MCP servers and skills: search, filter by where they run, and compare.
Deterministic research MCP server on FastMCP 3 — 5-engine web search, 9-platform social search, 6 academic DBs, news aggregation, entity profiles, conflict detection, document analysis. No API keys. N
SkillMIT★ 132No key
MCP-NixOS - Model Context Protocol Server for NixOS resources
in the readmemaking things up. You're welcome. ### Option 4: HTTP (Remote MCP) FastMCP supports running this server over HTTP at a URL (the MCP endpoint defaults
PythonMIT★ 854No key
Knowledge management MCP server, webapp and winapp; knowledge graphs, im/export, rag, semantic search, skills builder
in the readmeFastMCP Version -blue?style=flat-square&logo=python&logoColor=white)](  > 📖 ** Installation Guide ** — quick
PythonMIT★ 19No key
Calibre library automation via FastMCP — metadata, shelves, RAG-friendly export. Companion to Calibre, not a replacement. For Cursor / Claude Desktop.
PythonMIT★ 47No key
MCP server giving AI assistants full access to Apple Mail - read, search, compose, organize & analyze emails via natural language
in the readmeread, search, compose, organize, and analyze emails via natural language. Built with FastMCP . ## Quick Install **Prerequisites:** macOS with Apple Mail configured, Python 3.10+ ### Claude Code Plugin
PythonMIT★ 227No key
SQLMap with Autonomous AI, phased workflows, RAG memory, and MCP Agent Tools
in the readmeAutonomous AI + MCPFast Commands ✅ Renamed branding from **Intelligence** → **Autonomous AI** ✅ Added **MCPFast (FastMCP)** command-line usage (No UI required) ✅ MCP supports **URL scan** and **targetlist (.txt
SkillApache-2.0★ 99No key
MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security, monitoring, and Kuber
PythonMIT★ 9No key
MCP server for Basecamp 3 with OAuth, FastMCP, and 75 tools for projects, todos, messages, card tables, docs, uploads, and search.
SkillMIT★ 101No key
Browser bookmarks automation via FastMCP — search, organize, RAG-friendly export. For Cursor / Claude Desktop.
PythonMIT★ 4Few starsNo key
Turn Reddit's chaos into structured insights with full citations. MCP server for competitive analysis, customer discovery, and market research. Zero-setup hosted solution with semantic search across 2
in the readmeReddit intelligence, part of the research engine that powers Dialog **  with production-ready semantic memory, hybrid RAG, and the WARNERCO Schematica teaching app. FastMCP + LangGraph + Vector/Graph st
SkillMIT★ 27No key
Master Agentic AI with Google ADK: 100+ runnable Python agents for the Agent Development Kit - tools, MCP, A2A, multi-agent workflows, sessions and memory, RAG, Live API voice, adk eval, tracing and C
in the readmeplaylist, rebuilt and tested on ADK 2.9.2 (google-genai 2.24, mcp 2.2, fastmcp 4.0, a2a-sdk 1.1, Python 3.12, `gemini-3.5-flash`), verified
SkillApache-2.0★ 27No key
Generate production-ready Python and AI stacks by combining frameworks, data engines, tooling, and cloud deployment.
in the skill textpublishable package | | `typer-cli` | Typer command-line app | | `fastapi-api` | FastAPI JSON service | | `fastmcp-server` | FastMCP tool server | | `pydantic-ai-openai` | Pydantic AI + Harness + OpenAI | | `google
SkillMIT★ 37No key
Full-featured, multi-account MCP email server for Windows, macOS, and Linux—read, search, organize, and send email via IMAP and SMTP.
