Discover Awesome MCP Servers

mcp-gh-forge

A lightweight MCP server that acts as a secure proxy for AI assistants to run local Git operations and GitHub API macros simultaneously.

claude-tradingview-mcp

An MCP server that lets Claude analyze your TradingView charts by reading the window and taking screenshots, with no write tools or trade execution.

FreeCAD MCP

Enables an AI agent to drive a live FreeCAD desktop session, allowing it to create and edit geometry, capture views, and export models through MCP tools.

rail-interop-mcp

Provides an MCP interface to the ERA RINF railway infrastructure database for Poland and Czech Republic, enabling route planning, train compatibility checks (gauge, axle load, length, clearance), weather risk assessment, and traction planning, with a LangGraph agent integrating a custom MCP server and an OpenWeather MCP server.

@ainecto/mcp

Ainecto MCP connector and CLI that proxies MCP protocol to Ainecto's remote endpoint, enabling tool listing, project management, and task operations through natural language.

Cellar

An interactive notebook server that enables humans and AI agents to collaboratively edit and run Jupyter notebooks on a shared kernel, with real-time streaming and automatic MCP integration for agent access.

fulcru-mcp

Enables AI assistants to find questions where they name competitors instead of you, write pages to close those gaps, publish them, and measure the resulting visibility changes. Provides tools to list gaps, draft content, publish pages, and track before/after delta for AI search engine mentions.

SCMCP

An MCP server that enables scRNA-Seq analysis through natural language, providing tools for data preprocessing, clustering, and biological visualization. It supports both predefined function execution and a flexible code mode powered by a Jupyter backend for automated single-cell transcriptomics workflows.

nn-mcp-stdio

A no-nonsense framework for building stdio MCP servers using plain async handlers and type annotations, with strict schema validation and no configuration overhead.

PO Translation MCP Server

Enables AI-powered translation of Django gettext .po files while intelligently preserving variables, HTML tags, URLs, and JavaScript code with validation and automated updates.

ImageRouter

Local MCP server that routes image-generation requests to xAI/Grok, Antigravity, and OpenAI Codex with ordered fallback, a local Playground, and an OpenAI-compatible image endpoint.

context

Provides up-to-date documentation for AI agents by locally querying a community-driven registry of pre-built docs packages.

GarminSynapse

Enables AI assistants to retrieve and analyze Garmin Connect health data, including daily summaries, sleep, HRV, workouts, and raw FIT files, while also supporting SQL queries on the underlying database.

memory-mcp

Personal memory MCP server for Claude Code with an Obsidian-style graph. Enables persistent, queryable memories across sessions using Markdown files with bidirectional wiki-links and a D3.js force-directed graph UI.

PiKVM MCP Server

This MCP server connects AI agents to a PiKVM device, enabling full keyboard, mouse, and screen control of a physical machine without emulation.

contacts-mcp

Enables AI assistants to manage contacts with full CRUD, dedup, merge, import/export, sync with Google/Apple/CardDAV, and git-backed rollback.

shadow-perception-mcp

An MCP server that scans data science artifacts (Jupyter notebooks, R scripts, code) and runs a 5-voice compliance council to detect issues like leakage and fairness, outputting signed verdicts.

Performance Analysis MCP Server

Collects page performance metrics using Playwright, CDP, and Lighthouse, and returns a normalized PerformanceReport.

atlassian-marketplace-mcp

Exposes Atlassian Marketplace vendor APIs as 95 MCP tools, 3 resources, and 4 prompts, enabling LLMs to manage licenses, promotions, reviews, and reporting metrics without writing API calls.

Flighty MCP

Enables AI assistants to access and manage your Flighty flight data directly from the local macOS app database, supporting flight lists, status, searches, additions, and more.

general-agentic-management-mcp

Enables querying aviation weather, FAA TFRs, NWS alerts, flight tracking, and Amtrak train status using public APIs. No API keys or private infrastructure required.

OpenRemote MCP Server

Enables interaction with an OpenRemote instance through its service API, allowing management of assets, users, and other resources via natural language.

@cqnce/mcp-server

Exposes cQnce human-in-the-loop authorization as MCP tools, letting AI agents request and await human approval for risky actions. Includes request submission, monitoring, and project/team management capabilities.

mcp-reverse-engineering

A sandboxed MCP tool for reverse engineering that provides a unified interface to various reverse engineering tools with security restrictions.

Books Mcp Server

这是一个用于查询书籍的 MCP 服务器，它可以应用于常见的 MCP 客户端，例如 Cherry Studio。

toolgate-firecrawl-mcp

A recoverable Firecrawl MCP server that adds payment lifecycle, idempotency, and automatic refunds/fallbacks to web scraping, enabling reliable paid scraping via natural language.

MCP Frontend Testing Server

为前端测试提供工具，包括代码分析、测试生成、测试执行，以及针对 Jest 和 Cypress 框架的 React 组件测试。

Webpage MCP Server

Enables querying and retrieving content from webpages by parsing sitemap.xml files and fetching HTML content from specified URLs. Includes rate limiting for abuse protection.

SSH MCP Server

SSH MCP Server lets you manage remote Linux servers through natural language in VS Code Copilot Chat. Instead of switching to a terminal and remembering SSH commands

korean-rnd-regs-mcp

Natural-language search and review of South Korea's national R&D regulations (acts, decrees, and administrative rules) for researchers and research administrators. Returns current in-force provisions with citations, fetched live from the official national law database (law.go.kr Open API).