Model Context Protocol servers to extend IDE capabilities.
MCP web search using perplexity without any API KEYS
一个基于 MCP (Model Context Protocol) 的邮件服务，支持 LLM 发送带附件的电子邮件及在指定目录中搜索文件。提供安全的 SMTP 传输、多收件人支持和附件模式匹配搜索功能，适用于 Gmail、Outlook、Yahoo、QQ 邮箱和网易 126 邮箱等主流邮箱服务。
An experimental MCP server that summarizes GitHub discussions, issues, and pull requests using a fast local database.
Natural Context Provider (NCP). Your MCPs, supercharged. Find any tool instantly, load on demand, run on schedule, ready for any client. Smart loading saves tokens and energy.
A Neovim plugin to integrate Gemini CLI well (+ Qwen-code now)
Template to quickly set up your own MCP server
CCXT MCP Server bridges the gap between AI models and cryptocurrency trading by providing a standardized interface through the Model Context Protocol. Created to empower automated trading strategies, this tool allows AI assistants like Claude and GPT to directly interact with over 100 cryptocurrency exchanges without requiring users to write comple
Connect your Sanity content to AI agents. Create, update, and explore structured content using Claude, Cursor, and VS Code via the Model Context Protocol. Transform content operations from complex queries to simple conversations—giving your team superpowers without sacrificing structure.
Connect your chat repl to wolfram alpha computational intelligence
MCP server for scraping LinkedIn, Facebook, Instagram profiles and Google search.
MCP C++ SDK - Model Context Protocol implementation in CPP with enterprise-grade security, visibility and connectivity.
OneMCP feature requests, bugs and improvements
A task management system designed for AI development
Claude Desktop extension with bundled MCP Server for Bear note taking app
Bitcoin & Lightning Network MCP Server.
Transform any Cobra CLI into an MCP server
A type-safe implementation of the official Model Context Protocol (MCP) schema in Rust.
MCP server to fetch YouTube transcripts
The Privacy Firewall for LLMs
Headless IDA MCP Server
MCP to explore websites with llms.txt files
Iron Manus MCP (+ J.A.R.V.I.S. Orchestration)
The official MCP server for SurrealDB
MCP Server for Bing Search API
Collection of resources to help AI agents build better with Sanity.
The EMBL-EBI Ontology Lookup Service (OLS)
An MCP (Model Context Protocol) server that enables AI assistants to control iOS Simulator. Seamlessly integrates with Claude Desktop, Cursor, Claude Code, and other MCP-compatible clients.
Easily run glif.app AI workflows inside your LLM: image generators, memes, selfies, and more. Glif supports all major multimedia AI models inside one app
A GitHub MCP Server extension for Zed
A runtime-free MCP server that converts source code into AST🌲, regardless of language.
A comprehensive Model Context Protocol (MCP) server providing advanced access to the ChEMBL chemical database.
一款轻量级、可扩展的、跨平台的、专为医疗信息化设计的电子病历编辑器内核，为EMR（电子病历系统）提供专业的结构化病历编辑与AI接入解决方案。
An MCP server that provides LLMs access to other LLMs
From Java Dev to AI Engineer: Spring AI Fast Track
Fabric MCP Server: Seamlessly integrate Fabric AI capabilities into MCP-enabled tools like IDEs and chat interfaces.
专业的金融市场数据 MCP 服务器 - 支持A股/美股/加密货币，原生 MCP 协议，AI Agent 友好
A modular external attack surface mapping tool integrating tools for automated reconnaissance and bug bounty workflows.
An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP). This server is built with the FastMCP framework and the imessagedb library, enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling.
🤖 A Model Context Protocol (MCP) server for Google Cloud (GCP)
Interact seamlessly with GitLab repositories to manage merge requests and issues. Fetch details, add comments, and streamline your code review process with ease.
OpenAPI specification MCP server.
Reticle intercepts, visualizes, and profiles JSON-RPC traffic between your LLM and MCP servers in real-time, with zero latency overhead. Stop debugging blind. Start seeing everything.
MCP server that can execute terminal commands
MCP server for Google Search integration using Gemini's built-in search capabilities
Model Context Protocol (MCP) Client for Apify's Actors
Public repository for Advanced Unity MCP by Code Maestro (www.code-maestro.com).
A Model Context Protocol (MCP) server for interacting with the MetaTrader 5 trading platform. This server provides AI assistants with tools and resources to access market data, perform trading operations, and analyze trading history.
A WooCommerce (MCP) Model Context Protocol server
A curated list of OSINT MCP servers. Pull requests are welcomed!
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.
Version 2.2 - 54 tools available - an MCP server for interacting with the Canvas LMS API. This server allows you to manage courses, assignments, enrollments, and grades within Canvas.
List MCP Server configurations in your system used by AI applications like Cursor, Claude Desktop, VS Code and others
A MCP server that enables Claude to discover and call any API endpoint through semantic search. Intelligently chunks OpenAPI specifications to handle large API documentation, with built-in request execution capabilities. Perfect for integrating private APIs with Claude Desktop.
A Model Context Protocol (MCP) for analyzing and querying GitHub repositories using the GitHub Chat API.
iOS development ClaudeCode plugin for mindful token and context usage. Contains modular MCPs that group various Xcode/IDB tools based on your current workflow.
Official Oxylabs MCP integration
A command-line tool written in Rust for discovering and documenting MCP Server capabilities.
Bitbucket MCP - A Model Context Protocol (MCP) server for integrating with Bitbucket Cloud and Server APIs
A Model Context Protocol server that connects AI assistants like Claude to AWS security services, allowing them to autonomously query, inspect, and analyze AWS infrastructure for security issues and misconfigurations.
sh-disney-mcp 是一个基于 Model Context Protocol (MCP) 的mcp server，旨在通过标准化的接口，帮助大模型快速获取上海迪士尼乐园的门票价格和售卖状态信息
MCP server that lets you shop groceries across the Rohlik Group platforms (Rohlik.cz, Knuspr.de, Gurkerl.at, Kifli.hu, Sezamo.ro)
An MCP ( Model Context Protocol ) Server for Grafana Loki
A Model Context Protocol (MCP) server enabling AI assistants to interact with Outline documentation services.
QMT-MCP 模块化量化交易助手
a mcp server to manage github project's functionality
A server that helps people access and query data in databases using the Legion Query Runner with Model Context Protocol (MCP) in Python.
Native Delphi Server implementation of the Model Context Protocol (MCP)
A Model Context Protocol (MCP) server for querying the CVE-Search API
A Cli, a webUI, and a MCP server for the Z-Image-Turbo text-to-image generation model (Tongyi-MAI/Z-Image-Turbo base model as well as quantized models)
CLI & API for MCP management
An MCP server enabling automated access to LeetCode's problems, solutions, and public data with optional authentication for user-specific features, supporting leetcode.com & leetcode.cn sites.
awsome kali MCPServers is a set of MCP servers tailored for Kali Linux
A TypeScript-based MCP server that enables testing of REST APIs through Cline. This tool allows you to test and interact with any REST API endpoints directly from your development environment.
A MCP server connecting to managed indexes on LlamaCloud
Generate Go MCP server boilerplate from OpenAPI 3 specifications
Rails Engine with MCP compliant Spec.
基于MCP(Model Context Protocol)的智能聊天应用，支持Web和桌面环境。集成OpenAI/Anthropic API，提供MCP服务器的所有工具能力。简洁现代的UI设计，支持跨平台部署。
MCP server for persistent context management in AI coding assistants
The Google Ads MCP Server is an implementation of the Model Context Protocol (MCP) that enables Large Language Models (LLMs), such as Gemini, to interact directly with the Google Ads API.
MCP Python Interpreter: run python code. Python-mcp-server, mcp-python-server, Code Executor
Tiger CLI is the command-line interface for Tiger Cloud. It includes an MCP server for helping coding agents write production-level Postgres code.
MCP server for token-efficient large document analysis via the use of REPL state
MCP server that uses arxiv-to-prompt to fetch and process arXiv LaTeX sources for precise interpretation of mathematical expressions in scientific papers.
This project provides an Interactive Brokers (IB) API interface using the Model Context Protocol (MCP).
A high-performance Model Context Protocol (MCP) server for Trino implemented in Go.
Rust MCP server for comprehensive code intelligence - 90 tools, 32 languages, security scanning, call graphs, and more
MCP server for Mikrotik
The Crossroads for AI Data Exchanges. A unified, self-hostable web interface for discovering, configuring, and managing Model Context Protocol (MCP) servers—bringing together AI tools, workspaces, prompts, and logs from multiple MCP sources (Claude, Cursor, etc.) under one roof.
Spring AI Playground is a self-hosted web UI for low-code AI tool development with live MCP server registration. It includes MCP server inspection, agentic chat, and integrated LLM and RAG workflows, enabling real-time experimentation and evolution of tool-enabled AI systems without redeployment.
🦜✨ Chat system, MCP server, and reusable components to improve LLMs capabilities when generating SPARQL queries
Portable , scalable , secure AI Agents
MCPcat is an analytics platform for MCP server owners 🐱.
Context7 MCP Server for Zed
Flexible GraphRAG: Python, LlamaIndex, Docker Compose 8 Graph databases, 10 Vector databases, OpenSearch, Elasticsearch, Alfresco. 13 data sources, knowledge graph auto-building, schemas, LLMs, Docling or LlamaParse doc processing, GraphRAG, RAG only, Hybrid search, AI chat. React, Vue, Angular frontends, FastAPI backend, MCP Server. Please 🌟 Star
🧩 Build AI-powered MCP Tools with Azure Functions, Durable Agents & Cosmos vector search. Features orchestrated multi-agent workflows using OpenAI.
A Model Context Protocol (MCP) server that enables AI assistants to interact with IDA Pro for reverse engineering and binary analysis tasks.
MCP Server for Linux Scheduler Management and Auto optimization
MCP server implementation
Non-Invasive goroutine inspector
Model Context Protocol server enabling AI assistants to access transit information through standardized interfaces
A free MCP server to analyze and extract insights from public filings, earnings transcripts, financial metrics, stock market data, private market transactions, and deep web-based research within Claude Desktop and other popular MCP clients.
The Gemini CLI confirmed that the MCP server built with Google Apps Script (GAS), a low-code platform, offers immense possibilities. If you've created snippets for GAS, these could be revitalized and/or leveraged in new ways by using them as the MCP server. The Gemini CLI and other MCP clients will be useful in achieving this.
MCP server for Google Tag Manager
MCP Server for AI automation of the PlayCanvas Editor
This is a revolutionary AI MCP plugin with excellent pluggable and encapsulated features. With just a few lines of configuration, it can easily integrate into your Spring boot web program and give it MCP capabilities,inheriting the powerful engineering capabilities of the Spring series framework
Wanaku MCP Router
LangGraph AI Repository
Connect AI agents to CrowdStrike Falcon for automated security analysis and threat hunting
A CLI tool to create MCP (Model Context Protocol) applications with ease.
A Model Context Protocol (MCP) server that enables LLMs to run ANY code safely in isolated Docker containers.
Vibe-Coder-MCP server extends AI assistants with specialized software development tools.
Your AI Coding Assistant's Long-Term Memory
A TypeScript SDK for implementing Model Context Protocol (MCP) over MQTT, supporting both browser and Node.js environments.
AI-Native Static Code Analysis for modern security teams. Built for finding vulnerabilities, advanced structural search, derive insights and supports MCP
MCP server for agents to explore rust docs, analyze source code, and build with confidence
A complete, production-ready implementation of a Model Context Protocol (MCP) server demonstrating OAuth 2.1, tools, prompts, resources, sampling, and notifications using Reddit as a real-world integration example.
lapras.com 公式MCP Server
一个轻量级的 Python Web 框架，一站式集成 MCP SSE、StreamHTTP 和 MCPO 协议，助你轻松构建MCP Server🔥
Academic Paper Search MCP Server for Claude Desktop integration. Allows Claude to access data from Semantic Scholar and Crossref.
A MCP server allowing LLM agents to easily connect and retrieve data from any database
Collection of examples of how to use Model Context Protocol with AWS.
Official MiniMax Model Context Protocol (MCP) JavaScript implementation that provides seamless integration with MiniMax's powerful AI capabilities including image generation, video generation, text-to-speech, and voice cloning APIs.
Quickly screenshots webpages and converts to an LLM friendly size
A Model Context Protocol (MCP) server that provides advanced code analysis and reasoning capabilities powered by Google's Gemini AI
"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨
A comprehensive, free MCP server designed specifically for financial analysis and quantitative trading. This specialized platform offers one-click local deployment with a sophisticated department-based architecture that mirrors real financial company operations.
MCP server for building PocketBase apps really quickly - Need a front end quick consider FastPocket
Official Vectorize MCP Server
MCP server that provides access to Chinese stock market data using akshare-one
fast, secure c# runner
极客时间MCP新课已经上线！超2000同学一起开启MCP学习之旅！
MCP server for querying Apple Health data with natural language using DuckDB under the hood.
MCP for semantic code search & navigation that reduces token waste
FlowLens is an open-source MCP server that gives your coding agent (Claude Code, Cursor, Copilot, Codex) full browser context for in-depth debugging and regression testing.
本项目为xiaozhi-esp32提供后端服务 | A Powerful AI agent IoT platform core.
Node.js/TypeScript MCP server for Atlassian Bitbucket. Enables AI systems (LLMs) to interact with workspaces, repositories, and pull requests via tools (list, get, comment, search). Connects AI directly to version control workflows through the standard MCP interface.
A Model Context Protocol (MCP) client library and debugging toolkit in Rust. This foundation provides both a production-ready SDK for building MCP integrations and the core architecture for an interactive debugger.
Payload CMS MCP Server
A Model Context Protocol (MCP) implementation for Financial Modeling Prep, enabling AI assistants to access and analyze financial data, stock information, company fundamentals, and market insights.
ToolHive is an application that allows you to install, manage and run MCP servers and connect them to AI agents
Official DINO-X Model Context Protocol (MCP) server that empowers LLMs with real-world visual perception through image object detection, localization, and captioning APIs.
Modex is a Clojure MCP Library to augment your AI models with Tools, Resources & Prompts using Clojure (Model Context Protocol). Implements MCP Server & Client.
Control WordPress using WP-CLI, AI, and MCP.
Solid Tumor Associative Modeling in Pathology
blazigly fast gRPC/MCP client & server implementation in zig
A Model Context Protocol (MCP) server that enables AI assistants to interact with AKS clusters. It serves as a bridge between AI tools (like Claude, Cursor, and GitHub Copilot) and AKS.
MCP Server connecting to Perplexity Comet browser
Model Context Protocol (MCP) Server for the JFrog Platform API, enabling repository management, build tracking, release lifecycle management, and more.
☁️ Build a lightweight MCP server for efficient interaction with the complete Cloudflare API, streamlining your cloud management tasks.
🛠️ Automate C structure synthesis from pointer arithmetic in IDA Pro, transforming complex accesses into clear member references with ease.
🔒 Ensure enterprise security and compliance with PHANTOM MCP, a robust framework for authorized security auditing and modern risk management.
📈 Fetch real-time and historical cryptocurrency market data with Crypto MCP Server, offering tools for live pricing, candlestick data, and real-time streaming.
Send push notifications to your phone or desktop with ntfy. Easily use PUT/POST to stay updated. 🚀📱
🧠 Deploy a self-hosted MCP server for AI, offering persistent memory, robust security, and easy setup with Docker Compose.
🔍 Learn MCP server APIs and cut token usage by 80% with this intelligent adapter that filters responses and optimizes data for efficiency.
📊 Generate diagrams for codebases and system architecture with Blueprint MCP, integrating easily with Arcade tools like HubSpot and Google Drive.
📄 Connect LLMs with Google Docs through this unofficial MCP server for smarter workflows and efficient document management.
MCP server implementation
🚀 Optimize your documentation for AI coding assistants with improved quality and navigation, making it easier for developers to get help.
📊 Analyze data efficiently with Claude Data Analysis Assistant, using AI-driven commands for insights, visualizations, and comprehensive reports.
📈 Fetch real-time cryptocurrency prices with a reliable server that uses Binance and CoinMarketCap for seamless data access and fallback.
🤖 Simplify your work with Model Context Protocol servers and AI assistants using MCP Studio's efficient multi-provider support and robust management tools.
🌌 Create a simple MCP Server using the Star Wars API to access characters, planets, and films efficiently for testing and integration purposes.
🔶 Enable AI assistants to trade, manage, and analyze cryptocurrency on Binance with this comprehensive Model Context Protocol server.
🎬 Simplify video and audio processing using FFmpeg with MCP-compatible AI. Convert, compress, and edit media through natural language commands.
🔗 Connect MCP servers to Pi seamlessly, minimizing token usage while accessing valuable tools without unnecessary overhead.
🚀 Define and share AI-powered workflows with Model Workflow Context for seamless integration and execution across various development tools.
🔧 Optimize your SQLite experience with the db-mcp server, featuring OAuth 2.1 and 89 specialized tools for robust data management.
Simple MCP Demo for Learners
📝 Enhance your IDA 9.X Pro experience by listing all comments in your disassembly and filtering out duplicates for clearer analysis.
🗂️ Streamline your project documentation with project-mcp, an intent-based server that maps natural language to relevant sources automatically.
A simple MCP (Model Context Protocol) server that makes LLMs ready for new things by exposing tools to convert websites and documents into LLM-ready Markdown.
🚀 Enhance Claude Code with Chainguard, a powerful MCP server that offers task tracking, syntax validation, and intelligent context management.
🔗 Control Resonite VR worlds using the ResoniteLink WebSocket protocol with this MCP server and CLI tool for efficient management and interaction.
Simple AI agents Stater kits
Multi-tenant MCP Gateway - Connect AI assistants to 100+ MCP servers via Model Context Protocol
A Java-based server leveraging Apache Tika to extract content and metadata from files (PDF, DOCX, TXT, etc.) in a local files-to-extract directory. Supports HTML (with CSS styling) and text extraction, file listing, and metadata retrieval via MCP-compliant tools and REST APIs. Built with Spring Boot, Jetty, and MCP SDK.
Yet Another MCP Security Scanner
AI Agent Twitter Bot is a Node.js-based CLI tool that uses ModelContextProtocol (MCP) to interact with users and perform tasks like tweeting via the Twitter API v2. It supports actions like posting tweets and adding numbers, with secure token handling using dotenv. Ideal for educational use, it brings AI-powered automation to your terminal.
StockScreener MCP with Langchain
MCP server that provides LangChain documentation
MCP server for daily change log and tracking of daily task. Helps to create professional fine tuned change logs on every tasks on a daily basis to share it to the client.
a MCP with tools to organize our local files
Model Content Protocol (MCP) server for querying Feyenoord football match data using natural language.
WhatsApp MCP connector to any AI LLM client (Claude, ChatGPT, Github Copilot, Cline, OpenAI), powered by WaliChat API 🤖 🥳
Auth0 authentication middleware for Express-based Model Context Protocol (MCP) servers. Easily secure MCP tools, resources, and prompts with JWT validation, role-based access control, and zero extra boilerplate.
A Model Context Protocol (MCP) server that provides intelligent web reading capabilities using the Jina AI Reader API. It extracts clean, LLM-ready content from any URL.
This repository contains a streaming [Model Context Protocol](https://modelcontextprotocol.io/) server implemented in Python and a React web client that interacts with it over the Streamable HTTP transport. It is designed for demos and for training new learners on MCP concepts.
A lightweight MCP server that fetches real-time weather data from OpenWeather.org based on city names. Built with @modelcontextprotocol/sdk, this tool allows LLM-based agents (like those in Cursor IDE) to retrieve current weather conditions such as temperature, humidity, wind speed, and pressure.
