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.
1076 servers
An MCP server that allows LLMs (or humans) to read image metadata on-demand, entirely offline. Based on the excellent exifr library it's exremely fast and does not rely on any external tools. Analyze image metadata and visualize it Perform analysis of your image library: what are my most used cameras? Lens distribution? Which dates of the week I take most pictures on? Most favorite locations? Debu
Enable AI models to interact with a global network measurement platform through natural language. Give network access to any LLM. Globalping is a free, public API that provides access to a globally distributed network of probes for monitoring, debugging, and benchmarking internet infrastructure. With Globalping, you can run network tests (ping, traceroute, DNS, MTR, HTTP) from thousands of locatio
A comprehensive Model Context Protocol (MCP) server that provides access to essential network operations and infrastructure tools through a standardized interface. - Ping: Test host connectivity with customizable packet count and timeout - Traceroute: Trace network path with configurable max hops - MTR: Monitor network path with real-time statistics - Telnet: Test port connectivity using telnet -
This is a community driven server! Contentful has released an official server which you can find here An MCP server implementation that integrates with Contentful's Content Management API, providing comprehensive content management capabilities. - Please note \; if you are not interested in the code, and just want to use this MCP in Claude Desktop (or any other tool that is able to use MCP servers
A Model Context Protocol (MCP) server that provides tools for fetching information from Hacker News. - getstories Fetching (top, new, askhn, showhn) stories - getstoryinfo Fetching comments associated with a story - searchstories Searching for stories by query - getuserinfo Fetching user info Use prompts like the following: A more detailed example with the puppeteer MCP server: To install Hacker N
A remote, hosted Model Context Protocol server that turns Claude, Cursor, Codex, VS Code Copilot, and ChatGPT into a full performance-testing operator. Create tests, launch load runs on managed cloud runners, read results, and get root-cause analysis — all in natural language, all authenticated with your own key. It's a remote, hosted server — nothing to install or run. Add this to your MCP client
An MCP (Model Context Protocol) server that enables AI platforms to interact with YepCode's infrastructure. Run LLM generated scripts and turn your YepCode processes into powerful tools that AI assistants can use directly. - Seamless AI Integration: Convert YepCode processes into AI-ready tools with zero configuration - Real-time Process Control: Enable direct interaction between AI systems and yo
Efficiently perform web searches using the mcp-local-rag server with semantic similarity ranking. Use this skill when you need to search the web for current information, research topics across multiple sources, or gather context from the internet without using external APIs. This skill teaches effective use of RAG-based web search with DuckDuckGo, Google, and multi-engine deep research capabilities.
A Model Context Protocol (MCP) server that provides real-time access to financial market data through the free Alpha Vantage API. This server implements a standardized interface for retrieving stock quotes and company information. - Real-time stock quotes with price, volume, and change data - Detailed company information including sector, industry, and market cap - Real-time cryptocurrency exchang
An MCP server for ClickHouse. Execute SQL queries on your ClickHouse cluster. Input: query (string): The SQL query to execute. Queries run in read-only mode by default (CLICKHOUSEALLOWWRITEACCESS=false), but writes can be enabled explicitly if needed. listdatabases List all databases on your ClickHouse cluster. List tables in a database with pagination. Required input: database (string). Optional
MCP Server Playwright A Model Context Protocol server that provides browser automation capabilities using Playwright Enable LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment - Installation - Configuration - Components - Resources - 🌐 Full browser automation capabilities - 📸 Screenshot capture of entire pages or specific elements - 🖱️ Compreh
A Model Context Protocol (MCP) server for web research. Bring real-time info into Claude and easily research any topic. - Google search integration - Webpage content extraction - Research session tracking (list of visited pages, search queries, etc.) - Screenshot capture - Node.js >= 18 (includes npm and npx) - Claude Desktop app First, ensure you've downloaded and installed the Claude Desktop app
