Browse 27,840 community-built MCP servers
Connect Claude to XERT cycling analytics - access fitness signature (FTP, LTP, HIE), training load, workouts, and activities.
An Elasticsearch-based AI memory system optimized for Chinese that enables persistent knowledge storage and complex entity relationship management via the Model Context Protocol. It features advanced semantic search using the IK analyzer and supports multi-zone memory isolation for specialized knowledge graphs.
Provides tools to scrape, extract structured data, and crawl webpages, with access to browser automation agents like OpenAI's CUA, Anthropic's Claude Computer Use, and Browser Use for complex web tasks.
WhatsApp MCP Server - Human-in-the-loop for AI agents via WhatsApp
Enables searching for Auckland public transport stops and retrieving real-time transit schedules and timetables using the Auckland Transport API with GTFS standardized data.
A Message Control Protocol server that integrates with Slack to provide channel management, messaging capabilities, and log monitoring across multiple servers, enabling teams to share logs and receive automated alerts in Slack channels.
Enables AI-powered natural language stock market queries with real-time data from Yahoo Finance and CSV fallback. Uses Google Gemini to interpret queries and automatically fetch stock prices, comparisons, and market summaries.
Scan GitHub-hosted AI skills for vulnerabilities: prompt injection, malware, OWASP LLM Top 10.
A demonstration server implementing the Model Context Protocol (MCP) with both STDIO and Server-Sent Events (SSE) support, featuring a word reversal tool that transforms input text by reversing characters.
A robust MCP server for accessing Dropbox that enables file browsing, metadata retrieval, and intelligent text extraction from PDFs, DOCX, and code files.
Python intent tracing MCP: map specs to pytest tests, monitor implementation progress, offline-only.
An MCP server that connects LLMs to CERN GitLab to discover and analyze High Energy Physics code, documentation, and analysis examples. It provides 14 tools for repository browsing, dependency parsing, and CI/CD configuration analysis.
Enables intelligent querying of keyboard shortcuts for various operating systems, desktop environments, and applications using natural language. Supports multi-platform shortcuts including system functions, desktop apps like Firefox and VS Code, and CLI tools like tmux and vim.
A powerful AI-driven tool that helps developers create beautiful, modern UI components instantly through natural language descriptions.
MCP server that routes medical questions and images to MedGemma models hosted on Vertex AI, enabling interaction with text-only and multimodal medical AI systems.
An MCP server providing programmatic access to a Vertica database instance, supporting both stdio and HTTP transports for integration with LLM clients. It features a dual-stack CI/CD architecture for deploying both the database and the MCP server on AWS using Terraform.
Exposes various Marketstack API endpoints as MCP tools, providing access to financial market data including EOD, intraday, splits, dividends, tickers, exchanges, and other financial information.
A local RAG server that provides sentence window retrieval and document indexing for PDF, Markdown, and Word files using local or OpenAI embeddings.
Enables LLMs to interact with a CRM system through natural language to manage employees, including creating, updating, searching, and viewing employee records and statistics.
Save conversation state, resume work across sessions, and organize multiple snapshots with minimal token overhead.
A Python implementation of the MCP server that enables AI models to connect with external tools and data sources through a standardized protocol, supporting tool invocation and resource access via JSON-RPC.
MCP server that exposes GDB debugging as tools. An AI assistant can set breakpoints, run programs, step through code, inspect variables and memory, and examine registers — all via structured tool calls. Reverse debugging with rr is also supported.
MCP server for Upflag — monitoring and error tracking for vibe-coded apps
A robust MCP server for Synergy/DE documentation featuring full-text search, version-specific content retrieval, and LLM-optimized chunking for seamless technical assistance.
A blockchain-focused MCP server that connects Claude to BrianKnows' specialized knowledge engine for decentralized finance (DeFi) and various protocol-specific databases.
Connect AI assistants to GitHub - manage repos, issues, PRs, workflows, and git operations.
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.
An MCP server and crawler for Xafari documentation that enables AI agents to search, retrieve pages, and extract code examples from a local index. It provides structured documentation access through stdio or HTTP interfaces for seamless IDE integration.