A bridge package allowing Claude Desktop or any stdio MCP client to connect to remote congressMCP
A lightweight MCP server using Bun to fetch current and 5-day weather data from OpenWeatherMap APIs. Built with @modelcontextprotocol/sdk, Zod for validation, and Axios for API calls. Provides tools to get weather info by latitude and longitude over stdio transport.
MCP CoreTools for developers
🧠 LLM-MCP Agent: Agente conversacional con herramientas inteligentes vía MCP. Este proyecto implementa un agente conversacional basado en **modelos de lenguaje locales (Ollama)** que interactúa dinámicamente con **herramientas externas expuestas mediante el protocolo [Model Context Protocol (MCP)](https://modelcontextprotocol.io/).
turn any api into an mcp. swagger docs -> mcp. set it up for your own site or consumer other people's apis via mcp!
MCP server (http-streamable) for the Cezzis.Com website project written in Golang. Supports tools access to cocktail data and for managing a users own account using OAuth device activation flows.
🔍 Convert natural language into PostgreSQL queries using Google Gemini and FastMCP’s Model Context Protocol. 💬 Ask database questions in plain English — get valid SQL instantly.
Connect to Multiple MCP in Multiple Programming Language
Time access and calculations mcp written in typescript available via npx.
OpenMetadata MCP compatible with version 1.3.3
Convert REST API to MCP Tools by uploading OpenAPI Specification using Spring AI and Spring Boot
Sales data Analysis with MCP and OpenAI LLM.
This project was created by a study exploring the Model Context Protocol (MCP), applied in Python and FastAPI, aiming to understand its use.
My GitHub profile
Sample Azure MCP server in TypeScript and Python3
A template repository for creating Model Context Protocol (MCP) servers in Node.js/TypeScript. This template demonstrates how to build a simple notes management system using the MCP protocol, which can be used with LLM-powered applications.
MCP server for F1 data using API F1DB
Core library for Model Context Protocol (MCP) access control. Includes essential types, interfaces, and utility functions to build consistent authentication and authorization across MCP tools, resources, and prompts in Node.js environments.
A server that can be used to call function that give current weather status in Claude Desktop. Following this tutorial: https://modelcontextprotocol.io/quickstart/server#why-claude-for-desktop-and-not-claude-ai
Agents love MCP
A generic STDIO-to-HTTP bridge for [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) servers. This tool connects STDIO-based MCP clients (like Cursor, Claude Desktop) to HTTP-based MCP server endpoints.
The Model Context Protocol (MCP) project, developed by PIAIC Batch 61 Morning Boys (Team 2) and led by Wajahat Hussain, showcases an innovative approach to contextual AI. It demonstrates how MCP—an open standard by Anthropic—enables secure and streamlined connectivity between AI systems and various external data sources.
Interact with the SimpleLocalize API using AI assistants like Github Copilot, Claude, or in AI-powered IDEs like Cursor AI.
This project demonstrates how to use the [Model Context Protocol (MCP)](https://modelcontextprotocol.org/) with a Supabase backend. It provides a local development environment for experimenting with MCP, Supabase, and Postgres.
Claude DJ MCP
Jenkins MCP server
A FastAPI MCP server that provides real-time weather data and forecasts for cities worldwide using natural language queries and OpenWeatherMap API.
This repository contains code and description on MCP application using Agents
This project demonstrates a simple use of the [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) to perform basic mathematical operations using a custom MCP server and a Streamlit client UI.
Enhanced MCP memory server with advanced graph operations: observation-level search, relation filtering, neighbor traversal, subgraph extraction, and path finding. Fork of @modelcontextprotocol/memory with significantly expanded query capabilities.
OAuth system in python, integrated with the official MCP Python SDK
A lightweight, Spring Boot–friendly plugin framework** to orchestrate complex AI workflows — integrating multiple LLMs, tools, and [MCP (Model Context Protocol)](https://modelcontextprotocol.io/) services with zero boilerplate
Backend implementing the Agent Framework for orchestrating agent workflows and message exchange. Acts as a content and response wrapper between Vercel-based clients and Microsoft systems, providing structured request/response handling, routing, and lifecycle management without embedding AI logic itself.
Model Context Protocol (MCP) Server for Redmine project management system
En Model Context Protocol-server (MCP) som kopplar en LLM till Riksbankens API för kronans växelkurs.
A simple AI agent that uses [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) to connect LLMs with external tools. This example uses Firecrawl for web scraping capabilities.
This is the replica of MCP Server for weather forecasting given by Anthropic Claude in their official website : https://modelcontextprotocol.io/docs/develop/build-server #opensource
the desktop application for mcp-partner(https://mcp-partner.github.io) use wails to package
voice integrated jarvis-like assistant with MCP
source code for glassBead's Advanced MCP Topics tutorial series on YouTube.
MCP server for F1 Analysis API
Advanced MCP server for computing CO₂e emissions from electricity and gas usage, exposing tools and prompts via JSON-RPC for seamless LLM integration.
A starter MCP server in C# using the official ModelContextProtocol SDK 0.5.0-preview.1. Features tools, resources, prompts with annotations and enums.
An MCP server for the Podbean API
A modular framework for building multi-agent reasoning systems using the [A2A protocol](https://github.com/google/a2a) and [MCP tools](https://modelcontextprotocol.io/).
MCP Agent is a framework that integrates MCP tools with LLM clients. It provides a structured way to build MCP tools using large language models, handling tool integration and client management while letting developers focus on business logic.
**mcp-adapter** is a production-grade CLI tool for discovering, installing, and running [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) servers through a unified interface.
Bu proje, .NET 10 üzerinde Model Context Protocol (MCP) sunucusu oluşturmanın temellerini gösterir.
Mcpifier is a zero-code MCP (Model Context Protocol) gateway that exposes an existing REST API as an MCP server
MCP Server written in C# for adding weather capabilities to LLMs/MCP Clients
Client transport alternative of @modelcontextprotocol/sdk/client base on sse.js. The main purpose is make it working on React Native with llama.rn.
The worker version of BaSB-MCP, which can be easily deployed as Cloudflare Worker.
My first MCP (Model Context Protocol) server
Seamlessly access ShadcnSpace UI blocks into your editor using MCP
MCP for Twitter(X)
Model Context Protocol (MCP): Hands-On with Agentic AI
Example project for getting started with ModelContextProtocol (MCP) in .NET. Includes setup instructions and a basic "Hello World" application using MCP Inspector.
A Model Context Protocol (MCP) server allowing URL indexing requests via the IndexNow protocol. This server acts as a bridge, enabling MCP-compatible clients (like IDEs or AI assistants) to submit URLs to search engines using the IndexNow protocol for potentially faster content discovery and indexing.
Model Context Protocol server for advanced RAG with Knowledge Graphs
A CLI MCP client working with OpenAI models
Um servidor MCP para indexar e consultar a documentação de tailwindcss.com
Use Anthropic Claude to classify the entries under the official MCP server list at modelcontextprotocol/server by industry or business type
Fiberplane Documentation
A simple calculator app with MCP compliant server and client
A Spring Boot client for performance testing AI agents using MCP (Model Context Protocol). Measures response times, token efficiency, costs, and dataset quality for dataset generation tasks, with automated standards updates and evaluation.
An Electron desktop wrapper for "@modelcontextprotocol/inspector" (MCP Inspector), ready to use with double-click, no Node/npm pre-installation required.
A Next.js project with MCP using mcp-handler and @modelcontextprotocol/sdk to test multiple tools in real-time
Trying Vibe Coding using Cursor. I just asked Claude Sonnet to follow: https://modelcontextprotocol.io/quickstart/server#windows
This is the java version of building MCP Weather server. Part of tutorial https://modelcontextprotocol.io/quickstart/server#java
A location server based on MCP (Model Context Protocol) that provides IP address location and latitude/longitude query functionality.
MCP server implementation
MCP server for PostgreSQL - POC
Utilities designed for seamless integration with the Model-Context-Protocol (MCP) framework.
Enterprise MCP server with support for WebAssembly plugins
The MCP server for the BaSB project that can helps the AI agents better access the BaSB workspaces.
SQLite-based MCP memory server with WAL mode for concurrent access. Drop-in replacement for @modelcontextprotocol/server-memory
ModelContextProtocol (MCP) server for business and financial analysis capabilities for Claude Desktop. Built using the FastMCP framework.
This is a fork on ModelContextProtocol servers. Voice Agent MCP and SequentialThinking are work on SSE.
this client uses angular and typescript with modelcontextprotocol/sdk to do mcp discovery and tool execution.
The MCP SDK, which has been modified based on the modelcontextprotocol, is suitable for React Native.
Demo for mcps that follows anthropic documents here: https://modelcontextprotocol.io/docs/develop/build-server
A proof of concept for onesearch-api using the naked @modelcontextprotocol/sdk (for node.js).
Python SDK v1.11.0.
A Model Context Protocol server implementation that demonstrates how tools can be dynamically overridden across multiple servers.
https://github.com/modelcontextprotocol/python-sdk?tab=readme-ov-file#mcp-python-sdk
Commerce Layer local MCP server for Metrics API
mcp client and server
A Model Context Protocol server implementation for dotnet commands using the ModelContextProtocol NuGet package
A VS Code and Cursor extension to visualize and track the [@modelcontextprotocol/server-sequential-thinking](https://github.com/modelcontextprotocol/servers/tree/main/src/sequential-thinking) process in real-time.
MCP server for UK tide times
Learning how to configure an MCP server from https://modelcontextprotocol.io/quickstart/server
Migrated from https://github.com/modelcontextprotocol/java-sdk (Java 18 → Java 17)
Lightweight proxy/gateway & tooling that let Javelin securely route Model Context Protocol (MCP) traffic to local & remote tools.
MCP server for Google Drive integration - extracted from modelcontextprotocol/servers-archived
Proyecto inicial utilizando el Protocolo de Contexto de Modelo (MCP) para conectar IA con la API de GitHub mediante TypeScript, con el objetivo de exponer datos de repositorios de forma estandarizada para modelos de lenguaje (LLMs).
mcp quick start tutorial for node: https://modelcontextprotocol.io/quickstart/server#node
MCP server implementation
Migrated from https://github.com/modelcontextprotocol/java-sdk (Java 17 → Java 17)
https://modelcontextprotocol.io/quickstart/server を試しました
MCP server implementation
MCPサーバー作成サンプル(https://modelcontextprotocol.io/docs/develop/build-server)
Follows the demos for MCP Clients and Servers from modelcontextprotocol.io
MCP server implementation
A demo MCP server from https://github.com/modelcontextprotocol/python-sdk guide
A from-scratch implementation of the ModelContextProtocol to deepen my understanding.
MCP server implementation
Interactive web application showcasing Model Context Protocol concepts, components, and real-world examples
An Experiment in porting the ModelContextProtocol over to spacetimedb's archetecture
Klonovaný MCP server pro fetch ze zdrojového repozitáře modelcontextprotocol/servers
Simple Hello World server using https://github.com/modelcontextprotocol/java-sdk
A how-to-reproduce-repo for bug modelcontextprotocol/kotlin-sdk#94
MCP Client implementation for GPT models. Reference: https://modelcontextprotocol.io
Simple MCP server with a weather tool – built with @modelcontextprotocol/sdk.
MCP server implementation
Upstream rpm repository for https://github.com/modelcontextprotocol/python-sdk
mcpを試す https://modelcontextprotocol.io/quickstart/server
MCP server implementation
ModelContextProtocol Server and Client project using the Typescript SDK
mcp client (following getting started tutorial on modelcontextprotocol.io)
A clojure/ring adapter for the official modelcontextprotocol Java SDK
MCP Client implementation for Claude models. Reference: https://modelcontextprotocol.io
Some interesting code about MCP[https://modelcontextprotocol.io/introduction]
Sample codebase to learn about Microsoft's ModelContextProtocol (MCP) framework
Get suggestions for code improvement in a repo using Model Concept Protocol (MCP)
Quick port of modelcontextprotocol/server-filesystem to http streaming
MCP server implementation
Replit-ready template generated from modelcontextprotocol/python-sdk
How to create MCP Client using ModelContextProtocol sdk
A NATS Transport implementation for modelcontextprotocol/go-sdk
ModelContextProtocol (MCP) server for ReliefWeb humanitarian information service
Serveur MCP (Model Context Protocol) pour l'intégration de l'API de l'hotel Thaïs avec Claude Desktop.
clone from https://github.com/modelcontextprotocol/python-sdk_PYSDK
MCP server implementation
MCP server implementation
MCP server implementation
MCP server implementation
Get gratis CLI interfaces while writing @modelcontextprotocol servers.
Just messing around in typescript learning @modelcontextprotocol/sdk
Canonical setup from https://modelcontextprotocol.io/quickstart/server
MCP server implementation
Mirror of modelcontextprotocol/python-sdk at commit 0c00fdc783165b73748bba57f310819ddcf6f030
MCP server implementation
MCP server implementation
MCP server implementation
MCP server implementation
https://modelcontextprotocol.io/docs/develop/build-server
MCP server implementation
MCP server implementation
LLM'lerin üzerine agent'lar ve karmaşık iş akışları oluşturmamızı sağlayan bir protokol.
MCP server implementation
Demo For MCP server and client
MCP server implementation
A MCP tool for extracting structured content from web pages with customizable selectors and crawling options
PostgreSQL MCP Server - cloned from modelcontextprotocol/servers-
make MCP server for Test by modelcontextprotocol
MCP server implementation
MCP server implementation
MCP Server Template using @modelcontextprotocol Typescript SDK
https://modelcontextprotocol.io/docs/develop/build-server
Mirror of https://github.com/modelcontextprotocol-servers/whois-mcp
MCP server implementation
MCP server implementation
Mirror of https://github.com/modelcontextprotocol/create-typescript-server
Mirror of https://github.com/modelcontextprotocol/create-python-server
An implementatio of the ModelContextProtocol for Moose
Customized MCP Servers based on modelcontextprotocol/servers
[io.modelcontextprotocol] & [spring-ai] for Java 8
Research on the modelcontextprotocol/registry consider the deployment and management aspects in a kubernetes environment.
A Model Context Protocol server for vector search over local files using transformers.js and FAISS
MCP server implementation
follow https://modelcontextprotocol.io/docs/learn/architecture
MCP server implementation
MCP server implementation
following some tutorials from https://modelcontextprotocol.io/
MCP (ModelContextProtocol) server for https://base44.app
CLI and ModelContextProtocol interface to tezlab
MCP server implementation
Mirror of https://github.com/modelcontextprotocol/kotlin-sdk
Random repo to test ModelContextProtocol functionality
Modified version of modelcontextprotocol sequentialthinking server.
MCP server implementation
MCP server implementation
MCP server implementation
MCP server implementation
https://github.com/modelcontextprotocol/csharp-sdk
Distributed Model Context Protocol to Scale AI Internet
Mirror of https://github.com/modelcontextprotocol/specification
https://modelcontextprotocol.io/quickstart/server
MCP server implementation
MCP server implementation
MCP server implementation
MCP server implementation
MCP server implementation
Mirror of https://github.com/modelcontextprotocol/docs
MCP server implementation
testing: https://github.com/modelcontextprotocol/typescript-sdk
MCP server implementation
MCP server implementation
MCP server implementation
Mirror of https://github.com/modelcontextprotocol/inspector
A demo using @modelcontextprotocol/sdk
Model Context Protocol API Adapter
https://modelcontextprotocol.io/quickstart/server
Synchronization with the upstream https://github.com/modelcontextprotocol/modelcontextprotocol server every 5 minutes.
Playing around with ModelContextProtocol
MCP (Model Context Protocol) Server for Ayd status monitoring service.
modelcontextprotocol_poc_demo
generate modelcontextprotocol servers in zig with ease modelcontextprotocol.io
Untappd Model Context Protocol Server
ModelContextProtocal server for interacting with buttondown
modelcontextprotocol
modelcontextprotocol
This project demonstrates a Model Context Protocol (MCP) server for managing locations using .NET 8 and the ModelContextProtocol library.
MCP server implementation
🚀 Manage CTFd challenges effortlessly with this MCP server, enabling users to list, control, and submit flags in dynamic Docker instances.
📰 Aggregate and analyze news effortlessly with the News MCP platform, featuring automatic feed management and AI-driven insights for informed decision-making.
🤖 Transform AI behavior by enabling automatic learning from user corrections, ensuring consistent and accurate responses without repetition.
📧 Access Gmail programmatically with OAuth2 authentication for managing emails, labels, filters, and attachments seamlessly in your IDE.
🚀 Orchestrate parallel Claude Code workers with persistent state and behavioral governance for efficient, autonomous coding sessions.
Enterprise 8-Phase Software Development Lifecycle Framework with Quality Gates, Multi-Agent Orchestration, and AI-Assisted Development using Claude Code. Perfect for regulated industries (HIPAA, SOC 2, PCI DSS, SOX, GDPR).
🗄️ Store and manage local JSON data for context engineering with GitHub Copilot and MCP clients efficiently.
BrightData MCP × Google ADK Platform - Web Scraping & Data Extraction Platform powered by BrightData's Model Context Protocol (MCP) and Google's Agent Development Kit (ADK).
A Grafana data source plugin that connects to MCP servers and enables natural language querying
MCP server implementation
Model Context Protocol (MCP) Server for the Open Movie Database (OMDB) API.
Data Science platform for code structure analysis, trace event-action chains through graph queries; perform code diagnostics and more! Notebooks, Force-directed graph visuals; follow your agent as it updates your files.
Model Context Protocol (MCP) server for Istio service mesh - provides AI assistants with read-only access to Istio resources, Virtual Services, Destination Rules, Gateways, and Envoy proxy configurations in Kubernetes clusters
Extract clean, readable content from any webpage. Convert to Markdown format. Built with React, Vite, and Mozilla Readability.
This project is derived from the original @modelcontextprotocol/server-memory package, modified for my specific needs. Providing persistent memory capabilities for AI models through a knowledge graph. This allows models like Claude to retain and recall information across interactions.
A Model Context Protocol (MCP) server for Uberall API integration
Remote MCP server to summarize/scrape Andor season 2 episodes using Browser Rendering and Workers AI
Small .NET 9 Model Context Protocol (MCP) server that exposes a tool to fetch YouTube video transcripts using YoutubeExplode. The server communicates over stdio using the ModelContextProtocol package and is designed to be launched by an MCP‑compatible client.
Centralized index that groups together a series of projects related to the Model Context Protocol (MCP)
This project implements a suite of AI tools built on the Machine Communication Protocol (MCP) framework. Each tool leverages large language models through a client-server architecture to provide specialized functionality for search, mathematics, and news retrieval operations.
Orchestrate complex AI interactions with Context Compose. A powerful CLI and server for building, validating, and managing context for large language models using the Model Context Protocol (MCP)
Query blockchains with plain English — instant, structured, and developer-friendly.
A Demo Student Services Model Context Protocol Server
MCP server implementation
This MCP server enables LLMs to retrieve and process web scraping requests using ScraperAPI.
Minimal MCP server/client example demonstrating basic calculator operations via SSE and stdio transports.Minimal MCP server/client example demonstrating basic calculator operations via SSE and stdio transports.
A dedicated MCP (Model Context Protocol) tool for github, The MCP (Model Context Protocol) Tool for GitHub is a Python-based solution designed to help manage and track machine learning model context directly within GitHub repositories.
Converse MCP Server
MCP DevOps tasks automation tools
Example MCP server using the .NET ModelContextProtocol SDK, Semantic Kernel, Aspire, and a Blazor client app. The MCP server provides tools to interact with a Cosmos DB database.
