MCP Servers

MCP Containers

Containerized versions of hundreds of MCP servers 📡 🧠

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<h1 align="center">MCP Containers</h1>

<p align="center">Containerized versions of hundreds of <a href="https://modelcontextprotocol.io/introduction">MCP servers</a> 📡 🧠</p>

Features

🚀 Simple Setup - Just pull the Docker image to use any MCP server
🛠️ Always Up-to-Date - We automatically update the images daily
🔒 Secure - Run MCP servers in isolated containers

Motivation

While experimenting with Model Context Protocol (MCP) servers, we found that setting them up could be a bit tedious and time-consuming. To simplify the process, we created containerized versions of these servers—making it quick, easy, and secure for anyone to get started.

This repository contains the scripts we use to build and manage these containers using Nixpacks. New images are automatically built whenever changes are made to the corresponding server repositories, ensuring that our containers are always up-to-date.

We're committed to supporting as many MCP servers as possible. If there's a specific server you'd like to see included, feel free to open an issue or submit a pull request!

Usage

To use the containers, simply pull the Docker image for the server you want to use. We have provided a list of available servers below, along with their respective readme files.

Featured Servers

<img src="https://github.com/21st-dev.png?size=120" width="16px" height="16px" /> 21st.dev Magic AI Agent - Magic Component Platform (MCP) is a powerful AI-driven tool that helps developers create beautiful, modern UI components instantly through natural language descriptions. It integrates seamlessly with popular IDEs and provides a streamlined workflow for UI development.
<img src="https://github.com/AudienseCo.png?size=120" width="16px" height="16px" /> 🏆 Audiense Insights MCP Server - This server, based on the Model Context Protocol (MCP), allows Claude or any other MCP-compatible client to interact with your Audiense Insights account. It extracts marketing insights and audience analysis from Audiense reports, covering demographic, cultural, influencer, and content engagement analysis.
<img src="https://github.com/CircleCI-Public.png?size=120" width="16px" height="16px" /> CircleCI MCP Server - Model Context Protocol (MCP) is a new, standardized protocol for managing context between large language models (LLMs) and external systems. In this repository, we provide an MCP Server for CircleCI.
<img src="https://github.com/IBM.png?size=120" width="16px" height="16px" /> Watsonx.ai Flows Engine - Here's a step-by-step tutorial for setting up and deploying a project with wxflows, including installing necessary tools, deploying the app, and running it locally.
<img src="https://github.com/OctagonAI.png?size=120" width="16px" height="16px" /> Octagon: MCP For Market Data - A free Model Context Protocol (MCP) server that integrates with Octagon Market Intelligence API
<img src="https://github.com/PaddleHQ.png?size=120" width="16px" height="16px" /> MCP Server for Paddle Billing - This is a Model Context Protocol (MCP) server that provides tools for interacting with the Paddle API.
<img src="https://github.com/Unstructured-IO.png?size=120" width="16px" height="16px" /> Unstructured API MCP Server - An MCP server implementation for interacting with the Unstructured API. This server provides tools to list sources and workflows.
<img src="https://github.com/Verodat.png?size=120" width="16px" height="16px" /> Verodat MCP Server - Verodat MCP Server Implementation
<img src="https://github.com/XeroAPI.png?size=120" width="16px" height="16px" /> Xero MCP Server - This is a Model Context Protocol (MCP) server implementation for Xero. It provides a bridge between the MCP protocol and Xero's API, allowing for standardized access to Xero's accounting and business features.
<img src="https://github.com/apify.png?size=120" width="16px" height="16px" /> Apify Model Context Protocol (MCP) Server - Implementation of an MCP server for all Apify Actors.
<img src="https://github.com/apimatic.png?size=120" width="16px" height="16px" /> APIMatic Validator MCP Server - This repository provides a Model Context Protocol (MCP) Server for validating OpenAPI specifications using APIMatic. The server processes OpenAPI files and returns validation summaries by leveraging APIMatic’s API.
<img src="https://github.com/axiomhq.png?size=120" width="16px" height="16px" /> mcp-server-axiom - A Model Context Protocol server implementation for Axiom that enables AI agents to query your data using Axiom Processing Language (APL).
<img src="https://github.com/base.png?size=120" width="16px" height="16px" /> Base MCP Server 🔵 - A Model Context Protocol (MCP) server that provides onchain tools for AI applications like Claude Desktop and Cursor, allowing them to interact with the Base Network and Coinbase API.
<img src="https://github.com/browserbase.png?size=120" width="16px" height="16px" /> Browserbase MCP Server - This server provides cloud browser automation capabilities using Browserbase, Puppeteer, and Stagehand. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a cloud browser environment.
<img src="https://github.com/chargebee.png?size=120" width="16px" height="16px" /> Chargebee Model Context Protocol (MCP) Server - Model Context Protocol (MCP) is a standardized protocol designed to manage context between large language models (LLMs) and external systems.
<img src="https://github.com/chroma-core.png?size=120" width="16px" height="16px" /> Chroma MCP Server - This server provides data retrieval capabilities powered by Chroma, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, metadata filtering, and more.
<img src="https://github.com/cloudflare.png?size=120" width="16px" height="16px" /> Cloudflare MCP Server - Model Context Protocol (MCP) is a new, standardized protocol for managing context between large language models (LLMs) and external systems. In this repository, we provide an installer as well as an MCP Server for Cloudflare's API.
<img src="https://github.com/comet-ml.png?size=120" width="16px" height="16px" /> Opik MCP Server - Opik MCP Server is an open-source implementation of the Model Context Protocol for the Opik platform. It provides a unified interface for interacting with Opik's capabilities, supporting multiple transport mechanisms for flexible integration into various environments.
<img src="https://github.com/devhub.png?size=120" width="16px" height="16px" /> DevHub CMS MCP - A Model Context Protocol (MCP) integration for managing content in the DevHub CMS system.
<img src="https://github.com/elie222.png?size=120" width="16px" height="16px" /> Inbox Zero MCP Server - An MCP server to manage your inbox efficiently. Use it within Cursor, Windsurf, or Claude desktop to interact with your Inbox Zero personal assistant.
<img src="https://github.com/exa-labs.png?size=120" width="16px" height="16px" /> Exa MCP Server 🔍 - A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
<img src="https://github.com/gotohuman.png?size=120" width="16px" height="16px" /> gotoHuman MCP Server - Let your AI agents ask for human reviews in gotoHuman via MCP.
<img src="https://github.com/graphlit.png?size=120" width="16px" height="16px" /> Model Context Protocol (MCP) Server for Graphlit Platform - Model Context Protocol (MCP) Server for Graphlit Platform
<img src="https://github.com/heroku.png?size=120" width="16px" height="16px" /> heroku-mcp-server - The Heroku Platform MCP Server works on Common Runtime, Cedar Private and Shield Spaces, and Fir Private Spaces.
<img src="https://github.com/hyperbrowserai.png?size=120" width="16px" height="16px" /> Hyperbrowser MCP Server - This is Hyperbrowser's Model Context Protocol (MCP) Server. It provides various tools to scrape, extract structured data, and crawl webpages. It also provides easy access to general purpose browser agents like OpenAI's CUA, Anthropic's Claude Computer Use, and Browser Use.
<img src="https://github.com/integromat.png?size=120" width="16px" height="16px" /> Make MCP Server - A Model Context Protocol server that enables Make scenarios to be utilized as tools by AI assistants. This integration allows AI systems to trigger and interact with your Make automation workflows.
<img src="https://github.com/its-dart.png?size=120" width="16px" height="16px" /> Dart MCP Server - Dart AI Model Context Protocol (MCP) server
<img src="https://github.com/jamsocket.png?size=120" width="16px" height="16px" /> ForeverVM MCP Server - MCP Server for ForeverVM, enabling Claude to execute code in a Python REPL.
<img src="https://github.com/makenotion.png?size=120" width="16px" height="16px" /> Notion MCP Server - This project implements an MCP server for the Notion API.
<img src="https://github.com/mendableai.png?size=120" width="16px" height="16px" /> Firecrawl MCP Server - A Model Context Protocol (MCP) server implementation that integrates with Firecrawl for web scraping capabilities.
<img src="https://github.com/metoro-io.png?size=120" width="16px" height="16px" /> metoro-mcp-server - This repository contains th Metoro MCP (Model Context Protocol) Server. This MCP Server allows you to interact with your Kubernetes cluster via the Claude Desktop App!
<img src="https://github.com/microsoft.png?size=120" width="16px" height="16px" /> Playwright MCP - A Model Context Protocol (MCP) server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages through structured accessibility snapshots, bypassing the need for screenshots or visually-tuned models.
<img src="https://github.com/needle-ai.png?size=120" width="16px" height="16px" /> Needle MCP Server - MCP (Model Context Protocol) server to manage documents and perform searches using Needle through Claude’s Desktop Application.
<img src="https://github.com/neondatabase.png?size=120" width="16px" height="16px" /> Neon MCP Server - Neon MCP Server is an open-source tool that lets you interact with your Neon Postgres databases in natural language.
<img src="https://github.com/oceanbase.png?size=120" width="16px" height="16px" /> mcp-oceanbase - MCP Server for OceanBase database and its tools
<img src="https://github.com/oxylabs.png?size=120" width="16px" height="16px" /> Oxylabs MCP Server - The Oxylabs MCP server provides a bridge between AI models and the web. It enables them to scrape any URL, render JavaScript-heavy pages, extract and format content for AI use, bypass anti-scraping measures, and access geo-restricted web data from 195+ countries.
<img src="https://github.com/pydantic.png?size=120" width="16px" height="16px" /> Logfire MCP Server - This repository contains a Model Context Protocol (MCP) server with tools that can access the OpenTelemetry traces and
<img src="https://github.com/qdrant.png?size=120" width="16px" height="16px" /> mcp-server-qdrant: A Qdrant MCP server - An official Qdrant Model Context Protocol (MCP) server implementation.
<img src="https://github.com/ramp-public.png?size=120" width="16px" height="16px" /> ramp-mcp: A Ramp MCP server - A Model Context Protocol server for retrieving and analyzing data or running tasks for Ramp using Developer API. In order to get around token and input size limitations, this server implements a simple ETL pipeline + ephemeral sqlite database in memory for analysis by an LLM.
<img src="https://github.com/screenshotone.png?size=120" width="16px" height="16px" /> ScreenshotOne MCP Server - A simple implementation of an MCP server for the ScreenshotOne API
<img src="https://github.com/semgrep.png?size=120" width="16px" height="16px" /> Semgrep MCP Server - A Model Context Protocol (MCP) server for using Semgrep to scan code for security vulnerabilities. Secure your vibe coding! 😅
<img src="https://github.com/stripe.png?size=120" width="16px" height="16px" /> Stripe Model Context Protocol - The Stripe Model Context Protocol server allows you to integrate with Stripe APIs through function calling. This protocol supports various tools to interact with different Stripe services.
<img src="https://github.com/tavily-ai.png?size=120" width="16px" height="16px" /> Tavily MCP Server - An MCP server for Tavily search.
<img src="https://github.com/tinybirdco.png?size=120" width="16px" height="16px" /> Tinybird MCP server - An MCP server to interact with a Tinybird Workspace from any MCP client.
<img src="https://github.com/translated.png?size=120" width="16px" height="16px" /> Lara Translate MCP Server - A Model Context Protocol (MCP) Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
<img src="https://github.com/vectorize-io.png?size=120" width="16px" height="16px" /> Vectorize MCP Server - A Model Context Protocol (MCP) server implementation that integrates with Vectorize for advanced Vector retrieval and text extraction.

