intelligence-md](https://github.com/vassiliylakhonin/agenda-intelligence-md) [](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md) ๐ ๐ - Auditable strategic-risk memos for AI agents โ sanctions, regulatory, geopolitics, trade. Geography-routed regional specialists (Central Asia/Caspian, Gulf/Middle East), per-claim evidence discipline, schema-validated output, machine-verified audit. No live data retrieval. PyPI: `agenda-intelligence-md`.
+- [WenyuChiou/research-hub](https://github.com/WenyuChiou/research-hub) [](https://glama.ai/mcp/servers/WenyuChiou/research-hub) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Research workspace MCP integrating Zotero, Obsidian, and NotebookLM. Search papers (arXiv/Semantic Scholar/PubMed/CrossRef), ingest into Zotero, sync notes to Obsidian, verify NotebookLM briefs. All three external tools optional. `pip install research-hub-pipeline` then `research-hub serve`.
- [xmpuspus/ph-civic-data-mcp](https://github.com/xmpuspus/ph-civic-data-mcp) [](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Philippine government data as agent-callable tools: PHIVOLCS earthquakes + volcano alerts, PAGASA weather + typhoons, PhilGEPS procurement, PSA 2020 Census population + poverty, AQICN air quality. Install: `uvx ph-civic-data-mcp`.
+- [YGao2005/scholar-feed-mcp](https://github.com/YGao2005/scholar-feed-mcp) [](https://glama.ai/mcp/servers/YGao2005/scholar-feed-mcp) ๐ โ๏ธ - Semantic search over 600k+ CS/AI papers with citation-graph traversal, full-text extraction, embeddings, and BibTeX export. Works anonymously or with a free key. Install: `npx scholar-feed-mcp init`.
- [yusong652/pfc-mcp](https://github.com/yusong652/pfc-mcp) [](https://glama.ai/mcp/servers/yusong652/pfc-mcp) ๐ ๐ ๐ช - MCP server for [ITASCA PFC](https://www.itascacg.com/software/pfc) discrete element simulation โ browse documentation, execute scripts, capture plots, and manage long-running tasks via a WebSocket bridge to the PFC GUI.
- [SPARKIT-science/sparkit-mcp](https://github.com/SPARKIT-science/sparkit-mcp) [](https://glama.ai/mcp/servers/SPARKIT-science/sparkit-mcp) ๐ โ๏ธ - MCP server for [SPARKIT](https://sparkit.science), a scientific research agent that searches the literature, reads papers, and returns cited Markdown reports. Submit a question via the `research` tool from Claude Desktop / Cursor / Claude Code; get back a ~90-second cited report without leaving the chat. `uv tool install sparkit-mcp` or `pip install sparkit-mcp`.
- [yusong652/yade-mcp](https://github.com/yusong652/yade-mcp) [](https://glama.ai/mcp/servers/yusong652/yade-mcp) ๐ ๐ ๐ง - MCP server for [YADE](https://yade-dem.org/) โ open-source discrete element method (DEM) engine for granular and particle simulation. Browse API docs with BM25 search, execute code via synchronous REPL or async background tasks, monitor progress, and review task history.
- [SelfPy/science-ai-mcp-server](https://github.com/SelfPy/science-ai-mcp-server) [](https://glama.ai/mcp/servers/SelfPy/science-ai-mcp-server) ๐ โ๏ธ - Academic peer-review and research workflow tools from [Science AI Journal](https://scienceaijournal.com): Pre-Check (paper-tier prediction), AI multi-agent peer review, Research Gaps Finder, Journal Recommender (1,214 venues with predatory-journal flags), Duplicate Publication Checker (CrossRef/arXiv/medRxiv/bioRxiv/Unpaywall/900k-paper library), and the Article Writer pipeline. Free local tools (FTS5, zero LLM cost); LLM tools use caller account credits.
+- [laszlopere/mcp-molecules](https://github.com/laszlopere/mcp-molecules) [](https://glama.ai/mcp/servers/laszlopere/mcp-molecules) ๐ ๐ โ๏ธ ๐ง ๐ - Chemistry toolbox computed from authoritative data: molecular weight / molar mass of any formula (nested groups, isotope labels, propagated NIST uncertainties, percent composition), isotope-distribution mass spectra (m/z peaks for a given charge), and nameโformula lookup with isomer resolution. Element masses from the NIST Atomic Weights and Isotopic Compositions database; offline and deterministic, with an optional on-by-default online fallback (PubChem/Wikidata/EPA CompTox) that can be disabled. `uvx mcp-molecules`.
### ๐ end to end RAG platforms
@@ -2108,8 +2396,11 @@ Tools for conducting research, surveys, interviews, and data collection.
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) ๐ ๐ โ๏ธ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
### ๐ Search & Data Extraction
+- [qinisolabs/icdwise](https://github.com/qinisolabs/icdwise) ๐ ๐ โ๏ธ - Verified ICD-10-CM medical code lookup, validation & reverse search โ official descriptions, never guessed. [](https://glama.ai/mcp/servers/qinisolabs/icdwise)
- [AIweather-Anurag/ottasia-mcp-server](https://github.com/AIweather-Anurag/ottasia-mcp-server) [](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server) ๐ โ๏ธ ๐ - Where to watch any movie or TV show across 30 Asian and Middle Eastern streaming markets (Netflix, Disney+ Hotstar, Wavve, Shahid, Hoichoi, ZEE5, JioCinema, and 17 more). `npx -y @ottasia/mcp-server`
+- [Alisammour/storyflo-mcp](https://github.com/Alisammour/storyflo-mcp) [](https://glama.ai/mcp/servers/Alisammour/storyflo-mcp) ๐ โ๏ธ - Curated audio-news with a market-aware news signal. Search articles, fetch narrated audio, subscribe topic feeds, surface stories matched to actively traded Kalshi event contracts (CFTC-regulated; qualitative signal tags + link-out to Kalshi, never raw market data). 8 tools (7 free + 1 x402-paid over USDC on Base). Install via `npx -y storyflo-mcp`.
- [mrslbt/rippr](https://github.com/mrslbt/rippr) [](https://glama.ai/mcp/servers/mrslbt/rippr) ๐ ๐ - YouTube transcript extraction for AI agents. Clean text, timestamps, or structured JSON from any video. No API keys required. Install via `npx rippr-mcp`.
+- [scavio-ai/scavio-mcp](https://github.com/scavio-ai/scavio-mcp) [](https://glama.ai/mcp/servers/scavio-ai/scavio-mcp) ๐ โ๏ธ ๐ - Unified real-time search API for AI agents. Google, YouTube, Amazon, Walmart, Reddit, and TikTok through one endpoint. 21 tools for web search, e-commerce, product data, social media, and video platforms. Free tier included.
- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) ๐ ๐ - An MCP server for searching job listings with filters for date, keywords, remote work options, and more.
- [hanselhansel/aeo-cli](https://github.com/hanselhansel/aeo-cli) ๐ ๐ - Audit URLs for AI crawler readiness โ checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring.
- [Aas-ee/open-webSearch](https://github.com/Aas-ee/open-webSearch) ๐ ๐ โ๏ธ - Web search using free multi-engine search (NO API KEYS REQUIRED) โ Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN.
@@ -2140,10 +2431,12 @@ Tools for conducting research, surveys, interviews, and data collection.
- [CKBrennan/overtone-news-mcp](https://github.com/CKBrennan/overtone-news-mcp) [](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp) ๐ - Real-time news with tone analysis, brand safety, and narrative shift signals for AI agents.
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) ๐ ๐ โ๏ธ - This is a Python-based MCP server that provides OpenAI `web_search` built-in tool.
- [Crawleo/Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP) โ๏ธ ๐ โ Crawleo Search & Crawl API
+- [Crawlora-org/crawlora-mcp](https://github.com/Crawlora-org/crawlora-mcp) [](https://glama.ai/mcp/servers/Crawlora-org/crawlora-mcp) โ๏ธ - Hosted MCP for structured public web data โ 319 tools across search, maps, commerce, social, and finance, each returning clean JSON. Free 2,000 credits/mo.
- [czottmann/kagi-ken-mcp](https://github.com/czottmann/kagi-ken-mcp) ๐ โ๏ธ - Work with Kagi *without* API access (you'll need to be a customer, tho). Searches and summarizes. Uses Kagi session token for easy authentication.
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) ๐ โ๏ธ - Enable fast, free real-time web search and access premium data from trusted media brandsโnews, financial markets, sports, entertainment, weather, and more. Build powerful AI agents with Dappier.
- [deadletterq/mcp-opennutrition](https://github.com/deadletterq/mcp-opennutrition) ๐ ๐ - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database.
- [dealx/mcp-server](https://github.com/DealExpress/mcp-server) โ๏ธ - MCP Server for DealX platform
+- [deficlow/HyperStore-MCP](https://github.com/deficlow/HyperStore-MCP) [](https://glama.ai/mcp/servers/deficlow/HyperStore-MCP) ๐ โ๏ธ ๐ - Search 6,500+ curated AI applications from the HyperStore directory. 8 tools (keyword + semantic search, full details, browsing), 3 resources, 3 prompts. Install via `uvx hyperstore-mcp` or use the hosted endpoint at `https://mcp.store.hypergpt.ai/mcp`.
- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) ๐๏ธ ๐ โ๏ธ ๐ - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai)
- [dorukardahan/domain-search-mcp](https://github.com/dorukardahan/domain-search-mcp) ๐ โ๏ธ - Fast domain availability aggregator with pricing. Checks Porkbun, Namecheap, GoDaddy, RDAP & WHOIS. Includes bulk search, registrar comparison, AI-powered suggestions, and social media handle checking.
- [mikusnuz/gsc-mcp](https://github.com/mikusnuz/gsc-mcp) [](https://glama.ai/mcp/servers/mikusnuz/gsc-mcp) ๐ โ๏ธ - MCP server for Google Search Console & Indexing API โ 13 tools for search analytics, sitemaps, URL inspection, and batch indexing.
@@ -2159,6 +2452,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) ๐ โ๏ธ - Search via search1api (requires paid API key)
- [KyuRish/fiverr-mcp-server](https://github.com/KyuRish/fiverr-mcp-server) [](https://glama.ai/mcp/servers/KyuRish/fiverr-mcp-server) ๐ โ๏ธ - Search Fiverr gigs, view seller profiles, compare pricing packages, and read reviews. No API key required.
- [format37/youtube_mcp](https://github.com/format37/youtube_mcp) ๐ โ๏ธ โ MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube captions. Provide a YouTube URL and get back the full transcript splitted by chunks for long videos.
+- [VoxellInc/forge-mcp](https://github.com/VoxellInc/forge-mcp) [](https://glama.ai/mcp/servers/VoxellInc/forge-mcp) ๐๏ธ ๐ โ๏ธ - Official MCP server for [Forge](https://voxell.ai), Voxell's hosted text-embedding API. Generate vector embeddings (turbo 1024d, pro 2560d, ultra 4096d; Matryoshka truncation) for semantic search and RAG. `npx -y @voxell/forge-mcp`
- [wd041216-bit/free-web-search-ultimate](https://github.com/wd041216-bit/free-web-search-ultimate) ๐ ๐ [](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate) - Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-First** paradigm โ instructs LLMs to retrieve real-time information before answering factual questions. Supports 10+ search engines (DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit) and deep page browsing. No API key required.
- [gemy411/multi-research-agents](https://github.com/gemy411/multi-agents-research) โ๏ธ - a KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any general case.
- [giskard09/giskard-search](https://github.com/giskard09/giskard-search) [](https://glama.ai/mcp/servers/giskard09/giskard-search) ๐ ๐ - Pay-per-use semantic web search for AI agents. Powered by SearxNG, agents pay in sats via Lightning Network micropayments โ no API keys required. Self-hosted with phoenixd.
@@ -2184,18 +2478,22 @@ Tools for conducting research, surveys, interviews, and data collection.
- [just-every/mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast) ๐ ๐ - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for optimal AI processing with configurable viewports and wait strategies for dynamic content.
- [kagisearch/kagimcp](https://github.com/kagisearch/kagimcp) โ๏ธ ๐ โ Official Kagi Search MCP Server
- [kc23go/anybrowse](https://github.com/kc23go/anybrowse) [](https://glama.ai/mcp/servers/kc23go/anybrowse) ๐ โ๏ธ - Convert any URL to LLM-ready Markdown via real Chrome browsers. 3 tools: scrape, crawl, search. Free via MCP, pay-per-use via x402. Remote MCP endpoint: `https://anybrowse.dev/mcp`
+- [konippi/servo-fetch](https://github.com/konippi/servo-fetch) [](https://glama.ai/mcp/servers/konippi/servo-fetch) ๐ฆ ๐ ๐ ๐ช ๐ง - Chromium-free web content extraction in a single binary. Fetch, render, crawl, and screenshot powered by the Servo browser engine with a built-in MCP server.
- [kehvinbehvin/json-mcp-filter](https://github.com/kehvinbehvin/json-mcp-filter) ๏ธ๐ ๐ โ Stop bloating your LLM context. Query & Extract only what you need from your JSON files.
- [kimdonghwi94/Web-Analyzer-MCP](https://github.com/kimdonghwi94/web-analyzer-mcp) ๐ ๐ ๐ ๐ช ๐ง - Extracts clean web content for RAG and provides Q&A about web pages.
- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) โ๏ธ ๐ โ Tavily AI search API
- [leehanchung/bing-search-mcp](https://github.com/leehanchung/bing-search-mcp) ๐ โ๏ธ - Web search capabilities using Microsoft Bing Search API
- [leadbrain/korean-data-mcp](https://github.com/leadbrain/korean-data-mcp) [](https://glama.ai/mcp/servers/leadbrain/korean-data-mcp) ๐ โ๏ธ - Real-time Korean web data โ Naver place reviews, Melon music chart, Daangn/Bunjang marketplace listings, Naver news, Musinsa fashion rankings. 7 tools powered by Apify actors. Requires APIFY_TOKEN.