Production-grade ModelContextProtocol (MCP) server for the Smallest AI Waves platform. Exposes all Waves TTS and voice cloning features as MCP tools and resources. Ready for deployment.
This MCP (Model Context Protocol) tool is your secret weapon against outdated knowledge. It enables semantic search across multiple AI library documentations, ensuring your coding companion stays up-to-date with the latest tech. No more "I'm sorry, I don't have information about that" moments!
A visual debugger and test client for Model Context Protocol (MCP) servers.
A TypeScript client implementation of the Model Context Protocol (MCP)
限时免费、限时免费、限时免费。目前 AMiner 的基础查询接口（包含学者、论文、专利搜索）均处于免费开放阶段。这意味着您可以零成本将海量学术大数据接入 AI 助手，无需支付昂贵的 API 费用即可实现一键学术检索，是目前极具性价比的学术数据源方案。
🐒 GitHub Copilot Agent Mode + MCP server ile geliştirilmiş C# konsol uygulaması. 20+ maymun türü, ASCII art, Türkçe UI
MCP Server for Geocoding using Amazon Location Service
Elastic Email MCP Server delivers full-scale email capabilities to the next generation of AI agents and MCP-compatible environments. This server speaks the same protocol as your favourite AI tools, giving them super-smooth access to all your email operations.
This is my first ever mcp server. A ModelContextProtocol compatible weather data server powered by Node.js and TypeScript, using the MCP SDK for standardized data transport.
MCP Server SDK in Golang
Moderated collection of MCP servers
Research Assistant using MCP for ArXiv Papers
A tool to help you debug MCP servers online
🚀 A starter template for building Prometheus Protocol MCP servers in Motoko. Optimized for one-click deployment on the ICP Ninja online IDE.
A central proxy server that aggregates multiple upstream MCP (Model Context Protocol) servers, providing a unified interface for downstream clients using the official @modelcontextprotocol/sdk.
A Python client for searching for and retrieving info about MCP servers hosted on the official MCP Registry (https://github.com/modelcontextprotocol/registry/tree/main/docs)
This is an MCP SDK (written in Golang) implemented with reference to the modelcontextprotocol/typescript-sdk repository. Using this SDK, you can implement an MCP server in Go with almost the same programming experience as the widely adopted modelcontextprotocol/typescript-sdk. It's not an exaggeration to say that we've replaced it with Go.
Zero-boilerplate, lightweight and fast MCP server toolkit. Skip the weight of `@modelcontextprotocol/sdk` and start shipping MCP servers in minutes with minimal code.
MCPWrapper 用于将 Python 包封装为 MCP 服务，通过命令行将模块函数暴露为可被 MCP 客户端调用的接口，无需修改代码。服务，供支持 MCP 协议的客户端调用，无需修改原有代码。MCPWrapper wraps Python packages as MCP services, exposing module functions via command line for access by MCP clients without code changes.
CLI tool to create new Agentico MCP tools
Control the web with AI-powered automation. mcpX provides a seamless bridge between AI applications and your browser through the Model Context Protocol (MCP), enabling sophisticated web automation, testing, and data collection workflows.
A Go implementation of a Model Context Protocol (MCP) server that serves markdown files with frontmatter support from a filesystem.
🧩 Extendable MCP Framework
MCP server implementation
Type-safe MCP server implementation in MoonBit with dual transport support (STDIO/HTTP)
Lightweight Model Context Protocol (MCP) server that exposes Hacker News data as tools. Built with TypeScript and the @modelcontextprotocol/sdk.
Connect your plausible account to your llms
This is the repository for the AI Forward Developer Take-Home Challenge for CALMHSA. In this I built out an MCP Server that integrates into Claude Desktop and designed a few AI agents to utilize said MCP server
A MCP server that accesses to Notion unofficial API to export pages.
Redshift MCP server, but using username and password
This project provides a **Model Context Protocol (MCP)** server that enables interaction with a Kafka cluster via standard tool-based interfaces. It exposes Kafka operations like producing messages, consuming, listing topics, and more — all accessible through Claude Desktop or any MCP-compatible client.
A model that uses streamlit as frontend and MCP server(notion and postgres tools) and FAST API for integration
MCP server implementation
Model Context Protocol server for image handling
Node version of Monobank MCP
MCP Server for MS SQL Integration - Provides ModelContextProtocol support for Microsoft SQL Server
custom local obsidian mcp server using modelcontextprotocol/sdk & custom user written js scripts
MCP Client implementation for Gemini models. Reference: https://modelcontextprotocol.io
MCP Weather demo as in https://modelcontextprotocol.io/quickstart/server
Tracking and experimenting with agent communication protocols. Currently focused on MCP (Model Context Protocol) with hands-on examples and insights.
Golang MCP server to replace modelcontextprotocol/time MCP server
MCP C# SDK 的 ASP.NET Core 扩展 （net6.0版本）
A Docker MCP Server built using the ModelContextProtocol NuGet package
A lightweight, zero-dependency yet full-featured MCP protocol implementation built with .NET. It can be easily integrated into your application, regardless of its architecture.
weather mcp server in Go (modelcontextprotocol.io SDK)
Clone of modelcontextprotocol/servers for sequential thinking MCP server
weather mcp server in Python (modelcontextprotocol.io SDK)
MCP for WordPress using PHP SDK (by ModelContextProtocol)
MCP server implementation
Mirror of https://github.com/modelcontextprotocol-servers/google-search-mcp
MCP server to provide tools
Archived slack mcp server forked from modelcontextprotocol
Model Context Protocol - Overview, how to secure and exmaples
MCP server implementation
The UNofficial Go SDK for Model Context Protocol servers and clients
MCP server implementation
Mirror of https://github.com/modelcontextprotocol/typescript-sdk
OpenTelemetry instrumentation for modelcontextprotocol/go-sdk
modelcontextprotocol/typescript-sdk-cheat-sheet
ModelContextProtocol server for Astria
Model context protocol Project
modelcontextprotocol
An MCP server for querying the USGS Earthquake API with natural language
A custom fork of @modelcontextprotocol/server-memory using Azure Functions MCP triggers and Table storage.
A MCP server that accesses to Holaspirit
Simple MCP Server w/ Shell Exec. Connect to Local via Ngrok, or Host Ubuntu24 Container via Docker
A c# backend that provides AI agents with secure, controlled access to the local file system.
Swift-based MCP for creating perfectly formatted RTF documents using Apple's native TextEdit APIs
一个基于 [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) 的 Dify RAG 服务器，提供知识库管理、文档处理、分段管理和智能搜索功能。
AI-powered medical clinic chatbot using Model Context Protocol (MCP) with Google Gemini AI. Features appointment management, clinic information retrieval via ChromaDB vector search, and a responsive React frontend. Built with Node.js, MongoDB, and MCP Server architecture.
A Model Context Protocol (MCP) server (using java sdk 0.11.0) that provides email sending capabilities through SMTP integration. This server acts as a bridge between MCP-compatible AI assistants (like Claude Desktop) and email services.
A comprehensive architecture for building robust Model Context Protocol (MCP) servers with integrated web capabilities
A Go-based Model Context Protocol (MCP) service for managing Atlassian Data Center products (Jira, Confluence, Bitbucket) with unified interface, configurable authentication, and fine-grained permissions. Built with github.com/modelcontextprotocol/go-sdk.
A TypeScript SDK bridges IDE's LSP capabilities with MCP, designed for who building AI coding agents.
Simple Examples in C# (using Microsoft.Extensions.AI) that demonstrate how to use Tool-calling or MCP (using ModelContextProtocol csharp-sdk) with open/local LLMs running on Ollama (using OllamaSharp).
MCP server for Elgato Stream Deck control — set buttons, manage pages, wire actions
ホットペッパーグルメ MCP Server
Expose Foobara commands via the Model Context Protocol
Docs page for mcp-framework
A Model Context Protocol (MCP) server for executing Python code and managing Python packages.
AI assistants and Google Tasks integration through Model Context Protocol.
MCP server implementation
A Model Context Protocol (MCP) server on Cloudflare Workers, letting you query APIs for park overviews, trails, alerts, events, weather forecasts, and more via simple tool calls from your LLM of choice.
A MCP server that leverages the Linux accessibility API, ATSPI, for gaining context on system state
An MCP server implementation that provides tools for interacting with the Verbwire API, allowing for blockchain operations like deploying smart contracts, minting NFTs, and managing IPFS storage.
MCP server implementation
MCP2OSC is a MCP server for OSC (NeurIPS 2025 Creative AI)
MCP server implementation
lightweight TypeScript library for composing and orchestrating [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) servers into domain-specific "experts"
Single source of truth for https://github.com/sparesparrow/mcp-prompts with prompts in JSON format. organizational problem of "prompt rot"—where valuable prompts become fragmented, unversioned, and difficult to manage within a team.
A Model Context Protocol (MCP) server that enables AI assistants to control Koikatsu Studio through natural language commands.
A MCP server that connects WordPress sites to AI agents. Enable Claude Desktop, Cursor, VS Code, and other MCP-compatible AI clients to manage your WordPress content through natural language commands.
小説投稿サイト「カクヨム」のコンテンツを読み込むためのMCP（Model Context Protocol）サーバーです。
Local implementation of the Model Context Protocol (MCP) server for simulating financial‑data interactions. It is intended for developers who need a secure, simplified environment for testing applications without connecting to live financial systems or user data.
MCP server for Toggl Track integration with intelligent caching and reporting tools
A Go SDK for the Official MCP Registry (https://registry.modelcontextprotocol.io)
Improved implementation of Anthropic's modelcontextprotocol/servers Gitlab MCP server
Model Context Protocol (MCP) server for intelligent task management, evaluation scoring, and session-based workflow tracking. Seamlessly integrates with AI assistants to provide structured task orchestration, real-time progress monitoring, and comprehensive evaluation metrics.
A MCP Registry that follows modelcontextprotocol/registry API specs
An implementation of a SSE server in EmbedIO that can be run within unity, unity editor, unity editor (in play mode)
Public repository for FileSystem MCP, Fork of @modelcontextprotocol/server-filesystem
Host with MCP client to call MCP servers for MCP development
The Essential MCP Toolkit for Developers
PostgreSQL MCP server with SSH tunneling for Claude Desktop and ChatGPT
This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.
This repository implements an MCP (Model Context Protocol) server that exposes various functionalities on an Azure Blob Storage account. It is based on the MCP SDK from Anthropic, which can be found at: https://github.com/modelcontextprotocol/python-sdk. It has sample code for an MCP Server and MCP Client
This project provides a central gateway to manage multiple MCP (Model Context Protocol) servers, preventing the need to configure and run duplicate server processes for each LLM client (like Cline, Cursor, etc.). Connect your LLM client to the single gateway-client endpoint provided by this project to access tools from all your managed MCP servers
Model Context Protocol server for Twitter integration. can be used to perform CRUD like operations using the twitter API in the background
OpenEdu MCP Server for educational resources and curriculum planning, integrates with OpenLibrary, Wikipedia and arXiv
An MCP server that provides a tool to fetch metadata and documentation (including README content) for NPM packages, using a local cache to improve performance.
MCP2SSE Proxy ClaudeAI client
C# + Bitbucket API + MCP
MCP server connecting Claude Desktop to Unanet GovCon ERP - Manage projects, timesheets, and reports with natural language
Model Context Protocol server for Excalidraw diagrams
Assessment of the MCP specification itself and its status as a technical standards document
Qmcp is a powerful, cross-platform AI chat client built with Flutter, implementing the Model Context Protocol (MCP) for intelligent, context-aware interactions with multiple LLMs.
text files as mcp server
MCP server implementation
a2a‑go is a reference Go implementation of the Agent‑to‑Agent (A2A) protocol by Google, including the proposed interoperability with the Model Context Protocol (MCP) from Anthropic.
A modern C++ implementation of the [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) for building AI-powered applications with external tool integration.
MCP server implementation
MCP server implementation
Package mcpmgr provides a high-level manager for connecting to, monitoring, and coordinating multiple Model Context Protocol (MCP) servers from Go applications. The companion mcpgateway package builds on top of mcpmgr to expose every managed server through a single Streamable HTTP endpoint.
Simple Telegram MCP server
日本の補助金情報を検索するための MCP サーバー
.net MCP demo by modelcontextprotocol/csharp-sdk
A model context protocol server for Jira API
Model Context Protocol (MCP) implementation in Go without 3rd-party dependencies
A content moderation system that leverages OpenAI's moderation API through Google's Agent Development Kit (ADK) and Model Context Protocol (MCP).
This is a Model Context Protocol (MCP) server designed to provide access to the official Congress.gov API (v3) using a hybrid approach.
MCP server for SignNow e-signature: templates, invites, embedded signing/editor, status & downloads.
MCP server implementation
Graph based implementation of the Model Context Protocol Memory Server
An idiomatic, minimal example of building an MCP (Model Context Protocol) server in Go, complete with essential tooling for developing Go-based microservices.
MCP and CLI to extract subtitles from youtube videos. based on python's lib youtube-transcript-api
🪐 MCP server for Halo Infinite.
A comprehensive Model Context Protocol (MCP) server for analyzing SonicWall firewall logs from SonicOS 7.x and 8.x. This server provides intelligent log analysis, threat detection, and security insights through a fully MCP-compliant interface using SSE/HTTP transport.
MCPify is a NuGet package that dynamically loads OpenAPI/Swagger specifications at runtime and exposes each API operation as a tool in an MCP (Model Context Protocol) server.
A Model Context Protocol (MCP) server for interacting with Commvault software.
Remember MCP, the VS Code extension that brings real, persistent memory to your AI assistant and your team. Instantly store preferences, facts, and best practices—so Copilot always knows your context, and your team’s knowledge is never lost.
mcp demo for https://modelcontextprotocol.io/quickstart/server
🔐 Plug-and-play auth for MCP servers.
An MCP Server for PipeCD
Koyeb modelcontextprotocol server
MCP server for accessing geologic data with the Macrostrat API
A simple demonstration of the Model Context Protocol (MCP) with a Python server and client.
Self-hosted, open source, fax-sending API. HIPAA compliant. This fax API includes MCP (Model Context Protocol) support for AI assistant integration.
Peta Desk is a cross‑platform desktop application that provides a user‑facing control surface for Peta Core
A toy MCP to let AI agents do SW-emulated Vulkan through Mesa, VkRunner, shaderc, and Docker
MCP (Model Context Protocol) server powered by Nitro
🤹 A MCP server to execute Go code in Go Playground and generate shareable URLs
Claude 3.7 Swarm with Field Coherence: A Model Context Protocol (MCP) server that orchestrates multiple specialized Claude 3.7 Sonnet instances in a quantum-inspired swarm. It creates a field coherence effect across pattern recognition, information theory, and reasoning specialists to produce optimally coherent responses from ensemble intelligence.
A Streamlit-powered Jira assistant with MCP integration. Create, search, and manage Jira tickets through a clean tabbed interface using natural language commands or direct forms. Built with Python and MCP framework.
A powerful knowledge management system that forges wisdom from experiences, insights, and best practices. Built with Qdrant vector database for efficient knowledge storage and retrieval.
Model Context Protocol implementation in Pure C++20. See https://modelcontextprotocol.io/docs/sdk for context
A comprehensive Model Context Protocol (MCP) server that provides advanced Node.js development tooling and automation capabilities.
MCP to Automate GoLogin through Browser Use
Example of converting a stdio MCP server to HTTP using ModelContextProtocol.AspNetCore
A MS excel server based on modelcontextprotocol
My personal software: dot files, utility programs, setup instructions, and more
A Model Context Protocol (MCP) server that provides programmatic access to Basecoat CSS components and their usage documentation. This server allows AI assistants to help developers build HTML interfaces using the Basecoat CSS framework.
An MCP Server powered by Searchcraft – the developer-first vertical search engine.
🤖 Access your Limitless Pendant recordings from Claude - search, retrieve, and analyze lifelogs
MCP Tools Usage From LangChain ReAct Agent / Example in Python
Lightweight Node.js server sending webhook notifications. Ideal for devs using AI agents (e.g., Cursor) on multi-projects, alerting task completion for efficient switching. Features webhook alerts, multi-project dev, AI integration, easy setup for dev tools & automation.
MCP server for interacting with Kaggle competitions
This project is officially listed on the https://github.com/modelcontextprotocol/servers , which showcases community-built and verified MCP servers.
A Model Context Protocol (MCP) server implementation from scratch in Go. Made for learning purposes only
A powerful, production-ready context management system for Large Language Models (LLMs). Built with ChromaDB and modern embedding technologies, it provides persistent, project-specific memory capabilities that enhance your AI's understanding and response quality.
Model Context Protocol (MCP) server for Bing Webmaster Tools (BWT) allowing Claude.ai and other clients to interact with the BWT API
The repository todo-mcp-server is a minimal Todo application implemented as an MCP (Model Context Protocol) server. It provides basic functionalities such as listing, viewing, adding, removing, and clearing todo items.
Web Content Retrieval (full webpage, filtered content, or Markdown-converted), Custom User-Agent, Multi-HTTP Method Support (GET/POST/PUT/DELETE/PATCH), LLM-Controlled Request Headers, LLM-Accessible Response Headers, and more.
Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop.
EVE Online Market MCP Server - A Model Context Protocol server for accessing EVE Online market data through ESI API
This MCP (Model Context Protocol) server is integrated into Claude's MCP and maintained by SailFish
Experimenting with ModelContextProtocol and Fireproof
A playground for Model Context Protocol (MCP) server built with TypeScript and Streamable HTTP transport with an OAuth Proxy for 3rd party authorization servers like Auth0
This is the official repository of Keyshade MCP Server
Implementation based on the paper "ReasoningBank: Scaling Agent Self-Evolving with Reasoning Memory"
MCP server implementation
uMCP is a server implementation of the MCP protocol, designed for working with the AI in Unity.
This SDK provides a Go implementation of the Machine Control Protocol (MCP), enabling bidirectional communication between clients and servers for tool execution, resource access, and prompt handling. Based on https://github.com/modelcontextprotocol SDK
A test MCP server that is compliant with the protocol but offers no capabilities
A clojure/ring adapter for the official modelcontextprotocol Java SDK
Open Source Repository for ModelContextProtocol MCP server
Build and host Coded MCP Servers within UiPath
A Repository with a collection of MCP Servers for Veeam
MCP server implementation for Kibela API integration
Simplest MCP Client layer.
mcp-runtime 是一个预配置的运行时环境，旨在简化在Windows上运行[模型上下文协议（MCP）](https://modelcontextprotocol.io/introduction) 服务器的设置过程。它集成了Node.js（包括`npx`和`npm`）、Python（包括`uv`、`uvx`和`pip`）以及Git等必要工具，让开发者能够专注于构建基于MCP的应用，如客户端Chatbot应用，而无需为环境配置而烦恼。
A High-Performance Storage Infrastructure for Activity and Log Workloads
A Resonite mod that adds an MCP (Model Context Protocol) server to handle ProtoFlux for AI integration.
Schengen vizesi randevularını MCP üzerinden görüntüleyebilmenizi sağlayan sunucu kodu, lokalde/npx ile çalıştırabilirsiniz!
MCP Server for Thales CipherTrust Manager
A Model Context Protocol (MCP) server built in TypeScript that integrates with GitHub's API, enabling AI assistants to manage repositories, issues, pull requests, and code while providing a structured interface for LLM agents to perform GitHub operations.
GraphQL MCP server for AI assistants
Reference mcp server implementation of draft mcp oauth spec https://modelcontextprotocol.io/specification/draft/basic/authorization#2-3-authorization-server-discovery
A starter template for building MCP (Model Context Protocol) servers using Elysia and Bun runtime.
mastodon modelcontextprotocol server
Automatically generate an MCP Server from existing source code, service classes, helper methods, and external MCP tools. The MCP Mediator aggregates various sources and tools into a unified system, enabling seamless automatic generation of a complete MCP Server.
