MCP (Model Context Protocol) servers let AI agents reach beyond the codebase. They connect your agent to external APIs, databases, search engines, and services through a standardized protocol — so the agent can actually take action, not just write code.
1050 servers
A Model Context Protocol (MCP) server for Claude/Cursor that enables searching and exploring OpenAPI specifications through oapis.org. - Demo: https://x.com/janwilmake/status/1903497808134496583 - HN Thread: https://news.ycombinator.com/item?id=43447278 - OpenAPISearch: https://github.com/janwilmake/openapisearch - OAPIS: https://github.com/janwilmake/oapis The MCP works by applying a 3 step proce
An OpenStreetMap MCP server implementation that enhances LLM capabilities with location-based services and geospatial data. - osm-mcp-server: The main server, available for public use. This server provides LLMs with tools to interact with OpenStreetMap data, enabling location-based applications to: - Geocode addresses and place names to coordinates - Reverse geocode coordinates to addresses - Find
Renders diagram source files to PNG/SVG using Kroki. No runtime dependencies — uses only Node.js built-ins. Two usage modes: - CLI — drop source files into src/, run make render, get images in diagrams/ - MCP server — AI tools (renderdiagram, renderfile) render on demand and return a one-click preview URL Output lands in diagrams/. Format is detected from the file extension. Unsupported extensions
Modern Kubernetes visibility. Local-first. No account. No cloud dependency. Blazing Fast. radarhq.io · Docs · Releases Topology, event timeline, and service traffic — plus resource browsing, Helm management, and GitOps support for FluxCD and ArgoCD. Visualize your cluster topology, browse resources, stream logs, exec into pods, inspect container image filesystems, manage Helm releases, monitor
MCP Server for the Mattermost API, enabling Claude and other MCP clients to interact with Mattermost workspaces. The server supports multiple configuration methods with the following priority (highest to lowest): 1. CLI arguments (--url, --token, --team-id) 2. Environment variables (MATTERMOSTURL, MATTERMOSTTOKEN, MATTERMOSTTEAMID) 3. config.local.json (for local overrides, gitignored) 4. config.j
A powerful Model Context Protocol (MCP) server for Docker operations, enabling seamless container and compose stack management through Claude AI. - 🚀 Container creation and instantiation - 📦 Docker Compose stack deployment - 🔍 Container logs retrieval - 📊 Container listing and status monitoring To try this in Claude Desktop app, add this to your claude config files: To install Docker MCP for C
See a demo here: https://www.youtube.com/watch?v=KG6TMLD8GmA Upload, edit, search, and generate videos from everyone's favorite LLM and Video Jungle. You'll need to sign up for an account at Video Jungle in order to use this tool, and add your API key. The server implements an interface to upload, generate, and edit videos with: - Custom vj:// URI scheme for accessing individual videos and project
Comprehensive interactive testing of all Memory MCP features
ScrapeBadger MCP Server Give your AI agents access to Twitter/X data via the Model Context Protocol ScrapeBadger MCP Server is a Model Context Protocol (MCP) server that enables AI assistants like Claude, ChatGPT, Cursor, Windsurf, and other MCP-compatible clients to access Twitter/X data through the ScrapeBadger API. With this MCP server, your AI can: - Get Twitter user profiles, followers, and f
This project uses the Model Context Protocol (MCP) to let LLMs directly understand and generate Max patches. Video link. Acknowledgement: the patch being explained is downloaded from here. Text comments in the original file are deleted. Check out the full video where you can listen to the synthesised sounds. The LLM agent has access to the official documentation of each object, as well as objects
This MCP Server is used to summarize your chat messages. - querychatmessages - Query chat messages - Query chat messages with given parameters - Summarize chat messages based on the query prompt 1. Set up environment variables: create .env file in the root directory, and set your chat database path. 2. Install dependencies: Build the server: For development with auto-rebuild: To use with Claude De
Microsoft 365 MCP Server A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Microsoft Office services through the Graph This server supports multiple Microsoft cloud environments: - Node.js >= 20 (recommended) - Node.js 14+ may work with dependency warnings - Authentication via Microsoft Authentication Library (MSAL) - Comprehensive Microsoft 365 service integration - Rea
