Discover Awesome MCP Servers

CellTypist MCP

Enables automated cell type annotation in scRNA-seq analysis using CellTypist models, with tools for listing, downloading, training, and annotating cell types via natural language.

getdebug MCP

Lets MCP-compatible AI clients read your getdebug projects, findings, and proposed fixes using your existing bearer token.

codex-storyboard

MCP server for managing video storyboard tasks, enabling Codex to automatically generate and populate images/videos based on shot descriptions and visual design specs.

grasp

Self-hosted Browser Using Agent with built-in MCP, A2A support.

Knowledge Tools Mcp

一个用于与各种研究和笔记应用程序交互的 MCP 服务器。

godot-runtime-mcp

A TypeScript MCP server that lets AI assistants interact with the Godot 4.x game engine: not just editing files, but playing the game.

MCP Spec Generator

Generates project specifications and file structures using Claude AI through MCP integration. Enables users to describe project ideas and automatically create corresponding documentation and project files.

mcp-browser-server

A MCP server that gives AI assistants full browser control, enabling navigation, clicking, form filling, and screenshots via any MCP client.

MCP Plus

A lightweight MCP server that enhances AI agents with tools for codebase analysis, task delegation to sub-agents, multi-agent coordination through chatrooms, and project todo management.

Cursor n8n Builder

Enables AI assistants in Cursor IDE to manage n8n workflows through the n8n REST API, including creating, updating, activating workflows, viewing execution history, and triggering webhooks.

sipp-mcp-server

Enables interaction with SIPp, a SIP protocol testing tool, allowing users to run SIPp scenarios, create custom XML scenarios, retrieve statistics, and verify SIPp installation through natural language queries.

Ping MCP Server

An MCP server that allows users to ping other hosts to check network connectivity and diagnostic information. It enables LLMs to perform network latency tests and host availability checks through a standardized interface.

arXiv Research MCP Server

Enables natural language search and analysis of arXiv academic papers with AI-powered relevance ranking, full-text extraction, and support for multiple integrations like Claude and LangChain.

@gscalzo/stackoverflow-mcp

A Model Context Protocol server that enables querying Stack Overflow for programming solutions, including search by error messages, tags, and stack trace analysis.

Fathom MCP Server

Enables AI agents to access Fathom AI meeting data including transcripts, summaries, teams, and team members. Provides tools to list meetings with filters, retrieve detailed transcripts and summaries, and manage team information.

Redmine MCP Server for Cline

Enables interaction with Redmine projects and issues via the Cline VS Code extension, supporting project management and issue creation through the Model Context Protocol.

Resume MCP Server

An MCP server that compares your resume against a job description using semantic similarity and keyword matching, and generates a visual skill-gap chart.

Local MCP-Server-with-HTTPS-and-GitHub-OAuth

这个项目是一个安全的 MCP 服务器，使用 Node.js 和 Express 构建。它具有以下特性：使用自签名证书的 HTTPS 加密、GitHub OAuth 身份验证，以及额外的安全措施，例如速率限制和 HTTP 头部保护。

Google Trends MCP Server

Enables AI assistants to access Google Trends data for comparing keywords, discovering trending searches, and analyzing regional interest through natural language.

expense-tracker-mcp-server

MCP server for tracking personal expenses using FastMCP and SQLite, enabling adding, listing, updating, deleting expenses and summarizing by category via natural language tools.

TopicLake Insights FedPolicy

Federal Agency Rules and Executive Actions

PDF MCP Flow

Enables AI-driven PDF document processing including PDF to Markdown conversion, intelligent text and table extraction, image extraction, format conversion between PDF/Word/Markdown, batch processing, and fuzzy search - optimized for LLM context and RAG workflows.

DuckDB Eurostat MCP Server

Enables querying Eurostat data using natural language, powered by DuckDB for optimized performance.

squatch-harbor-mcp

A local MCP server that indexes and searches your past Claude sessions using SQLite FTS5. No cloud, runs entirely on your machine.

receipts-api-mcp

Enables querying and analyzing receipt data with SQL-style grouped statistics, filtering, and receipt lookup through natural language via MCP-compatible clients.

Cross-System Agent Communication MCP Server

镜子 (jìng zi)

Blood Pressure Tool

Manages blood pressure readings (create, read, update, delete) via an MCP server, integrable with Open WebUI.

Superset MCP Server

Enables AI to create and manage Apache Superset dashboards, including adding charts and native filters from datasets.

superpowers-mcp

An MCP server that makes superpowers skills available to any LLM that supports the Model Context Protocol.

ainu-mcp

A hosted Model Context Protocol server for the Ainu-language toolchain, enabling LLMs to edit the Itak-uoeroskip glossary, search corpora, dictionaries, and grammar resources, and perform script conversion.