Available Servers

<img src="https://github.com/0xDAEF0F.png?size=120" width="16px" height="16px" /> Job Searchoor MCP Server - An MCP server implementation that provides job search functionality.
<img src="https://github.com/0xshellming.png?size=120" width="16px" height="16px" /> MCP Content Summarizer Server - A Model Context Protocol (MCP) server that provides intelligent summarization capabilities for various types of content using Google's Gemini 1.5 Pro model. This server can help you generate concise summaries while maintaining key information from different content formats.
<img src="https://github.com/21st-dev.png?size=120" width="16px" height="16px" /> 21st.dev Magic AI Agent - Magic Component Platform (MCP) is a powerful AI-driven tool that helps developers create beautiful, modern UI components instantly through natural language descriptions. It integrates seamlessly with popular IDEs and provides a streamlined workflow for UI development.
<img src="https://github.com/34892002.png?size=120" width="16px" height="16px" /> Bilibili MCP - MCP server for Bilibili search.
<img src="https://github.com/66julienmartin.png?size=120" width="16px" height="16px" /> Deepseek R1 MCP Server - A Model Context Protocol (MCP) server implementation for the Deepseek R1 language model. Deepseek R1 is a powerful language model optimized for reasoning tasks with a context window of 8192 tokens.
<img src="https://github.com/AI-Agent-Hub.png?size=120" width="16px" height="16px" /> AI Agent Marketplace Index Search MCP Server - MCP Server for AI Agent Marketplace Index from DeepNLP, , allowing AI assistants to searches available AI agents Navigation Page function, tools or use cases by "keywords" or "category". such as find all the "AI coding agents", "GUI AI Agents", "Mobile Use Agent", "Desktop Use Agent", etc.
<img src="https://github.com/AI-QL.png?size=120" width="16px" height="16px" /> MCP Chat Desktop App - A Cross-Platform Interface for LLMs
<img src="https://github.com/AbdelStark.png?size=120" width="16px" height="16px" /> ₿itcoin & Lightning Network MCP Server - Bitcoin & Lightning Network MCP Server.
<img src="https://github.com/AbdelStark.png?size=120" width="16px" height="16px" /> 🌐 Nostr MCP Server - A Model Context Protocol (MCP) server that enables AI models to interact with Nostr, allowing them to post notes and interact with the freedom of speech protocol.
<img src="https://github.com/AshDevFr.png?size=120" width="16px" height="16px" /> Discourse MCP Server - Node.js server implementing Model Context Protocol (MCP) for Discourse search operation.
<img src="https://github.com/AudienseCo.png?size=120" width="16px" height="16px" /> 🏆 Audiense Insights MCP Server - This server, based on the Model Context Protocol (MCP), allows Claude or any other MCP-compatible client to interact with your Audiense Insights account. It extracts marketing insights and audience analysis from Audiense reports, covering demographic, cultural, influencer, and content engagement analysis.
<img src="https://github.com/Automata-Labs-team.png?size=120" width="16px" height="16px" /> MCP Server Playwright - MCP Server for interacting with Browsers using Playwright.
<img src="https://github.com/Badhansen.png?size=120" width="16px" height="16px" /> notion-mcp - A simple Model Context Protocol (MCP) server that integrates with Notion's API to manage my personal todo list.
<img src="https://github.com/Bankless.png?size=120" width="16px" height="16px" /> Bankless Onchain MCP Server - MCP (Model Context Protocol) server for blockchain data interaction through the Bankless API.
<img src="https://github.com/Bigsy.png?size=120" width="16px" height="16px" /> Clojars MCP Server - A Model Context Protocol (MCP) server that provides tools for fetching dependency information from Clojars, the Clojure community's artifact repository for Cline, Roo Code, Cody, Claude Desktop etc.
<img src="https://github.com/Boston343.png?size=120" width="16px" height="16px" /> Starwind UI MCP Server - A TypeScript implementation of a Model Context Protocol (MCP) server for Starwind UI, providing tools to help developers work with Starwind UI components.
<img src="https://github.com/BurtTheCoder.png?size=120" width="16px" height="16px" /> Maigret MCP Server - A Model Context Protocol (MCP) server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs. It is designed to integrate seamlessly with MCP-compatible applications like Claude Desktop.
<img src="https://github.com/BurtTheCoder.png?size=120" width="16px" height="16px" /> Shodan MCP Server - 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.
<img src="https://github.com/BurtTheCoder.png?size=120" width="16px" height="16px" /> VirusTotal MCP Server - A Model Context Protocol (MCP) server for querying the VirusTotal API. This server provides comprehensive security analysis tools with automatic relationship data fetching. It integrates seamlessly with MCP-compatible applications like Claude Desktop.
<img src="https://github.com/ChanMeng666.png?size=120" width="16px" height="16px" /> Google News MCP Server - Model Context Protocol (MCP) server implementation providing Google News search capabilities via SerpAPI, with automatic news categorization and multi-language support.
<img src="https://github.com/ChristophEnglisch.png?size=120" width="16px" height="16px" /> Keycloak MCP Server - A Model Context Protocol server for Keycloak administration, providing tools to manage users and realms.
<img src="https://github.com/CircleCI-Public.png?size=120" width="16px" height="16px" /> CircleCI MCP Server - Model Context Protocol (MCP) is a new, standardized protocol for managing context between large language models (LLMs) and external systems. In this repository, we provide an MCP Server for CircleCI.
<img src="https://github.com/DMontgomery40.png?size=120" width="16px" height="16px" /> DeepSeek MCP Server - A Model Context Protocol (MCP) server for the DeepSeek API, allowing seamless integration of DeepSeek's powerful language models with MCP-compatible applications like Claude Desktop.
<img src="https://github.com/Dumpling-AI.png?size=120" width="16px" height="16px" /> Dumpling AI MCP Server - A Model Context Protocol (MCP) server implementation that integrates with Dumpling AI for data scraping, content processing, knowledge management, AI agents, and code execution capabilities.
<img src="https://github.com/EduBase.png?size=120" width="16px" height="16px" /> EduBase MCP server - Model Context Protocol server for the EduBase platform. It allows MCP clients (for example Claude Desktop) and LLMs to interact with your EduBase account and perform tasks on your behalf.
<img src="https://github.com/Flux159.png?size=120" width="16px" height="16px" /> MCP Server Kubernetes - MCP Server that can connect to a Kubernetes cluster and manage it.
<img src="https://github.com/GLips.png?size=120" width="16px" height="16px" /> Framelink Figma MCP Server - Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.
<img src="https://github.com/GeLi2001.png?size=120" width="16px" height="16px" /> Datadog MCP Server - A Model Context Protocol (MCP) server for interacting with the Datadog API.
<img src="https://github.com/GeLi2001.png?size=120" width="16px" height="16px" /> Shopify MCP Server - MCP Server for Shopify API, enabling interaction with store data through GraphQL API. This server provides tools for managing products, customers, orders, and more.
<img src="https://github.com/GeLi2001.png?size=120" width="16px" height="16px" /> TFT MCP Server - This is a Model Context Protocol (MCP) server for Team Fight Tactics (TFT) that provides access to TFT game data through various tools.
<img src="https://github.com/GongRzhe.png?size=120" width="16px" height="16px" /> JSON MCP Server (@gongrzhe/server-json-mcp@1.0.3) - A JSON Model Context Protocol (MCP) server implementation for querying and manipulating JSON data. This server enables LLMs to interact with JSON data through a set of standardized tools.
<img src="https://github.com/GongRzhe.png?size=120" width="16px" height="16px" /> Langflow-DOC-QA-SERVER - A Model Context Protocol server for document Q&A powered by Langflow
<img src="https://github.com/GongRzhe.png?size=120" width="16px" height="16px" /> quickchart-server MCP Server - A Model Context Protocol server for generating charts using QuickChart.io . It allows you to create various types of charts through MCP tools.
<img src="https://github.com/HenryHaoson.png?size=120" width="16px" height="16px" /> 语雀 MCP 服务器 - 一个用于与语雀 API 集成的 Model-Context-Protocol (MCP) 服务器。此实现受 Figma-Context-MCP 的启发，并使用语雀开放 API。
<img src="https://github.com/Hypersequent.png?size=120" width="16px" height="16px" /> QA Sphere MCP Server - A Model Context Protocol server for the QA Sphere test management system.
<img src="https://github.com/IBM.png?size=120" width="16px" height="16px" /> Watsonx.ai Flows Engine - Here's a step-by-step tutorial for setting up and deploying a project with wxflows, including installing necessary tools, deploying the app, and running it locally.
<img src="https://github.com/InhiblabCore.png?size=120" width="16px" height="16px" /> Image Compression - A high-performance image compression microservice based on MCP (Modal Context Protocol)
<img src="https://github.com/JetBrains.png?size=120" width="16px" height="16px" /> JetBrains MCP Proxy Server - The server proxies requests from client to JetBrains IDE.
<img src="https://github.com/JetBrains.png?size=120" width="16px" height="16px" /> JetBrains MCP Proxy Server - The server proxies requests from client to JetBrains IDE.
<img src="https://github.com/JordiNeil.png?size=120" width="16px" height="16px" /> Databricks MCP Server - A Model Context Protocol (MCP) server that connects to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
<img src="https://github.com/JoshuaRileyDev.png?size=120" width="16px" height="16px" /> App Store Connect MCP Server - A Model Context Protocol (MCP) server for interacting with the App Store Connect API. This server provides tools for managing apps, beta testers, bundle IDs, devices, and capabilities in App Store Connect.
<img src="https://github.com/KS-GEN-AI.png?size=120" width="16px" height="16px" /> Confluence Communication Server MCP Server - Interact with Confluence
<img src="https://github.com/KS-GEN-AI.png?size=120" width="16px" height="16px" /> Jira communication server MCP Server - Talk to Jira
<img src="https://github.com/Kong.png?size=120" width="16px" height="16px" /> Kong Konnect MCP Server - A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, allowing AI assistants to query and analyze Kong Gateway configurations, traffic, and analytics.
<img src="https://github.com/KyrieTangSheng.png?size=120" width="16px" height="16px" /> National Parks MCP Server - MCP Server for the National Park Service (NPS) API, providing real-time information about U.S. National Parks, including park details, alerts, and activities.
<img src="https://github.com/Laksh-star.png?size=120" width="16px" height="16px" /> TMDB MCP Server - This MCP server integrates with The Movie Database (TMDB) API to provide movie information, search capabilities, and recommendations.
<img src="https://github.com/OctagonAI.png?size=120" width="16px" height="16px" /> Octagon: MCP For Market Data - A free Model Context Protocol (MCP) server that integrates with Octagon Market Intelligence API
<img src="https://github.com/OctoMind-dev.png?size=120" width="16px" height="16px" /> octomind mcp server: let agents create and manage e2e tests - An MCP server for octomind tools, resources and prompts
<img src="https://github.com/OpenDataMCP.png?size=120" width="16px" height="16px" /> Open Data Model Context Protocol - Connect any Open Data to any LLM with Model Context Protocol.
<img src="https://github.com/PaddleHQ.png?size=120" width="16px" height="16px" /> MCP Server for Paddle Billing - This is a Model Context Protocol (MCP) server that provides tools for interacting with the Paddle API.
<img src="https://github.com/PostHog.png?size=120" width="16px" height="16px" /> PostHog MCP Server 📊 - A Model Context Protocol (MCP) server for interacting with PostHog. Create annotations and manage projects directly through Claude Desktop!
<img src="https://github.com/ProgramComputer.png?size=120" width="16px" height="16px" /> NASA MCP Server - A Model Context Protocol (MCP) server for NASA APIs, providing a standardized interface for AI models to interact with NASA's vast array of data sources. This server implements the official Model Context Protocol specification.
<img src="https://github.com/QAInsights.png?size=120" width="16px" height="16px" /> JMeter MCP Server - This is a Model Context Protocol (MCP) server that allows executing JMeter tests through MCP-compatible clients.
<img src="https://github.com/QAInsights.png?size=120" width="16px" height="16px" /> k6-mcp-server - A Model Context Protocol (MCP) server implementation for running k6 load tests.
<img src="https://github.com/QAInsights.png?size=120" width="16px" height="16px" /> locust-mcp-server - A Model Context Protocol (MCP) server implementation for running Locust load tests. This server enables seamless integration of Locust load testing capabilities with AI-powered development environments.
<img src="https://github.com/QuantGeekDev.png?size=120" width="16px" height="16px" /> Coincap MCP - A coincap mcp server to access crypto data from coincap API.
<img src="https://github.com/QuantGeekDev.png?size=120" width="16px" height="16px" /> Docker MCP - A powerful Model Context Protocol (MCP) server for Docker operations, enabling seamless container and compose stack management through Claude AI.