A Model Context Protocol (MCP) server that enables AI tools to interact with Gradle projects programmatically. It uses the Gradle Tooling API to query project information and execute tasks. Provides tools for: - Inspecting Projects: Retrieve detailed, structured information about a Gradle project, including: - Build structure (root project, subprojects) - Available tasks (in the root project)
IMPORTANT: This project is deprecated. Spacebridge MCP server is now available over HTTPS. See instructions at https://spacebridge.io A Model Context Protocol (MCP) server that integrates with the SpaceBridge REST API (https://spacebridge.io/docs) to automate issue management across connected issue trackers. SpaceBridge-MCP is a Model Context Protocol (MCP) server designed to integrate AI developm
MCP Access Point is a lightweight protocol conversion gateway tool designed to establish a communication bridge between traditional HTTP services and MCP (Model Context Protocol) clients. It enables MCP clients to interact directly with existing HTTP services without requiring any server-side interface modifications. This project is built on Pingora - an ultra-high performance gateway proxy librar
A Model Context Protocol (MCP) server acts as a bridge between AI-powered tools and your PythonAnywhere account, enabling secure, programmatic management of files, websites, webapps, and scheduled tasks. By exposing a standardized interface, it allows language models and automation clients to perform operations—such as editing files, deploying web apps, or scheduling jobs -- on your behalf, all wh
The MCP server calls the Shahnameh API behind the scenes, so you need to keep that running first. Please refer to the repository below for more information: Shahnameh API Also, please bear in mind that the API uses a database, which can be found here: Shahnameh Dataset Create and activate the virtual environment. For example, on macOS: Then run the inspector: این ریپازیتوری تنها یک بخش کوچک از پرو
Give Claude, Cursor, or any MCP-compatible client instant access to Pylon's full API gateway. Pay per request via x402 micropayments (USDC on Base). No signup. No subscriptions. Add to your MCP config (claudedesktopconfig.json): The server communicates via stdio using the MCP protocol. Capabilities are auto-discovered from the Pylon gateway at startup. 1. Your AI agent calls a Pylon tool (e.g. web
An MCP server that connects to OPC UA-enabled industrial systems, allowing AI agents to monitor, analyze, and control operational data in real time. This project is ideal for developers and engineers looking to bridge AI-driven workflows with industrial automation systems. - Read OPC UA Nodes: Retrieve real-time values from industrial devices. - Write to OPC UA Nodes: Control devices by writing va
🇰🇷 한국어 | 🇯🇵 日本語 | 🇨🇳 简体中文 | 🇹🇼 繁體中文 | 🇧🇷 Português The OP.GG MCP Server is a Model Context Protocol implementation that provides AI agents with access to OP.GG game data for League of Legends, Teamfight Tactics, and Valorant. The server supports Streamable HTTP transport. Most tools require a desiredoutputfields parameter to specify which fields to return. This reduces payload size and i
A Model Context Protocol (MCP) server that provides a comprehensive API for managing todo items. - Create todos: Add new tasks with title and markdown description - Update todos: Modify existing tasks - Complete todos: Mark tasks as done - Delete todos: Remove tasks from the list - Search todos: Find tasks by title or creation date - Summarize todos: Get a quick overview of active tasks This MCP s
Model Context Protocol (MCP) is a standardized protocol for managing context between large language models (LLMs) and external systems. This repository provides an MCP Server for Redis Cloud's API, allowing you to manage your Redis Cloud resources using natural language. This lets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Redis Cloud account, e
AI‑powered YouTube uploader—no CLI, no YouTube Studio, and no secrets ever shared with LLMs or third‑party apps and all free of cost! It includes OAuth2 authentication, token management, and video upload functionality. - Upload videos to YouTube from MCP Client(Claude/Cursor/VS Code) - OAuth2 authentication flow - Access token and refresh token management - Multi Channel Support - Schedule video u
ROS MCP is a MCP server designed for controlling robots in ROS environments using natural language. It supports communication via ROS topics, services, and actions, and works with any ROS message type. - Socket Server (socketserver.py): A lightweight server that runs on localhost:8765 to handle GUI-related operations. It receives instructions from the MCP server to launch tools such as Gazebo or r