PythonBSD-3-Clause★ 360No key
Generic markdown vault MCP with hybrid search
in the readmelog lives in the design document . ## Links - Documentation and its llms.txt - FastMCP and fastmcp-pvl-core , which this server is built on - fastmcp-server-template , which
PythonMIT★ 34No key
Semantic Memory for MCP. 100% Local & Private. Store, recall, and forget with vector search via ChromaDB
in the readmeserver for AI assistants. Built with ChromaDB for vector similarity search and FastMCP 2 . **Runs entirely locally** - no data ever leaves your machine. ## Overview memorious-mcp
PythonMIT★ 9No key
[Project discontinued] Production-shaped MCP server for Blender with goal-first routing, curated tools, deterministic verification, and vision-assisted 3D modeling workflows.
in the readmeProvider Notes ## Architecture The system is split on purpose: - **MCP server (`server/`)**: FastMCP surface, public tool definitions, transforms, discovery, and response contracts. - **Router (`server/router/`)**: goal interpretation
SkillApache-2.0★ 65No key
Hands-on examples for LLM application development, including agents, RAG, MCP, structured output, and Text-to-SQL.
in the readme接入 anthropics/skills 现成 Skill | | `function_call_and_agent_demo/mcp_server_demo.py` + `mcp_client_agent_demo.py` | MCP 协议：FastMCP 服务端 + Streamable HTTP 客户端 agent | | `function_call_and_agent_demo/excel-process/` | Streamlit + 代码沙箱的 Excel
SkillApache-2.0★ 44No key
MCPs for Riksarkivet open APIs. This covers both agents and mcps
PythonApache-2.0★ 27No key
Local SQLite memory for LangGraph agents, with provenance, TTL, export, and MCP.
in the readmeapplication programming interface (API), or another vector database. LangGraph owns storage semantics. FastMCP owns protocol behavior. SQLite owns persistence. ## Install Add the Python library
PythonMIT★ 17No key
96 MCP tools for Google Search Console, Bing, GA4 and CrUX: SEO audits, traffic diagnostics, local crawl evidence, guarded submissions, Claude/Codex playbooks and opt-in bounded native workflows.
in the readmesources together to decide which pages need attention. Version 1.6.0 exposes 96 FastMCP tools, including local log analysis, four crawl snapshot commands, inventory differences and
PythonMIT★ 18No key
MCP server for flight price search via the Aviasales / Travelpayouts Data API. 13 read-only tools for Claude Code, Claude Desktop, Cursor and any MCP client: fares by route and month, cheapest day to
PythonGPL-3.0★ 14No key
The first open-source MCP server for jPOS and ISO 8583. Give AI agents deterministic access to payment protocol expertise.
in the readmeJSON-RPC 2.0) stdio (local) / Streamable HTTP (Docker) │ ┌──────────────────────────▼──────────────────────────────────────┐ │ jpos-mcp-server (Python / FastMCP v3.1.1) │ │ │ │ main.py │ │ ├── iso_server [iso] lookup_field, decode_mti │ │ ├── jpos_server [jpos] generate
PythonMIT★ 4Few starsNo key
Semantic search knowledge base for MCP-enabled AI assistants. Index local files or GitHub repos, query with natural language. Built on LanceDB vector storage. Works with Claude Desktop, Cursor, and ot
PythonMIT★ 24No key
MCP server for real-time hot-search/trending boards from 8 major Chinese platforms (Weibo, Zhihu, Bilibili, Baidu, Toutiao, Douyin, Tieba, Juejin) in one call. Hosted Streamable HTTP endpoint included
in the readmeAPI key). - **Or self-host**: a single Python file, stdlib HTTP + FastMCP, zero paid dependencies. ## ⚡ Use the hosted endpoint (no setup) ``` ``` Transport: **Streamable HTTP** (MCP
Hosted by authorMITFew starsNo key
MCP server for Marktplaats.nl: search, monitor and send messages or biddings on Dutch/Belgian listings from any AI agent
PythonMIT★ 4Few starsNo key
MCP server for GOV.UK — search, content drill-down, organisations, and postcode lookup. 5 tools, no API key, hosted on Fly.io.
PythonMIT★ 4Few starsNo key
Self-hosted WhatsApp MCP integration — connect Claude (or any MCP client) to your WhatsApp to read, search, and send messages via AI. Built with Next.js + Baileys (bridge) and FastMCP (server).