<img src="https://github.com/QuantGeekDev.png?size=120" width="16px" height="16px" /> 🗄️ MongoDB MCP Server for LLMS - A Model Context Protocol (MCP) server that enables LLMs to interact directly with MongoDB databases. Query collections, inspect schemas, and manage data seamlessly through natural language.
<img src="https://github.com/ReAPI-com.png?size=120" width="16px" height="16px" /> @reapi/mcp-openapi - A Model Context Protocol (MCP) server that loads and serves multiple OpenAPI specifications to enable LLM-powered IDE integrations. This server acts as a bridge between your OpenAPI specifications and LLM-powered development tools like Cursor and other code editors.
<img src="https://github.com/Rootly-AI-Labs.png?size=120" width="16px" height="16px" /> Rootly MCP Server - An MCP server for Rootly API that you can plug into your favorite MCP-compatible editors like Cursor, Windsurf, and Claude. Resolve production incidents in under a minute without leaving your IDE.
<img src="https://github.com/SDGLBL.png?size=120" width="16px" height="16px" /> MCP Claude Code - An implementation of Claude Code capabilities using the Model Context Protocol (MCP).
<img src="https://github.com/SaintDoresh.png?size=120" width="16px" height="16px" /> Crypto Trader MCP Tool - An MCP (Model Context Protocol) tool that provides cryptocurrency market data using the CoinGecko API, specifically designed for Claude Desktop.
<img src="https://github.com/SaintDoresh.png?size=120" width="16px" height="16px" /> Weather MCP Tool - An MCP (Model Context Protocol) tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API, specifically designed for Claude Desktop.
<img src="https://github.com/SaintDoresh.png?size=120" width="16px" height="16px" /> YFinance Trader MCP Tool for Claude Desktop - An MCP (Model Context Protocol) tool that provides stock market data and trading capabilities using the yfinance library, specifically adapted for Claude Desktop.
<img src="https://github.com/SaseQ.png?size=120" width="16px" height="16px" /> Discord MCP - A Model Context Protocol (MCP) server for the Discord API (JDA),
<img src="https://github.com/SecretiveShell.png?size=120" width="16px" height="16px" /> MCP-searxng - An MCP server for connecting agentic systems to search systems via searXNG.
<img src="https://github.com/SecretiveShell.png?size=120" width="16px" height="16px" /> MCP-timeserver - A simple MCP server that exposes datetime information to agentic systems and chat REPLs
<img src="https://github.com/SecretiveShell.png?size=120" width="16px" height="16px" /> MCP-wolfram-alpha - A MCP server to connect to wolfram alpha API.
<img src="https://github.com/Seym0n.png?size=120" width="16px" height="16px" /> TikTok MCP - The TikTok MCP integrates TikTok access into Claude AI and other apps via TikNeuron. This TikTok MCP allows you to
<img src="https://github.com/Spathodea-Network.png?size=120" width="16px" height="16px" /> OpenCTI MCP Server - OpenCTI MCP Server is a Model Context Protocol (MCP) server that provides seamless integration with OpenCTI (Open Cyber Threat Intelligence) platform.
<img src="https://github.com/StarRocks.png?size=120" width="16px" height="16px" /> Starrocks Official MCP server - The StarRocks MCP Server acts as a bridge between AI assistants and StarRocks databases, allowing for direct SQL execution and database exploration without requiring complex setup or configuration.
<img src="https://github.com/TermiX-official.png?size=120" width="16px" height="16px" /> 📦 BNBChain MCP – Binance Smart Chain Tool Server (MCP + CLI Ready) - A plug-and-play MCP tool server to send BNB, transfer BEP-20 tokens, deploy tokens, and interact with smart contracts on the Binance Smart Chain (BSC) — built for Claude Desktop, AI agents, and developers.
<img src="https://github.com/Tiberriver256.png?size=120" width="16px" height="16px" /> Azure DevOps MCP Server - A Model Context Protocol (MCP) server implementation for Azure DevOps, allowing AI assistants to interact with Azure DevOps APIs through a standardized protocol.
<img src="https://github.com/Tomatio13.png?size=120" width="16px" height="16px" /> tavily-search MCP server - This server uses the Tavily API to perform searches based on specified queries.
<img src="https://github.com/Unstructured-IO.png?size=120" width="16px" height="16px" /> Unstructured API MCP Server - An MCP server implementation for interacting with the Unstructured API. This server provides tools to list sources and workflows.
<img src="https://github.com/UserAd.png?size=120" width="16px" height="16px" /> Didlogic MCP Server - A Model Context Protocol (MCP) server implementation for the Didlogic API. This server allows Large Language Models (LLMs) to interact with Didlogic services through a standardized interface.
<img src="https://github.com/Verodat.png?size=120" width="16px" height="16px" /> Verodat MCP Server - Verodat MCP Server Implementation
<img src="https://github.com/VeyraX.png?size=120" width="16px" height="16px" /> VeyraX MCP - Single tool to control them all — VeyraX MCP is the only connection you need to access all your tools in any MCP-compatible environment.
<img src="https://github.com/Vortiago.png?size=120" width="16px" height="16px" /> MCP Azure DevOps Server - A Model Context Protocol (MCP) server enabling AI assistants to interact with Azure DevOps services.
<img src="https://github.com/XeroAPI.png?size=120" width="16px" height="16px" /> Xero MCP Server - This is a Model Context Protocol (MCP) server implementation for Xero. It provides a bridge between the MCP protocol and Xero's API, allowing for standardized access to Xero's accounting and business features.
<img src="https://github.com/Xuanwo.png?size=120" width="16px" height="16px" /> Model Context Protocol Server for Apache OpenDAL™ - A Model Context Protocol (MCP) server implementation that provides access to various storage services via Apache OpenDAL™.
<img src="https://github.com/YuChenSSR.png?size=120" width="16px" height="16px" /> Multi-Model Advisor - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.
<img src="https://github.com/Zhwt.png?size=120" width="16px" height="16px" /> go-mcp-mysql - Zero burden, ready-to-use Model Context Protocol (MCP) server for interacting with MySQL and automation.
<img src="https://github.com/ZilongXue.png?size=120" width="16px" height="16px" /> ClaudePost - A Model Context Protocol (MCP) server that provides a seamless email management interface through Claude. This integration allows you to handle emails directly through natural language conversations with Claude, supporting features like searching, reading, and sending emails securely.
<img src="https://github.com/abhiz123.png?size=120" width="16px" height="16px" /> Todoist MCP Server - An MCP (Model Context Protocol) server implementation that integrates Claude with Todoist, enabling natural language task management. This server allows Claude to interact with your Todoist tasks using everyday language.
<img src="https://github.com/ac3xx.png?size=120" width="16px" height="16px" /> kagi-server MCP Server - MCP server for Kagi API integration
<img src="https://github.com/adenot.png?size=120" width="16px" height="16px" /> Google Search MCP Server - A Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.
<img src="https://github.com/adityak74.png?size=120" width="16px" height="16px" /> mcp-scholarly MCP server - A MCP server to search for accurate academic articles. More scholarly vendors will be added soon.
<img src="https://github.com/admica.png?size=120" width="16px" height="16px" /> FileScopeMCP (Model Context Protocol) Server - ✨ Instantly understand and visualize your codebase structure & dependencies! ✨
<img src="https://github.com/agentmail-to.png?size=120" width="16px" height="16px" /> AgentMail MCP Integration - A simple Model Context Protocol (MCP) server that integrates with AgentMail to dynamically manage email inboxes, list messages, and send or reply to emails—all through an AI assistant such as Claude. This reference implementation demonstrates how to use AgentMail’s API within an MCP server to orchestrate email inboxes on the fly.
<img src="https://github.com/ahnlabio.png?size=120" width="16px" height="16px" /> BICScan MCP Server - A powerful and efficient Blockchain address risk scoring API MCP Server, leveraging the BICScan API to provide comprehensive risk assessments and asset information for blockchain addresses, domains, and decentralized applications (dApps).
<img src="https://github.com/akseyh.png?size=120" width="16px" height="16px" /> Bear MCP Server - This project is a Model Context Protocol (MCP) server that provides access to the Bear Notes.
<img src="https://github.com/alexbakers.png?size=120" width="16px" height="16px" /> 🪐 MCP IPFS Server (storacha.network) 🛰️ - A Node.js server implementing the Model Context Protocol (MCP) for interacting with the storacha.network platform via the w3 command-line interface (@web3-storage/w3cli).
<img src="https://github.com/allenporter.png?size=120" width="16px" height="16px" /> mcp-server-home-assistant - A Model Context Protocol Server for Home Assistant. See Model Context Protocol
<img src="https://github.com/ambar.png?size=120" width="16px" height="16px" /> simctl-mcp - A Model Context Protocol server implementation for iOS Simulator control.
<img src="https://github.com/amidabuddha.png?size=120" width="16px" height="16px" /> Unichat MCP Server in Python - ASend requests to OpenAI, MistralAI, Anthropic, xAI, Google AI, DeepSeek, Alibaba, Inception using MCP protocol via tool or predefined prompts.
<img src="https://github.com/anaisbetts.png?size=120" width="16px" height="16px" /> mcp-installer - A MCP Server to install MCP Servers - This server is a server that installs other MCP servers for you. Install it, and you can ask Claude to install MCP servers hosted in npm or PyPi for you. Requires npx and uv to be installed for node and Python servers respectively.
<img src="https://github.com/andybrandt.png?size=120" width="16px" height="16px" /> MCP Simple OpenAI Assistant - AI assistants are pretty cool. I thought it would be a good idea if my Claude (conscious Claude) would also have one. And now he has - and its both useful anf fun for him. Your Claude can have one too!
<img src="https://github.com/andybrandt.png?size=120" width="16px" height="16px" /> MCP Simple PubMed - An MCP server that provides access to PubMed articles through the Entrez API.
<img src="https://github.com/angheljf.png?size=120" width="16px" height="16px" /> NYTimes Article Search MCP Server - This is a TypeScript-based MCP server that allows searching for New York Times articles from the last 30 days based on a keyword. It demonstrates core MCP concepts by providing:
<img src="https://github.com/anjor.png?size=120" width="16px" height="16px" /> Coinmarket MCP server - An MCP server that integrates with the Coinmarket API
<img src="https://github.com/apeyroux.png?size=120" width="16px" height="16px" /> MCP XMind Server - A Model Context Protocol server for analyzing and querying XMind mind maps. This tool provides powerful capabilities for searching, extracting, and analyzing content from XMind files.
<img src="https://github.com/api7.png?size=120" width="16px" height="16px" /> APISIX Model Context Protocol (MCP) Server - APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API. It aims to enable natural language-based interaction for viewing and managing resources in APISIX through MCP-compatible AI clients.
<img src="https://github.com/apify.png?size=120" width="16px" height="16px" /> Apify Model Context Protocol (MCP) Server - Implementation of an MCP server for all Apify Actors.
<img src="https://github.com/apify.png?size=120" width="16px" height="16px" /> RAG Web Browser Actor - Implementation of an MCP server for the RAG Web Browser Actor.
<img src="https://github.com/apimatic.png?size=120" width="16px" height="16px" /> APIMatic Validator MCP Server - This repository provides a Model Context Protocol (MCP) Server for validating OpenAPI specifications using APIMatic. The server processes OpenAPI files and returns validation summaries by leveraging APIMatic’s API.
<img src="https://github.com/apinetwork.png?size=120" width="16px" height="16px" /> piapi-mcp-server - A TypeScript implementation of a Model Context Protocol (MCP) server that integrates with PiAPI's API. PiAPI makes user able to generate media content with Midjourney/Flux/Kling/LumaLabs/Udio/Chrip/Trellis directly from Claude or any other MCP-compatible apps.
<img src="https://github.com/arpitbatra123.png?size=120" width="16px" height="16px" /> Google Tasks MCP Server - This Model Context Protocol (MCP) server provides a bridge between Claude and Google Tasks, allowing you to manage your task lists and tasks directly through Claude.
<img src="https://github.com/ashiknesin.png?size=120" width="16px" height="16px" /> Pushover MCP - A Model Context Protocol implementation for sending notifications via Pushover.net.
<img src="https://github.com/automation-ai-labs.png?size=120" width="16px" height="16px" /> MCP Link - Convert Any OpenAPI V3 API to MCP Server - Convert Any OpenAPI V3 API to MCP Server
<img src="https://github.com/awkoy.png?size=120" width="16px" height="16px" /> Replicate Flux MCP - MCP for Replicate Flux Model - A powerful tool for generating customized images and SVG assets that match specific coding vibes and aesthetic styles. Streamline your visual asset creation process with AI-powered design generation tailored for developers.
<img src="https://github.com/aws-samples.png?size=120" width="16px" height="16px" /> S3 Model Context Protocol Server - An MCP server implementation for retrieving data such as PDF's from S3.