- [lfnovo/content-core](https://github.com/lfnovo/content-core) ๐ ๐ - Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web pages, PDFs, Word docs, YouTube transcripts, and more with structured JSON responses.
+- [tobocop2/lilbee](https://github.com/tobocop2/lilbee) [](https://glama.ai/mcp/servers/tobocop2/lilbee) ๐ ๐ ๐ ๐ช ๐ง - Runs and manages its own local models, or uses your existing Ollama or LM Studio if you prefer. Indexes your files and code, crawls the websites you point it at, and answers with citations to the source.
- [Linked-API/linkedapi-mcp](https://github.com/Linked-API/linkedapi-mcp) ๐๏ธ ๐ โ๏ธย - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.
- [linxule/mineru-mcp](https://github.com/linxule/mineru-mcp) ๐ โ๏ธ - MCP server for MinerU document parsing API. Parse PDFs, images, DOCX, and PPTX with OCR (109 languages), batch processing (200 docs), page ranges, and local file upload. 73% token reduction with structured output.
- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) ๐ โ๏ธย -ย Discover, extract, and interact with the web - one interface powering automated access across the public internet.
- [lulzasaur9192/marketplace-search-mcp](https://github.com/lulzasaur9192/marketplace-search-mcp) [](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp) ๐ โ๏ธ - Search marketplaces (TCGPlayer, Reverb, Thumbtack), verify professional licenses (contractor, nurse across US states), and look up PSA card grading population data.
+- [mambalabsdev/mcp-domain-to-linkedin-url-resolver](https://github.com/mambalabsdev/mcp-domain-to-linkedin-url-resolver) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver) ๐ โ๏ธ - Resolves a company domain or name to its LinkedIn company URL with confidence scoring and firmographic metadata.
- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) ๐ โ๏ธ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API
- [MikkoParkkola/nab](https://github.com/MikkoParkkola/nab) [](https://glama.ai/mcp/servers/MikkoParkkola/nab) ๐๏ธ ๐ ๐ ๐ช ๐ง - Ultra-fast web fetcher and MCP server with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth, and 1Password integration. Fetches any URL as clean Markdown for AI context.
+- [MKirovBG/scribefy-mcp](https://github.com/MKirovBG/scribefy-mcp) [](https://glama.ai/mcp/servers/MKirovBG/scribefy-mcp) ๐๏ธ ๐ โ๏ธ - Extract timestamped YouTube transcripts, plus search, video metadata, and related-video tools for Claude, Cursor, Windsurf, and AI agents.
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) ๐ ๐ โ๏ธ - Efficient web content fetching and processing for AI consumption
- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) ๐ ๐ - Search Google and do deep web research on any topic
- [pranciskus/newsmcp](https://github.com/pranciskus/newsmcp) [](https://glama.ai/mcp/servers/@pranciskus/news-mcp-world-news-for-ai-agents) ๐ โ๏ธ - Real-time world news for AI agents โ events clustered from hundreds of sources, classified by topic and geography, ranked by importance. Free, no API key. `npx -y @newsmcp/server`
@@ -2215,10 +2513,12 @@ Tools for conducting research, surveys, interviews, and data collection.
- [Pearch-ai/mcp_pearch](https://github.com/Pearch-ai/mcp_pearch) ๐๏ธ ๐ โ๏ธ - Best people search engine that reduces the time spent on talent discovery
- [peter-j-thompson/semanticapi-mcp](https://github.com/peter-j-thompson/semanticapi-mcp) ๐ โ๏ธ - Natural language API discovery โ search 700+ API capabilities, get endpoints, auth setup, and code snippets. Supports auto-discovery of new APIs.
- [pragmar/mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl) ๐ ๐ - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.
+- [Prototypr/feedbagel-mcp](https://github.com/Prototypr/feedbagel-mcp) [](https://glama.ai/mcp/servers/Prototypr/feedbagel-mcp) ๐ โ๏ธ - Search the Feedbagel RSS catalog, follow feeds, and route new entries to webhooks.
- [qune-tech/ocds-mcp](https://github.com/qune-tech/ocds-mcp) [](https://glama.ai/mcp/servers/qune-tech/ocds-mcp) ๐ฆ ๐ ๐ง ๐ ๐ช - German public procurement data (OCDS) โ semantic search, tender matching with company profiles, and structured filtering.
- [QuentinCody/catalysishub-mcp-server](https://github.com/QuentinCody/catalysishub-mcp-server) ๐ - Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data.
- [r-huijts/opentk-mcp](https://github.com/r-huijts/opentk-mcp) ๐ โ๏ธ - Access Dutch Parliament (Tweede Kamer) information including documents, debates, activities, and legislative cases through structured search capabilities (based on opentk project by Bert Hubert)
- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) ๐ โ๏ธ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.
+- [reflex-search/reflex](https://github.com/reflex-search/reflex) [](https://glama.ai/mcp/servers/reflex-search/reflex) ๐ฆ ๐ ๐ ๐ช ๐ง - Local full-text code search for AI coding agents. Trigram-indexed, sub-100ms queries across large codebases, offline, 18 languages.
- [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) ๐ ๐ โ๏ธ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.
- [rubenayla/partle-mcp](https://github.com/rubenayla/partle-mcp) [](https://glama.ai/mcp/servers/@rubenayla/partle) ๐ โ๏ธ - Search products and stores in nearby physical stores. Find what you need locally instead of waiting for delivery. Remote MCP server (Streamable HTTP, no API key required).
- [sascharo/gxtract](https://github.com/sascharo/gxtract) ๐ โ๏ธ ๐ช ๐ง ๐ - GXtract is a MCP server designed to integrate with VS Code and other compatible editors. It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.
@@ -2245,6 +2545,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) ๐๏ธ ๐ โ๏ธ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities.
- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) โ๏ธ ๐ โ Tavily AI search API
- [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) - ๐ ๐ A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the [Urlbox](https://urlbox.com) API.
+- [Savirinc/unfragile-mcp-server](https://github.com/Savirinc/unfragile-mcp-server) [](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server) ๐ ๐ - Canonical MCP server resolver. Returns the right MCP for any agent intent with an invocation-ready snippet and an Ed25519-signed trust passport. Cross-registry coverage. `npx -y @unfragile/mcp-server`
- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) โ๏ธ ๐ - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
- [vitorpavinato/ncbi-mcp-server](https://github.com/vitorpavinato/ncbi-mcp-server) ๐ โ๏ธ ๐ - Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch processing for all life sciences and biomedical research.
- [Gaoshan0971/digeguigui](https://github.com/Gaoshan0971/digeguigui) [](https://glama.ai/mcp/servers/Gaoshan0971/digeguigui) ๐ ๐ โ๏ธ ๐ - Global reptile & exotic pet knowledge base. 633 species, AI identification, genetics calculator, 12-dimension care, health diagnosis, pricing, and blockchain provenance. Free tier: 9 tools, 10 req/min. MCP: https://api.digeguigui.com/mcp
@@ -2260,11 +2561,17 @@ Tools for conducting research, surveys, interviews, and data collection.
- [zoharbabin/web-researcher-mcp](https://github.com/zoharbabin/web-researcher-mcp) [](https://glama.ai/mcp/servers/zoharbabin/web-researcher-mcp) ๐ โ๏ธ ๐ - Production-grade MCP server for web search (Google, Brave, Serper, SearXNG, SearchAPI.io), content extraction (4-tier pipeline), academic/patent search, and multi-source research. Single Go binary.
- [zlatkoc/youtube-summarize](https://github.com/zlatkoc/youtube-summarize) ๐ โ๏ธ - MCP server that fetches YouTube video transcripts and optionally summarizes them. Supports multiple transcript formats (text, JSON, SRT, WebVTT), multi-language retrieval, and flexible YouTube URL parsing.
- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) ๐ โ๏ธ - Querying network asset information by ZoomEye MCP Server
+- [juergenkoller-software/pdf-content-search-mcp](https://github.com/juergenkoller-software/pdf-content-search-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp) ๐ ๐ - MCP bridge for [PDF Content Search](https://store.juergenkoller.software/en/apps/pdf-content-search) โ full-text PDF search with Apple Vision OCR across thousands of documents in under a second. Advanced filters (date, category, sender, amount), wildcards, boolean operators.
### ๐ Security
+- [qinisolabs/qiniso](https://github.com/qinisolabs/qiniso) [](https://glama.ai/mcp/servers/qinisolabs/qiniso) ๐ ๐ โ๏ธ - 56 deterministic fact-checkers in one server (IBAN, VAT, VIN, GTIN/barcodes, national & tax IDs, crypto addresses, phone, dates, holidays) โ verify the structured facts an agent emits against checksums and curated data.
+- [node-man/dechonet-mcp](https://github.com/node-man/dechonet-mcp) [](https://glama.ai/mcp/servers/node-man/dechonet-mcp) ๐ โ๏ธ - Domain security reconnaissance for AI agents. 13 tools โ DNS + DNSSEC, SSL/TLS chain & grade, HTTP security headers, SPF/DKIM/DMARC email auth, TCP port scan, ASN, RDAP/WHOIS โ plus a one-shot `security_scan` returning a 0-100 Health Score (AโF). Free, no API key. `npx -y dechonet-mcp`
+- [honeylabshq/honeylabs-mcp](https://github.com/honeylabshq/honeylabs-mcp) [](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp) ๐ โ๏ธ - Honeypot threat intelligence for AI agents: 90 days of probe data from a sensor network for IP reputation, scanner classification, CVE probing trends, and JA4/JA4H/HASSH fingerprints. Remote MCP, free tier.
+- [kent-tokyo/shohei](https://github.com/kent-tokyo/shohei) [](https://glama.ai/mcp/servers/kent-tokyo/shohei) ๐ฆ โ๏ธ ๐ ๐ ๐ช ๐ง - Rust infrastructure diagnostics MCP server for AI agents: DNS checks, TLS certificate chain inspection, email security, global DNS propagation, and DNS latency benchmarking.
- [srinivasan-sundaresan95/orihime](https://github.com/srinivasan-sundaresan95/orihime) [](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime) ๐ ๐ ๐ ๐ช ๐ง - Cross-repository code knowledge graph MCP server for Java, Kotlin, JavaScript, and TypeScript. Indexes source into embedded KuzuDB via tree-sitter; 30+ tools for call-flow tracing, multi-hop taint analysis (OWASP/CWE/PCI/STIG reports), entry-point reachability filtering, performance hotspot detection, and license compliance โ without reading source files. 95% fewer tokens vs source-reading baseline. `pip install orihime`
- [alexfleetcommander/agent-trust-stack-mcp](https://github.com/alexfleetcommander/agent-trust-stack-mcp) [](https://glama.ai/mcp/servers/alexfleetcommander/agent-trust-stack-mcp) ๐ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Cryptographic provenance, bilateral blind reputation scoring, and tamper-evident logging for AI agent interactions. 7 interlocking trust protocols (CoC, ARP, ASA, AJP, ALP, AMP, CWEP) available in Python (pip) and TypeScript (npm). 663 tests. Bitcoin-anchored provenance chains, anti-Goodhart reputation scoring, machine-readable contracts, dispute resolution, lifecycle management, trust-weighted matchmaking, and context-window cost allocation. Also on [Smithery](https://smithery.ai/server/@alexfleetcommander/agent-trust-stack-mcp) and [PyPI](https://pypi.org/project/agent-trust-stack-mcp/).
+- [teodorofodocrispin-cmyk/trustboost-pii-sanitizer](https://github.com/teodorofodocrispin-cmyk/trustboost-api) [](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/trustboost-api) ๐ โ๏ธ - PII sanitization layer for autonomous AI agent pipelines. Detects and redacts emails, phone numbers, national IDs, private keys, and financial data before text reaches LLMs. Supports EN, ES (LATAM), PT (BR/PT), DE, JA. Solana-native payments via Helius oracle.
- [123Ergo/unphurl-mcp](https://github.com/123Ergo/unphurl-mcp) [](https://glama.ai/mcp/servers/123Ergo/unphurl-mcp) ๐ โ๏ธ - URL intelligence for AI agents. 13 tools for security signals and data quality: redirect behaviour, brand impersonation detection, domain age, SSL validation, parked detection, URL structural analysis, DNS enrichment.
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) ๐ โ ๐ - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
- [82ch/MCP-Dandan](https://github.com/82ch/MCP-Dandan) ๐ ๐ ๐ ๐ ๐ช ๐ง - Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines.
@@ -2273,7 +2580,9 @@ Tools for conducting research, surveys, interviews, and data collection.
- [adeptus-innovatio/solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp) ๐ฆ ๐ ย - Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed-source Solana smart contracts and decompile them.
- [KOVY/agentforge-trust-mcp](https://github.com/KOVY/agentforge-trust-mcp) [](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp) ๐ โ๏ธ - Query the AgentForge Trust Score (0-100 across five dimensions: security, code health, behavioral audit, community trust, EU compliance) for any MCP server before connecting. Exposes `check_trust`, `evaluate_policy`, `list_trusted`, and `recommend` tools. 3,600+ servers audited, free public API.
- [agentgraph-co/agentgraph](https://github.com/agentgraph-co/agentgraph) [](https://glama.ai/mcp/servers/agentgraph-co/agentgraph) ๐ โ๏ธ ๐ ๐ช ๐ง - Trust verification and security scanning for AI agents. Checks security posture of third-party MCP servers and tools with signed attestations (Ed25519/JWS) before interaction.
