Discover Awesome MCP Servers

Informix MCP Server

Enables interaction with Informix databases through a Model Context Protocol server, supporting database exploration, table inspection, and custom SQL query execution.

Robotics MCP Server

Provides unified control for both physical robots (ROS-based like Moorebot Scout, Unitree) and virtual robots in Unity3D/VRChat, enabling multi-robot coordination, environment generation, and automated 3D model creation.

mcp-server-webcrawl

Bridge the gap between your web crawl and AI language models. With mcp-server-webcrawl, your AI client filters and analyzes web content under your direction or autonomously, extracting insights from your web content. Supports WARC, wget, InterroBot, Katana, and SiteOne crawlers.

Spreadsheet MCP Server

Enables AI assistants to read, write, and format Google Spreadsheets through the Model Context Protocol. It supports comprehensive operations including data retrieval, sheet creation, and cell formatting using natural language commands.

🚀 ⚡️ k6-mcp-server

鏡 (Kagami)

Sidearm MCP Server

Enables AI agents to protect media from AI training and detect AI-generated content using the Sidearm REST API. It provides tools for running protection algorithms, identifying copyright infringement, and managing digital media assets.

Math MCP Server

Provides mathematical operations through MCP, enabling addition and multiplication of number lists with comprehensive input validation and error handling.

Dataproc MCP Server

Enables AI assistants to manage Google Cloud Dataproc clusters and jobs through a standardized interface. Supports cluster creation/deletion, job submission (Spark, PySpark, Hive, etc.), and serverless batch operations.

MCP BigQuery Server

MCP BigQuery Server は、MCP を使用して BigQuery テーブルに対してクエリを実行できるようにするサーバーです。

Stock MCP Server

Provides real-time market data for A-shares, Hong Kong, and US stocks using the Tencent Finance API. It enables users to manage stock positions and watchlists through an AI assistant.

Central-Memory-MCP

Model Context Protocol (MCP) memory server built with Azure Functions and TypeScript, providing persistent knowledge graph storage for your preferred MCP client. Inspired by and forked from @modelcontextprotocol/server-memory

Perplexity MCP Server (Python)

A Python port of the official Perplexity MCP server that enables web-grounded Q\&A, deep research, and step-by-step reasoning via Perplexity AI's models. It supports both STDIO and HTTP interfaces for seamless integration with tools like Claude Desktop and Cursor.

Best Practices MCP Server

Provides Python and FastAPI coding best practices with searchable guidelines, code review capabilities, and actionable improvement suggestions with examples across general coding, performance, and code quality categories.

Salesforce MCP Server for Heroku

Enables AI agents to interact with Salesforce CRM data by executing SOQL queries and managing records. It provides tools for object metadata discovery and record operations, specifically optimized for Heroku deployment.

MarkItDown MCP

Converts various file types (documents, images, audio, web content) to markdown format without requiring Docker, supporting PDF, Word, Excel, PowerPoint, images, audio files, web URLs, and more.

Stock Research MCP Server

Provides comprehensive stock intelligence and technical analysis by integrating Alpha Vantage and Finnhub data. It enables users to generate detailed research reports and retrieve real-time market metrics, indicators, and news sentiment.

Vimeo MCP Server

Provides a Multi-Agent Conversation Protocol server for interfacing with the Vimeo API, allowing agents to interact with Vimeo's video platform services through natural language.

pageguard-mcp

Scan any project or website for privacy compliance issues directly in your AI coding tool. Detects tracking tech, cookies, and third-party data collection. Works in Claude Code, Cursor, and Windsurf.

Agentset MCP

鏡 (Kagami)

System R Risk Intelligence

Pre-trade risk validation and position sizing for AI trading agents via G-formula and Iron Fist.

QuantConnect PDF MCP Server

An MCP server that enables intelligent search and retrieval of QuantConnect documentation by converting PDFs into searchable markdown. It provides tools for context-aware search with TF-IDF scoring and allows for listing and retrieving full document content.

aerostack-registry

Search and discover 100+ hosted MCP servers on Cloudflare's edge with semantic search. Browse tools, get full parameter schemas,and execute functions — one URL, no auth needed for discovery. Includes Slack, Stripe, GitHub, AWS, Discord, Salesforce, and 90+ more.

all the tools

test server to see how clients handle a lot of tools

PageSpeed Server

AIモデルとGoogleのPageSpeed Insights APIの橋渡し役として機能し、ウェブサイトの詳細なパフォーマンス分析を可能にします。

Remote MCP Server (Authless)

A template for deploying an authentication-free MCP server on Cloudflare Workers. Provides a foundation for building custom tools accessible via SSE from MCP clients like Claude Desktop or the Cloudflare AI Playground.

Bonsai-mcp

ClaudeをBlenderに統合し、自然言語コマンドを通じてIFC（Industry Foundation Classes）建築モデルの分析とインタラクションを可能にする、モデルコンテキストプロトコルサーバー。

Planning Center MCP Server

A FastMCP server that provides tools for querying and filtering people data from Planning Center People API, enabling access to member information, background checks, roles, and other demographic data.