An Elasticsearch MCP (Model Context Protocol) server
An example MCP Azure Function in F#
Connect AI models like Claude & GPT with robots using MCP and ROS.
A book for beginners, in an adventure format
Enables Collaborative UX in Claude Desktop
Book a San Francisco tennis court via MCP server w/ auth
A flexible and extensible framework for building Model Context Protocol (MCP) servers that conforms to the [Model Context Protocol specification](https://modelcontextprotocol.io/). This framework enables both static and dynamic tool registration, allowing tools to be defined at runtime as well as compile time.
Simple MCP Client CLI Implementation Using LangChain ReAct Agent / Python
A Model Context Protocol (MCP) server for interacting with Miniflux RSS reader.
An AdonisJS package for building remote MCP servers
Golang impl of mcp protocol
This is a TypeScript-based Model Context Protocol (MCP) server that implements a virtual pet simulation system. It demonstrates core MCP concepts by providing tools for pet care and interaction.
want a static file hosted somewhere? static.modelcontextprotocol.io is somewhere!
This project provides a MCP (Model Context Protocol) server that exposes Covalent's GoldRush APIs as MCP resources and tools. It is implemented in TypeScript using @modelcontextprotocol/sdk and @covalenthq/client-sdk.
Taiga UI MCP server providing documentation search and scaffolding tools.
MCP Tools Usage From LangChain ReAct Agent / Example in TypeScript
An experimental ModelContextProtocol server connecting LLMs to DefectDojo for AI-powered security workflows. Enables natural language interaction with vulnerability data, simplifies security analysis, and automates reporting through a lightweight middleware integration.
Scaffold a production-ready Model Context Protocol (MCP) server in seconds.
A comprehensive Model Context Protocol (MCP) library for Zig — bringing MCP support to the Zig ecosystem.
An opinionated MCP module for NestJS
swift-context-protocol is a Swift-based implementation of the Model Context Protocol (MCP) for AI contexts. It leverages Swift’s distributed actor model to enable type-safe, asynchronous remote invocation of tools, resources, and prompts.
talk to sarvam APIs directly, without code.
Create AI generated memes using MCP Meme Sticky. Can converted generated memes into stickers for Telegram or WhatsApp (WA coming soon). ✨ no APIs required ✨.
A Model Context Protocol (MCP) server for web content scanning and analysis. This server provides tools for fetching, analyzing, and extracting information from web pages.
MCP server for kintone
SQLGenius is an AI-powered SQL assistant that converts natural language to SQL queries using Vertex AI's Gemini Pro. Built with MCP and Streamlit, it provides an intuitive interface for BigQuery data exploration with real-time visualization and schema management.
Simple Weather MCP Server Example
MCP Server for connecting to Snowflake with read-only questions
Simple MCP Client CLI Implementation Using LangChain ReAct Agent / TypeScript
A code review tool based on Model Context Protocol (MCP) that leverages OpenAI's capabilities for intelligent code analysis and review. | 基于模型上下文协议(MCP)的代码审查工具，利用OpenAI的能力进行智能代码分析和审查。
Chat with any codebase with MCP servers in a single command
Collection of Google-native tools (e.g., Gmail, Calendar) for the MCP
mkinf run API
CmfyUI_MCP Server is a loosely coupled, extensible, and configuration-driven ModelContextProtocol (MCP) server designed for ComfyUI.
MCP (Model Context Protocol) server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities
Official website and documentation hub for the Model Context Protocol Security initiative. Provides security guidance, best practices, tools, and community resources for safely deploying MCP servers and AI agents. A Cloud Security Alliance community project.
Collection of Google-native tools (e.g., Gmail, Calendar) for the MCP
基于 QMT 平台股票行情的 MCP 服务器，用于提供股票市场数据下载和查询的功能。
This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and more efficient.
Use Claude API to prompt remote agents on a cron interval but use local MCPs to handle tool calls for context
Unity Catalog AI Model Context Protocol Server
Minimal, fast, and extensible MCP server for interactions with JSON-RPC blockchain nodes
*Featured on Claude!* MCP server for accessing near real-time health data from Yale's PopHIVE platform, as well as additional HHS/CDC data
A model-agnostic MCP Client-Server for .Net and Unity
aica(AI Code Analyzer) reviews your code using AI. Supports CLI and GitHub Actions.
All things about MCP experiments.⭐️ Star to support our work!
A Model Context Protocol (MCP) server implementation for Gumroad API
Model Context Protocol (MCP) server to capture images from an OpenCV-compatible webcam or video source
A consul MCP Server (modelcontextprotocol)
A WhatsApp marketing and messaging tool MCP (Model Control Protocol) service using Titanmind. Handles free-form messages (24hr window) and template workflows automatically
📎 Paperclip is an MCP server that enables searching and retrieving research papers rom Arxiv, the Open Science Framework (OSF) API & OpenAlex
MCP server for graph representation of a codebase
MCP server for interacting with Prometheus
Audiense Insights MCP Server is a server based on the Model Context Protocol (MCP) that allows Claude and other MCP-compatible clients to interact with your Audiense Insights account
Mirror of https://github.com/modelcontextprotocol/servers
Model Context Protocol (MCP)
A comprehensive Model Context Protocol (MCP) server providing advanced access to the UniProt protein database.
MCP Server for fething yfinance financial data into Claude Desktop
The UNofficial Rust SDK for Model Context Protocol servers and clients
A Model Context Protocol (MCP) server for creating Datawrapper charts using AI assistants.
A comprehensive platform for managing and proxying Model Context Protocol (MCP) servers, providing scalable AI service orchestration across multiple microservices.
OpenAPI specifications => MCP (Model Context Protocol) tools
MCP server for structured problem-solving using the Lotus Sutra's wisdom framework. Beautiful visualizations, multiple thinking approaches, compatible with various MCP clients (e.g., Claude Desktop, Cursor, Cherry Studio).
MCP server for Help Scout - search conversations, threads, and inboxes with AI agents
A high performance MCP client sdk for python
MCP Server for Cucumber Studio
MCP server to integrate AWS S3 and LLM
A Model Context Protocol (MCP) server that provides enhanced file operation capabilities with streaming, patching, and change tracking support.
MCP (Model Context Protocol) server - free usdc transfer powered by Coinbase CDP
Enterprise-grade distributed AI agent framework | Develop → Deploy → Observe | K8s-native | Dynamic DI | Auto-failover | Multi-LLM | Python + TypeScript
A Blueprint-style visual node editor for creating FastMCP servers. Build MCP tools, resources, and prompts by connecting nodes - no coding required.
Arch Linux MCP (Model Context Protocol)
Peta core: The Control Plane for MCP — secure vault, managed runtime, audit trail, and policy-based approvals.
A Rust + MCP powered financial tracker that knows exactly where your money ghosted you.
MCP to LangChain Tools Conversion Utility / TypeScript
Message Communication Protocol server for json2video API integration
Bridge package enabling seamless integration between Model Context Protocol (MCP) servers and AI SDK tools. Supports multiple server types, real-time communication, and TypeScript.
Fastify plugin to easily spin up Model Context Protocol (MCP) HTTP servers
An MCP server allowing AI agents and MCP clients to interface with the Congress.gov API
A local Model Context Protocol (MCP) server providing backend tools for client-driven project and task management using a SQLite database.
A Model Context Protocol (MCP) server implementation that provides AI agents with programmatic access to Prometheus metrics via a unified interface.
MCP Server Semgrep is a [Model Context Protocol](https://modelcontextprotocol.io) compliant server that integrates the powerful Semgrep static analysis tool with AI assistants like Anthropic Claude. It enables advanced code analysis, security vulnerability detection, and code quality improvements directly through a conversational interface.
MCP Auth via Reverse Proxy
A specialized framework for Model Context Protocol (MCP) development featuring 8 Claude Code sub-agents, security hooks, and production-ready FastMCP server templates. Provides immediate MCP development assistance through markdown-driven agents with optional programmatic SDK .
Chain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic, iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning, API design, architecture decisions, code reviews, and implementation planning.
Fast BM25 full-text search for code repositories with MCP integration for AI coding agents.
MCP to LangChain Tools Conversion Utility / Python
A Laravel developer's MCP companion. Get the absolute best advice, recommendations, and up-to-date documentation for the entire Laravel ecosystem.
MindBridge is an AI orchestration MCP server that lets any app talk to any LLM — OpenAI, Anthropic, DeepSeek, Ollama, and more — through a single unified API. Route queries, compare models, get second opinions, and build smarter multi-LLM workflows.
Let LLMs manage your local dev environments
Model Context Protocol server that enables AI agents to discover, create, and execute complex, multi-step workflows defined in simple YAML files. Allow your AI agents to better organize their tool usage and provide a more structured way to handle complex multi-step tasks.
This MCP server provides email sending functionality using Protonmail's SMTP service. It allows both Claude Desktop and Cline VSCode extension to send emails on your behalf using your Protonmail credentials.
PhonePi MCP enables seamless integration between desktop AI tools and your smartphone, providing 23+ direct actions including SMS messaging, phone calls, contact management, snippet creation and search, clipboard sharing, notifications, battery status checks, and remote device controls.
A Redis MCP server (pushed to https://github.com/modelcontextprotocol/servers/tree/main/src/redis) implementation for interacting with Redis databases. This server enables LLMs to interact with Redis key-value stores through a set of standardized tools.
A unified plugin for developers integrating MCP servers into modern JavaScript build tools, including Webpack, Rollup, Vite, and more.
ElysiaJS plugin for Model Context Protocol with HTTP transport
An MCP server that exposes arbitrary CLI tools and shell scripts as MCP Tools
A Model Context Protocol (MCP) server for platform-agnostic file capabilities, including advanced search/replace and directory tree traversal
A curated collection of persona-based mcp server & tool groupings.
A mcp server provide infomation from pkg.go.dev. For all golang programmers
A Model Context Protocol (MCP) server that provides file system context to Large Language Models (LLMs). This server enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.
Advanced MCP server for comprehensive web research, content discovery, and trends analysis. Features multi-engine search, intelligent content extraction, website traversal, and real-time data streaming.
This project provides a dedicated MCP (Model Context Protocol) server that wraps the @google/genai SDK. It exposes Google's Gemini model capabilities as standard MCP tools, allowing other LLMs (like Cline) or MCP-compatible systems to leverage Gemini's features as a backend workhorse.
Provide LLMs hosted, clean markdown documentation of libraries and frameworks
Enterprise Governance Layer (Identity, RBAC, Credentials, Auditing, Logging, Tracing) for the Model Context Protocol SDK
MCP server providing access to 135+ animated React components from ReactBits.dev (9.2/10 test score)
Enhanced MCP server for GitLab: group projects listing and activity tracking
An MCP server for querying Solana transactions using natural language with Solscan API
Incubating annotation support for MCP. Built on top of the MCP Java SDK: https://github.com/modelcontextprotocol/java-sdk
Model Context Protocol management suite/factory. An MCP that can generate and manage other local MCPs in multiple languages. Uses the official SDKs for code gen.
A centralized platform for managing and connecting MCP servers. MCP Center provides a high-performance proxy service that enables seamless communication between MCP clients and multiple MCP servers.
MCP server implementation
A Model Context Protocol (MCP) server that enables AI assistants to generate images, text, and audio through the Pollinations APIs. Supports customizable parameters, image saving, and multiple model options.
A Model Context Protocol (MCP) server that provides real-time cryptocurrency analysis via CoinCap's API. Enables Claude and other MCP clients to fetch crypto prices, analyze market trends, and track historical data.
Unofficial tools and server implementation for Binance's Model Context Protocol (MCP). Designed to support developers building crypto trading AI Agents.
A multi-agent research MCP server + mini client adapter - orchestrates a net of async agents or streaming swarm to conduct ensemble consensus-backed research. Each task builds its own indexed pglite database on the fly in web assembly. Includes semantic + hybrid search, SQL execution, semaphores, prompts/resources and more
http4k MCP Desktop Client
A nomad MCP Server (modelcontextprotocol)
🔐 Plug-and-play auth for Node.js MCP servers.
Model Context Protocol (MCP) Made Simple - Code for the tutorial series - focusing on practical ways to understand and use MCP
MCP (modelcontextprotocol) server implementation for Recraft API
🤖📎 extra-small MCP SDK.
An ntfy MCP server for sending/fetching ntfy notifications to self-hosted or ANY ntfy.sh server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
🔐 Plug-and-play auth for Python MCP servers.
Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
Make your MCP servers secure and production ready
MCP server to support Astro project development
One-click launch URL generator for protocol-based apps
A Model Context Protocol (MCP) server for the Internet Archive's Open Library API that enables AI assistants to search for book and author information.
⏰ Time MCP Server: Giving LLMs Time Awareness Capabilities
A Model Context Protocol (MCP) Server for https://joplinapp.org/ that enables note access through the https://modelcontextprotocol.io. Perfect for integration with AI assistants like Claude.
Zero-dependency MCP server implementation.
Kotlin implementation of the Model Context Protocol (MCP)
Model Context Protocol (MCP) Server to connect your AI with any MediaWiki
MCP Auth Proxy is a secure OAuth 2.1 authentication proxy for Model Context Protocol (MCP) servers
Kollektiv MCP enables you to chat with and query your own documents directly from IDEs and MCP clients. Private, secure, and integrated into your favorite code editor
A hosted version of the Everything server - for demonstration and testing purposes, hosted at https://example-server.modelcontextprotocol.io/mcp
Compiler-driven MCP framework for Kotlin Multiplatform
🚀 OneSearch MCP Server: Web Search & Scraper & Extract, Support agent-browser, SearXNG, Tavily, DuckDuckGo, Bing, etc.
Build MCP servers with WebAssembly components
The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
🎭 The Personality Layer for LLMs- Transform any MCP-compatible AI with rich, consistent personalities powered by Clueo's Big Five personality engine.
An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
An md file as a chat interface and editable history in one.
A specialized server implementation for the Model Context Protocol (MCP) designed to integrate with CircleCI's development workflow. This project serves as a bridge between CircleCI's infrastructure and the Model Context Protocol, enabling enhanced AI-powered development experiences.
MCP server implementation
mcp scan that scans any mcp server for indirect attack vectors and security or configuration vulnerabilities
A Model Context Protocol (MCP) server providing AI assistants with access to healthcare data and medical information tools, including FDA drug info, PubMed, medRxiv, NCBI Bookshelf, clinical trials, ICD-10, DICOM metadata, and a medical calculator.
数读 是一件可以让你的大模型安全连接到数据库的MCP工具。| DButils is an all-in-one MCP service that enables your AI to do data analysis by harnessing versatile types of database (sqlite, mysql, postgres, and more) within a unified configuration of multiple connections in a secured way (like SSL and controlled write access).
FHIR MCP Server – helping you expose any FHIR Server or API as a MCP Server.
✨ mem0 MCP Server: A memory system using mem0 for AI applications with model context protocl (MCP) integration. Enables long-term memory for AI agents as a drop-in MCP server.
Needle MCP Server for easy RAG.Long-term memory for LLMs.
Agentic abstraction layer for building high precision vertical AI agents written in python for Model Context Protocol.
MCP Client Implementation using Python, LangGraph and Gemini
Awesome ModelContextProtocol resources - A curated list of MCP DotNET resources
Awesome ModelContextProtocol resources - A curated list of MCP resources
MCP Salesforce connector
ModelContextProtocol for Figma's REST API
.NET implementation of the Model Context Protocol (MCP)
Smithery helps AI agents access external services via a unified gateway.
MCP generator for OpenAPIs 🫳🎤💥
VT Code - Semantic coding agent in the terminal
Memento MCP: A Knowledge Graph Memory System for LLMs
A coding agent and general agent harness for building and orchestrating agentic applications.
Complete MCP Platform -- Hosting, Registry, Gateway, and Chat Client
HyperChat is a Chat client that strives for openness, utilizing APIs from various LLMs to achieve the best Chat experience, as well as implementing productivity tools through the MCP protocol.
The TypeScript MCP framework
Constrain, log and scan your MCP connections for security vulnerabilities.
extendable code review and QA agent 🚢
Collection of apple-native tools for the model context protocol.
Connect any AI model to 600+ integrations; powered by MCP 📡 🚀
Excel to structured JSON (tables, shapes, charts) for LLM/RAG pipelines
Manage your Hevy workouts, routines, folders, and exercise templates. Create and update sessions faster, organize plans, and search exercises to build workouts quickly. Stay synced with changes so your training log is always up to date.
🧠 MCP server implementing RAT (Retrieval Augmented Thinking) - combines DeepSeek's reasoning with GPT-4/Claude/Mistral responses, maintaining conversation context between interactions.
A Model Context Protocol (MCP) server implementation for Notion integration, providing a standardized interface for interacting with Notion's API.
An MCP server providing a range of cryptocurrency technical analysis indicators and strategies.
SwiftLens is a Model Context Protocol (MCP) server that provides deep, semantic-level analysis of Swift codebases to any AI models. By integrating directly with Apple's SourceKit-LSP, SwiftLens enables AI models to understand Swift code with compiler-grade accuracy.
MCP server that provides computer control capabilities, like mouse, keyboard, OCR, etc. using PyAutoGUI, RapidOCR, ONNXRuntime. Similar to 'computer-use' by Anthropic. With Zero External Dependencies.
Convert any MCP server into a Claude Skill with 90% context savings
Getting Started with Remote MCP Servers using Azure Functions (Python)
MCP Server for PolyMarket API
Portainer MCP server
A Model Context Protocol (MCP) server for automating iPhone tasks with Appium. Supports app control, UI interactions, and screenshot capture via streamable HTTP.
【Star-crossed coders unite!⭐️】Model Context Protocol (MCP) server implementation providing Google News search capabilities via SerpAPI, with automatic news categorization and multi-language support.
A Model Context Protocol (MCP) server that enables AI assistants to interact with HubSpot CRM data, providing built-in vector storage and caching mechanisms help overcome HubSpot API limitations while improving response times.
A powerful MCP server extension providing web search and content extraction capabilities. Integrates DuckDuckGo search functionality and URL content extraction into your MCP environment, enabling AI assistants to search the web and extract webpage content programmatically.
A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
NOT for educational purposes: An MCP server for professional penetration testers including STDIO/HTTP/SSE support, nmap, go/dirbuster, nikto, JtR, hashcat, wordlist building, and more.
A Model Context Protocol Server to manipulate *.xcodeproj
MCP server for Oura API integration
Azure API Management as AI Gateway to Remote MCP servers.
Google Sheets MCP Server 📊🤖
Swagger to MCP server
Raindrop MCP Server
Nextcloud MCP Server
Model Context Protocol (MCP) server for read-only interaction with NetBox data in LLMs
Fast and super efficient Minecraft Server written in C++
Production-grade TypeScript template for Model Context Protocol (MCP) servers. Ships with declarative tools/resources, robust error handling, DI, easy auth, optional OpenTelemetry, and first-class support for both local and edge (Cloudflare Workers) runtimes.
MCP server for interacting with the Aseprite API
👩💻 MCP server to index external repositories
AI-powered security operations with Wazuh SIEM + Claude Desktop. Natural language threat detection, automated incident response & compliance. Real-time monitoring, ML anomaly detection. Transform your SOC with conversational security analysis. Production-ready MCP server.