+- [AgentValet/AgentValet](https://github.com/AgentValet/AgentValet) [](https://glama.ai/mcp/servers/AgentValet/AgentValet) ๐ โ๏ธ ๐ - Identity and credential governance broker for MCP servers. Issues scoped, short-lived credentials per agent to stop credential inheritance. Audit log, human approval gates, AIMS-aligned.
- [arian-gogani/nobulex](https://github.com/arian-gogani/nobulex) [](https://glama.ai/mcp/servers/arian-gogani/nobulex) ๐ ๐ ๐ ๐ช ๐ง - Proof-of-behavior enforcement for AI agents. Define behavioral covenant rules (permit/forbid/require), enforce at runtime before execution, get SHA-256 hash-chained tamper-evident audit logs, and verify compliance independently. Cross-agent verification handshake โ no proof, no transaction. MIT licensed, 4,244 tests.
+- [9hannahnine-jpg/arc-gate-mcp](https://github.com/9hannahnine-jpg/arc-gate-mcp) [](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp) ๐ - Runtime governance for MCP tool calls. Blocks prompt injection and capability abuse before tool results reach your agent.
- [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [](https://glama.ai/mcp/servers/agentward-ai/agent-ward) ๐ ๐ ๐ ๐ช ๐ง - Permission control plane for AI agents. MCP proxy that enforces least-privilege YAML policies on every tool call, classifies sensitive data (PII/PHI), detects dangerous skill chains, and generates compliance audit trails. Supports stdio and HTTP proxy modes.
- [agntor/mcp](https://github.com/agntor/mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP audit server for agent discovery and certification. Provides trust and payment rail for AI agents including identity verification, escrow, settlement, and reputation management.
- [gaoharimran29-glitch/Cybersecurity-MCP-Server](https://github.com/gaoharimran29-glitch/Cybersecurity-MCP-Server) [](https://glama.ai/mcp/servers/gaoharimran29-glitch/Cybersecurity-MCP-Server) ๐ ๐ ๐ช ๐ ๐ง - Cybersecurity reconnaissance server for Claude. WHOIS lookup, DNS enumeration with subdomain brute-forcing, Nmap port scanning with service detection, SSL/TLS certificate inspection, technology stack fingerprinting, CVE lookup, and IP reputation checking. Runs fully locally via FastMCP.
@@ -2284,12 +2593,15 @@ Tools for conducting research, surveys, interviews, and data collection.
- [alberthild/shieldapi-mcp](https://github.com/alberthild/shieldapi-mcp) [](https://glama.ai/mcp/servers/@alberthild/shield-api-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Security intelligence for AI agents: password breach checks (900M+ HIBP hashes), email/domain/IP/URL reputation, prompt injection detection (200+ patterns), and skill supply chain scanning. Pay-per-request via x402 USDC micropayments or free demo mode, no API key needed.
- [rudraneel93/mcp-guardian](https://github.com/rudraneel93/mcp-guardian) [](https://glama.ai/mcp/servers/rudraneel93/mcp-guardian) ๐ ๐ ๐ ๐ช ๐ง - Security and governance proxy for MCP infrastructure. Enforces YAML-configurable policies (blocklists, rate limits, token budgets), tracks real token costs via tiktoken, monitors server health with live JSON-RPC probes. Features include OAuth 2.1/OIDC with RBAC, web dashboard with Prometheus metrics, payload normalization against encoding bypasses, semantic shell AST analysis, mTLS zero-trust networking, circuit breakers, and a formal STRIDE threat model. 168 tests across 16 suites. Install: npm install -g @mcp-guardian/server
- [jagmarques/asqav-mcp](https://github.com/jagmarques/asqav-mcp) [](https://glama.ai/mcp/servers/jagmarques/asqav-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI agent governance MCP server with policy enforcement, quantum-safe audit trails (ML-DSA), multi-party authorization, and compliance reporting. Check policies, sign actions, and verify signatures through MCP tools.
+- [jamjet-labs/jamjet-policy](https://github.com/jamjet-labs/jamjet-policy/tree/main/packages/mcp-shim) [](https://glama.ai/mcp/servers/jamjet-labs/jamjet-policy) ๐ ๐ ๐ ๐ช ๐ง - MCP stdio interceptor (`@jamjet/mcp-shim`) that applies one YAML policy file (block / require_approval / audit / budget cap) to `tools/call` requests before they reach the real MCP server. The same policy also runs in Claude Code PreToolUse hooks (`@jamjet/claude-code-hook`), OpenAI Agents SDK guardrails (`@jamjet/openai-guardrail`), and JamJet's Python/TS SDKs โ `jamjet audit show` tails every decision across every adapter from `~/.jamjet/audit/`.
- [imran-siddique/agentos-mcp-server](https://github.com/imran-siddique/agent-os/tree/master/extensions/mcp-server) [](https://glama.ai/mcp/servers/@imran-siddique/agentos-mcp-server) - Agent OS MCP server for AI agent governance with policy enforcement, code safety verification, multi-model hallucination detection, and immutable audit trails.
- [kastelldev/kastell](https://github.com/kastelldev/kastell) [](https://glama.ai/mcp/servers/kastelldev/kastell) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Server security auditing and hardening toolkit. 413 security checks across 29 categories (SSH, Firewall, Docker, TLS, HTTP Headers), CIS/PCI-DSS/HIPAA compliance mapping, 19-step production hardening, fleet management, and forensic evidence collection. Supports Hetzner, DigitalOcean, Vultr, and Linode. 13 MCP tools.
- [ark-forge/arkforge-mcp](https://github.com/ark-forge/arkforge-mcp) [](https://glama.ai/mcp/servers/ze6ad36390) ๐ โ๏ธ ๐ ๐ช ๐ง - Third-party certifying proxy โ sign any HTTP call (AI agents, webhooks, microservices) with an independent Ed25519 signature, RFC 3161 timestamp, and Sigstore Rekor anchor. Works with Claude, GPT-4, Mistral, LangChain, AutoGen, or any HTTP client.
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) ๐ ๐ช ๐ MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
- [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) ๐ ๐ ๐ ๐ช ๐ง - Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No AI, no cloud.
- [Bichev/agentradar-mcp](https://github.com/Bichev/agentradar-mcp) [](https://glama.ai/mcp/servers/Bichev/agentradar-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - On-chain trust oracle for the ERC-8004 + x402 agent economy. 18 tools for verifying AI agents: 6-signal composite trust scoring (0-100), 272-wallet scam database, ERC-8004 identity lookup, EAS attestations on Base mainnet. x402-payable. Free `get_score` / `check_scam`. Live at [vvpro.ai](https://vvpro.ai) ยท npm [`@agentradar/mcp`](https://www.npmjs.com/package/@agentradar/mcp).
+- [Buggy1111/anonymize-mcp](https://github.com/Buggy1111/anonymize-mcp) [](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp) ๐ ๐ ๐ ๐ช ๐ง - Anonymize PII and redact text for GDPR across Czech and 35+ languages. Real NLP via รFAL/LINDAT (MasKIT + NameTag NER, not just regex), 80+ PII patterns, plus morphology, translation, and spellcheck. Czech-first, non-commercial. Install: `pip install anonymize-mcp`.
+- [FoundryNet/mint-mcp](https://github.com/FoundryNet/mint-mcp) [](https://glama.ai/mcp/servers/FoundryNet/mint-mcp) ๐ โ๏ธ ๐๏ธ - MINT Protocol โ universal work attestation for autonomous agents. Cryptographically attest, verify, rate, and discover agent work to build portable, on-chain trust and reputation across the agent economy. 6 tools.
- [BurtTheCoder/mcp-dnstwist](https://github.com/BurtTheCoder/mcp-dnstwist) ๐ ๐ช โ๏ธ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
- [BurtTheCoder/mcp-maigret](https://github.com/BurtTheCoder/mcp-maigret) ๐ ๐ช โ๏ธ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.
- [BurtTheCoder/mcp-shodan](https://github.com/BurtTheCoder/mcp-shodan) ๐ ๐ช โ๏ธ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.
@@ -2305,6 +2617,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [cyntrisec/cyntrisec-cli](https://github.com/cyntrisec/cyntrisec-cli) ๐ ๐ - Local-first AWS security analyzer that discovers attack paths and generates remediations using graph theory.
- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
- [duriantaco/skylos](https://github.com/duriantaco/skylos) [](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) ๐ ๐ ๐ ๐ช ๐ง - Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with fewer false positives than Vulture. Includes AI-powered remediation.
+- [emiliaprotocol/emilia-protocol](https://github.com/emiliaprotocol/emilia-protocol) [](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol) ๐ ๐ - Human sign-off + trust receipts for AI agents: requires a named human's approval before an irreversible action (payment release, record change, deploy), then mints an offline-verifiable Ed25519 Trust Receipt. Also exposes trust profiles, receipt verification, disputes, and delegation. Apache-2.0; policy engine formally verified. Install: `npx -y @emilia-protocol/mcp-server`.
- [Erodenn/fetch-guard](https://github.com/Erodenn/fetch-guard) [](https://glama.ai/mcp/servers/@Erodenn/fetch-guard) ๐ ๐ ๐ ๐ช ๐ง - URL fetcher and HTML-to-markdown converter with three-layer prompt injection defense: pre-extraction sanitization of hidden/off-screen elements and non-printing Unicode, 15-pattern risk scanning (HIGH/MEDIUM/OK), and per-request session-salt content boundary wrapping.
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) ๐ ๐ ๐ ๐ช ๐ง โ A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
- [forest6511/secretctl](https://github.com/forest6511/secretctl) ๐๏ธ ๐ ๐ ๐ช ๐ง - AI-safe secrets manager with MCP integration. Run commands with credentials injected as environment variables - AI agents never see plaintext secrets. Features output sanitization, AES-256-GCM encryption, and Argon2id key derivation.
@@ -2326,6 +2639,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [hieutran/entraid-mcp-server](https://github.com/hieuttmmo/entraid-mcp-server) ๐ โ๏ธ - A MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph Python SDK.
- [I4cTime/quantum_ring](https://github.com/I4cTime/quantum_ring) [](https://glama.ai/mcp/servers/I4cTime/quantum_ring) ๐ ๐ ๐ ๐ช ๐ง - Quantum-inspired keyring for AI coding agents. Secure secrets with superposition, entanglement, tunneling, and teleportation.
- [icoretech/warden-mcp](https://github.com/icoretech/warden-mcp) [](https://glama.ai/mcp/servers/icoretech/warden-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for Bitwarden and Vaultwarden vault management. Search, create, edit, and organize logins, notes, cards, identities, SSH keys, folders, collections, attachments, and Sends via the official `bw` CLI.
+- [infai-tech/vulnfeed-mcp](https://github.com/infai-tech/vulnfeed-mcp) [](https://glama.ai/mcp/servers/infai-tech/vulnfeed-mcp) ๐ ๐ ๐ ๐ช ๐ง - Dependency vulnerability scanner with EPSS exploit probability scoring. Scans lockfiles (npm, pip, Go, Cargo, Ruby, Composer, Gradle, NuGet, Mix), prioritizes by real-world exploit likelihood, recommends fix versions. 9 MCP tools for scanning, monitoring, and alerting. Free tier + x402 micropayments. `pip install vulnfeed-mcp`
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) ๐ โ๏ธ - MCP server to access [Intruder](https://www.intruder.io/), helping you identify, understand, and fix security vulnerabilities in your infrastructure.
- [itsalissonsilva/ModelSafetyMCP](https://github.com/itsalissonsilva/ModelSafetyMCP) [](https://glama.ai/mcp/servers/itsalissonsilva/ModelSafetyMCP) ๐ ๐ - MCP server for scanning machine learning model artifacts for unsafe serialization, malicious model patterns, risky packaging, URL-based artifact scanning, and directory-level triage using ModelScan, PickleScan, and heuristic inspection.
- [inkog-io/inkog-mcp](https://github.com/inkog-io/inkog-mcp) [](https://glama.ai/mcp/servers/inkog-io/inkog) ๐ โ๏ธ - AI agent security scanner. Audits MCP servers for vulnerabilities, detects prompt injection, infinite loops, token bombing, and missing human oversight across 20+ frameworks. Maps findings to EU AI Act, OWASP LLM Top 10.
@@ -2352,12 +2666,14 @@ Tools for conducting research, surveys, interviews, and data collection.
- [panther-labs/mcp-panther](https://github.com/panther-labs/mcp-panther) ๐๏ธ ๐ โ๏ธ ๐ - MCP server that enables security professionals to interact with Panther's SIEM platform using natural language for writing detections, querying logs, and managing alerts.
- [piiiico/proof-of-commitment](https://github.com/piiiico/proof-of-commitment) [](https://glama.ai/mcp/servers/piiiico/proof-of-commitment) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Supply chain risk scoring for npm, PyPI, Cargo, and Go packages. 9 tools for behavioral trust signals โ publisher depth, release consistency, maintenance patterns. Both axios and node-ipc scored CRITICAL before they got attacked. Free CLI, CI gate, REST API. No API key required.
- [pullkitsan/mobsf-mcp-server](https://github.com/pullkitsan/mobsf-mcp-server) ๐ฆ ๐ ๐ ๐ช ๐ง - A MCP server for MobSF which can be used for static and dynamic analysis of Android and iOS application.
+- [ppcvote/misp-mcp-server](https://github.com/ppcvote/misp-mcp-server) [](https://glama.ai/mcp/servers/ppcvote/misp-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - MISP (Malware Information Sharing Platform) MCP server with built-in prompt injection defense via [prompt-defense-audit](https://github.com/ppcvote/prompt-defense-audit). 8 read-only threat-intel tools (events, attributes, search, tags, feeds, galaxies). Scans every MISP response for adversarial seeding before returning to LLM. Tracks [MISP/MISP#10745](https://github.com/MISP/MISP/issues/10745). MIT.
