Discover Awesome MCP Servers

simple-rail-mcp

Enables controlling linear rails via natural language commands through Claude AI in Cursor, supporting HTTP, serial, and G-code controllers with configurable positions.

@sweatco/zoom-mcp

MCP server for Zoom that enables Claude to list meetings, retrieve transcripts, and access AI Companion summaries.

firepass-mcp

MCP server that turns Kimi K2.6 Turbo into an agentic coding assistant with tools for file operations, shell commands, and code search.

MCP Server Template

一个启动模板，用于构建模型上下文协议（Model Context Protocol）服务器，该服务器可以与 Cursor 或 Claude Desktop 集成，从而允许开发者为 AI 助手创建自定义工具和扩展。

MCP Server Template

A minimal FastMCP server template for Render deployment with streamable HTTP transport. Provides a starting point for building custom MCP servers with easy one-click deployment capabilities.

mcp-clinical-doc-agent

Enables analysis of clinical trial protocols using MCP tools for document listing, entity extraction, adverse event clustering, and summarization.

TBC Guidelines Automation System

Provides real-time TBC Bank development standards compliance checking and code review tools. Integrates with GitHub Copilot and development workflows to automatically enforce coding guidelines and reduce violations.

🧠 serverless-mcp-server

一个超简单的模型上下文协议 (MCP) 服务器，部署在 AWS Lambda 上，并通过 Amazon API Gateway 暴露出来，使用 Serverless Framework 部署。

MCP-Exec

A secure, context-aware MCP server for shell command execution with comprehensive logging and AI optimizations, enabling interactive sessions and safe system administration via Claude Desktop.

Blue Perfumery MCP Server

A Model Context Protocol server that provides AI assistants with access to Blue Perfumery's perfume collection data, enabling users to search, compare, and purchase fragrances through natural language interactions.

journal-rag

Hybrid retrieval MCP server for searching team markdown journals using BM25 and local vector embeddings, with tools for search, browse, and regex lookup.

nest-mcp-learning-server

A read-only MCP server that teaches how to expose documentation as a resource and safe operations as tools, using JSONPlaceholder as the data source.

VibeSharing MCP Server

Connects AI coding assistants to a team prototype hub for deploying, sharing, and gathering feedback on prototypes, with context sync across sessions.

Libragen

Creates and searches private, local RAG libraries from documentation to ground AI assistants in authoritative sources, reducing hallucinations by providing current, accurate context from your own docs instead of relying on outdated training data.

Nano Banana 2 Polza MCP Server

MCP server for generating and editing images through Polza AI using Google Gemini models (Nano Banana 2, Pro, Flash). It supports conditioning with up to three reference images and provides structured metadata with reproducibility hints.

coindesk-mcp

可以从 CoinDesk 读取最新新闻的 MCP 服务器。

Model Context Protocol Server

Provides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.

pdf-analyzer

Enables AI agents to read and analyze PDF documents for natural language Q\&A. Supports multiple LLM providers including Google Gemini, Anthropic Claude, and OpenAI.

PostgreSQL MCP Server

Enables secure, direct access to PostgreSQL databases for queries, modifications, and schema exploration.

ComfyUI MCP Server

Enables Claude to generate images through a local ComfyUI instance using Stable Diffusion and SDXL models via natural language. Users can trigger image generation, list available checkpoint models, and monitor the ComfyUI queue status directly from their MCP client.

github-repo-manager-mcp

This MCP server lets an AI client manage GitHub repositories through the GitHub REST and GraphQL APIs, enabling repository CRUD, topic/label management, and file operations.

Lumino

About AI/ML-powered diagnostic engine for SRE Observability on Konflux and OpenShift. It uses the Model Context Protocol (MCP) and 40+ tools to analyze logs, metrics, and traces, enabling automated RCA and predictive analysis.

Airtable MCP Server

Enables AI assistants to retrieve records from Airtable bases by providing record ID, base ID, and table name.

Gmail MCP Server

Enables sending, reading, and managing Gmail emails through MCP clients like Claude, supporting both App Password and OAuth2 authentication, with features like listing unread emails, archiving, and using Mustache templates.

Google Calendar MCP Server

通过模型上下文协议将 Google 日历与 AI 助手集成，允许用户通过自然语言交互查看和管理日历事件。

SpecForge

SpecForge is a Model Context Protocol (MCP) server that connects an LLM client to a fully autonomous code-fixing pipeline. Point it at a GitHub issue, and it reads the repo, plans a fix, writes the code, tests it, and opens a pull request.

readwise-mcp

Exposes Readwise and Reader operations as MCP tools, enabling AI agents to save URLs, search documents, retrieve full content and highlights, and manage tags and locations.

odoo_mcp

Connects AI agents in Cursor to an Odoo instance, enabling natural language management of projects, epics, tasks, and milestones with tags and priorities.

Warhammer Oracle

Warhammer Oracle is an MCP server that gives AI assistants accurate Warhammer 40K, Combat Patrol, and Kill Team rules, unit stats, and game flow - so they stop hallucinating rules mid-game. It contains 6 tools (lookup, search, compare units, keywords, phases) covering 2,642 40K units and 506 Kill Team operatives across 48 factions.