MCP server implementation
Supercharge AI Agents, Safely
Universal database MCP server connecting to MySQL, PostgreSQL, SQL Server, MariaDB,DM8,Oracle,not only provides basic database connection such as OAuth 2.0 authentication , health checks, SQL optimization, and index health detection
Official Railway MCP Server for interacting with your Railway account
NornicDB is a high-performance graph + vector database built for AI agents and knowledge systems. It speaks Neo4j's (Bolt + Cypher) and qdrant's (gRPC) languages so you can use Nornic with zero code changes, while adding intelligent features including a graphql endpoint, air-gapped embeddings, GPU accelerated search, and other intelligent features.
MCP сервер для AI-ассистентов (справка по синтаксису и объектной модели 1С:Предприятие)
VisionCraft MCP delivers up-to-date, specialized computer vision and Gen-AI knowledge directly to Claude and other AI assistants.
🚀 Beyond Filesystem - Complete AI Development Environment - One MCP Server provides full Agent capability stack: web development, code execution, data processing, image generation. No need for multiple tools, configure once. Perfect support for Dify, FastGPT, Cherry Studio. 文件操作、Python/Node.js 代码执行、Web 应用一键部署（支持泛域名）、Excel 处理、图像生成。开箱即用
MCP server implementation
基于 Spring AI 的面试鸭搜索题目的 MCP Server 服务，快速让 AI 搜索企业面试真题和答案
Advanced Agentic Development Environment Supporting Devpods, Rackspace Spot Instances, Github Codespaces, Google Cloud Shell, and more! Features 600+ AI agents, Claude Flow, SPARC methodology, and automatic context loading! Deploy intelligent multi-agent swarms, coordinate autonomous workflows.
Create agentic AI workflows in ROBLOX Studio
This is a quickstart template to easily build and deploy a custom remote MCP server to the cloud using Azure functions. You can clone/restore/run on your local machine with debugging, and `azd up` to have it in the cloud in a couple minutes. The MCP server is secured by design using
Vector-search powered agent memory MCP server
Devin's attempt at creating an OpenSCAD MCP Server that takes a user prompt and generates a preview image and 3d file.
Unity Editor integration with Model Context Protocol (MCP) enabling AI assistants like Claude to interact with Unity projects. Features a TypeScript MCP server and C# Unity plugin with extensible command handler architecture, TCP/IP communication, and dynamic plugin discovery.
The implementation of Model Context Protocol (MCP) server for VictoriaMetrics
Docker Hub MCP Server
The AI Operating System for Delphi. 100% native framework with RAG 2.0 for knowledge retrieval, autonomous agents with semantic memory, visual workflow orchestration, and universal LLM connector. Supports OpenAI, Claude, Gemini, Ollama, and more. Enterprise-grade AI for Delphi 10.3+
A powerful MCP (Model Context Protocol) server for intelligently reading Java source code.
A modular MCP server that provides commonly used developer tools for AI coding agents
An MCP server that provides LLMs with the latest stable package versions when coding
A comprehensive security scanner for Model Context Protocol (MCP) servers that detects vulnerabilities and security issues in your MCP server implementations.
An MCP server for FFmpeg
MCP server for Shopify api, usable on mcp hosts such as Claude and Cursor
Isaac Simulation MCP Extension and Server
Salesforce MCP Server
MCP Servers SDK for TypeScript
Kindly Web Search MCP Server: Web search + robust content retrieval for AI coding tools (Claude Code, Codex, Cursor, GitHub Copilot, Gemini, etc.). Supports Serper, Tavily, and SearXNG.
A redmine MCP server covering close to 100% of redmines API
💻 Give AI models complete control of your computer (probably a bad idea)
An MCP (Model Context Protocol) server for interacting with a Paperless-NGX API server. This server provides tools for managing documents, tags, correspondents, and document types in your Paperless-NGX instance.
MCP Server for Searching Turkish Legislation
A Model Context Protocol server that provides access to BigQuery
MCP Client and Server demo
AI-to-AI communication protocol for Claude, Gemini, and other AI assistants
This repository provides a working, deployable, open source-based, serverless MCP server blueprint with an AWS Lambda function and AWS CDK Python code with all the best practices and a complete CI/CD pipeline.
🔍 MCP server that lets you search and access Svelte documentation with built-in caching
a private MCP server for accessing Linear
MCP server that enables AI assistants to interact with Linear project management system through natural language, allowing users to retrieve, create, and update issues, projects, and teams.
Buttplug.io Model Context Protocol (MCP) Server
Example implementation of MCP Streamable HTTP client/server in Python and TypeScript.
Blazing-fast, asynchronous MCP server for seamless filesystem operations.
An MCP Server that's also an MCP Client. Useful for letting Claude develop and test MCPs without needing to reset the application.
Postman for MCP servers
MCP server implementation
A Node.js package and GitHub Action for evaluating MCP (Model Context Protocol) tool implementations using LLM-based scoring. This helps ensure your MCP server's tools are working correctly and performing well.
Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic
xiaozhi mcp接入点服务器，用于自定义mcp服务注册，方便拓展小智服务端工具调用
Production‑ready MCP server for Zotero to save open preprints (arXiv, CVF, bio/med/chemRxiv) with rich metadata and smart PDF attachments — with upcoming support for publisher databases (Nature, Science, IEEE Xplore, Springer).
Intelligent spec workflow management MCP server
MCP server implementation
MCP Server for Apache Spark History Server. The bridge between Agentic AI and Apache Spark.
High-performance CCXT MCP server for cryptocurrency exchange integration
Tool for creating, maintaining and operating Kubernetes clusters with ease.
Model Context Protocol (MCP) server that provides up-to-date documentation for the Zig programming language standard library and builtin functions
Laravel Loop is a powerful Model Context Protocol (MCP) server designed specifically for Laravel applications. It connects your Laravel application with AI assistants using the MCP protocol.
MCP server for Unreal Engine 5
用于提供给本地开发者的 LLM的高效互联网搜索&内容获取的MCP Server， 节省你的token
Dart AI Model Context Protocol (MCP) server
JetBrains MCP Server Plugin
Magg: The MCP Aggregator
It's time to push beyond MCP Servers... Right?
A collection of crypto MCP servers.
MCP server for understanding AWS spend
A Model Context Protocol server implementation for operations on AWS resources
Skill + MCP server for recursive LLM reasoning. Load context, iterate with search/code/think tools, converge on answers.
小智 & Cursor 的 MCP 启动器 - MCP For Cursor&xiaozhi。打包成可执行文件。Turn MCP server into an executable file
Quickly reads webpages and converts to markdown for fast, token efficient web scraping
Toolkit for Coding Agents to work reliably with repo of any size.
This project runs a Model Context Protocol (MCP) server that wraps the CodeQL query server. It enables tools like [Cursor](https://cursor.sh/) or AI agents to interact with CodeQL through structured commands.
Convert N8N agent / workflow into MCP servers, you can use it in Claude / Cursor / Super Chain
MCP prompt template server: hot-reload, thinking frameworks, quality gates
Centralize ESP32 related commands and simplify getting started with seamless, LLM-driven interaction and help.
An MCP server that connects to Play Store Console and release new App versions from an MCP Client
A mcp server that bridges the Model Context Protocol (MCP) with the Agent-to-Agent (A2A) protocol, enabling MCP-compatible AI assistants (like Claude) to seamlessly interact with A2A agents.
An MCP server that acts as a bridge to query multiple OpenAI-compatible LLMs with MCP tool access. Just like rubber duck debugging, explain your problems to various AI "ducks" who can actually research and get different perspectives!
A powerful MCP Server that enables AI assistants like Claude to interact with humans through intuitive GUI dialogs. This server bridges the gap between automated AI processes and human decision-making by providing real-time user input tools, choices, confirmations, and feedback mechanisms.
AI agent that controls computer with OS-level tools, MCP compatible, works with any model
An MCP Server for Ollama
MCP server implementation
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.
MCP server enabling AI agents to interact with Flutter apps at runtime - let them inspect widgets, simulate taps, enter text, scroll, and take screenshots.
An MCP server implementing the think tool for Claude
小红书MCP服务器 | 基于Electron+小红书Web API。一键安装运行、极速抓取笔记、评论、用户等数据并让AI智能分析、整理与导出
mcp server for gitingest
A Model Control Protocol (MCP) server that allows Claude to communicate with locally running LLM models via LM Studio.
A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, explore and synthesize atomic notes through Claude and other MCP-compatible clients.
mkinf SDK to interact with mkinf hub MCP servers
A Model Context Protocol (MCP) server that provides tools for fetching Reddit content, including frontpage posts, subreddit information and hot posts, post details, and comments.
Easily deploy Haystack pipelines as REST APIs and MCP Tools.
🔍Professional MCP server for PostgreSQL operations & monitoring: 30+ extension-independent tools for performance analysis, table bloat detection, autovacuum monitoring, schema introspection, and database management. Supports PostgreSQL 12-17.
Let LLMs interface with your tasks and projects through the Model Context Protocol. Add, organize, and query your OmniFocus database with natural language commands.
A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude. Allow you to control your Ghost blog by simply asking Claude etc.
Polymcp provides a simple and efficient way to interact with MCP servers using custom agents
MCP server implementation
MCP stdio server for radare2
The Ultimate Model Context Protocol (MCP) Server, providing unified access to a wide variety of useful and powerful tools.
Serper MCP Server supporting search and webpage scraping
A modern DrawIO editor application. AI-Powered, Human-AI Collaboration | AI 加持，人机共绘drawio
This Guidance demonstrates how to securely run Model Context Protocol (MCP) servers on the AWS Cloud using containerized architecture. It helps organizations implement industry-standard OAuth 2.0 authentication while protecting server deployments with multiple security layers, including content delivery networks and web application firewalls.
SecureMCP is a security auditing tool designed to detect vulnerabilities and misconfigurations in applications using the [Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction). It proactively identifies threats like OAuth token leakage, prompt injection vulnerabilities, rogue MCP servers, and tool poisoning attacks.
MCP server for seamless document format conversion and processing
MCP server for Israel Government Data
DataForSEO API modelcontextprotocol server
TypeScript-first framework for the Model Context Protocol (MCP). You write clean, typed code; FrontMCP handles the protocol, transport, DI, session/auth, and execution flow.
MCP server for orchestrating AI coding agents (Claude Code CLI & Gemini CLI). Features task management, process execution, Git integration, and dynamic resource discovery. Full TypeScript implementation with Docker support and Cloudflare Tunnel integration.
Graphiti MCP Server
MCP server implementation
Shared Memory Storage for Multi-Agent Systems
这是一个MCP客户端，让你轻松配置各个大模型，对接各种MCP Server而开发。This is an MCP client that allows you to easily configure various large models and develop interfaces with various MCP servers.
A Kubernetes MCP (Model Control Protocol) server that enables interaction with Kubernetes clusters through MCP tools.
MSSQL Server MCP implementation written in C#
MCP server implementation for the UniFi network application
Model Context Protocol (MCP) server for connecting Claude and ChatGPT with the Intervals.icu API.
Simple MCP Server Implementation
A graph DB-based MCP memory server for coding agents with intelligent relationship tracking
Model Context Protocol server that integrates AgentQL's data extraction capabilities.
ReActMCP is a reactive MCP client that empowers AI assistants to instantly respond with real-time, Markdown-formatted web search insights powered by the Exa API.
A high-performance, asynchronous toolkit for building MCP servers and clients in Rust.
A MCP Server for creating Powerpoint Presentations
A Model Context Protocol server for calculating.
kom 是一个用于 Kubernetes 操作的工具，SDK级的kubectl、client-go的使用封装。并且支持作为管理k8s 的 MCP server。 它提供了一系列功能来管理 Kubernetes 资源，包括创建、更新、删除和获取资源，甚至使用SQL查询k8s资源。这个项目支持多种 Kubernetes 资源类型的操作，并能够处理自定义资源定义（CRD）。 通过使用 kom，你可以轻松地进行资源的增删改查和日志获取以及操作POD内文件等动作。
A WhatsApp bot that can participate in group conversations, powered by AI. The bot monitors group messages and responds when mentioned.
Catch MCP server issues before your agents do.
MCP server for discord bot
🔌 Complete MCP server for Zabbix integration - Connect AI assistants to Zabbix monitoring with 40+ tools for hosts, items, triggers, templates, problems, and more. Features read-only mode and comprehensive API coverage.
Infrastructure that connects LLMs to ERPNext. Frappe Assistant Core works with the Model Context Protocol (MCP) to expose ERPNext functionality to any compatible Language Model
Prompt focused MCP Server for .json and .csv agentic data analytics for Claude Code
mcp-1panel is an implementation of the Model Context Protocol (MCP) server for 1Panel.
MCP (Model Context Protocol) Server for Max (Max/MSP/Jitter)
The Logfire MCP Server is here! :tada:
A Model Context Protocol (MCP) server providing access to Google Search Console
A Model Context Protocol (MCP) server that enables AI assistants to securely interact with Odoo ERP systems through standardized resources and tools for data retrieval and manipulation.
Dynamically expose tools from proxied servers based on an Agent Persona
deprecated: use the official MCP sdk! (https://github.com/modelcontextprotocol/go-sdk) / ⚡ A type-safe, intuitive Go SDK for building MCP servers with ease and confidence
MCP server to download entire websites
A PubMed MCP server.
StarRocks MCP (Model Context Protocol) Server
Goku is an HTTP load testing application written in Rust
Fastest way to build and deploy reliable AI agents, MCP tools and agent-to-agent. Deploy in a production ready serverless environment.
Persistent Intelligence Infrastructure for AI Agents
MCP server implementation for Google's Gemini API
Model Context Protocol server implementation for Figma API
基于 SSH 的 MCP 服务器 🧙♀️。已被MCP官方收录 🎉。 SSH MCP Server 🧙♀️. It has been included in the community MCP repository 🎉.
🚀🎬灵活、高效、可扩展，专属剪辑配音工具箱，释放创作潜力 . Flexible, efficient, and scalable toolbox for editing and dubbing, unleashing creative potential
An LLM-powered, autonomous coding assistant. Also offers an MCP and ACP mode.
MCP server for AutoCAD LT: AI agents translate natural language into AutoLISP code for geometry, 600+ ISA 5.1 P&ID symbols, block attributes, and layer management—generating technical drawings with 80% performance improvement via batch operations.
MCP server exposing multiple OSINT tools for AI assistants like Claude
MCP Server for Google Slides
A Model Context Protocol server for MySQL database operations
Let LLMs control embedded devices via the Model Context Protocol.
Claude-style sub-agents (reviewer, debugger, security) for Codex CLI via a tiny MCP server. Each call spins up a clean context in a temp workdir, injects a persona via AGENTS.md, and runs codex exec --profile <agent> to preserve isolated state.
MCP Server for using any LLM as a Tool
Desktop APP for Discover and Install MCP Servers
mcp client for Go (Golang). Integrate multiple Model Context Protocol (MCP) servers
:octocat: GitHub Emoji for C#, dotnet and beyond
A Model Context Protocol (MCP) server that provides AI assistants access to AWS CloudWatch Logs for analysis, searching, and correlation
Runtime-agnostic TypeScript/JavaScript SDK for MCP Servers
A comprehensive set of samples of creating and using MCP servers and clients with .NET
A Model Context Protocol (MCP) server that gives Claude direct control over Strudel.cc for AI-assisted music generation and live coding.
Plane's Official Model Context Protocol Server 🔌 ⌨️ 🔥
Make MCP Server
Model Context Protocol server to allow for reading and writing from Pinecone. Rudimentary RAG
MCP server for Coolify. 35 tools for managing self-hosted PaaS through AI assistants.
Model Context Protocol (MCP) server for constraint optimization and solving"
Scrapeless Mcp Server
A simple MCP server to search for documentation (tutorial)
Instagram Direct messages MCP
Persistent AI memory for coding assistants - MCP server providing context persistence across sessions for Claude, Cursor, Windsurf. MCP Tools for task tracking, workflow automation, and AI memory. Eliminates context loss between sessions.
MCP Server MetaMCP manages all your other MCPs in one MCP.
eShopLite is a set of reference .NET applications implementing an eCommerce site with features like Semantic Search, MCP, Reasoning models and more.
Awesome Claude Desktop Extensions (dxt) (not only Claude) mcpb
Wireshark-like forensic analysis for Model Context Protocol communications Capture, inspect, and investigate all HTTP requests and responses between your IDE and MCP servers
Deep Research for crypto - free & fully local
Run MATLAB® using AI applications with the official MATLAB MCP Server from MathWorks®. This MCP server for MATLAB supports a wide range of coding agents like Claude Code® and Visual Studio® Code.
MCP Server for AI Summarization
Connects MCP to major 3D printer APIs (Orca, Bambu, OctoPrint, Klipper, Duet, Repetier, Prusa, Creality). Control prints, monitor status, and perform advanced STL operations like scaling, rotation, sectional editing, and base extension. Includes slicing and visualization.
支持查询主流agent框架技术文档的MCP server（支持stdio和sse两种传输协议）, 支持 langchain、llama-index、autogen、agno、openai-agents-sdk、mcp-doc、camel-ai 和 crew-ai
Model Context Protocol (MCP) to enable AI LLMs to trade using MetaTrader platform
A suite of MCP tools for AIs to analyze and modify C# solutions with high signal, Roslyn powered context.
MCP server providing access to the comprehensive OpenNutrition food database with 300,000+ food items, nutritional data, and barcode lookups
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.
connect to 50+ data stores via superset mcp server. Can use with open ai agent sdk, Claude app, cursor, windsurf
The world’s first open-source MCP monetization platform, to quickly create and sell your own MCP server in just minutes. | XPack 是全球首个开源 MCP 交易平台，帮助你在10分钟内快速搭建自己的 MCP 商店并立刻开始销售 MCP 服务。
MCP server for searching and querying PubMed medical papers/research database
MCP server implementation
Tools to allow LLM clients to interact with Linux systems remotely
IMAP and SMTP via MCP Server
Typescript SDK to build MCP servers in an agnostic way
CLI for exploring AWS EC2 Spot inventory. Inspect AWS Spot instance types, saving, price, and interruption frequency.
ToolSDK.ai's Awesome MCP Servers and Packages Registry and Database with Structured JSON configurations. Supports OAuth2.1, DCR...
Build Secure and Compliant AI agents and MCP Servers. YC W23
An MCP server for fetching URLs / Youtube video transcript.
An MCP server to search for flights.
Remote MCP Server that securely connects Enterprise context with your LLM, IDE, or agent platform of choice.
Unified MCP server for querying OpenTelemetry traces across multiple backends (Jaeger, Tempo, Traceloop, etc.), enabling AI agents to analyze distributed traces for automated debugging and observability.
🤖 AI-Powered MCP Server for Polymarket - Enable Claude to trade prediction markets with 45 tools, real-time monitoring, and enterprise-grade safety features
LLM based AI Agent to automate Data Analysis for dbt projects with remote MCP server
An OpenStreetMap MCP server implementation that enhances LLM capabilities with location-based services and geospatial data.
A Slack bot and MCP client acts as a bridge between Slack and Model Context Protocol (MCP) servers. Using Slack as the interface, it enables large language models (LLMs) to connect and interact with various MCP servers through standardized MCP tools.
A Model Context Protocol server for generating charts using QuickChart.io . It allows you to create various types of charts through MCP tools.
A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client library.
UnityNaturalMCP is an MCP server implementation for Unity that aims for a "natural" user experience.
A Model Context Protocol (MCP) server that interfaces with Adobe Photoshop's Python API. Enables LLMs to execute image editing operations, automate workflows, and manage Photoshop tasks through structured commands and context-aware interactions.
