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.
1062 servers
An MCP server for interacting with the Bluesky social network via the atproto client. :wave: Leave an issue if you have any problems running this MCP. I should be able to push out fixes pretty quickly. Get your Bluesky app password at: https://bsky.app/settings/app-passwords Add the following to your MCP config file (Note that the version is pinned): - For security reasons, I think its best to kee
A Model Context Protocol (MCP) server for searching NCBI databases, designed for researchers across all life sciences and biomedical fields. This server provides seamless access to PubMed's vast collection of 35+ million scientific articles through natural language queries, enabling AI assistants to help with literature reviews, research discovery, and scientific analysis. 🔬 Comprehensive Search:
A Model Context Protocol (MCP) server that provides seamless integration with Weblate translation management platform. This server enables AI assistants to interact directly with your Weblate instance for comprehensive translation management. - 🔧 Complete Weblate API Access: Full integration with Weblate's REST API - 🤖 AI-Powered Workflow: Natural language interaction with your translation proje
Welcome to the official Scrapeless Model Context Protocol (MCP) Server — a powerful integration layer that empowers LLMs, AI Agents, and AI applications to interact with the web in real time. Built on the open MCP standard, Scrapeless MCP Server seamlessly connects models like ChatGPT, Claude, and tools like Cursor and Windsurf to a wide range of external capabilities, including: - Google services
MCP Server for the National Park Service (NPS) API, providing real-time information about U.S. National Parks, including park details, alerts, and activities. 1. findParks - Search for national parks based on various criteria - stateCode (optional string): Filter parks by state code (e.g., "CA" for California). Multiple states can be comma-separated (e.g., "CA,OR,WA") - q (optional string): Search
A Model Context Protocol (MCP) server for interacting with the Solvitor API. This server provides tools to access the AI-powered platform that helps developers extract IDL files from closed-source Solana smart contracts and decompile them. This MCP server exposes the following tools for interacting with the Solvitor API: - Extract IDL (Interface Definition Language) from any Solana program using r
Transform your AI assistant into a Dutch railways expert! This MCP server connects Claude to real-time NS (Nederlandse Spoorwegen) travel information, making it your perfect companion for navigating the Netherlands by train. You can install this server in three ways: Update your Claude configuration file (~/Library/Application Support/Claude/claudedesktopconfig.json): You can get an API key from N
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)
A secure shell command execution server implementing the Model Context Protocol (MCP). This server allows remote execution of whitelisted shell commands with support for stdin input. Secure Command Execution: Only whitelisted commands can be executed Standard Input Support: Pass input to commands via stdin Comprehensive Output: Returns stdout, stderr, exit status, and execution time Shell Operator
A Model Context Protocol (MCP) server for querying the Shodan API and Shodan CVEDB. This server provides comprehensive access to Shodan's network intelligence and security services, including IP reconnaissance, DNS operations, vulnerability tracking, and device discovery. All tools provide structured, formatted output for easy analysis and integration. To install Shodan Server for Claude Desktop a
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
A simple MCP server for Yahoo Finance using yfinance. This server provides a set of tools to fetch stock data, news, and other financial information. - yfinancegettickerinfo - Retrieve stock data including company info, financials, trading metrics and governance data. - symbol (string): The stock symbol. - yfinancegettickernews - Fetches recent news articles related to a specific stock symbol with
This is a simple example of how to use a Fireproof database in a Model Context Protocol server (used for plugging code and data into A.I. systems such as Claude Desktop). This demo server implements a basic JSON document store with CRUD operations (Create, Read, Update, Delete) and the ability to query documents sorted by any field. Install dependencies: To use with Claude Desktop, add the server
search golang packages and their docs from pkg.go.dev, provide the infomation to llm as mcp server You can download the compiled binary from the releases page. Or you can install it from source, compile it by yourself: just use your client to request. it servers on stdio - localCache - [x] use a local cache to avoid search every time(From reddit user) - searchPackage - [x] imported by how many pac
- Model Context Protocol (MCP) Server for Fast Healthcare Interoperability Resources (FHIR) APIs - Table of Contents - Demo with HAPI FHIR server - Demo with EPIC Sandbox - Core Features - Prerequisites - Installation - Installing using PyPI Package - Installing from Source - Installing using Docker - Running the MCP Server with Docker - Using Docker Compose with HAPI FHIR Server - Integration wit
An MCP server that provides access to arXiv papers through their API. This server allows LLM clients (like Claude Desktop) to: - Search for scientific papers on arXiv by title and abstract content - Filter search results by submission date range - Control search result sorting (by submission date, update date, or relevance) - See total matching results count to gauge search specificity - Get paper
A Model Context Protocol (MCP) server implementation that provides database interaction with Snowflake. This server enables running SQL queries via tools and exposes data insights and schema context as resources. - memo://insights A continuously updated memo aggregating discovered data insights. Updated automatically when new insights are appended via the appendinsight tool. - context://table/{tab
An implementation of a Model Context Protocol (MCP) for internet speed testing. It allows AI models and agents to measure, analyze, and report network performance metrics through a standardized interface. 📦 Available on PyPI: https://pypi.org/project/mcp-internet-speed-test/ 🚀 Quick Start: The Model Context Protocol (MCP) provides a standardized way for Large Language Models (LLMs) to interact w
A Model Context Protocol (MCP) server that refines your prompts using PromptArchitect's AI-powered prompt engineering. Simply pass your current prompt and get an improved version back. Works with: Claude Desktop • VS Code (Copilot) • Cursor • Windsurf • Zed • JetBrains IDEs • Continue.dev • Cline Unlike generic prompt tools, PromptArchitect understands your project context. When refining prompts,
A Model Context Protocol server for Conan package manager integration. - Python >= 3.10 - Conan installed Add to your mcp.json: By default, the server uses conan from the system PATH (or the virtual environment where the MCP server is running). If you need to use a specific Conan installation or version, you can set the CONANMCPCONANPATH environment variable in your MCP configuration: If CONANMCPC
A Model Context Protocol server for Zotero integration that allows Claude to interact with your Zotero library. 1. Get your Zotero credentials: The response will look like: The userID value is what you need. 2. Set environment variables: 3. Verify your credentials: You should see your collections list in the response. 4. Install and run: To use this server with Claude Desktop, add the following to
This repository contains a MCP server that provides access to Milvus vector database functionality. Before using this MCP server, ensure you have: - Python 3.10 or higher - A running Milvus instance (local or remote) - uv installed (recommended for running the server) The recommended way to use this MCP server is to run it directly with uv without installation. This is how both Claude Desktop and
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
A Model Context Protocol (MCP) stdio server that exposes Discourse forum capabilities as tools and resources for AI agents. - Entry point: src/index.ts → compiled to dist/index.js (binary name: discourse-mcp) - SDK: @modelcontextprotocol/sdk - Node: >= 24 - Version: 0.2.4 (0.2.x has breaking changes from 0.1.x - JSON-only output, resources replace list tools) - Run (read‑only, recommended to start