<img src="https://github.com/awwaiid.png?size=120" width="16px" height="16px" /> TaskWarrior MCP Server - Node.js server implementing Model Context Protocol (MCP) for TaskWarrior operations.
<img src="https://github.com/axiomhq.png?size=120" width="16px" height="16px" /> mcp-server-axiom - A Model Context Protocol server implementation for Axiom that enables AI agents to query your data using Axiom Processing Language (APL).
<img src="https://github.com/baidubce.png?size=120" width="16px" height="16px" /> Baidu AI Search - Baidu AI Search component combines Baidu's search capabilities with large language model technology to provide intelligent responses with real-time web information references, supporting various industry application scenarios. It offers rich standardized capabilities such as:
<img src="https://github.com/bankless.png?size=120" width="16px" height="16px" /> Bankless Onchain MCP Server - MCP (Model Context Protocol) server for blockchain data interaction through the Bankless API.
<img src="https://github.com/bart6114.png?size=120" width="16px" height="16px" /> Bear MCP Server - A Model Context Protocol (MCP) server that allows AI assistants like Claude to read notes from the Bear note-taking app. This implementation connects directly to the Bear SQLite database in a read-only mode, ensuring your notes remain safe and unmodified.
<img src="https://github.com/base.png?size=120" width="16px" height="16px" /> Base MCP Server 🔵 - A Model Context Protocol (MCP) server that provides onchain tools for AI applications like Claude Desktop and Cursor, allowing them to interact with the Base Network and Coinbase API.
<img src="https://github.com/basicmachines-co.png?size=120" width="16px" height="16px" /> Basic Memory - Basic Memory lets you build persistent knowledge through natural conversations with Large Language Models (LLMs) like
<img src="https://github.com/bazinga012.png?size=120" width="16px" height="16px" /> MCP Code Executor - The MCP Code Executor is an MCP server that allows LLMs to execute Python code within a specified Conda environment. This enables LLMs to run code with access to libraries and dependencies defined in the Conda environment.
<img src="https://github.com/benborla.png?size=120" width="16px" height="16px" /> MCP Server for MySQL - A Model Context Protocol server that provides access to MySQL databases. This server enables LLMs to inspect database schemas and execute SQL queries.
<img src="https://github.com/bharathvaj-ganesan.png?size=120" width="16px" height="16px" /> Whois MCP - MCP Server for whois lookups.
<img src="https://github.com/bigcodegen.png?size=120" width="16px" height="16px" /> Neovim MCP Server - A proof of concept integration between Claude Desktop (or any client) and Neovim using Model Context Protocol (MCP) and the official neovim/node-client JavaScript library. This server leverages Vim's native text editing commands and workflows, which Claude already understands, to create a lightweight code or general purpose AI text assistance layer.
<img src="https://github.com/blurrah.png?size=120" width="16px" height="16px" /> mcp-graphql - A Model Context Protocol server that enables LLMs to interact with GraphQL APIs. This implementation provides schema introspection and query execution capabilities, allowing models to discover and use GraphQL APIs dynamically.
<img src="https://github.com/briandconnelly.png?size=120" width="16px" height="16px" /> IP Geolocation MCP Server - This is a simple Model Context Protocol server that uses the ipinfo.io API to get detailed information about an IP address.
<img src="https://github.com/browserbase.png?size=120" width="16px" height="16px" /> Browserbase MCP Server - This server provides cloud browser automation capabilities using Browserbase, Puppeteer, and Stagehand. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a cloud browser environment.
<img src="https://github.com/buryhuang.png?size=120" width="16px" height="16px" /> HubSpot MCP Server - A Model Context Protocol (MCP) server implementation that provides integration with HubSpot CRM. This server enables AI models to interact with HubSpot data and operations through a standardized interface.
<img src="https://github.com/calvernaz.png?size=120" width="16px" height="16px" /> Alphavantage MCP Server - A MCP server for the stock market data API, Alphavantage API.
<img src="https://github.com/carterlasalle.png?size=120" width="16px" height="16px" /> Mac Messages MCP - A Python bridge for interacting with the macOS Messages app using MCP (Multiple Context Protocol).
<img src="https://github.com/centralmind.png?size=120" width="16px" height="16px" /> CentralMind Gateway - Simple way to expose your database to AI-Agent via MCP or OpenAPI 3.1 protocols.
<img src="https://github.com/chargebee.png?size=120" width="16px" height="16px" /> Chargebee Model Context Protocol (MCP) Server - Model Context Protocol (MCP) is a standardized protocol designed to manage context between large language models (LLMs) and external systems.
<img src="https://github.com/chigwell.png?size=120" width="16px" height="16px" /> Telegram MCP Server - A Telegram MCP (Model Context Protocol) server built using Python, Telethon, and MCP Python SDK. This MCP server provides simple tools for interacting with Telegram chats directly through MCP-compatible hosts, such as Claude for Desktop.
<img src="https://github.com/chroma-core.png?size=120" width="16px" height="16px" /> Chroma MCP Server - This server provides data retrieval capabilities powered by Chroma, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, metadata filtering, and more.
<img src="https://github.com/cloudflare.png?size=120" width="16px" height="16px" /> Cloudflare MCP Server - Model Context Protocol (MCP) is a new, standardized protocol for managing context between large language models (LLMs) and external systems. In this repository, we provide an installer as well as an MCP Server for Cloudflare's API.
<img src="https://github.com/co-browser.png?size=120" width="16px" height="16px" /> ➡️ attestable-mcp-server - Verify that any MCP server is running the intended and untampered code via hardware attestation.
<img src="https://github.com/co-browser.png?size=120" width="16px" height="16px" /> browser-use-mcp-server - An MCP server that enables AI agents to control web browsers using browser-use.
<img src="https://github.com/comet-ml.png?size=120" width="16px" height="16px" /> Opik MCP Server - Opik MCP Server is an open-source implementation of the Model Context Protocol for the Opik platform. It provides a unified interface for interacting with Opik's capabilities, supporting multiple transport mechanisms for flexible integration into various environments.
<img src="https://github.com/confluentinc.png?size=120" width="16px" height="16px" /> mcp-confluent - An MCP server implementation that enables AI assistants to interact with Confluent Kafka and Confluent Cloud REST APIs. This server allows AI tools like Claude Desktop and Goose CLI to manage Kafka topics, connectors, and Flink SQL statements through natural language interactions.
<img src="https://github.com/cr7258.png?size=120" width="16px" height="16px" /> Elasticsearch/OpenSearch MCP Server - A Model Context Protocol (MCP) server implementation that provides Elasticsearch and OpenSearch interaction.
<img src="https://github.com/cyberchitta.png?size=120" width="16px" height="16px" /> Scrapling Fetch MCP - An MCP server that helps AI assistants access text content from websites that implement bot detection, bridging the gap between what you can see in your browser and what the AI can access.
<img src="https://github.com/da-okazaki.png?size=120" width="16px" height="16px" /> MCP Neo4j Server - An MCP server that provides integration between Neo4j graph database and Claude Desktop, enabling graph database operations through natural language interactions.
<img src="https://github.com/ddukbg.png?size=120" width="16px" height="16px" /> GitHub Enterprise MCP Server - An MCP (Model Context Protocol) server for integration with GitHub Enterprise API. This server provides an MCP interface to easily access repository information, issues, PRs, and more from GitHub Enterprise in Cursor.
<img src="https://github.com/deepfates.png?size=120" width="16px" height="16px" /> Replicate MCP Server - A Model Context Protocol server implementation for Replicate. Run Replicate models through a simple tool-based interface.
<img src="https://github.com/delano.png?size=120" width="16px" height="16px" /> Postman MCP Server - An MCP server that provides access to Postman.
<img src="https://github.com/delorenj.png?size=120" width="16px" height="16px" /> MCP Server for Ticketmaster - A Model Context Protocol server that provides tools for discovering events, venues, and attractions through the Ticketmaster Discovery API.
<img src="https://github.com/descope-sample-apps.png?size=120" width="16px" height="16px" /> Descope MCP Server - The Descope Model Context Protocol (MCP) server provides an interface to interact with Descope's Management APIs, enabling the search and retrieval of project-related information.
<img src="https://github.com/devflowinc.png?size=120" width="16px" height="16px" /> trieve-mcp-server - A Model Context Protocol (MCP) server that provides agentic tools for interacting with the Trieve API. This server enables AI agents to search and interact with Trieve datasets through a standardized interface.
<img src="https://github.com/devhub.png?size=120" width="16px" height="16px" /> DevHub CMS MCP - A Model Context Protocol (MCP) integration for managing content in the DevHub CMS system.
<img src="https://github.com/djalal.png?size=120" width="16px" height="16px" /> MCP Server for Quran.com API - MCP server to interact with Quran.com corpus via the official REST API v4.
<img src="https://github.com/dogukanakkaya.png?size=120" width="16px" height="16px" /> Pulumi MCP Server - An MCP server that provides access to Pulumi.
<img src="https://github.com/domdomegg.png?size=120" width="16px" height="16px" /> airtable-mcp-server - A Model Context Protocol server that provides read and write access to Airtable databases. This server enables LLMs to inspect database schemas, then read and write records.
<img src="https://github.com/dvcrn.png?size=120" width="16px" height="16px" /> Siri Shortcuts MCP Server - This MCP server provides access to Siri shortcuts functionality via the Model Context Protocol (MCP). It allows listing, opening, and running shortcuts from the macOS Shortcuts app.
<img src="https://github.com/edwinbernadus.png?size=120" width="16px" height="16px" /> Nocodb MCP Server - The Nocodb MCP Server enables seamless interaction with a Nocodb database using the Model Context Protocol (MCP). It facilitates CRUD (Create, Read, Update, Delete) operations on Nocodb tables.
<img src="https://github.com/effytech.png?size=120" width="16px" height="16px" /> Freshdesk MCP Server - An MCP server implementation that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
<img src="https://github.com/elie222.png?size=120" width="16px" height="16px" /> Inbox Zero MCP Server - An MCP server to manage your inbox efficiently. Use it within Cursor, Windsurf, or Claude desktop to interact with your Inbox Zero personal assistant.
<img src="https://github.com/ergut.png?size=120" width="16px" height="16px" /> BigQuery MCP Server - A Model Context Protocol (MCP) server that provides secure, read-only access to BigQuery datasets. Enables Large Language Models (LLMs) to safely query and analyze data through a standardized interface.
<img src="https://github.com/erikhoward.png?size=120" width="16px" height="16px" /> ADLS2 MCP Server - A Model Context Protocol (MCP) server implementation for Azure Data Lake Storage Gen2. This service provides a standardized interface for interacting with ADLS2 storage, enabling file operations through MCP tools.
<img src="https://github.com/erithwik.png?size=120" width="16px" height="16px" /> Hacker News MCP Server - A Model Context Protocol (MCP) server that provides tools for fetching information from Hacker News.
<img src="https://github.com/evalstate.png?size=120" width="16px" height="16px" /> mcp-miro MCP Server - A Model Context Protocol server to connect to the MIRO Whiteboard Application.
<img src="https://github.com/exa-labs.png?size=120" width="16px" height="16px" /> Exa MCP Server 🔍 - A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
<img src="https://github.com/executeautomation.png?size=120" width="16px" height="16px" /> Playwright MCP Server 🎭 - A Model Context Protocol server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages, take screenshots, generate test code, web scraps the page and execute JavaScript in a real browser environment.
<img src="https://github.com/exoticknight.png?size=120" width="16px" height="16px" /> File Merger MCP Server - Simple utility to combine multiple files into one. Fast, secure, and easy to use.
<img src="https://github.com/f4ww4z.png?size=120" width="16px" height="16px" /> @f4ww4z/mcp-mysql-server - A Model Context Protocol server that provides MySQL database operations. This server enables AI models to interact with MySQL databases through a standardized interface.
<img src="https://github.com/fastnai.png?size=120" width="16px" height="16px" /> Fastn Server - The Fastn server is a powerful, scalable platform that enables dynamic tool registration and execution based on API definitions. It seamlessly integrates with services like Claude.ai and Cursor.ai, providing a unified server solution for a wide range of tasks. With its robust architecture, Fastn delivers exceptional performance and flexibility for real-time, API-driven operations.
