Browse 31,813 community-built MCP servers
Call graph analyzer for understanding code impact and execution flows - built for Claude Code
MCP Server for Web AI Media Editor - 让 Kiro/Cursor/Claude Desktop 控制浏览器视频编辑器
AI routing, memory, guardrails, and governance. Routes across Claude, GPT, Gemini.
Enables AI assistants to perform genomic variant analysis using OakVar, including running annotation pipelines, managing 200+ annotator modules, querying variant databases, and generating reports in various formats.
Enables AI assistants to search for files and content across the file system using KDE's baloosearch tool. Provides semantic search capabilities with configurable parameters like file type, directory, and result limits.
Web page change tracking with structured diffs. markgrab + snapgrab integration.
A specialized MCP server for interactive code debugging that allows AI assistants to inject live instrumentation and capture runtime variable values across JavaScript, TypeScript, and Python projects.
Native Windows MCP server that gives AI agents full desktop control. 45+ tools using UIAutomation + OCR with automatic dark theme enhancement instead of screenshots. Features batch action sequencing (run_sequence), window occlusion detection, menu navigation, PrintWindow capture, and embedded AI workflow instructions. Single .NET 8 executable — no Python, no Node, no Selenium.
An AI-powered research assistant that utilizes Gemini 2.5 Flash and Google Search Grounding to perform iterative, multi-step investigations and generate structured scholarly reports.
MCP (Model Context Protocol) Server. Integrates with Formula 1 data through the FastF1 Python package to provide race schedules, session results, driver standings, constructor standings, and detailed lap timing with telemetry information for motorsport analysis and visualization applications.
Enables users to find the nearest Citi Bike stations with real-time availability data for electric and classic bikes. Provides distance-sorted results with detailed station information including bike availability, dock capacity, and operational status.
Enables AI assistants to access real-time US weather forecasts and alerts through the National Weather Service API.
A containerized server that allows interaction with MySQL databases through Model Context Protocol (MCP), enabling SQL query execution, schema retrieval, and table listing via natural language.
Enables semantic search and question-answering over semiconductor component data stored in Excel files using ChromaDB vector database and HuggingFace language models through a RAG pipeline.
GEO Agent Server. Injects product knowledge and SEO landing pages into geo.yigather.com.
MCP (Model Context Protocol) Server. Integrates with Buttondown newsletter API for managing email campaigns through tools for listing, creating, analyzing, and scheduling newsletters with secure API key handling and ISO 8601 datetime formatting.
This server offers secure, read-only access to directory files via the MCP, supporting file searching, .gitignore compliance, path traversal protection, and MIME type detection using the 'file://' URI scheme.
A specialized MCP server for RAG-based retrieval of Standard Operating Procedures (SOPs), featuring semantic search in Italian and English via ChromaDB and multilingual sentence transformers.
A Google Sheets connector for AI agents that provides comprehensive spreadsheet management including CRUD operations for sheets, rows, columns, and individual cells.
A robust integration for Claude Desktop that connects Gmail and Google Calendar, allowing for intelligent email analysis, semantic search, context-aware reply drafting, and automated event scheduling.
A Model Context Protocol server that integrates with the Spotify API to enable music search, user profile retrieval, and comprehensive playlist management.
A Model Context Protocol server that provides AI assistants with secure, read-only access to PostgreSQL databases while offering comprehensive tools for schema exploration, query validation, and performance optimization.
A remote Model Context Protocol server that enables AI assistants to interact with external services through standardized JSON-RPC, providing tools for basic operations and conversation archiving.
Connect AI assistants to Roblox Studio — manipulate the DataModel with 14 tools
Enables AI agents to perform secure Salesforce Lead management operations including CRUD actions, status updates, and idempotent syncing. It features TRD-compliant audit logging and OAuth 2.0 authentication to ensure reliable CRM interactions.
Reliability intelligence for remote MCP servers. Agent-native discovery for 1,700+ servers with uptime monitoring and latency benchmarks.
Automatically generates typed React hooks for Next.js projects by crawling API routes, GraphQL queries, and components. Analyzes pages to suggest optimal render modes (SSR/CSR/ISR) and produces comprehensive documentation with AI-powered guidance.
A Model Context Protocol server that provides tools to publish messages to ROS topics via rosbridge WebSocket, enabling integration between language models and ROS-based robotics systems.