- [qianniuspace/mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit) ๐ โ๏ธ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
- [rafapra3008/cervellaswarm](https://github.com/rafapra3008/cervellaswarm/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/rafapra3008/cervellaswarm) ๐ ๐ ๐ ๐ช ๐ง - Verify AI agent communication protocols using session types. Formal specification with Lean 4 proofs, linter, formatter, and LSP. Catches deadlocks and role violations before deployment.
- [rad-security/mcp-server](https://github.com/rad-security/mcp-server) ๐ โ๏ธ - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more.
- [radareorg/r2mcp](https://github.com/radareorg/radare2-mcp) ๐๐ช๐ง๐ ๐ - MCP server for Radare2 disassembler. Provides AI with capability to disassemble and look into binaries for reverse engineering.
- [rev2ret/SecureAudit-MCP](https://github.com/rev2ret/SecureAudit-MCP) [](https://glama.ai/mcp/servers/rev2ret/SecureAudit-MCP) ๐ ๐ ๐ ๐ช ๐ง - Model Context Protocol (MCP) server for static C/C++ memory-safety scanning and compiled PE/ELF binary protections auditing (ASLR, DEP/NX, SafeSEH, PIE) with secure templates remediation.
- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) ๐ ๐ - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and productใget CVE per CVE-IDใget the last updated CVEs.
+- [Rul1an/assay](https://github.com/Rul1an/assay) [](https://glama.ai/mcp/servers/Rul1an/assay) ๐ฆ ๐ ๐ ๐ช ๐ง - Policy-as-code gate for MCP. A fail-closed proxy that denies risky tool calls before they run, produces offline-verifiable evidence bundles of what executed, and enforces IPv4/TCP egress in-kernel via eBPF/LSM and Landlock on Linux. Deterministic and offline-first.
- [safedep/vet](https://github.com/safedep/vet/blob/main/docs/mcp.md) ๐๏ธ ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - vet-mcp checks open source packagesโlike those suggested by AI coding toolsโfor vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a standalone binary for fast, automated vetting.
- [samvas-codes/dawshund_mcp](https://github.com/samvas-codes/dawshund_mcp) โ๏ธ ๐ - An MCP server based on dAWShund to enumerate AWS IAM data, analyze effective permissions, and visualize access relationships across users, roles, and resources. Built for cloud security engineers who want fast, easy and effective insights into AWS identity risk.
- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) ๐ โ๏ธ ๐ ๐ง ๐ช - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
@@ -2373,12 +2689,14 @@ Tools for conducting research, surveys, interviews, and data collection.
- [sidclawhq/platform](https://github.com/sidclawhq/platform) [](https://glama.ai/mcp/servers/sidclawhq/platform) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Governance proxy for MCP servers. Wraps any upstream server with policy evaluation, human approval workflows, and hash-chain audit trails. 18+ framework integrations. Apache 2.0 SDK.
- [Chronolapse411/sicarius-guard](https://github.com/Chronolapse411/sicarius-guard) [](https://glama.ai/mcp/servers/Chronolapse411/sicarius-guard) ๐ โ๏ธ - Solana token safety oracle for AI agents and trading bots. Byte-level SPL mint analysis, honeypot detection, freeze/mint authority checks, Birdeye market enrichment, and composite risk scoring. Deployed on Google Cloud Run.
- [sint-ai/sint-protocol](https://github.com/sint-ai/sint-protocol) [](https://glama.ai/mcp/servers/sint-ai/sint-protocol) ๐ ๐ ๐ ๐ช ๐ง - Security-first MCP governance proxy (`sint-mcp`) with capability tokens, T0-T3 approval tiers, fail-closed execution, and tamper-evident audit receipts. Includes a separate `sint-scan` CLI for preflight MCP tool-risk audits.
+- [Skyrxin/sast-mcp-server](https://github.com/Skyrxin/sast-mcp-server) [](https://glama.ai/mcp/servers/Skyrxin/sast-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - SAST/DAST server exposing 11 security scanners (Bandit, Semgrep, Trivy, CodeQL, Checkov, Gitleaks, OSV-Scanner, Grype, OWASP ZAP, and more) with closed-loop remediation (scanโpatchโre-scanโverify), SARIF/SBOM/VEX export, compliance reporting, and CI integrations (GitHub Advanced Security, DefectDojo, Slack, Jira).
- [snyk/studio-mcp](https://github.com/snyk/studio-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs.
- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) ๐๏ธ โ๏ธ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
- [velvetway/minreestr-mcp](https://github.com/velvetway/minreestr-mcp) [](https://glama.ai/mcp/servers/velvetway/minreestr-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Search ะบะฐัะฐะปะพะณะฟะพ.ัั (Russian software registry, 26k+ products) for import-substitution and ะคะกะขะญะ/ะคะกะ-certified software discovery. Three tools: full-text search, manufacturer listing, featured products. Ideal for Russian security/compliance teams (152-ะคะ, 187-ะคะ) using Claude.
- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) ๐ ๐ - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language
- [wei9072/aegis](https://github.com/wei9072/aegis) [](https://glama.ai/mcp/servers/wei9072/aegis) ๐ฆ ๐ ๐ ๐ช ๐ง - AI-agent admission-control MCP server: validates file edits against Ring 0 syntax + Ring 0.5 structural-cost regression + workspace boundary (path / glob / shell-redirect / symlink). Negative-space framing โ emits BLOCK / WARN / PASS verdicts, never coaches the agent.
- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
+- [zekebuilds-lab/captcha-mcp](https://github.com/zekebuilds-lab/captcha-mcp) [](https://glama.ai/mcp/servers/zekebuilds-lab/captcha-mcp) ๐ ๐ ๐ ๐ช ๐ง - L402 Lightning paywall + Hashcash proof-of-work gate for MCP tool calls. Free tier solves a PoW challenge; paid tier pays a Lightning invoice via self-hosted LNBits. No accounts, no API keys, no third-party SaaS. Drop-in middleware for any MCP server. `npx @powforge/captcha-mcp`.
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) ๐ ๐ - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.
- [takleb3rry/zitadel-mcp](https://github.com/takleb3rry/zitadel-mcp) ๐ โ๏ธ ๐ - MCP server for Zitadel identity management โ manage users, projects, OIDC apps, roles, and service accounts through natural language.
- [taniwhaai/arai](https://github.com/taniwhaai/arai) [](https://glama.ai/mcp/servers/taniwhaai/arai) ๐ฆ ๐ ๐ ๐ช ๐ง - Policy enforcement for AI coding agents derived from existing instruction files (CLAUDE.md, .cursorrules, .windsurfrules, .github/copilot-instructions.md) โ no separate YAML to maintain. Rules with prohibitive predicates (`never`, `forbids`, `must_not`) emit `permissionDecision: deny` to block tool calls in Claude Code; advisory rules inject context. PostToolUse is correlated with PreToolUse to produce per-rule obeyed/ignored compliance verdicts in a local JSONL audit log. MCP tools โ `arai_add_guard` (register rules mid-session), `arai_list_guards`, `arai_recent_decisions` โ work in any MCP client (Claude Desktop, Cursor, Windsurf, Cline). No network on the hook hot path; opt-out anonymous telemetry.
@@ -2390,6 +2708,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [tponscr-debug/oracle-h-mcp](https://github.com/tponscr-debug/oracle-h-mcp) [](https://glama.ai/mcp/servers/tponscr-debug/mcp-oracle-h) ๐ โ๏ธ ๐ ๐ช ๐ง - Mandatory human approval gate for autonomous AI agents. Intercepts critical, irreversible, or financially significant actions and routes them to a human via Telegram for real-time approve/reject. Raises workflow success probability from 81.5% to 99.6%.
- [arthurpanhku/DocSentinel](https://github.com/arthurpanhku/DocSentinel) [](https://glama.ai/mcp/servers/arthurpanhku/DocSentinel) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations.
- [urldna/mcp](https://github.com/urldna/mcp) [](https://glama.ai/mcp/servers/urldna/mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for automated URL scanning and forensic phishing triage. Captures full DOM snapshots, network requests, and visual screenshots to identify malicious redirects and infrastructure. Supports historical threat hunting using Custom Query Language (CQL) to map actor patterns across millions of recorded scans.
+- [uchit/mcp-regulated-ai-compliance](https://github.com/uchit/mcp-regulated-ai-compliance) [](https://glama.ai/mcp/servers/uchit/mcp-regulated-ai-compliance) ๐ ๐ ๐ ๐ช ๐ง - Regulated-industry AI compliance knowledge as MCP. 6 tools (lookup_control ยท classify_use_case ยท crosswalk ยท walk_playbook ยท get_anti_pattern ยท list_regulations), 53 resources, 5 prompts. Covers EU AI Act, APRA CPS 230/234, NIST AI RMF, ISO 42001, AU AI Safety Standard (DISR Aug 2024), OWASP LLM Top 10, SLSA, SSDF, OAIC APPs, GDPR, DORA + 17 more frameworks. 56 controls ร 28 regulations ร 261 tools, 15 named anti-patterns, 20-entry crosswalk matrix. Apache 2.0 + CC BY 4.0 dataset. Install: `npx -y @hellouchit/mcp-regulated-ai-compliance`
- [iamredmh/volta-mcp-server](https://github.com/iamredmh/volta-mcp-server) [](https://glama.ai/mcp/servers/iamredmh/volta-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Burn-after-read encrypted notes for AI agents. Create and read self-destructing notes via Volta Notes with AES-256-GCM E2E encryption โ the decryption key never leaves the URL fragment. Secure credential handoff between users and agents without secrets appearing in chat history.
- [zkproofport/proofport-ai](https://github.com/zkproofport/proofport-ai) [](https://glama.ai/mcp/servers/zkproofport/proofport-ai) ๐ โ๏ธ - Zero-knowledge proof generation MCP server for AI agents. Lets agents prove identity claims (Coinbase KYC, Country, Google OIDC, Google Workspace, Microsoft 365) without revealing personal information. Server-side proving in AWS Nitro Enclave TEE, paid via x402 USDC on Base. Built on Noir circuits (Aztec) and ERC-8004 agent identity. Reference application [OpenStoa](https://github.com/zkproofport/openstoa) won 1st place at The Synthesis Hackathon ("Agents That Keep Secrets" track).
- [cuttalo/depscope](https://github.com/cuttalo/depscope) [](https://glama.ai/mcp/servers/cuttalo/depscope) ๐ โ๏ธ ๐ - Package Intelligence for AI agents. 22 tools across 17 ecosystems (npm/pypi/cargo/go/maven/nuget/rubygems/composer/pub/hex/swift/cocoapods/cpan/hackage/cran/conda/homebrew) โ check health, vulnerabilities (OSV + CISA KEV + EPSS), typosquats, malicious flags, alternatives, known bugs, breaking changes, stack compatibility and error-to-fix. 31k+ packages, 2.2k+ CVEs enriched. Zero auth, MIT. Remote URL https://mcp.depscope.dev/mcp or stdio `npx depscope-mcp`.
@@ -2397,11 +2716,14 @@ Tools for conducting research, surveys, interviews, and data collection.
- [vaulted-fyi/vaulted-mcp-server](https://github.com/vaulted-fyi/vaulted-mcp-server) [](https://glama.ai/mcp/servers/vaulted-fyi/vaulted-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Share encrypted, self-destructing secrets from your AI agent. Zero-knowledge E2E encryption. Agent-blind input sources (env:, file:, dotenv:) keep secrets out of LLM context.
-- [mopanc/depguard](https://github.com/mopanc/depguard) [](https://glama.ai/mcp/servers/mopanc/depguard) ๐ ๐ ๐ ๐ช ๐ง - Pre-install guardian for npm packages with static code analysis, supply-chain attack detection, vulnerability audit (npm + GitHub Advisory Database), AI hallucination guard, and CycloneDX 1.6 SBOM generation with VEX. 12 MCP tools. Zero runtime dependencies โ the SBOM serializer is implemented natively against the public CycloneDX schema.
+- [mopanc/depguard](https://github.com/mopanc/depguard) [](https://glama.ai/mcp/servers/mopanc/depguard) ๐ ๐ ๐ ๐ช ๐ง - Pre-install guardian for npm packages with static code analysis, supply-chain attack detection, vulnerability audit (npm + GitHub Advisory Database), AI hallucination guard, and CycloneDX 1.6 SBOM generation with VEX. 28 MCP tools. Zero runtime dependencies โ the SBOM serializer is implemented natively against the public CycloneDX schema.
- [shyshlakov/pci-dss-mcp](https://github.com/shyshlakov/pci-dss-mcp) [](https://glama.ai/mcp/servers/shyshlakov/pci-dss-mcp) ๐๏ธ ๐ ๐ ๐ช ๐ง - PCI DSS v4.0.1 static-analysis MCP server for Go payment codebases. 12 scanners detect PAN/CVV exposure, weak crypto, missing audit logs, vulnerable deps, TLS misconfig, auth weaknesses, plus CycloneDX 1.6 SBOM generation - each finding mapped to the exact PCI requirement. AI-assisted triage via triage_findings. Keyless-signed multi-arch Docker image on ghcr.io.
- [layervai/qurl-mcp](https://github.com/layervai/qurl-mcp) [](https://glama.ai/mcp/servers/layervai/qurl-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Mint, resolve, audit, and rotate expiring scope-limited access links (qURLs) for AI agents โ secure URL gateway for the qURL API. 9 tools (create / resolve / list / get / delete / extend / update / mint-link / batch-create), 3 resources, 3 guided prompts. stdio transport, OIDC-attested npm provenance.