<img src="https://github.com/felores.png?size=120" width="16px" height="16px" /> Airtable MCP Server - A Model Context Protocol server that provides tools for interacting with Airtable's API. This server enables programmatic management of Airtable bases, tables, fields, and records through Claude Desktop or other MCP clients.
<img src="https://github.com/felores.png?size=120" width="16px" height="16px" /> Cloudinary MCP Server - This MCP server provides tools for uploading images and videos to Cloudinary through Claude Desktop and compatible MCP clients.
<img src="https://github.com/ferdousbhai.png?size=120" width="16px" height="16px" /> investor-agent: A Financial Analysis MCP Server - A Model Context Protocol server for building an investor agent
<img src="https://github.com/ferdousbhai.png?size=120" width="16px" height="16px" /> tasty-agent: A TastyTrade MCP Server - Let Claude manage your tastytrade portfolio.
<img src="https://github.com/ferrislucas.png?size=120" width="16px" height="16px" /> iterm-mcp - A Model Context Protocol server that provides access to your iTerm session.
<img src="https://github.com/flipt-io.png?size=120" width="16px" height="16px" /> Flipt MCP Server - A Model Context Protocol (MCP) server for Flipt, allowing AI assistants to interact with feature flags.
<img src="https://github.com/flowcore-io.png?size=120" width="16px" height="16px" /> Flowcore Platform MCP Server - A Model Context Protocol (MCP) server for managing and interacting with the Flowcore Platform.
<img src="https://github.com/furey.png?size=120" width="16px" height="16px" /> MongoDB Lens - MongoDB Lens is a local Model Context Protocol (MCP) server with full featured access to MongoDB databases using natural language via LLMs to perform queries, run aggregations, optimize performance, and more.
<img src="https://github.com/gannonh.png?size=120" width="16px" height="16px" /> Firebase MCP Server - 🔥 Model Context Protocol (MCP) server for Firebase.
<img src="https://github.com/genomoncology.png?size=120" width="16px" height="16px" /> BioMCP: Biomedical Model Context Protocol - BioMCP is an open source (MIT License) toolkit for biomedical research AI
<img src="https://github.com/getrupt.png?size=120" width="16px" height="16px" /> Ashra MCP - A Model Context Protocol server for Ashra.
<img src="https://github.com/githejie.png?size=120" width="16px" height="16px" /> Calculator MCP Server - A Model Context Protocol server for calculating. This server enables LLMs to use calculator for precise numerical calculations.
<img src="https://github.com/github.png?size=120" width="16px" height="16px" /> GitHub MCP Server - The GitHub MCP Server is a Model Context Protocol (MCP)
<img src="https://github.com/goat-sdk.png?size=120" width="16px" height="16px" /> Goat SDK Model Context Protocol - The leading agentic finance toolkit for AI agents
<img src="https://github.com/gofireflyio.png?size=120" width="16px" height="16px" /> Firefly MCP Server - The Firefly MCP (Model Context Protocol) server is a TypeScript-based server that enables seamless integration with the Firefly platform. It allows you to discover, manage, and codify resources across your Cloud and SaaS accounts connected to Firefly.
<img src="https://github.com/gotohuman.png?size=120" width="16px" height="16px" /> gotoHuman MCP Server - Let your AI agents ask for human reviews in gotoHuman via MCP.
<img src="https://github.com/gotoolkits.png?size=120" width="16px" height="16px" /> mcp-difyworkflow-server - mcp-difyworkflow-server is an mcp server Tools application that implements the query and invocation of Dify workflows, supporting the on-demand operation of multiple custom Dify workflows.
<img src="https://github.com/gotoolkits.png?size=120" width="16px" height="16px" /> mcp-wecombot-server - An MCP server application that sends various types of messages to the WeCom group robot.
<img src="https://github.com/graphlit.png?size=120" width="16px" height="16px" /> Model Context Protocol (MCP) Server for Graphlit Platform - Model Context Protocol (MCP) Server for Graphlit Platform
<img src="https://github.com/hannesj.png?size=120" width="16px" height="16px" /> GraphQL Schema Model Context Protocol Server - A Model Context Protocol (MCP) server that exposes GraphQL schema information to Large Language Models (LLMs) like Claude. This server allows an LLM to explore and understand GraphQL schemas through a set of specialized tools.
<img src="https://github.com/hannesj.png?size=120" width="16px" height="16px" /> OpenAPI Schema Model Context Protocol Server - A Model Context Protocol (MCP) server that exposes OpenAPI schema information to Large Language Models (LLMs) like Claude. This server allows an LLM to explore and understand OpenAPI specifications through a set of specialized tools.
<img src="https://github.com/hannesrudolph.png?size=120" width="16px" height="16px" /> RAG Documentation MCP Server - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.
<img src="https://github.com/hardik-id.png?size=120" width="16px" height="16px" /> Azure Resource Graph MCP Server - Model Context Protocol (MCP) server that provides access to Azure Resource Graph queries. It allows you to retrieve information about Azure resources across your subscriptions using Resource Graph queries.
<img src="https://github.com/haris-musa.png?size=120" width="16px" height="16px" /> Excel MCP Server - A Model Context Protocol (MCP) server that lets you manipulate Excel files without needing Microsoft Excel installed. Create, read, and modify Excel workbooks with your AI agent.
<img src="https://github.com/heroku.png?size=120" width="16px" height="16px" /> heroku-mcp-server - The Heroku Platform MCP Server works on Common Runtime, Cedar Private and Shield Spaces, and Fir Private Spaces.
<img src="https://github.com/heurist-network.png?size=120" width="16px" height="16px" /> Mesh Agent MCP Server - A Model Context Protocol (MCP) server that connects to Heurist Mesh APIs, providing Claude with access to various blockchain and web3 tools.
<img src="https://github.com/hichana.png?size=120" width="16px" height="16px" /> Goal Story MCP Server - Goal Story isn’t a goal tracker—it’s a brand new way to manage your aspirations. We call it “Goal Storying.” Instead of juggling endless lists, Goal Story guides you to focus on one goal at a time, forging a deeply personal narrative that keeps you motivated and on track. Powered by conversational AI, Goal Story provides constructive insights and creative storytelling tailored to your unique motivations, helping you see your goal through to completion with a sense of momentum and fun.
<img src="https://github.com/hijaz.png?size=120" width="16px" height="16px" /> Postmancer - A standalone MCP server for API testing and management, allowing AI assistants to interact with RESTful APIs through natural language.
<img src="https://github.com/hiromitsusasaki.png?size=120" width="16px" height="16px" /> Raindrop.io MCP Server - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
<img src="https://github.com/hmk.png?size=120" width="16px" height="16px" /> attio-mcp-server - This is an MCP server for Attio, the AI-native CRM. It allows mcp clients (like Claude) to connect to the Attio API.
<img src="https://github.com/hmk.png?size=120" width="16px" height="16px" /> Box MCP Server - A Box model context protocol server to search, read and access files
<img src="https://github.com/horizondatawave.png?size=120" width="16px" height="16px" /> HDW MCP Server - A Model Context Protocol (MCP) server that provides comprehensive access to LinkedIn data and functionalities using the HorizonDataWave API, enabling not only data retrieval but also robust management of user accounts.
<img src="https://github.com/hungryrobot1.png?size=120" width="16px" height="16px" /> Personal intelligence framework - A MCP implementation of the personal intelligence framework (PIF)
<img src="https://github.com/hungthai1401.png?size=120" width="16px" height="16px" /> Bruno MCP Server - An MCP (Model Context Protocol) server that enables running Bruno collections. This server allows LLMs to execute API tests using Bruno and get detailed results through a standardized interface.
<img src="https://github.com/hyperb1iss.png?size=120" width="16px" height="16px" /> ✨ DroidMind 🤖 - Control your Android devices with AI using Model Context Protocol
<img src="https://github.com/hyperb1iss.png?size=120" width="16px" height="16px" /> ✨ Lucidity MCP 🔍 - AI-powered code quality analysis using MCP to help AI assistants review code more effectively. Analyze git changes for complexity, security issues, and more through structured prompts.
<img src="https://github.com/hyperbrowserai.png?size=120" width="16px" height="16px" /> Hyperbrowser MCP Server - This is Hyperbrowser's Model Context Protocol (MCP) Server. It provides various tools to scrape, extract structured data, and crawl webpages. It also provides easy access to general purpose browser agents like OpenAI's CUA, Anthropic's Claude Computer Use, and Browser Use.
<img src="https://github.com/iaptic.png?size=120" width="16px" height="16px" /> MCP Server for Iaptic - A Model Context Protocol server for interacting with the Iaptic API. This server allows Claude or other AIs to interact with your Iaptic data to answer questions about your customers, purchases, transactions, and statistics.
<img src="https://github.com/idoru.png?size=120" width="16px" height="16px" /> InfluxDB MCP Server - A Model Context Protocol (MCP) server that exposes access to an InfluxDB instance using the InfluxDB OSS API v2. Mostly built with Claude Code.
<img src="https://github.com/idosal.png?size=120" width="16px" height="16px" /> GitMCP - Put an end to hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project
<img src="https://github.com/ihor-sokoliuk.png?size=120" width="16px" height="16px" /> SearXNG MCP Server - An MCP server implementation that integrates the SearxNG API, providing web search capabilities.
<img src="https://github.com/integration-app.png?size=120" width="16px" height="16px" /> Integration App MCP Server - This is an implementation of the Model Context Protocol (MCP) server that exposes tools powered by Integration App.
<img src="https://github.com/integromat.png?size=120" width="16px" height="16px" /> Make MCP Server - A Model Context Protocol server that enables Make scenarios to be utilized as tools by AI assistants. This integration allows AI systems to trigger and interact with your Make automation workflows.
<img src="https://github.com/its-dart.png?size=120" width="16px" height="16px" /> Dart MCP Server - Dart AI Model Context Protocol (MCP) server
<img src="https://github.com/ivo-toby.png?size=120" width="16px" height="16px" /> Contentful MCP Server - An MCP server implementation that integrates with Contentful's Content Management API, providing comprehensive content management capabilities.
<img src="https://github.com/j4c0bs.png?size=120" width="16px" height="16px" /> mcp-server-sql-analyzer - A Model Context Protocol (MCP) server that provides SQL analysis, linting, and dialect conversion capabilities using SQLGlot.
<img src="https://github.com/jae-jae.png?size=120" width="16px" height="16px" /> Fetcher MCP - MCP server for fetch web page content using Playwright headless browser.
<img src="https://github.com/jae-jae.png?size=120" width="16px" height="16px" /> G-Search MCP - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
<img src="https://github.com/jagan-shanmugam.png?size=120" width="16px" height="16px" /> Climatiq MCP Server - A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.
<img src="https://github.com/jagan-shanmugam.png?size=120" width="16px" height="16px" /> Mattermost MCP Host - A Mattermost integration that connects to Model Context Protocol (MCP) servers, leveraging a LangGraph-based AI agent to provide an intelligent interface for interacting with users and executing tools directly within Mattermost.
<img src="https://github.com/jagan-shanmugam.png?size=120" width="16px" height="16px" /> OpenStreetMap (OSM) MCP Server - An OpenStreetMap MCP server implementation that enhances LLM capabilities with location-based services and geospatial data.
<img src="https://github.com/jamsocket.png?size=120" width="16px" height="16px" /> ForeverVM MCP Server - MCP Server for ForeverVM, enabling Claude to execute code in a Python REPL.
<img src="https://github.com/janswist.png?size=120" width="16px" height="16px" /> Dexscreener MCP server - Basic MCP server for Dexscreener API based on their documentation (as of April 4th 2025): https://docs.dexscreener.com/api/reference
<img src="https://github.com/jdubois.png?size=120" width="16px" height="16px" /> Azure CLI MCP Server - This is an MCP Server that wraps the Azure CLI, adds a nice prompt to improve how it works, and exposes it.
<img src="https://github.com/jerhadf.png?size=120" width="16px" height="16px" /> Linear MCP Server - A Model Context Protocol server for the Linear API.
<img src="https://github.com/jjsantos01.png?size=120" width="16px" height="16px" /> JupyterMCP - Jupyter Notebook Model Context Protocol Integration - JupyterMCP connects Jupyter Notebook to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Jupyter Notebooks. This integration enables AI-assisted code execution, data analysis, visualization, and more.
<img src="https://github.com/jjsantos01.png?size=120" width="16px" height="16px" /> QGISMCP - QGIS Model Context Protocol Integration - QGISMCP connects QGIS to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control QGIS. This integration enables prompt assisted project creation, layer loading, code execution and more.