MCP (Model Context Protocol) server for Weaviate
Learn how to use MCP Servers with GitHub Copilot
Command line interface for MCP clients with secure execution and customizable security policies
Claude Config Editor is a lightweight web tool that helps you clean and optimize your Claude Code/Desktop config files (.claude.json). Analyze project sizes, bulk delete chat histories, export data for backup, manage servers visually, and speed up Claude—all locally, with auto-backup, no dependencies, and cross-platform support.
An Model Context Protocol (MCP) server that provides LLMs/AI Agents with the capabilities of a language server protocol (LSP) server. This gives the AI the ability to get language aware context from the codebase.
Connect your AI to your APIs on Postman
基于DrissionPage和FastMCP的浏览器自动化MCP服务器，提供丰富的浏览器操作API供AI调用
A Model Context Protocol (MCP) server for interacting with Meilisearch through LLM interfaces.
Turn a web server into an MCP server in one click without making any code changes.
MCP server implementation
mcp-use is the framework for MCP with the best DX - Build AI agents, create MCP servers with UI widgets, and debug with built-in inspector. Includes client SDK, server SDK, React hooks, and powerful dev tools.
Chanakya is an advanced, open-source, and self-hostable voice assistant designed for privacy, power, and flexibility. It leverages local AI/ML models to ensure your data stays with you. It Integrates with 1000+ third-party MCP servers including Home Assistant.
One MCP Server, All Your Apps, Privacy First
A simple CLI to install MCP servers into any client - auth included!
Dockerized MCP Server to allow your AI agent to access any API with existing api docs
Scopecraft Command - A CLI and MCP server for Markdown-Driven Task Management (MDTM)
An MCP server for converting Markdown to interactive mind maps with export support (PNG/JPG/SVG).
MCP Server for Wazuh SIEM
Claude Pro Directory is a searchable collection of pre-built configurations, MCP servers, and custom rules designed to enhance Claude AI's performance for specific tasks.
A MCP server to search for accurate academic articles.
Discord MCP Server for Claude Integration
A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
Google Analytics 4 MCP Server for Claude, Cursor, Windsurf etc - Access GA4 data through natural language with 200+ dimensions & metrics
skUnit is a testing tool for AI units, such as IChatClient, MCP Servers and agents.
A powerful Model Context Protocol (MCP) server providing comprehensive Google Maps API integration with LLM processing capabilities.
A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities
Turn any website or doc into an MCP server
CLI tool to create a new TypeScript MCP server
MCP Server for Facebook ADs Library - Get instant answers from FB's ad library
Examples of using Pipedream's MCP server in your app or AI agent.
A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP). Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.
Official Tableau MCP server, providing a suite of tools that make it easier for developers to build and configure AI applications that integrate with Tableau Cloud and Server.
A mongo db server for the model context protocol (MCP)
MCP server to access Garmin data
An MCP (Model Context Protocol) server that brings powerful AWS FinOps capabilities directly into your AI assistant. Analyze cloud costs, audit for waste, and get budget insights using natural language, all while keeping your credentials secure on your local machine.
MCP server implementation
An MCP server that integrates with the MCP protocol. https://modelcontextprotocol.io/introduction
This extension enables developers to implement the MCP server features easily.
Practical setup guides and helpers to connect Burp Suite MCP Server to multiple AI backends (Codex, Gemini, Ollama, ...).
MCP Server for the Bilibili API, supporting various operations.
MCP server for PageIndex. PageIndex is a vectorless reasoning-based RAG system which uses multi-step reasoning and tree search to retrieve information like a human expert would.
Official MCP server for Tripo
IDA Pro Plugin for serving MCP SSE server for cursor / claude
MCP server wrapper for OpenAI Codex CLI that enables Claude Code to leverage Codex's AI capabilities directly.
An MCP (Model Context Protocol) server enabling LLMs and AI agents to interact with Git repositories. Provides tools for comprehensive Git operations including clone, commit, branch, diff, log, status, push, pull, merge, rebase, worktree, tag management, and more, via the MCP standard. STDIO & HTTP.
MCP for calling Siri Shorcuts from LLMs
Repo for the Claude Code Marketplace to use with the Claude for Life Sciences Launch. This will continue to host the marketplace.json long-term, but not the actual MCP servers.
lightweight Python-based MCP (Model Context Protocol) server for local ComfyUI
K8s-mcp-server is a Model Context Protocol (MCP) server that enables AI assistants like Claude to securely execute Kubernetes commands. It provides a bridge between language models and essential Kubernetes CLI tools including kubectl, helm, istioctl, and argocd, allowing AI systems to assist with cluster management, troubleshooting, and deployments
Model Context Protocol Servers in Quarkus
MCP server to interact with LogSeq via its Local HTTP API - enabling AI assistants like Claude to seamlessly read, write, and manage your LogSeq graph.
Go protobuf compiler extension to turn any gRPC service into an MCP server
True deliberative consensus MCP server where AI models debate and refine positions across multiple rounds
A Model Context Protocol (MCP) server that retrieves information from Wikipedia to provide context to LLMs.
Lightweight agent orchestration dev tool that lives in your repo
PC Engine / TurboGrafx-16 / SuperGrafx / PCE CD-ROM² emulator, debugger, and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.
The fabric for building next gen MCP apps
📓 An MCP server for managing your personal knowledge, daily notes, and re-usable prompts via GitHub Gists
A TypeScript framework for building MCP servers elegantly
MCP server implementation
MCP Server for Adobe After Effects. Enables remote control (compositions, text, shapes, solids, properties) via the Model Context Protocol using ExtendScript.
Transform any OpenAPI/Swagger definition into a fully-featured Model Context Protocol (MCP) server
MCP server to run Python code in a sandbox.
A Model Context Protocol (MCP) server that provides tools to interact with LinkedIn's Feeds and Job API.
MCP server for TouchDesigner
Supabase MCP server created in Python.
Your own Claude Code UI, local/e2b/modal sandbox, in-browser VS Code, terminal, multi-provider support (Max, Z.AI, OpenRouter), custom skills, and MCP servers.
The MCP server for interacting with Blockchain, Swaps, Strategic Planning and more.
A Nix-based configuration framework for Model Control Protocol (MCP) servers with ready-to-use packages.
All-in-one MCP server that can connect your AI agents to any native endpoint, powered by UTCP
Hugging Face MCP Server
MCP server implementation
MCP stdio server for frida
Absurdly easy Model Context Protocol Servers in Typescript
A persistent local memory for AI, LLMs, or Copilot in VS Code.
A Model Context Protocol (MCP) server that enables AI assistants like Claude to interact with your Google Cloud Platform environment. This allows for natural language querying and management of your GCP resources during conversations.
Manage / Proxy / Secure your MCP Servers
MCP server implementation
A list of open-source AI projects you can use to generate income easily.
这是一个专为开发企业级MCP server而设计的通用开发框架
An MCP server that provides the coding agents Figma's design token to write Flutter code.
A lightweight CLI for efficiently discovering (search) and executing tools from multiple MCP (Model Context Protocol) servers.
MCP Server for ServiceNow
Waldzell AI's monorepo of MCP servers. Use in Claude Desktop, Cline, Roo Code, and more!
The MCP Engine is a Power BI tool that lets AI assistants like Claude interact with your Power BI models programmatically: read your model structure, run DAX queries, create and modify measures, manage relationships, and perform advanced analytics - all through natural conversation.
A MCP Server for a small scale engineering agents with multi-provider LLM support.
An MCP proxy server that aggregates and serves multiple MCP resource servers through a single interface
A Model Context Protocol (MCP) server that implements a "wisdom of crowds" approach to AI reasoning by consulting multiple state-of-the-art language models in parallel and synthesizing their responses.
Model Context Protocol (MCP) implementation for Opik enabling seamless IDE integration and unified access to prompts, projects, traces, and metrics.
A SEC EDGAR MCP (Model Context Protocol) Server
The engine powering hundreds of thousands of MCP connections 🤖 🔥
🍃🔎 MongoDB Lens: Full Featured MCP Server for MongoDB Databases
R MCP Server
pctx is the execution layer for agentic tool calls. It exposes custom tools and MCP servers as code that runs in secure sandboxes for token-efficient calls.
A MCP Server for the RAG Web Browser Actor
This is a Model Context Protocol (MCP) server that provides comprehensive financial data from Yahoo Finance. It allows you to retrieve detailed information about stocks, including historical prices, company information, financial statements, options data, and market news.
Run and monitor MCP servers locally
MCP server for Dynatrace Observability
Re-usable multi part components built on React Aria and TailwindCSS.
VSCode Extension with an MCP server that exposes semantic tools like Find Usages and Rename to LLMs
🔎 A MCP server for Unsplash image search.
A phone control plugin for MCP that allows you to control your Android phone through ADB commands to connect any human
🧬 Generate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis.
Authentication, analytics, and prompt visibility for MCP servers with zero code changes. Supports OAuth2.1, DCR, real-time logs, and client onboarding out of the box
Data Pipeline Automation Framework to build MCP servers, data APIs, and data lakes with SQL.
Pure Rust implementation of MCP server for headless terminal
An MCP server to use Sora video generation APIs
A Binary Ninja plugin containing an MCP server that enables seamless integration with your favorite LLM/MCP client.
interactive programming of melodies, producing MIDI
AI-powered n8n workflow automation through natural language. MCP server enabling Claude AI & Cursor IDE to create, manage, and monitor workflows via Model Context Protocol. Multi-instance support, 17 tools, comprehensive docs. Build workflows conversationally without manual JSON editing.
An automated Adversary Emulation lab with terraform and MCP server. Build Caldera techniques and operations assisted with LLMs. Built for IaC stability, consistency, and speed.
MCP server implementation
A type-safe solution to remote MCP communication, enabling effortless integration for centralized management of Model Context.
A lightweight Ruby framework for building MCP servers with a Sinatra-like DSL
Homeassistant MCP server for 小智AI
MCP server implementation
A Model Context Protocol (MCP) server that bridges Video & Audio content with Large Language Models using yt-dlp.
A MCP server for our beloved terminal multiplexer tmux.
Tiny MCP server with cryptography tools, sufficient to establish end-to-end encryption between LLM agents
MCP server implementation
Reference MCP servers that are no longer maintained
Zerodha Kite MCP server
The MCP Code Executor is an MCP server that allows LLMs to execute Python code within a specified Conda environment.
Composer's MCP server lets MCP-enabled LLMs like Claude backtest trading ideas and automatically invest in them for you
mindmap, mcp server, artifact
Razorpay's Official MCP Server
MCP server for Anki via AnkiConnect
A guide on how to use the Figma MCP server
MCP Server built for use with Claude Code, Claude Desktop, VS Code, Cline - enable google search and ability to follow links and research websites
Model Context Protocol Servers for Milvus
MCP Server (Model Context Protocol) for turning OpenAPI specifications into a MCP Resource
An MCP (Model Context Protocol) server that allows AI assistants to ask questions to humans via Discord.
一个能与Cursor集成的图片生成mcp server工具，实现调用即梦逆向接口
🤖 An MCP server for surfacing useful Claude Code conversation history
A Model Context Protocol (MCP) server that converts Mermaid diagrams to PNG images
A collection of servers which are deliberately vulnerable to learn Pentesting MCP Servers.
A MCP Server for Google Scholar: 🔍 Enable AI assistants to search and access Google Scholar papers through a simple MCP interface.
Penpot MCP server
High-performance Model Context Protocol (MCP) server for Obsidian that provides AI tools with direct vault access through semantic operations and HTTP transport.
A Model Context Protocol (MCP) server for interacting with Twitter.
The Stitch extension for Gemini CLI enables you to interact with the Stitch MCP server using natural language commands.
MCP server implementation
MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources.
A Model Context Protocol (MCP) server that provides tools for interacting with Trello boards.
MCP Discovery & Recommendation Service - Find the right MCP server for your needs
Model Context Protocol server to run commands
Lightweight MCP server for Spotify
LYRAI is a Model Context Protocol (MCP) operating system for multi-AI AGENTs designed to extend the functionality of AI applications by enabling them to interact with financial networks and blockchain public chains. The server offers a range of advanced AI assistants, including blockchain public chain operations (SOLANA,ETH,BSC,etc.)
Google Search Console Insights with Claude AI for SEOs
MCP Server for Telegram
Sample implementations of AI Agents and MCP Servers running on AWS Serverless compute
Semantic code searcher and codebase utility with AI memory onboard
Web/desktop UI for Gemini CLI/Qwen Code. Manage projects, switch between tools, search across past conversations, and manage MCP servers, all from one multilingual interface, locally or remotely.
A Model Context Protocol (MCP) server that enables natural language queries to databases
Enables cloud-based AI services to access local Stdio based MCP servers via HTTP requests
A tool&lib that can automatically convert OpenAPI documents into Higress remote MCP server configurations.
MCP server that interacts with TickTick (Dida 365) via the TickTick Open API
A MCP Server for Azure AI Foundry: it's now moved to cloud, check the new Foundry MCP Server
Creates a simple MCP tool server with "streaming" HTTP.
CAD MCP Server
A chatbot implementation compatible with MCP (terminal / streamlit supported)
A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
MCP server for Claude to access Outlook data via Microsoft Graph API
An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
🔥 Model Context Protocol (MCP) server for Firebase.
AWS MCP Proxy Server
An experimental MCP Server for foundry built for Solidity devs
Simplified Gemini for Claude Code.
Turn any MCP server into a Python module
The evaluation benchmark on MCP servers
A lightweight Model Context Protocol (MCP) server that enables AI assistants like Claude to retrieve and interpret real-time weather data. Discuss on Hacker News:
Code Runner MCP Server
Pixelize the real world on-chain
MCP server paired with a browser extension that enables AI agents to control the user's browser.
这是一个基于Model Context Protocol (MCP)的服务器，用于根据用户任务需求提供预设的prompt模板，帮助Cline/Cursor/Windsurf...更高效地执行各种任务。服务器将预设的prompt作为工具(tools)返回，以便在Cursor和Windsurf等编辑器中更好地使用。
Desktop app that automatically scans and blocks malicious MCP traffic in AI apps like Cursor, Claude, VS Code and Windsurf.
A .NET-based Windows desktop automation MCP (Model Context Protocol) server that provides AI assistants with the ability to interact with the Windows desktop environment.
A Model Context Protocol (MCP) server implementation that provides Elasticsearch and OpenSearch interaction.
MCP server implementation for Google's Gemini API
MCP server for Bazi (八字) information
Connect Cursor, Copilot & Claude directly to Cheat Engine via MCP. Automate reverse engineering, pointer scanning, and memory analysis using natural language.
MCP server and MCP Toolkit for Flutter and Dart VM - supports dynamic tooling
Turn AI into a persistent, memory-powered collaborator. Universal MCP Server (supports HTTP, STDIO, and WebSocket) enabling cross-platform AI memory, multi-agent coordination, and context sharing. Built with MARM protocol for structured reasoning that evolves with your work.
A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.
A code reasoning MCP server, a fork of sequential-thinking
An MCP server for Massive.com Financial Market Data
MCP server(s) for Aipolabs ACI.dev
Apache Doris MCP Server
API 200 is an open source API gateway to simplify 3rd-party integrations. Import endpoints, set up caching, retries, and mocks. Access all services via one URL. Monitor logs, track errors, and get alerts on API incidents.
A lightweight MCP server that provides Claude with a private journaling capability to process feelings and thoughts
MCP Server for Tree-sitter
A multi-agent AI architecture that connects 25+ specialized agents through n8n and MCP servers. Project NOVA routes requests to domain-specific experts, enabling control of applications from knowledge bases to DAWs, home automation to development tools. Includes system prompts, Dockerfiles, and workflows for a complete AI assistant ecosystem.
A Model Context Protocol Server that allows you to interact with your MacOS Calendar through natural language.
Apollo MCP Server
DeepContext is an MCP server that adds symbol-aware semantic search to Claude Code, Codex CLI, and other agents for faster, smarter context on large codebases.
A Model Context Protocol (MCP) server for stock traders
A Model Context Protocol (MCP) server that empowers LLMs to use some of Open Srategy Partners' core writing and product marketing techniques.
Model Context Protocol server implementation for Reddit
Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets
Django MCP Server is a Django extensions to easily enable AI Agents to interact with Django Apps through the Model Context Protocol it works equally well on WSGI and ASGI
AI Agent Team-拥有24/7专业AI开发团队：产品经理、前端开发、后端开发、测试工程师、DevOps工程师、技术负责人。一键安装，支持中英文命令，大幅提升开发效率！
Standalone Roblox Studio MCP Server
MCP server exposing SSH control for Linux servers via Model Context Protocol.
MCP Server for Odoo
IAM Policy Autopilot is an open source static code analysis tool that helps you quickly create baseline AWS IAM policies that you can refine as your application evolves. This tool is available as a command-line utility and MCP server for use within AI coding assistants for quickly building IAM policies.
🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, content processing, and enhancement features through a single interface.
Exploring the Model Context Protocol (MCP) through practical guides, clients, and servers I've built while learning about this new protocol.
Model Context Protocol server for secure command-line interactions on Windows systems
OpenAI-compatible server for Apple Silicon. Run LLMs and vision-language models (Llama, Qwen-VL, LLaVA) with continuous batching, MCP tool calling, and multimodal support. Native MLX backend, 400+ tok/s.
Production-ready modular Claude Code framework with 30+ commands, token optimization, and MCP server integration. Achieves 2-10x productivity gains through systematic command organization and hierarchical configuration.
Bring your project into LLM context - tool and MCP server
12306 MCP Server 是一个基于 Model Context Protocol (MCP) 的高性能火车票查询后端系统。它通过标准化接口提供官方 12306 的实时数据服务，包括余票查询、车站信息、列车经停站、中转换乘方案等核心功能。
Home Assistant MCP Server
Gemini-MCP is an MCP server that encapsulates Google's Gemini CLI tool into a standard MCP protocol interface, enabling Claude Code to invoke Gemini for AI-assisted programming tasks.
A systematic reasoning MCP server implementation for Claude Desktop with beam search and thought evaluation.
Metorial MCP Index - An ever growing list of open source MCP servers 📁 🎉
Model Context Protocol (MCP) Server for dify workflows
Things.app MCP Server
MCP server for browser automation using Playwright
A Model Context Protocol Server for MongoDB
One-command setup for AI-powered Laravel development with Claude Code and MCP servers
MCP server for Windows OS automation
An MCP Server for Chrome DevTools, following the Chrome DevTools Protocol. Integrates with Claude Desktop and Claude Code.
MCP Documentation Server - Bridge the AI Knowledge Gap. ✨ Features: Document management • Gemini integration • AI-powered semantic search • File uploads • Smart chunking • Multilingual support • Zero-setup 🎯 Perfect for: New frameworks • API docs • Internal guides
An MCP server enabling AI assistants to interact with Anytype - your encrypted, local and collaborative wiki - to organize objects, lists, and more through natural language.
An MCP server providing tools for image processing operations
simple web ui to manage mcp (model context protocol) servers in the claude app
The Ultimate Google Docs, Sheets & Drive MCP Server. Google Docs MCP is an MCP server (primarily for use in Claude Desktop) that gains full access to your google docs, etc. and allows claude to make direct edits and formatting.
ddddocr rust 版本，ocr_api_server rust 版本，二进制版本，验证码识别，不依赖 opencv 库，跨平台运行，AI MCP 支持，a simple OCR API server, very easy to deploy。
A Model Context Protocol (MCP) server for research and documentation assistance using Perplexity AI. Won 1st @ Cline Hackathon
The Official Model Context Protocol (MCP) server for Kagi search & other tools.
MCP server implementation
Remote MCP Server that securely connects Jira and Confluence with your LLM, IDE, or agent platform of choice.
MCP server for JADX-AI Plugin
First AI‑enabled open-source Human Capital Management system that you can start using today.