+- [zw008/VMware-Harden](https://github.com/zw008/VMware-Harden) [](https://glama.ai/mcp/servers/zw008/vmware-harden) ๐ โ๏ธ - VMware vSphere compliance and hardening โ read-only baseline scanning plus drift detection across CIS, vSphere SCG, China DJCP 2.0, and PCI-DSS frameworks. 6 read-only tools with LLM-powered remediation suggestions (apply-side gated through vmware-pilot approval workflow).
- [WRG-11/wrg-sigma-rules](https://github.com/WRG-11/wrg-sigma-rules) [](https://glama.ai/mcp/servers/WRG-11/wrg-sigma-rules) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Sigma detection rule writing, validation, and conversion (Splunk/Elastic/Kibana/Wazuh) via 3 MCP tools (`draft_rule`, `validate_rule`, `convert_rule`) backed by a 61-rule production corpus across 11 MITRE ATT&CK tactic categories. Standalone server + Claude Code plugin distribution.
+- [BeBraveBeKind/mcpskills-server](https://github.com/BeBraveBeKind/mcpskills-server) [](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server) ๐ ๐ ๐ ๐ช ๐ง - Pre-install trust layer for MCP servers, AI skills, and npm packages. Scores any repo or package across 15 signals (incl. OSV/KEV/EPSS vulnerability intelligence) with safety scanning for prompt injection, credential theft, and supply-chain risk; the `auto_gate` tool returns a go/no-go install decision. Listed in the official MCP Registry as `io.mcpskills/server`. npm: `@mcpskillsio/server`. https://mcpskills.io
+- [gautam-u/sieve-mcp](https://github.com/gautam-u/sieve-mcp) [](https://glama.ai/mcp/servers/gautam-u/sieve-mcp) ๐ ๐ - Local AI chat history secret scanner for macOS. Finds API keys and secrets leaked into Claude Code, Cursor, Copilot Chat, Cline, Codex, Gemini CLI, and other AI tool transcripts. 9 MCP tools: findings list with redacted previews, boolean secret detection (`sieve_check_text`), placeholder-only redaction (`sieve_redact_text` returns `sieve://project/key`, never raw values), vault-backed command execution, and scan health. Local-only stdio transport, macOS Keychain vault, no plaintext secrets in any tool response. [Mac App Store](https://apps.apple.com/app/sieve-ai-secret-scanner/id6747506504).
### ๐ Social Media
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.
@@ -2413,9 +2735,12 @@ Integration with social media platforms to allow posting, analytics, and interac
- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) ๐ ๐ - Turn URLs into viral posts via "remake" command.
- [checkra1neth/xbird](https://github.com/checkra1neth/xbird-skill) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Twitter/X MCP server with 34 tools โ post tweets, search, read timelines, manage engagement, upload media. No API keys needed, uses browser cookies. Pay per call from $0.001 via x402 micropayments.
- [conorbronsdon/substack-mcp](https://github.com/conorbronsdon/substack-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp) ๐ โ๏ธ - MCP server for Substack โ read posts, manage drafts, publish Notes, get comments, and upload images. Safe by design: cannot publish or delete posts.
+- [devag7/linkedin-mcp](https://github.com/devag7/linkedin-mcp) [](https://glama.ai/mcp/servers/devag7/linkedin-mcp) ๐ ๐ - LinkedIn for AI assistants over an authenticated browser session โ profiles, people/job/company search, feed, messaging, and gated writes (connect, message, post, react, comment) returned as structured JSON, with built-in rate limiting. `npx -y linkedin-mcp-tools`.
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) ๐ ๐ - An MCP server for interacting with Bluesky via the atproto client.
+- [helbertparanhos/postforme-mcp-pro](https://github.com/helbertparanhos/postforme-mcp-pro) [](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Post for Me MCP server with 27 typed tools to publish, schedule, edit, delete and analyze social posts across 9 platforms (Instagram, Facebook, TikTok, YouTube, X, LinkedIn, Pinterest, Bluesky, Threads), plus a postforme_raw escape hatch and a readonly safety mode.
- [hiroata/meltbook-mcp-server](https://github.com/hiroata/meltbook) ๐ โ๏ธ - MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring.
- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) ๐ โ๏ธ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
+- [drashrafsaiyed-cyber/instagram-mcp](https://github.com/drashrafsaiyed-cyber/instagram-mcp) [](https://glama.ai/mcp/servers/drashrafsaiyed-cyber/instagram-mcp) ๐ โ๏ธ - Control Instagram from Claude: publish photos, reels, and carousels, read account insights, manage comments, and reply to DMs. 14 tools via the Instagram Login API. One-click free Render deploy for Claude Web and mobile.
- [jj-cheng25/weixin-articles-mcp](https://github.com/jj-cheng25/weixin-articles-mcp) [](https://glama.ai/mcp/servers/jj-cheng25/weixin-articles-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Read WeChat (ๅพฎไฟก) Official Account articles with native multimodal output โ body, images, and video keyframes as MCP content blocks. Handles all three embed types: Tencent Video (yt-dlp keyframes), WeChat-native (mp4 keyframes), Channels/่ง้ขๅท (metadata + cover via public API).
- [jorgenclaw/nostr-mcp-server](https://github.com/jorgenclaw/nostr-mcp-server) [](https://glama.ai/mcp/servers/jorgenclaw/nostr-mcp-server) ๐ โ๏ธ - Lightning-paid Nostr signing MCP server. AI agents pay sats per call to sign and publish Nostr events โ no API keys, just Lightning. Live at https://mcp.jorgenclaw.ai/sse. Tools: nostr_sign_event (2 sats), nostr_publish_event (3 sats).
- [karanb192/reddit-mcp-buddy](https://github.com/karanb192/reddit-mcp-buddy) ๐ ๐ - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.
@@ -2426,19 +2751,30 @@ Integration with social media platforms to allow posting, analytics, and interac
- [mikusnuz/meta-mcp](https://github.com/mikusnuz/meta-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-mcp) ๐ โ๏ธ - Full-coverage MCP server for Instagram Graph API v25.0, Threads API & Meta platform โ 57 tools for publishing, comments, insights, hashtags, DMs, and token management.
- [mobileshop9991-star/clipwise-mcp](https://github.com/mobileshop9991-star/clipwise-mcp) [](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp) ๐ โ๏ธ - AI platform for short-form video creators (TikTok, Instagram Reels, YouTube Shorts, Facebook Reels). Three tools โ viral TikTok trend search across 20+ countries, service info, and use-case scenarios for video analysis, competitor research, and content strategy. Install: `npx -y clipwise-mcp-server`. Free plan at tryclipwise.com.
- [peturgeorgievv-factory/postfast-mcp](https://github.com/peturgeorgievv-factory/postfast-mcp) [](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp) ๐ โ๏ธ - Schedule and manage social media posts across 10 platforms (Instagram, Facebook, TikTok, X, LinkedIn, YouTube, Threads, Pinterest, Bluesky, Telegram) from any MCP-compatible AI assistant.
+- [posteverywhere/mcp](https://github.com/posteverywhere/mcp) [](https://glama.ai/mcp/servers/posteverywhere/mcp) ๐ โ๏ธ ๐ - Hosted MCP server to schedule and publish across 11 social platforms (Instagram, LinkedIn, TikTok, X, YouTube, Facebook, Threads, Pinterest, Bluesky, Discord, Telegram). 32 tools covering posts, campaigns, bulk operations, media, analytics, webhooks, and AI captions. Connect with one URL, or run locally via `npx -y @posteverywhere/mcp`.
- [scrape-badger/scrapebadger-mcp](https://github.com/scrape-badger/scrapebadger-mcp) ๐ โ๏ธ - Access Twitter/X data including user profiles, tweets, followers, trends, lists, and communities via the ScrapeBadger API.
- [signal-found/sf-mcp](https://github.com/signal-found/sf-mcp) [](https://glama.ai/mcp/servers/signal-found/sf-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Connect AI agents to Signal Found's proprietary Reddit outreach network. Find prospects posting about problems your product solves, send personalized DMs at scale via your own Reddit account or a managed bot network of hundreds of accounts, and manage a full outreach CRM โ all without leaving your AI client.
- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) ๐ ๐ โ๏ธ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments.
- [socialintel/socialintel-mcp](https://github.com/socialintel/socialintel-mcp) [](https://glama.ai/mcp/servers/socialintel/social-intel-mcp) ๐ โ๏ธ - Instagram influencer search API for AI agents โ search by niche, country, demographics, or follower count, returns usernames, bios, follower counts, business categories, and public business emails. Single-profile lookup at $0.01; full search $0.50โ$1.30 (1โ100 leads). USDC on Base, Solana, Polygon, Arbitrum via x402 micropayments. No signup, no API keys.
+- [taisly/agent](https://github.com/taisly/agent) [](https://glama.ai/mcp/servers/taisly/agent) ๐ โ๏ธ - Taisly Agent Kit MCP server for AI agent social media video publishing. Discover connected accounts, validate videos, publish or schedule posts to TikTok, Instagram Reels, YouTube Shorts, X, and Facebook through Taisly. Install: `npx -y @taisly/agent mcp`. Requires a Taisly API key and connected accounts.
- [bulatko/vk-mcp-server](https://github.com/bulatko/vk-mcp-server) [](https://glama.ai/mcp/servers/bulatko/vk-mcp-server) ๐ โ๏ธ - MCP server for VK (VKontakte) social network API. Access users, walls, groups, friends, newsfeed, photos, and community stats.
+- [solnk-dev/solnk-mcp](https://github.com/solnk-dev/solnk-mcp) [](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp) ๐๏ธ ๐ โ๏ธ - Official Solnk MCP server โ publish and schedule content across 9 platforms (X, Instagram, TikTok, YouTube, Facebook, LinkedIn, Pinterest, Threads, Bluesky) from any MCP client. 11 tools for publishing, drafts, scheduling, media upload, and post analytics. Hosted at mcp.solnk.com with bearer API key auth.
- [timkulbaev/mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin) [](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin) ๐ โ๏ธ - LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by default, SKILL.md included, CLI-first design for AI automation workflows.
- [Vovala14/vynly-mcp](https://github.com/Vovala14/vynly-mcp) [](https://glama.ai/mcp/servers/Vovala14/vynly-mcp) ๐ โ๏ธ - Post AI-generated images to [Vynly](https://vynly.co), an AI-only social feed built for agents. Four tools โ `vynly_post_image`, `vynly_post_spark`, `vynly_read_feed`, `vynly_search`. Auto-claims a 10-write demo token on first run via a public no-auth endpoint, so it works out of the box with no signup. Provenance-aware (C2PA / SynthID / XMP).
- [Xquik-dev/x-twitter-scraper](https://github.com/Xquik-dev/x-twitter-scraper) [](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper) ๐ โ๏ธ - Remote X (Twitter) MCP server with 121 endpoints via 2 tools. Post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways, and monitor accounts. StreamableHTTP at xquik.com/mcp with API key auth.
+### ๐ฎ Spirituality & Esoterica
+
+Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory or esoteric tools โ for AI agents that compute charts, draw cards, run dasha cycles, or generate horoscopes.
+
+- [astroway/astroway-mcp](https://github.com/astroway/astroway-mcp) [](https://glama.ai/mcp/servers/astroway/astroway-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation API โ natal charts, synastry, transits, Vedic dashas (Vimshottari, Yogini, Ashtottari, Kalachakra), 16 Vargas, Tarot (Rider-Waite-Smith / Marseille / Lenormand), Numerology (5 systems), Human Design, AI horoscopes. Sub-arcsecond Swiss Ephemeris precision, 10 000 free credits/month. Install: `npx @astroway/mcp`.
+- [openfate-ai/bazi-mcp](https://github.com/openfate-ai/bazi-mcp) [](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) ๐ ๐ ๐ ๐ช ๐ง - Deterministic Bazi / Four Pillars MCP server with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions, reverse Bazi lookup, and OpenFate calculation metadata. Install: `npx -y @openfate/bazi-mcp`.
+
### ๐ Sports
Tools for accessing sports-related data, results, and statistics.
+- [arturogarrido/claudinho](https://github.com/arturogarrido/claudinho) [](https://glama.ai/mcp/servers/arturogarrido/claudinho) ๐ ๐ ๐ ๐ช ๐ง - Live scores, fixtures, standings, and read-only prediction-market signals for the 2026 World Cup. No API keys.
- [Backspace-me/sportscore-mcp](https://github.com/Backspace-me/sportscore-mcp) [](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Live scores, standings, top scorers, player stats, and knockout brackets for football, basketball, cricket, and tennis. Free public API, no key required.
- [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) ๐๏ธ โ๏ธ โ Access structured sports data via the Cloudbet API. Query upcoming events, live odds, stake limits, and market info across soccer, basketball, tennis, esports, and more.
- [dohyung1/x402-fpl-api](https://github.com/dohyung1/x402-fpl-api) [](https://glama.ai/mcp/servers/dohyung1/x402-fpl-api) ๐ ๐ - Personalized Fantasy Premier League intelligence โ scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live points, and a full manager hub that auto-detects your bank balance, free transfers, and chips.
@@ -2455,6 +2791,7 @@ Tools for accessing sports-related data, results, and statistics.
- [proplineapi/propline-mcp](https://github.com/proplineapi/propline-mcp) [](https://glama.ai/mcp/servers/proplineapi/propline-mcp) ๐ โ๏ธ - Live sports betting odds, cross-book +EV, and graded prop resolution (every Over/Under settled against real box scores) across 13 sportsbooks for MLB, NBA, NHL, NFL, soccer, and UFC. the-odds-api compatible; free tier, no card.
- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) ๐ โ๏ธ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) ๐ โ๏ธ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
+- [rajdeepmondaldotcom/whoop-mcp-server](https://github.com/rajdeepmondaldotcom/whoop-mcp-server) [](https://glama.ai/mcp/servers/rajdeepmondaldotcom/whoop-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - WHOOP recovery, sleep, strain, and workouts with server-side analysis: trends, lag-aware correlations, training load, and full-history export. Demo mode needs no WHOOP account; one-command setup for Claude, Cursor, and VS Code.