<img src="https://github.com/john-zhang-dev.png?size=120" width="16px" height="16px" /> Xero MCP Server - This MCP server allows Clients to interact with Xero Accounting Software.
<img src="https://github.com/johnneerdael.png?size=120" width="16px" height="16px" /> Netskope NPA MCP Server - A Model Context Protocol (MCP) server for managing Netskope Network Private Access (NPA) infrastructure through Large Language Models (LLMs).
<img src="https://github.com/joshuarileydev.png?size=120" width="16px" height="16px" /> Supabase MCP Server - A Model Context Protocol (MCP) server that provides programmatic access to the Supabase Management API. This server allows AI models and other clients to manage Supabase projects and organizations through a standardized interface.
<img src="https://github.com/joshuayoes.png?size=120" width="16px" height="16px" /> iOS Simulator MCP Server - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
<img src="https://github.com/jovezhong.png?size=120" width="16px" height="16px" /> Timeplus MCP Server - An MCP server for Timeplus.
<img src="https://github.com/jwaxman19.png?size=120" width="16px" height="16px" /> Qlik MCP Server - MCP Server for the Qlik Cloud API, enabling Claude to interact with Qlik applications and extract data from visualizations.
<img src="https://github.com/kagisearch.png?size=120" width="16px" height="16px" /> Kagi MCP server - A Model Context Protocol (MCP) server for Kagi search & other tools.
<img src="https://github.com/kaliaboi.png?size=120" width="16px" height="16px" /> MCP Zotero - A Model Context Protocol server for Zotero integration that allows Claude to interact with your Zotero library.
<img src="https://github.com/kapilduraphe.png?size=120" width="16px" height="16px" /> Okta MCP Server - This MCP server enables Claude to interact with Okta's user management system, providing user and group management capabilities.
<img src="https://github.com/kapilduraphe.png?size=120" width="16px" height="16px" /> Webflow MCP Server - This MCP server enables Claude to interact with Webflow's APIs.
<img src="https://github.com/kelvin6365.png?size=120" width="16px" height="16px" /> Plane MCP Server - A Model Context Protocol (MCP) server that enables LLMs to interact with Plane.so, allowing them to manage projects and issues through Plane's API. Using this server, LLMs like Claude can directly interact with your project management workflows while maintaining user control and security.
<img src="https://github.com/kenjihikmatullah.png?size=120" width="16px" height="16px" /> Productboard MCP Server - Integrate the Productboard API into agentic workflows via MCP
<img src="https://github.com/kenliao94.png?size=120" width="16px" height="16px" /> RabbitMQ MCP Server - A Model Context Protocol server implementation for RabbitMQ. Enabling MCP client to interact with queues and topics hosted in a RabbitMQ instance.
<img src="https://github.com/keturiosakys.png?size=120" width="16px" height="16px" /> Bluesky Context Server - A simple MCP server that can enable MCP clients to query Bluesky instances.
<img src="https://github.com/kiliczsh.png?size=120" width="16px" height="16px" /> MCP MongoDB Server - A Model Context Protocol Server for MongoDB
<img src="https://github.com/kimtaeyoon83.png?size=120" width="16px" height="16px" /> YouTube Transcript Server - A Model Context Protocol server that enables retrieval of transcripts from YouTube videos. This server provides direct access to video captions and subtitles through a simple interface.
<img src="https://github.com/kiwamizamurai.png?size=120" width="16px" height="16px" /> Kibela MCP Server - MCP server implementation for Kibela API integration, enabling LLMs to interact with Kibela content.
<img src="https://github.com/kj455.png?size=120" width="16px" height="16px" /> mcp-kibela 🗒️ - A Model Context Protocol (MCP) server implementation that enables AI assistants to search and reference Kibela content. This setup allows AI models like Claude to securely access information stored in Kibela.
<img src="https://github.com/ko1ynnky.png?size=120" width="16px" height="16px" /> GitHub Actions MCP Server - MCP Server for the GitHub Actions API, enabling AI assistants to manage and operate GitHub Actions workflows.
<img src="https://github.com/kopfrechner.png?size=120" width="16px" height="16px" /> GitLab MR MCP - A Model Context Protocol (MCP) server for interacting with GitLab merge requests and issues.
<img src="https://github.com/kpsunil97.png?size=120" width="16px" height="16px" /> DevRev MCP server - A Model Context Protocol server for DevRev. It is used to search and retrieve information using the DevRev APIs.
<img src="https://github.com/kshern.png?size=120" width="16px" height="16px" /> MCP Tavily - A Model Context Protocol (MCP) server implementation for Tavily API, providing advanced search and content extraction capabilities.
<img src="https://github.com/ktanaka101.png?size=120" width="16px" height="16px" /> mcp-server-duckdb - A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities through MCP tools.
<img src="https://github.com/kukapay.png?size=120" width="16px" height="16px" /> Crypto Fear & Greed Index MCP Server - A mcp server that provides real-time and historical Crypto Fear & Greed Index data, powered by the Alternative.me.
<img src="https://github.com/kukapay.png?size=120" width="16px" height="16px" /> Crypto Portfolio MCP - An MCP server for tracking and managing cryptocurrency portfolio allocations, enabling AI agents to query and optimize portfolio strategies in real time.
<img src="https://github.com/kukapay.png?size=120" width="16px" height="16px" /> Crypto Sentiment MCP Server - An MCP server that delivers cryptocurrency sentiment analysis to AI agents, leveraging Santiment's aggregated social media and news data to track market mood and detect emerging trends.
<img src="https://github.com/kukapay.png?size=120" width="16px" height="16px" /> Dune Analytics MCP Server - An MCP server that bridges Dune Analytics data to AI agents.
<img src="https://github.com/kukapay.png?size=120" width="16px" height="16px" /> NearbySearch MCP Server - An MCP server for nearby place searches with IP-based location detection.
<img src="https://github.com/kukapay.png?size=120" width="16px" height="16px" /> TheGraph MCP Server - An MCP server that powers AI agents with indexed blockchain data from The Graph.
<img src="https://github.com/kukapay.png?size=120" width="16px" height="16px" /> Token Minter MCP - An MCP server providing tools for AI agents to mint ERC-20 tokens, supporting 21 blockchains.
<img src="https://github.com/kukapay.png?size=120" width="16px" height="16px" /> Token Revoke MCP - An MCP server for checking and revoking ERC-20 token allowances, enhancing security and control.
<img src="https://github.com/kukapay.png?size=120" width="16px" height="16px" /> Uniswap Trader MCP - An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.
<img src="https://github.com/kw510.png?size=120" width="16px" height="16px" /> Model Context Protocol (MCP) Server + Strava OAuth - This is a Model Context Protocol (MCP) server that supports remote MCP connections, with Strava OAuth built-in. It allows users to connect to your MCP server by signing in with their Strava account.
<img src="https://github.com/lamemind.png?size=120" width="16px" height="16px" /> Multiverse MCP Server - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
<img src="https://github.com/langfuse.png?size=120" width="16px" height="16px" /> Langfuse Prompt Management MCP Server - Model Context Protocol (MCP) Server for Langfuse Prompt Management. This server allows you to access and manage your Langfuse prompts through the Model Context Protocol.
<img src="https://github.com/last9.png?size=120" width="16px" height="16px" /> Last9 MCP Server - A Model Context Protocol server implementation for Last9 that enables AI agents to seamlessly bring real-time production context — logs, metrics, and traces — into your local environment to auto-fix code faster.
<img src="https://github.com/leehanchung.png?size=120" width="16px" height="16px" /> Bing Search MCP Server - A Model Context Protocol (MCP) server for Microsoft Bing Search API integration, allowing AI assistants to perform web, news, and image searches.
<img src="https://github.com/lenwood.png?size=120" width="16px" height="16px" /> College Football Data MCP Server - An MCP server implementation providing access to college football statistics sourced from the College Football Data API within Claude Desktop.
<img src="https://github.com/leonardsellem.png?size=120" width="16px" height="16px" /> n8n MCP Server - A Model Context Protocol (MCP) server that allows AI assistants to interact with n8n workflows through natural language.
<img src="https://github.com/lishenxydlgzs.png?size=120" width="16px" height="16px" /> AWS Athena - A Model Context Protocol (MCP) server for running AWS Athena queries. This server enables AI assistants to execute SQL queries against your AWS Athena databases and retrieve results.
<img src="https://github.com/liuyoshio.png?size=120" width="16px" height="16px" /> MCP Compass 🧭 - MCP Discovery & Recommendation Service - Find the right MCP server for your needs
<img src="https://github.com/lloydzhou.png?size=120" width="16px" height="16px" /> Bitable MCP Server - This MCP server provides access to Lark Bitable through the Model Context Protocol. It allows users to interact with Bitable tables using predefined tools.
<img src="https://github.com/macrat.png?size=120" width="16px" height="16px" /> MCP server for kintone - This server allows you to explore and manipulate kintone data using AI tools such as Claude Desktop!
<img src="https://github.com/magarcia.png?size=120" width="16px" height="16px" /> MCP Server Giphy - MCP Server for the Giphy API, enabling AI models to search, retrieve, and utilize GIFs from Giphy.
<img src="https://github.com/magnetai.png?size=120" width="16px" height="16px" /> Free USDC Transfer MCP Server - An MCP server implementation enabling free USDC transfers on Base with Coinbase CDP MPC Wallet integration.
<img src="https://github.com/makenotion.png?size=120" width="16px" height="16px" /> Notion MCP Server - This project implements an MCP server for the Notion API.
<img src="https://github.com/mamertofabian.png?size=120" width="16px" height="16px" /> ElevenLabs MCP Server - A Model Context Protocol (MCP) server that integrates with ElevenLabs text-to-speech API, featuring both a server component and a sample web-based MCP Client (SvelteKit) for managing voice generation tasks.
<img src="https://github.com/marcelmarais.png?size=120" width="16px" height="16px" /> Spotify MCP Server - A lightweight Model Context Protocol (MCP) server that enables AI assistants like Cursor & Claude to control Spotify playback and manage playlists.
<img src="https://github.com/mark3labs.png?size=120" width="16px" height="16px" /> Filesystem MCP Server - Go server implementing Model Context Protocol (MCP) for filesystem operations.
<img src="https://github.com/mcpdotdirect.png?size=120" width="16px" height="16px" /> EVM MCP Server - A comprehensive Model Context Protocol (MCP) server that provides blockchain services across multiple EVM-compatible networks. This server enables AI agents to interact with Ethereum, Optimism, Arbitrum, Base, Polygon, and many other EVM chains with a unified interface.
<img src="https://github.com/mcpso.png?size=120" width="16px" height="16px" /> mcp-server-chatsum - This MCP Server is used to summarize your chat messages.
<img src="https://github.com/meilisearch.png?size=120" width="16px" height="16px" /> Meilisearch MCP Server - A Model Context Protocol (MCP) server for interacting with Meilisearch through LLM interfaces like Claude.
<img src="https://github.com/mektigboy.png?size=120" width="16px" height="16px" /> Hyperliquid MCP Server - An MCP server implementation that integrates the Hyperliquid SDK.
<img src="https://github.com/mem0ai.png?size=120" width="16px" height="16px" /> MCP Server with Mem0 for Managing Coding Preferences - This demonstrates a structured approach for using an MCP server with mem0 to manage coding preferences efficiently. The server can be used with Cursor and provides essential tools for storing, retrieving, and searching coding preferences.
<img src="https://github.com/mendableai.png?size=120" width="16px" height="16px" /> Firecrawl MCP Server - A Model Context Protocol (MCP) server implementation that integrates with Firecrawl for web scraping capabilities.
<img src="https://github.com/metoro-io.png?size=120" width="16px" height="16px" /> metoro-mcp-server - This repository contains th Metoro MCP (Model Context Protocol) Server. This MCP Server allows you to interact with your Kubernetes cluster via the Claude Desktop App!
<img src="https://github.com/microsoft.png?size=120" width="16px" height="16px" /> Playwright MCP - A Model Context Protocol (MCP) server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages through structured accessibility snapshots, bypassing the need for screenshots or visually-tuned models.
<img src="https://github.com/minhyeoky.png?size=120" width="16px" height="16px" /> mcp-server-ledger: A Ledger CLI MCP Server - A Model Context Protocol server for interacting with Ledger CLI, a powerful double-entry accounting system. This server enables Large Language Models to query and analyze financial data through a standardized interface, making it easy for AI assistants to help with financial reporting, budget analysis, and accounting tasks.