MCPLink only★ 4Few stars
The complete Google SEO MCP for Claude Code & Cursor — Search Console + Analytics 4 + 5 cross-platform tools (GSC↔GA4 journey, opportunity matrix, traffic health check, revenue attribution, full landi
PythonMIT★ 12No key
Practical MCP server for large BigQuery datasets. Supports vector search. Keep LLM context small while staying fast and allowing only safe read-only actions.
PythonMIT★ 10No key
Nautobot Model Context Protocol (MCP) Server - Contains STDIO and HTTP Deployments with Embedding Search and RAG.
SkillMIT★ 17No key
Multi-source, fully local context search for you coding agents. Let Claude, Codex, Cursor and more search dedicated knowledge collections using a fully local CLI and MCP.
MCPLink only★ 9
MCP server for Korean National Library API with 25+ tools for book/library search, popular trends, and GPS-based nearby library discovery
Hosted by authorMITFew starsNo key
MCP-сервер поиска по документации 1С:Предприятие 8.3 (синтаксис, язык запросов, конструкции языка) / MCP server for 1C:Enterprise 8.3 docs search (syntax, query language, constructs)
MCPLink only★ 4Few stars
MCP server for enhancing knowledge base search and retrieval
MCPLink only★ 4Few stars
An official Qdrant Model Context Protocol (MCP) server implementation
in the readmeQDRANT_READ_ONLY` | Enable read-only mode (disables `qdrant-store` tool) | `false` | ### FastMCP Environment Variables Since `mcp-server-qdrant` is based on FastMCP, it also supports
OfficialPythonApache-2.0★ 1.5kNo key
MCP server and CLI tools for web search and crawling, built on SearXNG and Crawl4AI
in the readmemissing. Set to `false` where browsers are provisioned separately | | `FASTMCP_HTTP_ALLOWED_HOSTS` | (FastMCP secure defaults) | JSON list of trusted HTTP Host headers, for example `["mcp.example.com
PythonMIT★ 167No key
Semantic Scholar MCP server: 14 typed tools for paper search, citation graphs, author profiles, recommendations, PyPI/Docker.
in the readmeCursor, Cline, Continue, …)"] subgraph Server ["s2-mcp-server (this package)"] direction TB FastMCP["FastMCP runtime (stdio / Streamable HTTP, lifespan)"] Tools["14 @mcp.tool functions (server.py)"] Models["Pydantic
PythonMIT★ 23No key
Enhanced MCP server for SearXNG: category-aware web-search, web-scraping, and date/time retrieval.
in the readmeenvironment variables passed by the MCP client take precedence. ## HTTP Server Mode (FastMCP) In addition to the default stdio transport, the server can expose an MCP
SkillMIT★ 55No key
The most accurate people search API/MCP. Natural language in, high-quality candidates out. Built for ATSs and AI Agents.
in the readmeinstallation Requires **Python 3.10+** and `pip install -r requirements.txt` (or `pip install fastmcp`). ### Claude Desktop / Claude Code ```bash fastmcp install claude-desktop pearch_mcp.py --env PEARCH_API
SkillMIT★ 9No key
MCP-сервер: документация API платформы 1С, строгая типизация BSL, стандарты кода. Keyword, semantic и hybrid поиск для AI-ассистентов.
in the readmepip install -e ".[local]" # + sentence-transformers, torch (semantic/hybrid search) ``` ### Зависимости - Python 3.10+ - fastmcp >= 2.0 - beautifulsoup4 >= 4.12 - lxml >= 5.0 - click >= 8.1 - PyYAML >= 6.0 ## Конфигурация ### YAML-файл (рекомендуется
PythonMIT★ 18No key
A local, privacy-preserving knowledge-base MCP server with semantic search (RAG) for Claude and other AI assistants.
in the readmeback to keyword search if no model) └───────────────────┘ │ tools ▼ ┌───────────────────┐ MCP (stdio / JSON-RPC) │ FastMCP server │ ◀───────────────────────────▶ Claude Desktop, │ (recall/server.py)│ Claude Code, ... └───────────────────┘ ``` 1. **Chunk** — documents (Markdown, plain text
PythonMIT★ 9No key
Who stands behind it
Who stands behind it
