Discover Awesome MCP Servers

Git Analytics MCP Server

Provides comprehensive Git repository insights including author statistics, branch health, and code churn analysis. It enables users to perform data-driven assessments of their codebase and track development patterns through the Model Context Protocol.

llamacpp-mcp

An MCP server for running local LLMs using llama-cpp-python, with built-in tools for generating drug-like molecule SMILES.

AWS Documentation MCP Server

Enables access to AWS documentation through natural language by fetching and converting documentation pages to markdown, searching AWS docs, and getting content recommendations for AWS service documentation.

clickhouse-mcp-server

Enables interaction with ClickHouse databases via MCP, providing tools to list databases and tables and execute safe SELECT, SHOW, and DESCRIBE queries.

ragwatcher

Local RAG over a directory, served as an MCP tool plus CLI, with incremental indexing, zero-config defaults, and offline CPU-only operation.

Ollama Web Search

Enables web search and web fetch operations using Ollama's hosted APIs, allowing MCP clients to search the web and retrieve page content.

bora-mcp

MCP server for searching and extracting official announcements, decrees, and resolutions from the Argentine Official Gazette (Boletín Oficial de la República Argentina). It enables LLMs to perform real-time searches and retrieve verbatim legal text with complete juridical fidelity.

JSON Schema Validator MCP

Validates JSON payloads against JSON Schema deterministically, providing precise validation results and error paths.

TCP Bolivia MCP Server

Enables AI assistants to search Bolivian Constitutional Court jurisprudence, legal cases, and resolutions, and download official signed PDF documents.

Manoma

Manoma is an MCP server that enables any LLM to read your soul.md file, a portable plaintext identity file you own and control, making your values, voice, skills, and taste available across AI tools.

Figma Dash MCP Server

Connects IDE to Figma Desktop App, enabling AI assistants to generate and manipulate layouts, shapes, and designs directly inside the Figma canvas.

Open Weather13 MCP Server

An MCP server that provides access to current weather data and 5-day forecasts via the Open Weather13 API. It enables users to retrieve weather information using city names or geographic coordinates across various languages.

search-online-mcp

Exposes a standardized web search tool via Brave Search for MCP clients like Codex, Claude, and Cursor, returning stable JSON.

SSCMFI Bond Analytics MCP Server

Enables AI assistants to perform high-precision Price and Yield calculations for fixed income securities, including institutional risk metrics, using the industry-standard SSCMFI Bond Math Engine.

Final POS MCP

Enables AI agents to build, preview, validate, and deploy custom point-of-sale, kiosk, self-checkout, KDS, and in-person payment applications using Final's platform.

DBMS-MCP

Enables read-only querying of multiple databases via JDBC, supporting Tibero, Oracle, PostgreSQL, MySQL, etc., through natural language.

🔍 Rust MCP Server + Inspector Example: SSE Transport with an Add Tool

钻机 MCP 服务器示例 (2025 年 4 月 7 日)

MCP SQL Server

Provides read-only access to SQL Server databases via Claude Desktop, with multiple security layers preventing any writes.

Azure DevOps MCP Server

Brings on-premises Azure DevOps Server (including TFVC) to AI assistants with 49 tools for work items, repositories, pipelines, test plans, and wiki, along with profile-based secrets and write safety layers.

mf-accounting-voucher-mcp

Enables attaching and detaching voucher files and deleting journal entries in Money Forward Cloud Accounting via its REST API v3, complementing the official MCP server.

Book Recommendation MCP Server

Provides personalized book recommendations through OpenRouter and ChatGPT based on user preferences for genres, book length, and topics of interest.

WBSO MCP Server

Enables AI assistants to automatically detect WBSO-relevant work and log R&D time tracking entries based on configurable project criteria.

genai-solutions-mcp

An MCP server that exposes a curated database of generative AI tools as four tools an AI assistant can query directly, enabling searches without relying on model knowledge.

paas-build

Your agent takes a business live on payments: go_live creates a real merchant account (sandbox + production) the same day; create_checkout returns a payable link. Payments for AI builders, 3.9% flat.

AI Image Generation Server with MCP Interface

这个项目提供了一个 HTTP 服务器，用于使用 Stable Diffusion 生成图像，以及一个模型上下文协议 (MCP) 服务器，该服务器使 AI 代理能够请求图像生成。

boop-mcp-rag

Enables local RAG orchestration with MCP, providing context retrieval, in-memory text ingestion, explicit tool invocation, and transport-neutral tool discovery.

Strava MCP Server

Enables interaction with Strava's API to access and manage activities, athlete data, routes, segments, clubs, and gear through natural language.

LLM Council MCP

Enables Claude Code to consult external LLMs (GPT, Gemini) through multi-turn sessions for second opinions, parallel consultations, and web-grounded research.

mdia-feegow-mcp

Exposes the Feegow clinic management API as MCP tools for agents, enabling scheduling, patient management, and more via natural language.