<img src="https://github.com/mobile-next.png?size=120" width="16px" height="16px" /> Mobile Next - MCP server for Mobile Automation - This is a Model Context Protocol (MCP) server that enables scalable mobile automation through a platform-agnostic interface, eliminating the need for distinct iOS or Android knowledge.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> Brave Search MCP Server - An MCP server implementation that integrates the Brave Search API, providing both web and local search capabilities.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> Everything MCP Server - This MCP server attempts to exercise all the features of the MCP protocol. It is not intended to be a useful server, but rather a test server for builders of MCP clients. It implements prompts, tools, resources, sampling, and more to showcase MCP capabilities.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> Fetch MCP Server - A Model Context Protocol server that provides web content fetching capabilities. This server enables LLMs to retrieve and process content from web pages, converting HTML to markdown for easier consumption.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> Filesystem MCP Server - Node.js server implementing Model Context Protocol (MCP) for filesystem operations.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> Google Drive server - This MCP server integrates with Google Drive to allow listing, reading, and searching over files.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> A git MCP server - A Model Context Protocol (MCP) server for git repositories.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> GitHub MCP Server - An MCP server for GitHub. It allows you to interact with GitHub repositories using the Model Context Protocol (MCP).
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> GitLab MCP Server - MCP Server for the GitLab API, enabling project management, file operations, and more.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> Google Maps MCP Server - MCP Server for the Google Maps API.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> Knowledge Graph Memory Server - A basic implementation of persistent memory using a local knowledge graph. This lets Claude remember information about the user across chats.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> PostgreSQL - A Model Context Protocol server that provides read-only access to PostgreSQL databases. This server enables LLMs to inspect database schemas and execute read-only queries.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> Puppeteer - A Model Context Protocol server that provides browser automation capabilities using Puppeteer. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> Sentry MCP server - Interact with Sentry using the Model Context Protocol (MCP).
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> Slack MCP Server - MCP Server for the Slack API, enabling Claude to interact with Slack workspaces.
<img src="https://github.com/modelcontextprotocol.png?size=120" width="16px" height="16px" /> SQLite MCP Server - A Model Context Protocol (MCP) server for SQLite databases.
<img src="https://github.com/mrexodia.png?size=120" width="16px" height="16px" /> IDA Pro MCP - Simple MCP Server to allow vibe reversing in IDA Pro.
<img src="https://github.com/mrjoshuak.png?size=120" width="16px" height="16px" /> godoc-mcp - godoc-mcp is a Model Context Protocol (MCP) server that provides efficient access to Go documentation.
<img src="https://github.com/mzxrai.png?size=120" width="16px" height="16px" /> MCP OpenAI Server - A Model Context Protocol (MCP) server that lets you seamlessly use OpenAI's models right from Claude.
<img src="https://github.com/narumiruna.png?size=120" width="16px" height="16px" /> Yahoo Finance MCP Server - 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.
<img src="https://github.com/needle-ai.png?size=120" width="16px" height="16px" /> Needle MCP Server - MCP (Model Context Protocol) server to manage documents and perform searches using Needle through Claude’s Desktop Application.
<img src="https://github.com/neondatabase.png?size=120" width="16px" height="16px" /> Neon MCP Server - Neon MCP Server is an open-source tool that lets you interact with your Neon Postgres databases in natural language.
<img src="https://github.com/nguyenvanduocit.png?size=120" width="16px" height="16px" /> Jira MCP - A Go-based MCP (Model Control Protocol) connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations.
<img src="https://github.com/nspady.png?size=120" width="16px" height="16px" /> Google Calendar MCP Server - This is a Model Context Protocol (MCP) server that provides integration with Google Calendar. It allows LLMs to read, create, update and search for calendar events through a standardized interface.
<img src="https://github.com/nwiizo.png?size=120" width="16px" height="16px" /> tfmcp: Terraform Model Context Protocol Tool - 🌍 Terraform Model Context Protocol (MCP) Tool - An experimental CLI tool that enables AI assistants to manage and operate Terraform environments.
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<img src="https://github.com/ognis1205.png?size=120" width="16px" height="16px" /> mcp-server-unitycatalog: An Unity Catalog MCP server - Unity Catalog AI Model Context Protocol Server
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<img src="https://github.com/pskill9.png?size=120" width="16px" height="16px" /> Hacker News MCP Server - A Model Context Protocol (MCP) server that provides tools for fetching stories from Hacker News. This server parses the HTML content from news.ycombinator.com and provides structured data for different types of stories (top, new, ask, show, jobs).
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<img src="https://github.com/pskill9.png?size=120" width="16px" height="16px" /> Website Downloader MCP Server - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
<img src="https://github.com/pydantic.png?size=120" width="16px" height="16px" /> Logfire MCP Server - This repository contains a Model Context Protocol (MCP) server with tools that can access the OpenTelemetry traces and
<img src="https://github.com/pyroprompts.png?size=120" width="16px" height="16px" /> any-chat-completions-mcp MCP Server - Integrate Claude with Any OpenAI SDK Compatible Chat Completion API - OpenAI, Perplexity, Groq, xAI, PyroPrompts and more.
<img src="https://github.com/qdrant.png?size=120" width="16px" height="16px" /> mcp-server-qdrant: A Qdrant MCP server - An official Qdrant Model Context Protocol (MCP) server implementation.
<img src="https://github.com/qianniuspace.png?size=120" width="16px" height="16px" /> Security Audit Tool - A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
<img src="https://github.com/r-huijts.png?size=120" width="16px" height="16px" /> FirstCycling MCP Server - This is a Model Context Protocol (MCP) server that provides professional cycling data from FirstCycling. It allows you to retrieve comprehensive information about professional cyclists, race results, race details, and historical cycling data.
<img src="https://github.com/r-huijts.png?size=120" width="16px" height="16px" /> NS Travel Information MCP Server - 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.
<img src="https://github.com/r-huijts.png?size=120" width="16px" height="16px" /> Oorlogsbronnen MCP Server - A Model Context Protocol (MCP) server that provides AI-powered access to the Oorlogsbronnen (War Sources) database. This server enables natural language interactions with historical World War II archives from the Netherlands.
<img src="https://github.com/r-huijts.png?size=120" width="16px" height="16px" /> Rijksmuseum MCP Server - A Model Context Protocol (MCP) server that provides access to the Rijksmuseum's collection through natural language interactions. This server enables AI models to explore, analyze, and interact with artworks and collections from the Rijksmuseum.
<img src="https://github.com/r-huijts.png?size=120" width="16px" height="16px" /> Strava MCP Server - This project implements a Model Context Protocol (MCP) server in TypeScript that acts as a bridge to the Strava API. It exposes Strava data and functionalities as "tools" that Large Language Models (LLMs) can utilize through the MCP standard.
<img src="https://github.com/rad-security.png?size=120" width="16px" height="16px" /> RAD Security MCP Server - A Model Context Protocol (MCP) server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments.
<img src="https://github.com/rajvirtual.png?size=120" width="16px" height="16px" /> OneNote MCP Server - A Model Context Protocol (MCP) server that provides AI assistants with access to Microsoft OneNote. This server enables AI models to read from and write to OneNote notebooks, sections, and pages.
<img src="https://github.com/ramp-public.png?size=120" width="16px" height="16px" /> ramp-mcp: A Ramp MCP server - A Model Context Protocol server for retrieving and analyzing data or running tasks for Ramp using Developer API. In order to get around token and input size limitations, this server implements a simple ETL pipeline + ephemeral sqlite database in memory for analysis by an LLM.
<img src="https://github.com/raoulbia-ai.png?size=120" width="16px" height="16px" /> MCP Server for Intercom - An MCP-compliant server for retrieving customer support tickets from Intercom. This tool enables AI assistants like Claude Desktop and Cline to access and analyze your Intercom support tickets.
<img src="https://github.com/ravenwits.png?size=120" width="16px" height="16px" /> MCP Server for ArangoDB - A Model Context Protocol server for ArangoDB
<img src="https://github.com/reading-plus-ai.png?size=120" width="16px" height="16px" /> MCP Server for Data Exploration - MCP Server is a versatile tool designed for interactive data exploration.
<img src="https://github.com/reading-plus-ai.png?size=120" width="16px" height="16px" /> MCP Server for Deep Research - MCP Server for Deep Research is a tool designed for conducting comprehensive research on complex topics. It helps you explore questions in depth, find relevant sources, and generate structured research reports.
<img src="https://github.com/rishikavikondala.png?size=120" width="16px" height="16px" /> AWS MCP Server - A Model Context Protocol server implementation for AWS operations that currently supports S3 and DynamoDB services. All operations are automatically logged and can be accessed through the audit://aws-operations resource endpoint.
<img src="https://github.com/roadwy.png?size=120" width="16px" height="16px" /> CVE-Search MCP Server - A Model Context Protocol (MCP) server for querying the CVE-Search API
<img src="https://github.com/roychri.png?size=120" width="16px" height="16px" /> MCP Server for Asana - This Model Context Protocol server implementation of Asana allows you
<img src="https://github.com/ruixingshi.png?size=120" width="16px" height="16px" /> Deepseek Thinker MCP Server - A MCP (Model Context Protocol) provider Deepseek reasoning content to MCP-enabled AI Clients, like Claude Desktop. Supports access to Deepseek's thought processes from the Deepseek API service or from a local Ollama server.
<img src="https://github.com/run-llama.png?size=120" width="16px" height="16px" /> LlamaCloud MCP Server - A MCP server connecting to multiple managed indexes on LlamaCloud
<img src="https://github.com/runekaagaard.png?size=120" width="16px" height="16px" /> MCP Alchemy - An MCP server that gives the LLM access to and knowledge about relational databases like SQLite, Postgresql, MySQL & MariaDB, Oracle, and MS-SQL.
<img src="https://github.com/sakce.png?size=120" width="16px" height="16px" /> Monday.com MCP server - MCP Server for monday.com, enabling MCP clients to interact with Monday.com boards, items, updates, and documents.
<img src="https://github.com/sammcj.png?size=120" width="16px" height="16px" /> Package Version MCP Server - An MCP server that provides tools for checking latest stable package versions from multiple package registries.
<img src="https://github.com/sapientpants.png?size=120" width="16px" height="16px" /> SonarQube MCP Server - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and analysis results.
<img src="https://github.com/sawa-zen.png?size=120" width="16px" height="16px" /> VRChat MCP Server - The VRChat MCP server provides a way to access VRChat's API endpoints in a structured manner. It supports a wide range of functionalities, including user authentication, retrieving user and friend information, accessing avatar and world data, and more.
<img src="https://github.com/scorzeth.png?size=120" width="16px" height="16px" /> Anki MCP Server - An MCP server implementation that connects to a locally running Anki, providing card review and creation.
<img src="https://github.com/screenshotone.png?size=120" width="16px" height="16px" /> ScreenshotOne MCP Server - A simple implementation of an MCP server for the ScreenshotOne API
<img src="https://github.com/seekrays.png?size=120" width="16px" height="16px" /> MCP System Monitor - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.
<img src="https://github.com/semgrep.png?size=120" width="16px" height="16px" /> Semgrep MCP Server - A Model Context Protocol (MCP) server for using Semgrep to scan code for security vulnerabilities. Secure your vibe coding! 😅
<img src="https://github.com/shanejonas.png?size=120" width="16px" height="16px" /> OpenRPC MCP Server - A Model Context Protocol (MCP) server that provides JSON-RPC functionality through OpenRPC.
<img src="https://github.com/shannonlal.png?size=120" width="16px" height="16px" /> Postman MCP Server - An MCP (Model Context Protocol) server that enables running Postman collections using Newman. This server allows LLMs to execute API tests and get detailed results through a standardized interface.