- [RobSpectre/mvf1](https://github.com/RobSpectre/mvf1) ๐ โ๏ธ - MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others.
- [XWeaponX7/rundida-mcp](https://github.com/XWeaponX7/rundida-mcp) [](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp) ๐ โ๏ธ - 86 running calculators, 29 marathon events, pace/time/distance calculations, race time predictions (Riegel formula), and heart rate training zones (Karvonen method) for AI agents. No API key required.
- [seang1121/sports-betting-mcp](https://github.com/seang1121/sports-betting-mcp) [](https://glama.ai/mcp/servers/seang1121/sports-betting-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI sports betting picks, odds, injuries & line movement for NBA, NHL, NCAAB and MLB giving you visual bet slip cards with edges.
@@ -2470,18 +2807,22 @@ Tools for managing customer support, IT service management, and helpdesk operati
- [raalarcon9705/jira-mcp](https://github.com/raalarcon9705/jira-mcp) [](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp) ๐ โ๏ธ - Full-featured open source Jira & Confluence MCP server with 24 tools: issue CRUD, sprint lifecycle, comments, transitions, user management, and wiki pages.
- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) ๐ โ๏ธ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
- [tom28881/mcp-jira-server](https://github.com/tom28881/mcp-jira-server) ๐ โ๏ธ ๐ - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations.
+- [tracegazer/invgate-service-desk-mcp](https://github.com/tracegazer/invgate-service-desk-mcp) [](https://glama.ai/mcp/servers/tracegazer/invgate-service-desk-mcp) ๐ โ๏ธ - MCP server for InvGate Service Desk: 96 tools across 11 domains (incidents, users, knowledge base, assets, custom fields, workflows, time tracking), read-only by default with opt-in writes.
### ๐ Translation Services
Translation tools and services to enable AI assistants to translate content between different languages.
+- [KyaniteLabs/DialectOS](https://github.com/KyaniteLabs/DialectOS) [](https://glama.ai/mcp/servers/KyaniteLabs/DialectOS) ๐ ๐ - Spanish dialect localization server and CLI. Translates and QA-checks across 25 regional variants with register control, structure preservation, and adversarial quality gates.
- [mmntm/weblate-mcp](https://github.com/mmntm/weblate-mcp) ๐ โ๏ธ - Comprehensive Model Context Protocol server for Weblate translation management, enabling AI assistants to perform translation tasks, project management, and content discovery with smart format transformations.
- [shuji-bonji/xcomet-mcp-server](https://github.com/shuji-bonji/xcomet-mcp-server) ๐ ๐ - Translation quality evaluation using xCOMET models. Provides quality scoring (0-1), error detection with severity levels (minor/major/critical), and optimized batch processing with 25x speedup.
- [translated/lara-mcp](https://github.com/translated/lara-mcp) ๐๏ธ ๐ โ๏ธ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
+- [waxberry-dev/live-translate-mcp](https://github.com/waxberry-dev/live-translate-mcp) [](https://glama.ai/mcp/servers/waxberry-dev/live-translate-mcp) ๐ ๐ ๐ ๐ง - Real-time English โ Mandarin Chinese speech translation. Transcribes audio locally with Whisper, translates via Claude API, and synthesises speech locally with Piper TTS. Pass a WAV file path and Claude handles the rest.
### ๐๏ธ Speech-to-Text
- [eviscerations/whisper-windows-mcp](https://github.com/eviscerations/whisper-windows-mcp) [](https://glama.ai/mcp/servers/eviscerations/whisper-windows-mcp) ๐ ๐ ๐ช - Windows-native local audio and video transcription using whisper.cpp with Vulkan GPU acceleration. No cloud APIs, no Python. Batch processing, multilingual support, model management, and background job handling built in.
+- [spokenmd/spoken](https://github.com/spokenmd/spoken) [](https://glama.ai/mcp/servers/spokenmd/spoken) ๐ โ๏ธ - Fetch published podcast transcripts as clean Markdown with real speaker names (not "Speaker 1") via the [Spoken](https://spoken.md) API. Search episodes, get transcripts, check credit balance.
### ๐ง Text-to-Speech
@@ -2491,6 +2832,7 @@ Tools for converting text-to-speech and vice-versa
- [fasuizu-br/brainiall-mcp-server](https://github.com/fasuizu-br/brainiall-mcp-server) [](https://glama.ai/mcp/servers/fasuizu-br/brainiall-mcp-server) ๐ โ๏ธ - AI-powered speech tools: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection, and text-to-speech with multiple voices.
- [mbailey/voice-mcp](https://github.com/mbailey/voice-mcp) ๐ ๐ - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration
- [mberg/kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp) ๐ ๐ - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.
+- [supertone-inc/supertone-mcp](https://github.com/supertone-inc/supertone-mcp) [](https://glama.ai/mcp/servers/supertone-inc/supertone-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - High-quality Supertone TTS API: generate speech, search & preview the voice catalog, predict duration/cost, and clone voices. Korean, English, Japanese, and 20+ more languages. Install via `uvx supertone-mcp`.
- [transcribe-app/mcp-transcribe](https://github.com/transcribe-app/mcp-transcribe) ๐ ๐ - This service provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.
- [ybouhjira/claude-code-tts](https://github.com/ybouhjira/claude-code-tts) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - MCP server plugin for Claude Code that converts text to speech using OpenAI's TTS API. Features 6 voices, worker pool architecture, mutex-protected playback, and cross-platform support.
@@ -2502,6 +2844,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [Autonomad1/autonomad-travel](https://github.com/Autonomad1/autonomad-travel) [](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel) ๐ โ๏ธ - AI travel agent over MCP โ live flights, hotels, activities, and events worldwide, then completes the booking on autonomad.ai (free signup at checkout, first month of Premium included).
- [campertunity/mcp-server](https://github.com/campertunity/mcp-server) ๐๏ธ ๐ ๐ - Search campgrounds around the world on campertunity, check availability, and provide booking links
- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) ๐ ๐ - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
+- [forgemeshlabs/travel-mcp](https://github.com/forgemeshlabs/travel-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp) ๐ โ๏ธ - Public travel search workflow MCP server for airport lookup, route comparison, timing guidance, and external booking links through generic travel search providers.
- [haomingkoo/japan-seasons-mcp](https://github.com/haomingkoo/japan-seasons-mcp) [](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp) ๐ โ๏ธ - Live Japan seasonal travel โ cherry blossom forecasts, autumn leaves, flower spots, fruit picking & festivals. 1,700+ GPS-tagged spots from Japan Meteorological Corporation. Updated daily.
- [lodordev/mcp-teslamate-fleet](https://github.com/lodordev/mcp-teslamate-fleet) [](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet) ๐ ๐ - Combined TeslaMate analytics + Fleet API commands โ 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate, charging, locks, sentry).
- [helpful-AIs/triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp) ๐ โ๏ธ - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.
@@ -2512,6 +2855,8 @@ Access to travel and transportation information. Enables querying schedules, rou
- [MattJeff/orizn-mcp-server](https://github.com/MattJeff/orizn-mcp-server) [](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server) ๐ โ๏ธ - Visa requirements for 39,585 passport-destination pairs in 15 languages. Check visa types, required documents, and travel tips.
- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) ๐ โ๏ธ - Provides tools to search Airbnb and get listing details.
- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) ๐ ๐ - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
+- [PeanutSplash/chelaile-mcp](https://github.com/PeanutSplash/chelaile-mcp) [](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp) ๐ ๐ ๐ ๐ช ๐ง - A Chelaile-powered MCP server that lets LLMs query realtime bus and metro data in China โ arrival times, vehicle positions, timetables, nearby stops, and transit routing. No login required.
+- [Perufitlife/aviation-mcp](https://github.com/Perufitlife/aviation-mcp) [](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp) ๐ โ๏ธ - Live aviation data for AI agents: decoded METAR weather by ICAO, airport & aircraft specs, an aviation glossary, and FAA-style practice questions. Hosted (Streamable HTTP + SSE), no signup.
- [Pradumnasaraf/aviationstack-mcp](https://github.com/Pradumnasaraf/aviationstack-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.
- [prosperkartik/hostaway-mcp](https://github.com/prosperkartik/hostaway-mcp) [](https://glama.ai/mcp/servers/prosperkartik/hostaway-mcp) ๐ โ๏ธ - MCP server for the Hostaway property management system (vacation rentals & short-term rentals). 10 read-only tools across listings, reservations, calendar availability, guest conversations, and owner financials.
- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) ๐ โ๏ธ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
@@ -2519,10 +2864,12 @@ Access to travel and transportation information. Enables querying schedules, rou
- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) ๐ โ๏ธ - Provides tools from the TripGo API for multi-modal trip planning, transport locations, and public transport departures, including real-time information.
- [SoapyRED/freightutils-mcp](https://github.com/SoapyRED/freightutils-mcp) [](https://glama.ai/mcp/servers/SoapyRED/freightutils-mcp) ๐ โ๏ธ - 17 freight calculation and reference tools โ ADR dangerous goods, HS codes, LDM/CBM/chargeable weight calculators, duty estimation, airline codes, UN/LOCODE, and more. Free REST APIs + MCP server.
- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) ๐ โ๏ธ - A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information
+- [street1983nk/infranode](https://github.com/street1983nk/infranode) [](https://glama.ai/mcp/servers/street1983nk/infranode) ๐ โ๏ธ - Keyless remote MCP server for German public infrastructure open data: weather, air quality, traffic, public transit, parking and roadworks across 84+ German cities (DWD, Umweltbundesamt, Mobilithek, GovData). 38 read-only tools.
- [tickadoo/tickadoo-mcp](https://github.com/tickadoo/tickadoo-mcp) [](https://glama.ai/mcp/servers/tickadoo/tickadoo-mcp) ๐ โ๏ธ - Discover and book theatre, shows, events, tours and experiences across 700+ cities worldwide. Real-time pricing, availability, and booking links via tickadoo.com.
- [shaikhspeare/wanderlog-mcp](https://github.com/shaikhspeare/wanderlog-mcp) [](https://glama.ai/mcp/servers/shaikhspeare/wanderlog-mcp) ๐ โ๏ธ - MCP server for Wanderlog that lets AI clients read and edit trip itineraries through natural language, including trips, places, notes, hotels, checklists, and date updates.
- [vbhjckfd/timetable-api-node](https://github.com/vbhjckfd/timetable-api-node) [](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node) ๐ โ๏ธ - Real-time Lviv (Ukraine) public transport: stop arrivals, live vehicle positions, route geometry, and nearby stop discovery. No API key required.
- [vessel-api/vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp) [](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server) ๐ โ๏ธ - Maritime vessel tracking via VesselAPI. Search vessels, get real-time positions, ETAs, port events, emissions, inspections, and NAVTEX safety messages.
+- [victorlane/Flyan](https://github.com/victorlane/Flyan) [](https://glama.ai/mcp/servers/victorlane/Flyan) ๐ โ๏ธ - Unofficial Python SDK and MCP server for Ryanair flight search. Find one-way fares, explore destinations grouped by country or region, and discover the cheapest day to fly between any two airports. No API keys.
- [Emanuele94/SimBrief-MCPServer](https://github.com/Emanuele94/SimBrief-MCPServer) [](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer) ๐ ๐ ๐ ๐ช ๐ง - Access your SimBrief flight plans. 14 tools covering flight summary, weather (METAR/TAF/ATIS), fuel plan, weights, times, ATC flight plan, navlog, NOTAMs, alternate airport, crew and performance sensitivity analysis.
### ๐ Version Control
@@ -2535,6 +2882,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) ๐๏ธ ๐๏ธ โ๏ธ ๐ ๐ ๐ช ๐ง - Interactive with Gitea instances with MCP.
- [github/github-mcp-server](https://github.com/github/github-mcp-server) ๐ โ๏ธ - Official GitHub server for integration with repository management, PRs, issues, and more.
- [gitopia/gitopia-mcp-server](https://github.com/gitopia/gitopia-mcp-server) [](https://glama.ai/mcp/servers/gitopia/gitopia-mcp-server) ๐๏ธ ๐ ๐ ๐ช ๐ง - Decentralized Git with on-chain governance, bounties, and DAOs. Tools for repos, issues, PRs, labels, releases, bounties, and DAO proposals. Auto-wallet on first use, trust tiers, and approval mode for human-in-the-loop. Go binary or Docker.
+- [HasanJahidul/git-insight-mcp](https://github.com/HasanJahidul/git-insight-mcp) [](https://glama.ai/mcp/servers/HasanJahidul/git-insight-mcp) ๐ ๐ ๐ ๐ช ๐ง - Semantic git queries beyond `git log`: who-touched (blame grouped by author with primary owner), introducing-PR, co-change suggestions, branch hygiene (ahead/behind/stale), recent-work standup, and full commit context. Local git plus optional GitHub API for PR and issue linkage.
- [jmrplens/gitlab-mcp-server](https://github.com/jmrplens/gitlab-mcp-server) [](https://glama.ai/mcp/servers/jmrplens/gitlab-mcp-server) ๐๏ธ โ๏ธ ๐ ๐ ๐ช ๐ง - Complete GitLab REST API v4 coverage with 1006 MCP tools across 162 domains, 42 meta-tools, 24 resources, and 38 prompts. Cross-platform Go binary with stdio and HTTP transports, OAuth support, auto-update, read-only and safe modes.
- [JaviMaligno/mcp-server-bitbucket](https://github.com/JaviMaligno/mcp-server-bitbucket) ๐ โ๏ธ - Bitbucket MCP server with 58 tools for repository management, PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions, and source browsing.
- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) ๐ โ๏ธ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.
@@ -2553,6 +2901,8 @@ Interact with Git repositories and version control platforms. Enables repository
- [temporal-cortex/mcp](https://github.com/temporal-cortex/mcp) [](https://glama.ai/mcp/servers/@billylui/cortex-mcp) ๐ฆ โ๏ธ ๐ - AI-native calendar middleware for scheduling, availability, and conflict-free booking across Google Calendar, Outlook, and CalDAV. 15 tools across 5 layers: temporal context, calendar operations, multi-calendar availability, open scheduling, and Two-Phase Commit booking. Deterministic datetime resolution and RRULE expansion powered by Truth Engine.
- [Agentled/mcp-server](https://github.com/Agentled/mcp-server) [](https://glama.ai/mcp/servers/Agentled/mcp-server) ๐ โ๏ธ - AI-native workflow orchestration with long-term memory, 100+ integrations, and unified credits. 32 MCP tools for building and running intelligent business workflows โ lead enrichment, content publishing, company research, media production, and more. Knowledge Graph that learns across executions.
+- [ap311036/ews-meeting-mcp](https://github.com/ap311036/ews-meeting-mcp) [](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp) ๐ ๐ ๐ ๐ช ๐ง - Safely schedule Outlook meetings on on-prem Exchange EWS. Resolves attendees, discovers rooms, suggests slots, and requires preview-confirmed create/update/cancel writes with local credential handling and audit-friendly lifecycle records.
+-
- [arifur9993/attendance-engine-mcp](https://github.com/arifur9993/attendance-engine-mcp) [](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp) ๐ ๐ - Workforce attendance, overtime, overnight shifts, rotating rosters, and California wage-and-hour compliance (Labor Code ยงยง 226.7, 512; Donohue v. AMN). 8 tools backed by [`@attendance-engine/core`](https://www.npmjs.com/package/@attendance-engine/core) โ a pure-function, zero-deps, 100%-covered engine. Deterministic answers; same query, same answer, every time.
- [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for [JobGPT](https://6figr.com/jobgpt) โ search jobs, auto-apply, generate tailored resumes, track applications, and find recruiters from any MCP client. 34 tools for job search, applications, resumes, and outreach.
- [backloghq/backlog](https://github.com/backloghq/backlog) [](https://glama.ai/mcp/servers/backloghq/backlog) ๐ ๐ ๐ ๐ช ๐ง - Persistent, cross-session task management for Claude Code. 24 MCP tools, 7 skills, and agent coordination with event-sourced storage and per-project isolation.
@@ -2576,6 +2926,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [foxintheloop/UpTier](https://github.com/foxintheloop/UpTier) ๐ ๐ ๐ช - Desktop task manager with clean To Do-style UI and 25+ MCP tools for prioritization, goal tracking, and multi-profile workflows.
- [getalai/alai-mcp-server](https://github.com/getalai/alai-mcp-server) [](https://glama.ai/mcp/servers/getalai/Alai) ๐ โ๏ธ ๐๏ธ - Generate, edit, and export high quality presentations with AI to PDF, PPTX, or a shareable link.
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
+- [helbertparanhos/n8n-pro-mcp](https://github.com/helbertparanhos/n8n-pro-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/n8n-pro-mcp) ๐ ๐ ๐ ๐ช ๐ง - Full-instance management for self-hosted n8n including queue mode: workflows, executions, tags, credentials, variables, projects, users, security audit and health monitoring (51 tools).
- [HuntsDesk/ve-gws](https://github.com/HuntsDesk/ve-gws) [](https://glama.ai/mcp/servers/HuntsDesk/ve-gws) ๐ โ๏ธ ๐ ๐ช ๐ง - VE Google Workspace MCP. Fork of [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) with 28 authoring-focused tools on top (deeper Slides automation, native markdown-to-Docs rendering with smart chips, Sheets data validation + named ranges + range protection, recursive Drive folder copy, revision history). 822 tests pass. Companion to [HuntsDesk/ve-kit](https://github.com/HuntsDesk/ve-kit).
- [human-pages-ai/humanpages](https://github.com/human-pages-ai/humanpages) [](https://glama.ai/mcp/servers/human-pages-ai/humanpages) ๐ โ๏ธ ๐ ๐ช ๐ง - Access real-world people who listed themselves to be hired by agents. Search by skill, location, and equipment, send job offers, post listings, and message workers. Free tier, Pro subscription, and x402 pay-per-use.
- [sunsiyuan/human-survey](https://github.com/sunsiyuan/human-survey) [](https://glama.ai/mcp/servers/sunsiyuan/human-survey) ๐ โ๏ธ ๐ ๐ช ๐ง - Feedback collection for AI agents. Create surveys from JSON schema, collect structured responses from groups of people, and retrieve aggregated results. 4 MCP tools for long-horizon agent workflows: post-event feedback, product launches, team health checks.
@@ -2588,16 +2939,25 @@ Interact with Git repositories and version control platforms. Enables repository
- [MarceauSolutions/hvac-quotes-mcp](https://github.com/MarceauSolutions/hvac-quotes-mcp) ๐ ๐ โ๏ธ - HVAC equipment RFQ management for contractors - submit quotes to distributors, track responses, and compare pricing
- [Martinqi826/dida-mcp](https://github.com/Martinqi826/dida-mcp) [](https://glama.ai/mcp/servers/Martinqi826/dida-mcp) ๐ โ๏ธ - [Dida365](https://dida365.com/) (TickTick China) MCP server for AI-powered task management. 13 tools for projects, tasks, tags, and habits with OAuth 2.0 authentication. Compatible with OpenClaw, Claude Desktop, and any MCP client.
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) ๐ โ๏ธ - Integration with gmail and Google Calendar.
+- [mnoomnoo/resume-mcp-server](https://github.com/mnoomnoo/resume-mcp-server) [](https://glama.ai/mcp/servers/mnoomnoo/resume-mcp-server) ๐ ๐ ๐ช ๐ง - MCP server for searching and retrieving structured information from local resume and job application documents (.docx, .pdf, .md, .txt) with auto hot-reload. 21 tools for full-text search and filtering by skill, company, and education, plus structured extraction of work experience, achievements, badge skills, and side projects. `pip install resume-mcp-server`
- [moro3k/mcp-altegio](https://github.com/moro3k/mcp-altegio) ๐ โ๏ธ - MCP server for Altegio API โ appointments, clients, services, staff schedules for salon/spa/clinic management. 18 tools with Docker support.
- [io.github.opsconduit/jobber-mcp](https://github.com/opsconduit/jobber-mcp) [](https://glama.ai/mcp/servers/opsconduit/jobber-mcp) ๐ โ๏ธ ๐ - Customer-hosted, read-only MCP server for Jobber operations queries: owner action lists, overdue invoices, stale requests, estimates, jobs, and safe read-only GraphQL validation.
+- [poolside-ventures/meetbot-mcp](https://github.com/poolside-ventures/meetbot-mcp) [](https://glama.ai/mcp/servers/poolside-ventures/meetbot-mcp) ๐๏ธ ๐ โ๏ธ - Meet.bot: scheduling for AI agents. Check real calendar availability and book meetings on connected Google/Microsoft calendars. Pay per meeting booked, not per seat.
- [prompeteer/prompeteer-mcp](https://github.com/prompeteer/prompeteer-mcp) [](https://glama.ai/mcp/servers/@prompeteer/prompeteer-mcp) ๐ โ๏ธ - Generate A+ prompts for ChatGPT, Claude, Midjourney, and 130+ AI platforms. Score quality across 16 dimensions and manage your prompt library with PromptDrive.
- [proompteng/bilig](https://github.com/proompteng/bilig) [](https://glama.ai/mcp/servers/proompteng/bilig) ๐ ๐ - Headless WorkPaper MCP server for spreadsheet formulas, workbook edits, JSON persistence, and verified readback from TypeScript services.
+- [re-port-flow/reportflow-mcp](https://github.com/re-port-flow/reportflow-mcp) [](https://glama.ai/mcp/servers/re-port-flow/reportflow-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Generate PDF reports (invoices, contracts, statements) from [ReportFlow](https://re-port-flow.com) templates. 9 tools, 4 resources, 3 prompt recipes. OAuth2 + PKCE for first-run auth; supports single PDF and batch (ZIP) generation. `npx -y reportflow-mcp`
+- [remoet-labs/remoet-mcp](https://github.com/remoet-labs/remoet-mcp) [](https://glama.ai/mcp/servers/remoet-labs/remoet-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Job search for AI agents. Search tech companies by their real tech stack, star the ones that fit, and pull jobs from your shortlist. Profile, applications, and digests over MCP. Free tier.
+- [Jobicy/remote-jobs-mcp-server](https://github.com/Jobicy/remote-jobs-mcp-server) [](https://glama.ai/mcp/servers/nycreatis/remote-jobs-mcp-server) ๐ โ๏ธ ๐ - Official Jobicy MCP server to search, filter, and retrieve live remote job listings in real-time. Supports hosted SSE endpoint.
+- [slidecraft-in/presentations-ai-mcp-server](https://github.com/slidecraft-in/presentations-ai-mcp-server) [](https://glama.ai/mcp/servers/slidecraft-in/presentations-ai-mcp-server) ๐ โ๏ธ ๐๏ธ - Generate, transform, and edit AI-powered presentations from a topic, raw text, or document (PDF, DOCX, PPTX). Export to PPTX, PDF, image, or a shareable link. 5 tools covering deck creation, single-slide generation, content conversion, file conversion, and async job polling.
- [SparkSheets/sparksheets-mcp](https://github.com/saikiyusuke/sparksheets-mcp) ๐ โ๏ธ - AI-native collaborative spreadsheet MCP server for session management, knowledge base, task tracking, and sheet operations. Integrates with Claude Code, Cursor, and Cline.
+- [squidcode/timebook-cli](https://github.com/squidcode/timebook-cli) [](https://glama.ai/mcp/servers/squidcode/timebook-cli) ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Official MCP server for [Timebook](https://usetimebook.com) โ time tracking, invoicing, and bookkeeping for freelancers and solo LLCs. Manage clients and projects, start/stop timers, and log, update, and delete time entries. Runs locally via the `@squidcode/timebook` npm CLI or as a hosted OAuth endpoint at `https://usetimebook.com/mcp`. Published in the MCP registry as `io.github.squidcode/timebook`.
- [Startvest-LLC/idealift-mcp-server](https://github.com/Startvest-LLC/idealift-mcp-server) [](https://glama.ai/mcp/servers/Startvest-LLC/idealift-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Decision intelligence MCP server with signal aggregation, RICE scoring, and decision audit trails. Captures product feedback from Slack, Teams, Discord, and GitHub.
+- [starecz/karea-mcp](https://github.com/starecz/karea-mcp) [](https://glama.ai/mcp/servers/starecz/karea-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for [Karea](https://karea.app) task manager. 44 tools to create, edit, close, recap, and link your dev tasks while Claude Code or Cursor codes. Per-task open questions, attached resources, Jira links, productivity recap. `npx -y karea-mcp`
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) ๐ โ๏ธ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.
- [teamwork/mcp](https://github.com/teamwork/mcp) ๐๏ธ ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Project and resource management platform that keeps your client projects on track, makes managing resources a breeze, and keeps your profits on point.
- [timergy-app/timergy](https://github.com/timergy-app/timergy) [](https://glama.ai/mcp/servers/timergy-app/timergy) ๐ โ๏ธ - Create scheduling polls (like Doodle/When2Meet) from AI agents. No auth required. Tools: `create_poll`, `get_poll`, `vote_on_poll`, `get_results`, `finalize_poll`.
+- [tracegazer/clockify-mcp](https://github.com/tracegazer/clockify-mcp) [](https://glama.ai/mcp/servers/tracegazer/clockify-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Clockify time-tracking MCP server: 112 tools across 18 domains (time entries, projects, reports, invoices, scheduling, time-off, approvals). Read-only by default, opt-in writes, OpenTelemetry.
- [christulino/todoist-v1-mcp-server](https://github.com/christulino/todoist-v1-mcp-server) [](https://glama.ai/mcp/servers/christulino/todoist-v1-mcp-server) ๐ ๐ - MCP server for Todoist built on the unified API v1. Stdio transport, 20 tools covering tasks, projects, sections, and labels. No daily reconnection issues.
- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.
- [tuanle96/mcp-odoo](https://github.com/tuanle96/mcp-odoo) [](https://glama.ai/mcp/servers/tuanle96/mcp-odoo) ๐ ๐ ๐ ๐ช ๐ง - Production-grade MCP server for Odoo ERP (16-19) with zero Odoo-side install. 24 tools across read, write (approval-token gated), diagnose, migrate, and audit. JSON-2 transport for Odoo 19+, real Docker Compose smoke tests against Odoo 16/17/18/19, diagnostics (`diagnose_odoo_call`, `upgrade_risk_report`, `fit_gap_report`, `scan_addons_source`), and 5 reusable agent prompts.
@@ -2613,10 +2973,15 @@ Interact with Git repositories and version control platforms. Enables repository
- [XJTLUmedia/AI-HR-Management-Toolkit](https://github.com/XJTLUmedia/AI-HR-Management-Toolkit) [](https://glama.ai/mcp/servers/XJTLUmedia/AI-HR-Management-Toolkit) ๐ ๐ ๐ ๐ช ๐ง - AI-powered resume parser and full Applicant Tracking System with 21 MCP tools. Parse PDFs, DOCX, TXT, Markdown, and URLs into structured JSON; extract skills, experience, and keywords; score and rank candidates; run a full ATS pipeline covering jobs, candidates, interviews, offers, notes, and analytics. 20 of 21 tools are 100% algorithmic โ no API keys required. `npx -y mcp-ai-hr-management-toolkit`
- [yoryocoruxo-ai/rendoc-mcp-server](https://github.com/yoryocoruxo-ai/rendoc-mcp-server) [](https://glama.ai/mcp/servers/@yoryocoruxo-ai/rendoc-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Generate professional PDF documents (invoices, contracts, reports, certificates) from reusable templates or inline HTML/Handlebars markup via the [rendoc](https://rendoc.dev) API. 7 tools for document generation, template management, and usage tracking.