This project has been deprecated and is no longer functional. Date: January 25, 2026 Reason: This project violated AllTrails' Terms of Service by scraping their website without authorization. At the request of AllTrails' CTO, all scraping functionality has been disabled. This repository is maintained for historical purposes only and to preserve GitHub stars, but the code no longer works and should
MCP server for the Urlbox Screenshot API. Enables your client to take screenshots, generate PDFs, extract HTML/markdown, and more from websites. Visit Urlbox for more information, and have a read of our docs or chat with your LLM post install to get a good understanding of its options and capabilities. 1. Install dependencies and build: 2. Get Urlbox API credentials: - Sign up at urlbox.com - Get
A Model Context Protocol (MCP) server that connects to Heurist Mesh APIs - your gateway to Web3 intelligence. Heurist Mesh is the skills marketplace for AI agents. General-purpose AI models lack specialized knowledge about Web3 and often fail to deliver accurate results. Heurist Mesh provides 30+ specialized AI agents that are experts in crypto analytics, ready to give your AI applications the Web
A Model Context Protocol (MCP) server that provides read-only access to Monarch Money financial data. This allows AI assistants like Claude Desktop to analyze your financial information, transactions, budgets, and cashflow data. Note: I've created this for personal fun and is not affiated with Monarch Money. I mostly created it for learning about my spending, using it for projections. Since I don'
An open source MCP (Model Context Protocol) server empowering SREs with intelligent observability, predictive analytics, and AI-driven automation across Kubernetes, OpenShift, and Tekton environments. - Quick Start - Prerequisites - Installation - Usage Examples - Configuration - Available Tools - Architecture - How It Works - MCP Client Integration - Performance Considerations - Troubleshooting -
mcp-ragchat An MCP server that adds RAG-powered AI chat to any website. One command from Claude Code. Tell Claude Code "add AI chat to mysite.com" and it will crawl your content, build a local vector store, spin up a chat server, and hand you an embed snippet. No cloud infra. No database. Just one API key. 1. Clone and build 2. Configure Claude Code (~/.claude/mcp.json) Open Claude Code and say: C
MCP Server for Driflyte. The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages. With this MCP server, Driflyte acts as a bridge between diverse, topic-aware content sources (web, GitHub, and more) and AI-powered reasoning, enabling richer, more accurate answers. - Deep Web Crawling: Recursively f
Access comprehensive NBA statistics via Model Context Protocol A Model Context Protocol (MCP) server that provides access to live and historical NBA data including player stats, game scores, team information, and advanced analytics. 1. Install the server: 2. Add to your Claude Desktop config file: MacOS: ~/Library/Application Support/Claude/claudedesktopconfig.json Windows: %APPDATA%/Claude/claude
Overview • Quick Start • Supported Data Providers • FinData is an open-source Model Context Protocol(MCP) Server that provides professional financial data access capabilities for LLM. It supports various data providers such as Tushare, Wind, DataYes, etc. This enables AI applications to quickly retrieve financial data. Fully supports both Stdio and SSE transports, offering flexibility for differen
An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP). This server is built with the FastMCP framework and the imessagedb library, enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling. - macOS (required for iMessage database access) - Python 3.6+ Install all required dependencies: - fa
Simple utility to combine multiple files into one. Fast, secure, and easy to use. - Simple - Merge any number of files with a single command - Fast - Efficiently combines files of any size - Secure - Only accesses directories you allow - Detailed - Reports file sizes and merge summary - mergefiles - inputPaths (string[]): Files to merge - outputPath (string): Output file location - Success message
This project provides a Model Context Protocol (MCP) server wrapper around the esp-rainmaker-cli Python library. It allows MCP-compatible clients (like LLMs or applications such as Cursor, Claude Desktop, and Windsurf) to interact with your ESP RainMaker devices using the official CLI. The Model Context Protocol (MCP) is a standardized framework that enables AI systems to interact with external to