Code to process many kinds of content by an author into an MCP server
Template for a remote MCP server with GitHub OAuth - following best practices for building MCP servers so you can take this as a starting point for any MCP server you want to build!
mcp store manager, add & syncs MCP server configurations across clients like Claude code, Cursor💡 build-in Codex agent use ChatGPT subscription, mcphub
Control Neovim using Model Context Protocol (MCP) and the official neovim/node-client JavaScript library
Discover Exceptional MCP Servers
MCP server to consult a language model with large context size
MCP server for OpenAI o3 web search
A MCP Server for APK Tool (Part of Android Reverse Engineering MCP Suites)
An advanced sequential thinking process using a Multi-Agent System (MAS) built with the Agno framework and served via MCP.
Talk with your AWS using Claude. Model Context Protocol (MCP) server for AWS. Better Amazon Q alternative.
Minimal MCP Server for Aider
A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators through natural language commands.
Model Context Protocol (MCP) server that supports secure interaction with MySQL databases and has anomaly analysis capabilities.更加牛逼！更加好用！不仅止于mysql的增删改查功能； 还包含了数据库异常分析能力；且便于开发者们进行个性化的工具扩展
Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It can also be embedded in SpringBoot, jFinal, Vert.x, Quarkus, and other frameworks.
MCP web research server (give Claude real-time info from the web)
MCP server retrieving transcripts of YouTube videos
KiCAD MCP is a Model Context Protocol (MCP) implementation that enables Large Language Models (LLMs) like Claude to directly interact with KiCAD for printed circuit board design.
Software architecture tooling for the AI age
CTX: a tool that solves the context management gap when working with LLMs like ChatGPT or Claude. It helps developers organize and automatically collect information from their codebase into structured documents that can be easily shared with AI assistants.
MCP server implementation
A Model Context Protocol (MCP) server that helps read GitHub repository structure and important files.
MCP implementation of Claude Code capabilities and more
Model Context Protocol server for DeepSeek's advanced language models
🐞 MCP Node.js debugger
The complete guide to Claude Code: CLAUDE.md, hooks, skills, MCP servers, and commands
MCP Database Server is a new MCP Server which helps connect with Sqlite, SqlServer and Posgresql Databases
Turn any openapi file into an mcp server, with just the tools you need.
MCP server for searching and retrieving Claude Agent Skills using vector search
Easily convert tool, agents and orchestrators from existing agent frameworks to MCP servers
A Model Context Protocol (MCP) server for Microsoft SQL Server that enables secure database interactions through a controlled interface. Allows AI assistants to safely list tables, read data, and execute SQL queries while maintaining security and structure.
A working pattern for SSE-based MCP clients and servers
api router for MCP Servers
An MCP server that executes Python code in isolated rootless containers with optional MCP server proxying. Implementation of Anthropic's and Cloudflare's ideas for reducing MCP tool definitions context bloat.
Context-Engine MCP - Agentic Context Compression Suite
A MCP server that supports mainstream eBook formats including EPUB, PDF and more. Simplify your eBook user experience with LLM.
A growing collection of MCP servers bringing offensive security tools to AI assistants. Nmap, Ghidra, Nuclei, SQLMap, Hashcat and more.
An MCP server to create secure code sandbox environment for executing code within Docker containers. This MCP server provides AI applications with a safe and isolated environment for running code while maintaining security through containerization.
Zotero MCP Plugin 是一个 Zotero 插件，通过 MCP协议实现 AI 助手与 Zotero深度集成。插件支持文献检索、元 数据管理、全文分析和智能问答等功能，让 Claude、ChatGPT 等 AI 工具能够直接访问和操作您的文献库。 Zotero MCP Plugin enables integration between AI assistants and Zotero through MCP.
A centralized proxy platform for MCP servers, accessible via a single HTTP server,featuring a web-based management interface.
MCP server for enabling LLM applications to perform deep research via the MCP protocol
Discover the most comprehensive and up-to-date collection of MCP servers in the market. This repository serves as a centralized hub, offering an extensive catalog of open-source and proprietary MCP servers, complete with features, documentation links, and contributors.
A lightweight, modular Java application framework for web and CLI development, designed for AI integration and plugin-based architecture. Enabling developers to create robust solutions with ease for building efficient and scalable applications.
An implementation of Model Context Protocol (MCP) server for Argo CD.
The only browser automation that bypasses anti-bot systems. AI writes network hooks, clones UIs pixel-perfect via simple chat.
deep, reliable and confidential coding-context
A PostgreSQL-backed archive generator that creates browsable HTML archives from link aggregator platforms including Reddit, Voat, and Ruqqus.
An MCP server for Azure DevOps
One secure endpoint for every MCP server. Deploy anywhere.
A Model Context Protocol (MCP) that allows Claude Desktop and other AI tools (GitHub Copilot, Cursor, etc.) to interact directly with Figma
MoLing is a computer-use and browser-use based MCP server. It is a locally deployed, dependency-free office AI assistant.
Lab for creating an MCP Server and using it in Microsoft Copilot Studio.
MCP server to expose VS Code editing features to an LLM for AI coding
A knowledge graph server that uses the Model Context Protocol (MCP) to provide structured memory persistence for AI models.
A Laravel package for implementing secure Model Context Protocol servers using Streamable HTTP and SSE transport, providing real-time communication and a scalable tool system for enterprise environments.
AgentChat 是一个基于 LLM 的智能体交流平台，内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作，Agent 可以理解并协助完成复杂任务。项目集成 LangChain、Function Call、MCP 协议、RAG、Memory、Milvus 和 ElasticSearch 等技术，实现高效的知识检索与工具调用，使用 FastAPI 构建高性能后端服务。
A comprehensive Model Context Protocol (MCP) server implementing the latest specification.
Vibe coding should have human in the loop! interactive-mcp: Local, cross-platform MCP server for interact with your AI Agent
Elixir Model Context Protocol (MCP) SDK
BloodHound-MCP-AI is integration that connects BloodHound with AI through Model Context Protocol, allowing security professionals to analyze Active Directory attack paths using natural language instead of complex Cypher queries.
Cognitive memory MCP server for Claude - FSRS-6, spreading activation, synaptic tagging, and 130 years of memory research
MCP implementation that enables communication between MCP servers and OpenAI-compatible LLMs
An MCP server exposing full Chrome DevTools Protocol debugging: breakpoints, step/run, call stacks, eval, and source maps.
A Model Context Protocol (MCP) server that provides onchain tools for LLMs, allowing them to interact with the Base network and Coinbase API.
A powerful multi-database server implementing the Model Context Protocol (MCP) to provide AI assistants with structured access to databases.
MCP for Unreal Engine 5
MaverickMCP - Personal Stock Analysis MCP Server
📈 提供股票、加密货币的数据查询和分析功能MCP服务器
A Model Context Protocol (MCP) server that provides tools for fetching and analyzing Reddit content.
A server that integrates Linear's project management system with the Model Context Protocol (MCP) to allow LLMs to interact with Linear.
Run existing Model Context Protocol (MCP) stdio-based servers in AWS Lambda functions
An MCP server for loading skills (shim for non-claude clients).
MCP Server implementation for Xcode integration
An MCP (Model Context Protocol) server implementation for Microsoft Teams integration, providing capabilities to read messages, create messages, reply to messages, mention members.
F2C MCP Server
Model Context Protocol server for GraphQL
Obsidian Knowledge-Management MCP (Model Context Protocol) server that enables AI agents and development tools to interact with an Obsidian vault. It provides a comprehensive suite of tools for reading, writing, searching, and managing notes, tags, and frontmatter, acting as a bridge to the Obsidian Local REST API plugin.
🌍 Terraform Model Context Protocol (MCP) Tool - An experimental CLI tool that enables AI assistants to manage and operate Terraform environments. Supports reading Terraform configurations, analyzing plans, applying configurations, and managing state with Claude Desktop integration. ⚡️
MCP Server implementation for Ableton Live OSC control
The Power BI Modeling MCP Server, brings Power BI semantic modeling capabilities to your AI agents.
MCP server for Todoist integration enabling natural language task management with Claude
A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.
Advanced TradingView MCP Server for AI-powered market analysis. Real-time crypto & stock screening, technical indicators, Bollinger Band intelligence, and candlestick patterns. Works with Claude Desktop & AI assistants. Multi-exchange support (Binance, KuCoin, Bybit+). Open source trading toolkit.
MCPSharp is a .NET library that helps you build Model Context Protocol (MCP) servers and clients - the standardized API protocol used by AI assistants and models.
Control your Mac with detailed mouse, keyboard, screen, and window management capabilities.
MCP server that provides LLMs with tools for interacting with EVM networks
A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
Skill and MCP server for searching and retrieving icons
rUv's Claude-Flow, translated to the new Gemini CLI; transforming it into an autonomous AI development team.
Clean, LLM-optimized Reddit MCP server. Browse posts, search content, analyze users. No fluff, just Reddit data.
SonarQube MCP Server
An MCP server plus a CLI tool that indexes local code into a graph database to provide context to AI assistants.
MCP server connecting to Kubernetes
Search Airbnb using your AI Agent
这是一款基于 Playwright 开发的小红书自动搜索和评论工具，作为 MCP Server，可通过特定配置接入 MCP Client（如Claude for Desktop），帮助用户自动完成登录小红书、搜索关键词、获取笔记内容及发布AI生成评论等操作。
Model Context Protocol (MCP) Server for Graphlit Platform
Anemoi: A Semi-Centralized Multi-agent Systems Based on Agent-to-Agent Communication MCP server from Coral Protocol
A fully functional MCP server and CLI for YouTube
MCP Server for code graph analysis and visualization by CodeGPT
This MCP server provides browser automation capabilities through Puppeteer, allowing interaction with both new browser instances and existing Chrome windows.
An Unreal Engine plugin for LLM/GenAI models & MCP UE5 server. Includes OpenAI's GPT 5.1, Deepseek V3.1, Claude Sonnet 4.5 APIs, Gemini 3, Alibaba Qwen, Kimi and Grok 4.1, with plans to add Gemini, audio tts, elevenlabs, OpenRouter, Groq, Dashscope & realtime APIs soon. UnrealMCP is also here!! Automatic scene generation from AI!!
MCP Server to Use HuggingFace spaces, easy configuration and Claude Desktop mode.
Azan + Prayer Time + MCP + AI Agents + Islamic + Salah + A lightweight MCP library to calculate prayer times and trigger Azan with a single tool call. If you’re building an AI agent or prayer application, there’s no need to deal with astronomical calculations, timezones, or edge cases again.
An MCP tool that connects Google Ads with Claude AI/Cursor and others, allowing you to analyze your advertising data through natural language conversations. This integration gives you access to campaign information, performance metrics, keyword analytics, and ad management—all through simple chat with Claude, Cursor or Windsurf.
🌋 Build AI agents that seamlessly combine LLM reasoning with real-world actions via MCP tools — in just a few lines of TypeScript.
A MCP (model context protocol) server that gives the LLM access to and knowledge about relational databases like SQLite, Postgresql, MySQL & MariaDB, Oracle, and MS-SQL.
lunar.dev: Agent native MCP Gateway for governance and security
My personal Claude Code and OpenAI Codex setup with battle-tested skills, commands, hooks, agents and MCP servers that I use daily.
Home Assistant MCP server agent. Enable Cursor, VS Code, Claude Code, or any MCP-enabled IDE to help you vibe-code and manage Home Assistant: create and debug automations, design dashboards, tweak themes, modify configs, and deploy changes using natural language
❤️ Generate mermaid diagram and chart with AI MCP dynamically.
🗂️🤖 Airtable Model Context Protocol Server, for allowing AI systems to interact with your Airtable bases
Docfork - Up-to-date Docs for AI Agents.
BioMCP: Biomedical Model Context Protocol
A curated list of developer tools, SDKs, libraries, and testing utilities for Model Context Protocol (MCP) server development.
The official Redis MCP Server is a natural language interface designed for agentic applications to manage and search data in Redis efficiently
Local MCP server for DuckDB and MotherDuck
MCP server that execute applescript giving you full control of your Mac
An MCP extension for Ghidra
Enterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure OAuth authentication, dynamic tool discovery, and unified access for both autonomous AI agents and AI coding assistants. Transform scattered MCP server chaos into governed, auditable tool access with Keycloak/Entra integration.
MCP Server for SearXNG
Unlock 650+ MCP servers tools in your favorite agentic framework.
这是一个金融领域相关的mcp,本项目通过集成 Tushare API 和 Binance API 为语言模型（如Claude）提供全面的实时金融数据访问能力，支持股票、基金、债券、宏观经济指标、稳定币、虚拟货币等多维度金融数据分析。其中也包含了金融数据查询、财经新闻查询、国家统计局数据查询等
CLI tool and Kubernetes Controller for building, testing and deploying MCP servers
CoexistAI is a modular, developer-friendly research assistant framework . It enables you to build, search, summarize, and automate research workflows using LLMs, web search, Reddit, YouTube, and mapping tools—all with simple MCP tool calls or API calls or Python functions.
Spec-Driven Development MCP Server, not just Vibe Coding
一款全面的、便捷的cocos creator AI MCP服务插件，适用于3.8.0以上cocos版本，一键安装，一键启动。A comprehensive and convenient cocos creator AI MCP service plug-in, suitable for cocos versions above 3.8.0, one-click installation and one-click start.
开盒即用的优雅管理mcp服务 | 结合Agent框架 | 作者听劝 | 已发布pypi | Vue页面demo
MCP Server and CLI for accessing Work IQ
MCP-NixOS - Model Context Protocol Server for NixOS resources
A centralized manager for Model Context Protocol (MCP) servers with dynamic server management and monitoring
Awesome Claude Code plugins — a curated list of slash commands, subagents, MCP servers, and hooks for Claude Code
MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers
MCP Server for YouTube API, enabling video management, Shorts creation, and advanced analytics
天枢 - 企业级 AI 一站式数据预处理平台 | PDF/Office转Markdown | 支持MCP协议AI助手集成 | Vue3+FastAPI全栈方案 | 文档解析 | 多模态信息提取
A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Office services through the Graph API
Send emails directly from Cursor with this email sending MCP server
MCP server to manage Facebook and Instagram Ads (Meta Ads)
MCP Gateway is a reverse proxy and management layer for MCP servers, enabling scalable, session-aware stateful routing and lifecycle management of MCP servers in Kubernetes environments.
A docker MCP Server (modelcontextprotocol)
Backtrader-powered backtesting framework for algorithmic trading, featuring 20+ strategies, multi-market support, CLI tools, and an integrated MCP server for professional traders.
The only general AI agent that does NOT requires extra API key, giving you full control on your local and remote MacOs from Claude Desktop App
A Minecraft MCP Server powered by Mineflayer API. It allows to control a Minecraft character in real-time, allowing AI assistants to build structures, explore the world, and interact with the game environment through natural language instruction
MCP Playbooks for AI agents
Doctor is a tool for discovering, crawl, and indexing web sites to be exposed as an MCP server for LLM agents.
One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials, ecosystem guides, and evaluation tools.
GitOps on Autopilot Mode
Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows. KISS your over-eager AI Agents goodbye! Effective for: Coding, Ambiguous Tasks, High-Risk tasks
A powerful VSCode extension that lets you find and install MCP servers to use with GitHub Copilot, Claude Code, and Codex CLI.
This is an MCP server that allows you to directly download transcripts of YouTube videos.
A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architecture (Projects, Tasks, Knowledge) to manage complex workflows. Now with Deep Research.
MCP configuration to connect AI agent to a Linux machine.
📄 Production-ready MCP server for PDF processing - 5-10x faster with parallel processing and 94%+ test coverage
An SDK building Laravel MCP servers
The open-source multi-agent chat interface that lets you manage multiple agents in one dynamic conversation and add MCP servers for deep research
A local Apple Documentation crawler and MCP server. Written in Swift.
MCP Server to interact with Google Gsuite prodcuts
AI assistant integration for n8n workflow automation through Model Context Protocol (MCP). Connect Claude Desktop, ChatGPT, and other AI assistants to n8n for natural language workflow management.
A MCP (Model Context Protocol) server for interacting with dbt.
Create a Python MCP server
MCP Server for Metasploit
Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling
A Model Context Protocol (MCP) server implementation that provides database capabilities for Chroma
Alpaca’s official MCP Server lets you trade stocks, ETFs, crypto, and options, run data analysis, and build strategies in plain English directly from your favorite LLM tools and IDEs
MCP Server for Turkish & American Stock Exchange and Fund Data
FreeCAD MCP(Model Context Protocol) server
🌐Web Agent Protocol (WAP) - Record and replay user interactions in the browser with MCP support
MCP server for document format conversion using pandoc.
A Ruby gem implementation of a Model Context Protocol (MCP) server for Rails projects. This server allows LLMs (Large Language Models) to interact with Rails projects through the Model Context Protocol.
A simple, locally hosted Web Search MCP server for use with Local LLMs
Marmot helps teams discover, understand, and leverage their data with powerful search and lineage visualisation tools. It's designed to make data accessible for everyone.
MCP server integration for DaVinci Resolve
Yes Mcp server in bash
A tool that converts OpenAPI specifications to MCP server
A Model Context Protocol server for IDA
MCP server for querying Apple Health data with natural language and SQL
Universal MCP-Server for your Databases optimized for LLMs and AI-Agents.
MCP server for reverse engineering tasks in Ghidra 👩💻
微信读书MCP
MCP server that integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.
A Model Context Protocol server that executes commands in the current iTerm session - useful for REPL and CLI assistance
An MCP server to query any Postgres database in natural language.
A text-based user interface (TUI) client for interacting with MCP servers using Ollama. Features include agent mode, multi-server, model switching, streaming responses, tool management, human-in-the-loop, thinking mode, model params config, MCP prompts, custom system prompt and saved preferences. Built for developers working with local LLMs.
MCP server implementation
MCP server to deploy apps to Cloud Run
A structural code search engine for Al agents.
An MCP Multimodal AI Agent with eyes and ears!
TDA - Thread Dump Analyzer (for Java)
A MCP server for Home Assistant
MCP server implementation
MCP server providing seamless access to Apple Developer Documentation with smart search and wildcard support
An MCP server for interacting with Sentry via LLMs.
🤖 The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents 🔥
Vite plugin that enables a MCP server helping models to understand your Vue app better.
A Playwright-based Node.js tool that bypasses search engine anti-scraping mechanisms to execute Google searches. Local alternative to SERP APIs with MCP server integration.
MCP for Security: A collection of Model Context Protocol servers for popular security tools like SQLMap, FFUF, NMAP, Masscan and more. Integrate security testing and penetration testing into AI workflows.
MCP server for interacting with Neon Management API and databases
Security scanner for MCP servers
MCP server implementation
Claude Code LSP: enhance your Claude Code experience with non-IDE dependent LSP integration.
Easily spin up an MCP Server on Next.js, Nuxt, Svelte, and more
🧠 An adaptation of the MCP Sequential Thinking Server to guide tool usage. This server provides recommendations for which MCP tools would be most effective at each stage.
MCP tool: let you point at DOM elements for your favorite agentic coding tool. Let AI see what you see.
The Unofficial and Awesome Home Assistant MCP Server
Add Obsidian integrations like semantic search and custom Templater prompts to Claude or any MCP client.
提取抖音无水印视频链接，视频文案，douyin-mcp-server，mcp，claude skill
A NestJS module to effortlessly create Model Context Protocol (MCP) servers for exposing AI tools, resources, and prompts.
Next.js Development for Coding Agent
Galway Bus Kotlin Multiplatform project using Jetpack Compose and SwiftUI
Flow-Like: Strongly Typed Enterprise Scale Workflows. Built for scalability, speed, seamless AI integration and rich customization.