<img src="https://github.com/silenceper.png?size=120" width="16px" height="16px" /> mcp-k8s - A Kubernetes MCP (Model Control Protocol) server that enables interaction with Kubernetes clusters through MCP tools.
<img src="https://github.com/sirmews.png?size=120" width="16px" height="16px" /> Pinecone Model Context Protocol Server. - Read and write to a Pinecone index.
<img src="https://github.com/smn2gnt.png?size=120" width="16px" height="16px" /> MCP Salesforce Connector - A Model Context Protocol (MCP) server implementation for Salesforce integration, allowing LLMs to interact with Salesforce data through SOQL queries and SOSL searches.
<img src="https://github.com/softeria.png?size=120" width="16px" height="16px" /> ms-365-mcp-server - Microsoft 365 MCP Server
<img src="https://github.com/sooperset.png?size=120" width="16px" height="16px" /> MCP Atlassian - Model Context Protocol (MCP) server for Atlassian products (Confluence and Jira). This integration supports both Confluence & Jira Cloud and Server/Data Center deployments.
<img src="https://github.com/stripe.png?size=120" width="16px" height="16px" /> Stripe Model Context Protocol - The Stripe Model Context Protocol server allows you to integrate with Stripe APIs through function calling. This protocol supports various tools to interact with different Stripe services.
<img src="https://github.com/suekou.png?size=120" width="16px" height="16px" /> Notion MCP Server - MCP Server for the Notion API, enabling LLM to interact with Notion workspaces. Additionally, it employs Markdown conversion to reduce context size when communicating with LLMs, optimizing token usage and making interactions more efficient.
<img src="https://github.com/sunsetcoder.png?size=120" width="16px" height="16px" /> Flightradar24 MCP Server 🛩️ - A Claude Desktop MCP server that helps you track flights in real-time using Flightradar24 data. Perfect for aviation enthusiasts, travel planners, or anyone curious about flights overhead!
<img src="https://github.com/supabase-community.png?size=120" width="16px" height="16px" /> Supabase MCP Server - Connect your Supabase projects to Cursor, Claude, Windsurf, and other AI assistants.
<img src="https://github.com/syucream.png?size=120" width="16px" height="16px" /> holaspirit-mcp-server - A MCP(Model Context Protocol) server that accesses to Holaspirit API.
<img src="https://github.com/syucream.png?size=120" width="16px" height="16px" /> lightdash-mcp-server - A MCP(Model Context Protocol) server that accesses to Lightdash.
<img src="https://github.com/tacticlaunch.png?size=120" width="16px" height="16px" /> MCP Linear - A Model Context Protocol (MCP) server implementation for the Linear GraphQL API that enables AI assistants to interact with Linear project management systems.
<img src="https://github.com/takashiishida.png?size=120" width="16px" height="16px" /> arxiv-latex MCP Server - An MCP server that enables Claude Desktop to directly access and process arXiv papers by fetching the LaTeX source. It uses arxiv-to-prompt under the hood to handle downloading and processing the LaTeX.
<img src="https://github.com/takumi0706.png?size=120" width="16px" height="16px" /> Google Calendar MCP Server - Google Calendar MCP server for Claude Desktop integration
<img src="https://github.com/tanigami.png?size=120" width="16px" height="16px" /> Perplexity MCP Server - MCP Server for the Perplexity API.
<img src="https://github.com/tavily-ai.png?size=120" width="16px" height="16px" /> Tavily MCP Server - An MCP server for Tavily search.
<img src="https://github.com/teddyzxcv.png?size=120" width="16px" height="16px" /> ntfy-mcp: Your Friendly Task Completion Notifier - Welcome to ntfy-mcp, the MCP server that keeps you caffeinated and informed! 🚀☕️
<img src="https://github.com/tesla0225.png?size=120" width="16px" height="16px" /> MCP Create Server - A dynamic MCP server management service that creates, runs, and manages Model Context Protocol (MCP) servers dynamically. This service itself functions as an MCP server and launches/manages other MCP servers as child processes, enabling a flexible MCP ecosystem.
<img src="https://github.com/tgeselle.png?size=120" width="16px" height="16px" /> Bugsnag MCP Server - A Model Context Protocol (MCP) server for interacting with Bugsnag. This server allows LLM tools like Cursor and Claude to investigate and resolve issues in Bugsnag.
<img src="https://github.com/the0807.png?size=120" width="16px" height="16px" /> GeekNews MCP Server - 이 프로젝트는 GeekNews에서 아티클을 가져오는 Model Context Protocol(MCP) 서버입니다. Python으로 구현되었으며, BeautifulSoup을 사용하여 웹 스크래핑을 수행합니다.
<img src="https://github.com/thunderboltsid.png?size=120" width="16px" height="16px" /> MCP Nutanix - A Model Context Protocol (MCP) server for interacting with Nutanix Prism Central APIs through Large Language Models (LLMs).
<img src="https://github.com/tinybirdco.png?size=120" width="16px" height="16px" /> Tinybird MCP server - An MCP server to interact with a Tinybird Workspace from any MCP client.
<img src="https://github.com/tinyfish-io.png?size=120" width="16px" height="16px" /> AgentQL MCP Server - This is a Model Context Protocol (MCP) server that integrates AgentQL's data extraction capabilities.
<img src="https://github.com/tomekkorbak.png?size=120" width="16px" height="16px" /> Oura MCP Server - A Model Context Protocol (MCP) server that provides access to the Oura API. It allows language models to query sleep, readiness, and resilience data from Oura API.
<img src="https://github.com/translated.png?size=120" width="16px" height="16px" /> Lara Translate MCP Server - A Model Context Protocol (MCP) Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
<img src="https://github.com/tumf.png?size=120" width="16px" height="16px" /> MCP Shell Server - 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.
<img src="https://github.com/tumf.png?size=120" width="16px" height="16px" /> MCP Text Editor Server - A Model Context Protocol (MCP) server that provides line-oriented text file editing capabilities through a standardized API. Optimized for LLM tools with efficient partial file access to minimize token usage.
<img src="https://github.com/v-3.png?size=120" width="16px" height="16px" /> Discord MCP Server - A Model Context Protocol (MCP) server that enables LLMs to interact with Discord channels, allowing them to send and read messages through Discord's API. Using this server, LLMs like Claude can directly interact with Discord channels while maintaining user control and security.
<img src="https://github.com/v-3.png?size=120" width="16px" height="16px" /> Google Calendar MCP Server - This MCP server allows Claude to interact with your Google Calendar, enabling capabilities like listing events, creating meetings, and finding free time slots.
<img src="https://github.com/v-3.png?size=120" width="16px" height="16px" /> Notion MCP Server - A Model Context Protocol (MCP) server that provides seamless integration with Notion. This server enables Language Models to interact with your Notion workspace through standardized tools for searching, reading, creating, and updating pages and databases.
<img src="https://github.com/varunneal.png?size=120" width="16px" height="16px" /> spotify-mcp MCP server - MCP project to connect Claude with Spotify. Built on top of spotipy-dev's API.
<img src="https://github.com/vectorize-io.png?size=120" width="16px" height="16px" /> Vectorize MCP Server - A Model Context Protocol (MCP) server implementation that integrates with Vectorize for advanced Vector retrieval and text extraction.
<img src="https://github.com/vivekVells.png?size=120" width="16px" height="16px" /> mcp-pandoc: A Document Conversion MCP Server - Officially included in the Model Context Protocol servers open-source project. 🎉
<img src="https://github.com/vrknetha.png?size=120" width="16px" height="16px" /> Firecrawl MCP Server - A Model Context Protocol (MCP) server implementation that integrates with Firecrawl for web scraping capabilities.
<img src="https://github.com/wanaku-ai.png?size=120" width="16px" height="16px" /> Wanaku - A MCP Router that connects everything - The Wanaku MCP Router is a router for AI-enabled applications powered by the Model Context Protocol (MCP).
<img src="https://github.com/wenhuwang.png?size=120" width="16px" height="16px" /> mcp-k8s-eye - mcp-k8s-eye is a tool that can manage kubernetes cluster and analyze workload status.
<img src="https://github.com/whataboutyou-ai.png?size=120" width="16px" height="16px" /> Eunomia MCP Server - Eunomia MCP Server is an extension of the [Eunomia][eunomia-repo] framework that connects Eunomia instruments with [MCP][mcp-docs] servers. It provides a simple way to orchestrate data governance policies (like PII detection or user access control) and seamlessly integrate them with external server processes in the MCP ecosystem.
<img src="https://github.com/wonderwhy-er.png?size=120" width="16px" height="16px" /> Desktop Commander MCP - Search, update, manage files and run terminal commands with AI
<img src="https://github.com/xing5.png?size=120" width="16px" height="16px" /> mcp-google-sheets: A Google Sheets MCP server - This MCP server integrates with your Google Drive and Google Sheets, to enable creating and modifying spreadsheets.
<img src="https://github.com/xxxbrian.png?size=120" width="16px" height="16px" /> mcp-rquest - A Model Context Protocol (MCP) server that provides advanced HTTP request capabilities for Claude and other LLMs. Built on rquest, this server enables realistic browser emulation with accurate TLS/JA3/JA4 fingerprints, allowing models to interact with websites more naturally and bypass common anti-bot measures. It also supports converting PDF and HTML documents to Markdown for easier processing by LLMs.
<img src="https://github.com/yWorks.png?size=120" width="16px" height="16px" /> MCP-Typescribe - an MCP Server providing LLMs API information - An MCP server implementation enabling LLMs to work with new APIs and frameworks
<img src="https://github.com/yangkyeongmo.png?size=120" width="16px" height="16px" /> mcp-server-apache-airflow - A Model Context Protocol (MCP) server implementation for Apache Airflow, enabling seamless integration with MCP clients. This project provides a standardized way to interact with Apache Airflow through the Model Context Protocol.
<img src="https://github.com/yanmxa.png?size=120" width="16px" height="16px" /> Multicluster MCP server - The Multi-Cluster MCP Server provides a robust gateway for Generative AI (GenAI) systems to interact with multiple Kubernetes clusters through the Model Context Protocol (MCP). It facilitates comprehensive operations on Kubernetes resources, streamlined multi-cluster management, and delivered interactive cluster observability.
<img src="https://github.com/yepcode.png?size=120" width="16px" height="16px" /> What is YepCode MCP Server? - 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.
<img src="https://github.com/yuanoOo.png?size=120" width="16px" height="16px" /> OceanBase MCP Server - A Model Context Protocol (MCP) server that enables secure interaction with OceanBase databases.
<img src="https://github.com/yuna0x0.png?size=120" width="16px" height="16px" /> AniList MCP Server - A Model Context Protocol (MCP) server that interfaces with the AniList API, allowing LLM clients to access and interact with anime, manga, character, staff, and user data from AniList.
<img src="https://github.com/yuna0x0.png?size=120" width="16px" height="16px" /> HackMD MCP Server - This is a Model Context Protocol (MCP) server for interacting with the HackMD API. It allows AI assistants to perform operations such as:
<img src="https://github.com/zcaceres.png?size=120" width="16px" height="16px" /> Google Tasks MCP Server - This MCP server integrates with Google Tasks to allow listing, reading, searching, creating, updating, and deleting tasks.
<img src="https://github.com/zcaceres.png?size=120" width="16px" height="16px" /> Markdownify MCP Server - Markdownify is a Model Context Protocol (MCP) server that converts various file types and web content to Markdown format. It provides a set of tools to transform PDFs, images, audio files, web pages, and more into easily readable and shareable Markdown text.
<img src="https://github.com/zcaceres.png?size=120" width="16px" height="16px" /> Markdownify MCP Server - Markdownify is a Model Context Protocol (MCP) server that converts various file types and web content to Markdown format. It provides a set of tools to transform PDFs, images, audio files, web pages, and more into easily readable and shareable Markdown text.
<img src="https://github.com/zhsama.png?size=120" width="16px" height="16px" /> duckduckgo-search MCP Server - A Model Context Protocol server for DuckDuckGo Search
<img src="https://github.com/zxkane.png?size=120" width="16px" height="16px" /> Amazon Bedrock MCP Server - A Model Control Protocol (MCP) server that integrates with Amazon Bedrock's Nova Canvas model for AI image generation.

License

The code of this project is licensed under the MIT License - see the LICENSE file for details. The source code of the containers is licensed under the respective licenses of the projects. See the linked project repositories for more information.

Contributing

Contributions are welcome! If you want to contribute a containerized MCP server, please use the Contributing Guide to get started. If you have any questions or suggestions, feel free to open an issue or a pull request.

<div align="center"> <sub>Built with ❤️ by <a href="https://metorial.com">Metorial</a></sub> </div>

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