- [yuvalsuede/claudia](https://github.com/yuvalsuede/claudia) ๐ ๐ ๐ ๐ช ๐ง - AI-native task management system for Claude agents. Hierarchical tasks, dependencies, sprints, acceptance criteria, multi-agent coordination, and MCP server integration.
+- [krtw00/konbu](https://github.com/krtw00/konbu) [](https://glama.ai/mcp/servers/krtw00/konbu) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Self-hostable all-in-one planner (calendar, notes, todos, bookmarks) with built-in MCP server for AI assistant integration. Single Go binary, MIT.
- [bit2beat/bitrix24-mcp](https://github.com/bit2beat/bitrix24-mcp) [](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server that connects Claude to Bitrix24 โ CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog. Built by [Bit2Beat](https://bit2beat.com).
+- [tempguru-co/tempguru-mcp](https://github.com/tempguru-co/tempguru-mcp) ๐ โ๏ธ - W-2 event staffing for AI agents across 300+ US and Canadian markets. Brand ambassadors, registration, hospitality, setup/breakdown, ushers. Read-only data lookups for coverage, rates, lead-time guidance, and state compliance, plus an opt-in request_quote submission. No auth required. MCP server at `https://mcp.tempguru.co/mcp` and skills at [`tempguru-co/tempguru-agent-skills`](https://github.com/tempguru-co/tempguru-agent-skills). [](https://glama.ai/mcp/servers/Tempguru-co/tempguru-mcp)
+- [juergenkoller-software/inkra-mcp](https://github.com/juergenkoller-software/inkra-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp) ๐ ๐ - MCP bridge for [Inkra](https://store.juergenkoller.software/en/apps/inkra) โ native macOS Markdown editor (SwiftUI + AppKit, not Electron) with live KaTeX/Mermaid preview. 18 MCP tools for document editing, outline navigation, folder browsing, bookmarks, and view modes.
### ๐ ๏ธ Other Tools and Integrations
+- [douglasgan/asktian](https://github.com/douglasgan/asktian-mcp) [](https://glama.ai/mcp/servers/douglasgan/asktian-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Chinese metaphysics (bazi ๅ
ซๅญ, qimen ๅฅ้, 5-element, daily ๅนฒๆฏ) as decision-support tools. Ask "when should I do X" and get specific time windows instead of vague advice. 5 tools: daily reading, compat, best-time-for-action, today's energy, name analysis. `npm install -g @asktian/mcp-server`
+
- [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - A web-based PlantUML frontend with MCP server integration, enable plantuml image generation and plantuml syntax validation.
- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) ๐ ๐ ๐ ๐ช ๐ง - A QR code generation MCP server that converts any text (including Chinese characters) to QR codes with customizable colors and base64 encoding output.
- [webaesbyamin/agent-receipts](https://github.com/webaesbyamin/agent-receipts) [](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts) ๐ ๐ - Cryptographic accountability for AI agents. Ed25519-signed receipts for every MCP tool call โ constraints, chains, AI judgment, invoicing, local dashboard.
@@ -2729,6 +3094,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [orellazi/coda-mcp](https://github.com/orellazri/coda-mcp) ๐ โ๏ธ - MCP server for [Coda](https://coda.io/)
- [osinmv/funciton-lookup-mcp](https://github.com/osinmv/function-lookup-mcp) ๐ ๐ ๐ ๐ง - MCP server for function signature lookups.
- [osulivan/skill4agent-mcp-server](https://github.com/osulivan/skill4agent-mcp-server) [](https://glama.ai/mcp/servers/osulivan/skill4agent-mcp-server) ๐ โ๏ธ - MCP Server for skill4agent - Search, view, and install AI skills in AI conversations.
+- [Pantrist-dev/pantrist-mcp](https://github.com/Pantrist-dev/pantrist-mcp) [](https://glama.ai/mcp/servers/Pantrist-dev/pantrist-mcp) ๐๏ธ ๐ โ๏ธ - Manage your pantry, shopping lists, recipes, and weekly meal plan with Pantrist. Add and check off items, track stock, plan meals from your saved recipes. Full OAuth 2.1 + PKCE with dynamic client registration; hosted at `mcp.pantrist.app` or self-host the Streamable-HTTP / stdio transports.
- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) ๐ โ๏ธ - Query OpenAI models directly from Claude using MCP protocol
- [PSPDFKit/nutrient-dws-mcp-server](https://github.com/PSPDFKit/nutrient-dws-mcp-server) [](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-dws-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OCR, watermark, and extract data from PDFs and Office documents via natural language. Works with Claude Desktop, LangGraph, and OpenAI Agents.
- [PSPDFKit/nutrient-document-engine-mcp-server](https://github.com/PSPDFKit/nutrient-document-engine-mcp-server) [](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-document-engine-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted MCP server for Nutrient Document Engine. On-premises document processing with natural language control โ designed for HIPAA, SOC 2, and GDPR compliance.
@@ -2753,6 +3119,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) ๐ ๐ - Allows the AI to read from your local Apple Notes database (macOS only)
- [rogertheunissenmerge-oss/mcp-server](https://github.com/rogertheunissenmerge-oss/mcp-server) [](https://glama.ai/mcp/servers/rogertheunissenmerge-oss/mcp-server) ๐ โ๏ธ - Wine pairing intelligence for AI assistants. 7 MCP tools for sommelier-grade wine recommendations powered by a proprietary Wine DNA algorithm. Pair wines with meals, ingredients, or recipe URLs. Supports API key and x402 (USDC on Base) payments.
- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) ๐ ๐ - Interacting with Notion API
+- [kirvigen/notion-private-api-mcp](https://github.com/kirvigen/notion-private-api-mcp) [](https://glama.ai/mcp/servers/kirvigen/notion-private-api-mcp) ๐ ๐ ๐ ๐ช ๐ง - Unofficial Notion server via the private API (token_v2): full read/write across your entire workspace with no integration token and no per-page sharing.
- [Swih/mistral-mcp](https://github.com/Swih/mistral-mcp) [](https://glama.ai/mcp/servers/Swih/mistral-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server exposing 22 Mistral AI capabilities (chat, OCR, audio, vision, agents, embeddings, moderation, classification, files, batch) with dual transport (stdio + Streamable HTTP), structured outputs on every tool, and 6 curated French/English prompts with argument completion. Vendor API key required.
- [tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) ๐ โ๏ธ ๐ ๐ช ๐ง - Integrates with Linear project management system
- [tan-yong-sheng/ai-vision-mcp](https://github.com/tan-yong-sheng/ai-vision-mcp) - ๐ ๐ ๐ ๐ช ๐ง - Multimodal AI vision MCP server for image, video, and object detection analysis. Enables UI/UX evaluation, visual regression testing, and interface understanding using Google Gemini and Vertex AI.
@@ -2779,8 +3146,11 @@ Interact with Git repositories and version control platforms. Enables repository
- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) ๐ โ๏ธ - Allows AI models to interact with [HackMD](https://hackmd.io)
- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP server providing date and time functions in various formats
- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) ๐ โ๏ธ - Simple Web UI to install and manage MCP servers for Claude Desktop App.
+- [us-all/mlflow-mcp-server](https://github.com/us-all/mlflow-mcp-server) [](https://glama.ai/mcp/servers/us-all/mlflow-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - MLflow โ 82 tools across experiments, runs, registered models, model versions, traces, assessments. MLflow 3 GenAI traces support and 5 workflow Prompts (analyze-failed-traces, promote-best-run, compare-top-runs).
- [SPL-BGU/PlanningCopilot](https://github.com/SPL-BGU/PlanningCopilot) [](https://glama.ai/mcp/servers/SPL-BGU/planning-copilot) ๐๐ - A tool-augmented LLM system for the full PDDL planning pipeline, improving reliability without domain-specific training.
- [yyyhy/nash-arena](https://github.com/yyyhy/nash-arena) [](https://glama.ai/mcp/servers/yyyhy/nash-arena) ๐ โ๏ธ - A Chess and Card Game Arena For LLM, Agents can battle in game by mcp
+- [aarifmms/keyblind](https://github.com/aarifmms/keyblind) [](https://glama.ai/mcp/servers/aarifmms/keyblind) ๐ ๐ ๐ ๐ช ๐ง - Encrypted secrets vault with MCP for AI agents. Secrets resolved at runtime, never leaked to LLM conversations.
+- [wundervault/wundervault-mcp](https://github.com/wundervault/wundervault-mcp) [](https://glama.ai/mcp/servers/wundervault/wundervault-mcp) ๐ โ๏ธ - Zero-knowledge secret vault for AI agents: use API keys, passwords, and SSH keys to run real commands (exec/rsync) with the secret injected into a single command โ never returned to the model or shown in chat. Client-side AES-256-GCM, per-agent scoping, append-only audit log.
## Frameworks
> [!NOTE]
@@ -2792,6 +3162,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [heymrun/heym](https://github.com/heymrun/heym) [](https://glama.ai/mcp/servers/heymrun/heym) ๐ ๐ ๐ - Source-available, self-hosted AI workflow automation platform. Build multi-agent, RAG, and tool-using pipelines on a visual canvas, then expose any workflow as an MCP server (stdio/SSE/Streamable HTTP), or call external MCP servers from the agent node.
- [zhangpanda/gomcp](https://github.com/zhangpanda/gomcp) [](https://glama.ai/mcp/servers/zhangpanda/gomcp) ๐๏ธ - A Gin-like framework for building MCP servers in Go. Struct-tag auto schema, middleware chain, auth, tool groups, adapters for Gin/OpenAPI/gRPC, async tasks, Inspector UI.
- [kioie/tiny-go-mcp-server](https://github.com/kioie/tiny-go-mcp-server) [](https://glama.ai/mcp/servers/kioie/tiny-go-mcp-server) ๐๏ธ ๐ ๐ ๐ช ๐ง - Minimal Go wrapper on the official [modelcontextprotocol/go-sdk](https://github.com/modelcontextprotocol/go-sdk) for stdio MCP servers: struct-tag JSON Schema inference, `tinymcp` library, reference binary `tiny-go-mcp`, ~5MB static builds. For teams that want go-sdk compliance with minimal boilerplate (`go get github.com/kioie/tiny-go-mcp-server/tinymcp@v1.0.0`).
+- [joinwell52-AI/FCoP](https://github.com/joinwell52-AI/FCoP) [](https://glama.ai/mcp/servers/joinwell52-AI/FCoP/score) ๐ ๐ - File-based Coordination Protocol: behavior governance layer for multi-agent teams. 45 MCP tools (write_task, write_report, write_issue, write_review, lifecycle claim/submit/approveโฆ). Agents coordinate via structured Markdown files (\_lifecycle/\) โ no message broker, no database, just the filesystem. Official MCP Registry: io.github.joinwell52-AI/fcop (v3.2.5). pip install fcop-mcp
- [FastMCP](https://github.com/jlowin/fastmcp) ๐ - A high-level framework for building MCP servers in Python
- [jamjet-labs/jamjet](https://github.com/jamjet-labs/jamjet) [](https://glama.ai/mcp/servers/jamjet-labs/jamjet) ๐ฆ ๐ - Durable, agent-native AI runtime with native MCP client + server and A2A support. Rust core for performance, Python authoring for ergonomics. Features graph-based workflows, durable execution, and multi-agent coordination.
- [FastMCP](https://github.com/punkpeye/fastmcp) ๐ - A high-level framework for building MCP servers in TypeScript
@@ -2799,6 +3170,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [vinkius-labs/mcp-fusion](https://github.com/vinkius-labs/mcp-fusion) ๐ [](https://glama.ai/mcp/servers/@vinkius-labs/mcp-fusion) - A TypeScript framework for building production-ready MCP servers with automatic tool discovery, multi-transport support (stdio/SSE/HTTP), built-in validation, and zero-config setup.
- [MervinPraison/praisonai-mcp](https://github.com/MervinPraison/praisonai-mcp) ๐ - AI Agents framework with 64+ built-in tools for search, memory, workflows, code execution, and file operations. Turn any AI assistant into a multi-agent system with MCP.
- [rocketride-org/rocketride-server](https://github.com/rocketride-org/rocketride-server) [](https://glama.ai/mcp/servers/rocketride-org/rocketride-server) ๐ ๐ - MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline tool with multi-LLM support.
+- [shaqmughal/seekstone](https://github.com/shaqmughal/seekstone) ๐ ๐ ๐ ๐ช ๐ง - Filesystem-direct Obsidian MCP server with low context-tax. Reads your vault directly from disk โ no Local REST API plugin required. ~575ร smaller payloads than the REST plugin. 8 tools. `npx -y obsidian-mcp-seekstone` (also: `npx -y seekstone`)
- [vivek081166/japan-utils-mcp](https://github.com/vivek081166/japan-utils-mcp) [](https://glama.ai/mcp/servers/vivek081166/japan-utils-mcp) ๐ ๐ ๐ ๐ช ๐ง - Japan-specific utilities for AI agents: era โ Western year conversion (ไปคๅ8ๅนด โ 2026), kanji-to-romaji transliteration, 7-digit postal code lookup, national holiday calendar, hiragana โ katakana conversion, full-width โ half-width normalization, and statistical Japanese name splitting. 9 tools, MIT licensed, installable via `uvx japan-utils-mcp`.
## Tips and Tricks