MCP server implementation
Go server implementing Model Context Protocol (MCP) for filesystem operations.
一款帮助云租户发现和测试云上风险、增强云上防护能力的综合性开源工具
Fantasy Premier League Kotlin/Compose Multiplatform sample
DeMCP is the first Decentralized MCP network, offering SSE proxies for MCP services and mainstream LLMs, tackling trust and security with TEE and blockchain.
MCPCAN is a centralized management platform for MCP services. It deploys each MCP service using a container deployment method. The platform supports container monitoring and MCP service token verification, solving security risks and enabling rapid deployment of MCP services. It uses SSE, STDIO, and STREAMABLEHTTP access protocols to deploy MCP。
Convert Any OpenAPI V3 API to MCP Server
🎨 Vibe Design System - Official monday.com UI resources for application development in React.js
MCP Server For Turkish Legal Databases
MCP server implementation
mem-agent mcp server
An MCP server to run AppleScript and JXA (JavaScript for Automation) to macOS.
phpMyFAQ - Open Source FAQ web application for PHP 8.3+ and MySQL, PostgreSQL and other databases
A MCP for searching and downloading academic papers from multiple sources like arXiv, PubMed, bioRxiv, etc.
Draw.io Model Context Protocol (MCP) Server
A simple MCP server for Obsidian
Shell and coding agent on mcp clients
MCP server for long term agent memory with Mem0. Also useful as a template to get you started building your own MCP server with Python!
EnrichMCP is a python framework for building data driven MCP servers
gcloud MCP server
Codebase intelligence for AI. Detects patterns & conventions + remembers decisions across sessions. MCP server for any IDE. Offline CLI.
This MCP server integrates with your Google Drive and Google Sheets, to enable creating and modifying spreadsheets.
🔥🔒 Awesome MCP (Model Context Protocol) Security 🖥️
An MCP server that provides control over Android devices via adb
Telegram MCP server powered by Telethon to let MCP clients read chats, manage groups, and send/modify messages, media, contacts, and settings.
MCP server for Docker
End-to-end documentation to set up your own local & fully private LLM server on Debian. Equipped with chat, web search, RAG, model management, MCP servers, image generation, and TTS.
Natural voice conversations with Claude Code
基于Anduin2017 / HowToCook （程序员在家做饭指南）的mcp server
just-prompt is an MCP server that provides a unified interface to top LLM providers (OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama)
This is a 12306 ticket search server based on the Model Context Protocol (MCP).
MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform any accessible codebase/s into AI-optimized knowledge on simple and complex flows | Find real implementations and live docs from anywhere
🤖🕰️ An MCP server that gives language models temporal awareness and time calculation abilities. Teaching AI the significance of the passage of time through collaborative tool development.
Solidity Static Analyzer that easily integrates into your editor
MCP server and CLI tool for searching and downloading documents from Anna's Archive
MCP server for NotebookLM - Let your AI agents (Claude Code, Codex) research documentation directly with grounded, citation-backed answers from Gemini. Persistent auth, library management, cross-client sharing. Zero hallucinations, just your knowledge base.
A self-hosted RSS reader and personal knowledge management tool.
A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup
Context Portal (ConPort): A memory bank MCP server building a project-specific knowledge graph to supercharge AI assistants. Enables powerful Retrieval Augmented Generation (RAG) for context-aware development in your IDE.
The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.
An MCP server for interacting with the Financial Datasets stock market API.
This is the official repository for submitting MCP servers to be included in Cline's MCP Marketplace. If you’ve built an MCP server and want it to be discoverable and easily installable by millions of developers using Cline, submit your server here.
Sandboxed runtime for programming languages and WASI binaries. Works in the browser, on your server, or via MCP.
Vibetest MCP - automated QA testing using Browser-Use agents
Scan MCP servers for potential threats & security findings.
A Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing.
MCP server enabling persistent memory for Claude through a local knowledge graph - fork focused on local development
A Model Context Protocol (MCP) server for Kubernetes. Install: npx kubectl-mcp-server or pip install kubectl-mcp-server
The Bank API is a design reference project suitable to bootstrap development for a compliant and modern API.
This MCP server allows Claude and other AI assistants to access your LinkedIn. Scrape LinkedIn profiles, companies and jobs, and perform job searches.
A code repository indexing tool to supercharge your LLM experience.
The best way to create, deploy, and share MCP Servers
Ultimate Context Engineering Infrastructure, starting from MCPs and Integrations
MCP server for Apple Developer Documentation - Search iOS/macOS/SwiftUI/UIKit docs, WWDC videos, Swift/Objective-C APIs & code examples in Claude, Cursor & AI assistants
Browse the web, directly from Cursor etc.
Core PHP implementation for the Model Context Protocol (MCP) server
The ultimate all-in-one guide to mastering Claude Code. From setup, prompt engineering, commands, hooks, workflows, automation, and integrations, to MCP servers, tools, and the BMAD method—packed with step-by-step tutorials, real-world examples, and expert strategies to make this the global go-to repo for Claude mastery.
Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth, Observability, Debugger, Telemetry & Runtime • Run real-world MCPs powering AI Agents
Query MCP enables end-to-end management of Supabase via chat interface: read & write query executions, management API support, automatic migration versioning, access to logs and much more.
Simple, modular, and observable Go framework for backend applications.
Wassette: A security-oriented runtime that runs WebAssembly Components via MCP
Lighweight CLI to interact with MCP servers
Self-hosted MCP Gateway for AI agents
📦️ A fast, secure MCP server that extends its capabilities through WebAssembly plugins.
HiMarket is an enterprise-level "AI Capability Marketplace and Developer Ecosystem Hub." It is not merely a simple aggregation of traditional APIs, but rather a comprehensive platform that packages, publishes, manages, and operates core AI assets such as enterprise Model APIs, MCP Servers, Agent APIs, etc., through standardized product formats.
A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.
Labs to explore AI Models, MCP servers, and Agents with the AI Gateway powered by Azure API Management and Microsoft Foundry 🚀
MCP server implementation
A concise list for mcp servers
Allow AI to wade through complex OpenAPIs using Simple Language
CLI MCP package manager & registry for all platforms and all clients. Search & configure MCP servers. Advanced Router & Profile features.
🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.
Neo4j Labs Model Context Protocol servers
AI-powered bridge connecting LLMs and advanced AI agents to the Unity Editor via the Model Context Protocol (MCP). Chat with AI to generate code, debug errors, and automate game development tasks directly within your project.
MCP server helping models to understand your Vite/Nuxt app better.
Create AI Agents in a No-Code Visual Builder or TypeScript SDK with full 2-way sync. For shipping AI assistants and multi-agent AI workflows.
A framework for writing MCP (Model Context Protocol) servers in Typescript
A security scanner for your LLM agentic workflows
A middleware to provide an openAI compatible endpoint that can call MCP tools
A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.
A curated list of awesome MCP servers focused on DevOps tools and capabilities.
Model Context Protocol for WinDBG
A model context protocol server to work with JetBrains IDEs: IntelliJ, PyCharm, WebStorm, etc. Also, works with Android Studio
Helping coding agents never make mistakes working with public or private libraries without wasting the context window.
🚀MCP server for accessing RedNote(XiaoHongShu, xhs).
Bridge between Ollama and MCP servers, enabling local LLMs to use Model Context Protocol tools
Local first codebase intelligence
Connect AI models like Claude & GPT with robots using MCP and ROS.
MCP server for fetch web page content using Playwright headless browser.
A Model Context Protocol (MCP) server for Gmail integration in Claude Desktop with auto authentication support. This server enables AI assistants to manage Gmail through natural language interactions.
The batteries-included, No-Code FinOps automation platform, with the AI you trust.
Remote MCP Servers
Grounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Tools
A remote Cloudflare MCP server boilerplate with user authentication and Stripe for paid tools.
Just a Better Chatbot. Powered by Agent & MCP & Workflows.
文颜 MCP Server 可以让 AI 自动将 Markdown 文章排版后发布至微信公众号。
Selfhosted notes app. Single golang binary, notes stored as markdown within SQLite, full-text search, very low resource usage
Query and Summarize your chat messages.
Claude Code as one-shot MCP server to have an agent in your agent.
Model Context Protocol (MCP) server for Kubernetes and OpenShift
A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases
小智ESP32的Java企业级管理平台，提供设备监控、音色定制、角色切换和对话记录管理的前后端及服务端一体化解决方案
A macOS app that provides an MCP server to your Messages, Contacts, Reminders and more
The official TanStack CLI - Project Scaffolding, MCP Server, Agent Skills Installation, etc
A Model Context Protocol server that provides read-only access to MySQL databases. This server enables LLMs to inspect database schemas and execute read-only queries.
Production ready MCP server with real-time search, extract, map & crawl.
The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.
The official ElevenLabs MCP server
Plugin for JADX to integrate MCP server
A2V: Next-Gen AI Value Compute Protocol.
The Azure MCP Server, bringing the power of Azure to your agents.
The Terraform MCP Server provides seamless integration with Terraform ecosystem, enabling advanced automation and interaction capabilities for Infrastructure as Code (IaC) development.
An official Qdrant Model Context Protocol (MCP) server implementation
The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents.
Official MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.
📖 MCP server for fetch deepwiki.com and get latest knowledge in Cursor and other Code Editors
An MCP server that autonomously evaluates web applications.
Damn Vulnerable MCP Server
Stop re-explaining your project to AI every session. Automatic context memory for Claude, VS Code, Cursor, and 13+ AI tools.
The most powerful MCP Slack Server with no permission requirements, Apps support, GovSlack, DMs, Group DMs and smart history fetch logic.
Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace / G Suite MCP Server & CLI Tool
A curated collection of top-tier penetration testing tools and productivity utilities across multiple domains. Join us to explore, contribute, and enhance your hacking toolkit!
MCP Server for kubernetes management commands
A secure sandbox environment for malware developers and red teamers to test payloads against detection mechanisms before deployment. Integrates with LLM agents via MCP for enhanced analysis capabilities.
Official repo for spec & SDK of MCP Apps protocol - standard for UIs embedded AI chatbots, served by MCP servers
A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and Editing
Complete tutorial materials for building MCP servers with Docker - from NetworkChuck's video
Enable AI assistant clients like Cursor, Windsurf and Claude Desktop to control Unreal Engine through natural language using the Model Context Protocol (MCP).
⛓️RuleGo is a lightweight, high-performance, embedded, next-generation component orchestration rule engine framework for Go.
mcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.
A command-line interface for interacting with MCP (Model Context Protocol) servers using both stdio and HTTP transport.
A MCP (Model Context Protocol) server for PowerPoint manipulation using python-pptx. This server provides tools for creating, editing, and manipulating PowerPoint presentations through the MCP protocol.
MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL code.
An MCP server that installs other MCP servers for you
A Model Context Protocol (MCP) server for creating, reading, and manipulating Microsoft Word documents. This server enables AI assistants to work with Word documents through a standardized interface, providing rich document editing capabilities.
MCP server that provides tools and resources for interacting with n8n API
ToolHive makes deploying MCP servers easy, secure and fun
MCP server for interacting with the iOS simulator
Make RSS 📰 great again with AI 🧠✨!! [拯救你的颈椎 - 数字健康工具：https://forcebreak.zenfeed.xyz]
MCP server for interfacing with Godot game engine. Provides tools for launching the editor, running projects, and capturing debug output.
Desktop Extensions: One-click local MCP server installation in desktop apps
A Unified MCP Server Management App (MCP Manager).
Next Generation Agentic Proxy for AI Agents and MCP servers
An MCP client for Neovim that seamlessly integrates MCP servers into your editing workflow with an intuitive interface for managing, testing, and using MCP servers with your favorite chat plugins.
Dive is an open-source MCP Host Desktop Application that seamlessly integrates with any LLMs supporting function calling capabilities. ✨
A unified hub for centrally managing and dynamically orchestrating multiple MCP servers/APIs into separate endpoints with flexible routing strategies
Peekaboo is a macOS CLI & optional MCP server that enables AI agents to capture screenshots of applications, or the entire system, with optional visual question answering through local or remote AI models.
The open-source RAG platform: built-in citations, deep research, 22+ file formats, partitions, MCP server, and more.
The official MCP server implementation for the Perplexity API Platform
MCP server that enables AI assistants to interact with Google Gemini CLI, leveraging Gemini's massive token window for large file analysis and codebase understanding
directory for Awesome MCP Servers
A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.
MCP Aggregator, Orchestrator, Middleware, Gateway in one docker
Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with dependency tracking and iterative refinement, enabling agent-like developer behavior in reasoning AI systems.
Completely free, private, UI based Tech Documentation MCP server. Designed for coders and software developers in mind. Easily integrate into Cursor, Windsurf, Cline, Roo Code, Claude Desktop App
🧩 MCP Gateway - A lightweight gateway service that instantly transforms existing MCP Servers and APIs into MCP servers with zero code changes. Features Docker deployment and management UI, requiring no infrastructure modifications.
Fastest LLM gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 µs overhead at 5k RPS.
Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, SQLite.
Lemonade helps users discover and run local AI apps by serving optimized LLMs right from their own GPUs and NPUs. Join our discord: https://discord.gg/5xXzkMu8Zk
A Model Context Protocol server for searching and analyzing arXiv papers
DDGS | Dux Distributed Global Search. A metasearch library that aggregates results from diverse web search services
MCP server for Grafana
A bridge between Streamable HTTP and stdio MCP transports
A single hub to find Claude Skills, Agents, Commands, Hooks, Plugins, and Marketplace collections to extend Claude Code
Run MCP stdio servers over SSE and SSE over stdio. AI gateway.
All-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker container.
Catalog of official Microsoft MCP (Model Context Protocol) server implementations for AI-powered data access and tool integration
A CLI tool for building Go applications.
A mcp server to allow LLMS gain context about shadcn ui component structure,usage and installation,compaitable with react,svelte 5,vue & React Native
ClawdBot/MoldBot/OpenClaw for Enterprise. Agentic Security, MCP, A2A, LLM; MCP registry & orchestrator
🔥 Java enterprise application development framework for full scenario: Restrained, Efficient, Open, Ecologicalll!!! 700% higher concurrency 50% memory savings Startup is 10 times faster. Packing 90% smaller; Compatible with java8 ~ java25; Supports LTS. (Replaceable spring)
MCP server that interacts with Obsidian via the Obsidian rest API community plugin
A TypeScript framework for building MCP servers.
Allow LLMs to control a browser with Browserbase and Stagehand
A Python-based Xiaozhi AI for users who want the full Xiaozhi experience without owning specialized hardware.
Laravel-focused MCP server for augmenting your AI powered local development experience.
A Model Context Protocol (MCP) Gateway & Registry. Serves as a central management point for tools, resources, and prompts that can be accessed by MCP-compatible LLM applications. Converts REST API endpoints to MCP, composes virtual MCP servers with added security and observability, and converts between protocols (stdio, SSE, Streamable HTTP).
A Model Context Protocol server for Excel file manipulation
AI edge infrastructure for macOS. Run local or cloud models, share tools across apps via MCP, and power AI workflows with a native, always-on runtime.
An Agentic Framework for Reflective PowerPoint Generation
Model Context Protocol(MCP) 编程极速入门
MCP server implementation
A curated list of Model Context Protocol (MCP) servers
Enhanced MCP server for interactive user feedback and command execution in AI-assisted development, featuring dual interface support (Web UI and Desktop Application) with intelligent environment detection and cross-platform compatibility.
A framework helps you quickly build AI Native IDE products. MCP Client, supports Model Context Protocol (MCP) tools via MCP server.
🤖 A visualization mcp & skills contains 25+ visual charts using @antvis. Using for chart generation and data analysis.
Exa MCP for web search and web crawling!
A Model Context Protocol (MCP) server that provides structured spec-driven development workflow tools for AI-assisted software development, featuring a real-time web dashboard and VSCode extension for monitoring and managing your project's progress directly in your development environment.
Official Notion MCP Server
A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects.
Bulk port forwarding Kubernetes services for local development.
一款基于各大企业信息API的工具，解决在遇到的各种针对国内企业信息收集难题。一键收集控股公司ICP备案、APP、小程序、微信公众号等信息聚合导出。支持MCP接入
It's like v0 but in your Cursor/WindSurf/Cline. 21st dev Magic MCP server for working with your frontend like Magic
HttpRunner 是一款开源的 API/UI 测试框架，简单易用，功能强大，具有丰富的插件化机制和高度的可扩展能力。
Use any LLMs (Large Language Models) for Deep Research. Support SSE API and MCP server.
Adversary simulation and Red teaming platform with AI
A polyglot document intelligence framework with a Rust core. Extract text, metadata, and structured information from PDFs, Office documents, images, and 50+ formats. Available for Rust, Python, Ruby, Java, Go, PHP, Elixir, C#, TypeScript (Node/Bun/Wasm/Deno)- or use via CLI, REST API, or MCP server.
MCP 资源精选， MCP指南，Claude MCP，MCP Servers, MCP Clients
MCP Server for Ghidra
Visual testing tool for MCP servers
本项目为xiaozhi-esp32提供后端服务，帮助您快速搭建ESP32设备控制服务器。Backend service for xiaozhi-esp32, helps you quickly build an ESP32 device control server.
小红书（XiaoHongShu、RedNote）链接提取/作品采集工具：提取账号发布、收藏、点赞、专辑作品链接；提取搜索结果作品、用户链接；采集小红书作品信息；提取小红书作品下载地址；下载小红书无水印作品文件
Chrome MCP Server is a Chrome extension-based Model Context Protocol (MCP) server that exposes your Chrome browser functionality to AI assistants like Claude, enabling complex browser automation, content analysis, and semantic search.
The power of Claude Code / GeminiCLI / CodexCLI + [Gemini / OpenAI / OpenRouter / Azure / Grok / Ollama / Custom Model / All Of The Above] working as one.
🌊 The leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features enterprise-grade architecture, distributed swarm intelligence, RAG integration, and native Claude Code support via MCP protocol. Ranked #1 in agent-based frameworks.
A powerful coding agent toolkit providing semantic retrieval and editing capabilities (MCP server & other integrations)
🔥 MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。
⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载，你的 AI 舆情监控助手与热点筛选工具！聚合多平台热点 + RSS 订阅，支持关键词精准筛选。AI 翻译 + AI 分析简报直推手机，也支持接入 MCP 架构，赋能 AI 自然语言对话分析、情感洞察与趋势预测等。支持 Docker ，数据本地/云端自持。集成微信/飞书/钉钉/Telegram/邮件/ntfy/bark/slack 等渠道智能推送。
An open-source AI agent that brings the power of Gemini directly into your terminal.
Antigravity_UnrealEngine_Max is an AI-powered real-time procedural creation system for Unreal Engine 5.7 that enables sentient, node-based multidimensional memory. The system bridges natural language intent with environmental execution by allowing an AI (Gemini 3-Flash) to procedurally manifest code, actors, materials, and physics in real-time.
Built for productivity and beyond
Local persistent memory store for LLM applications including continue.dev, cursor, claude desktop, github copilot, codex, antigravity, etc.
🔧 Streamline your workflow with custom Claude Code skills for productivity and automation, from port management to international translations.
🚀 Enhance your AI applications with customizable agent skills from intellectronica for seamless integration and improved functionality.
Next-gen voice banking assistant built on GCP stack (Vertex AI, BigQuery, Cloud Speech). Solves issues autonomously with real-time fraud detection, cashflow prediction, and secure transactions. Features MCP tool orchestration and full-duplex voice AI.
En este proyecto NotebookLM actuó como experto en documentos clave para crear el prototipo en la plataforma Stitch y código en AI Studio. Todo integrado en Google Antigravity mediante MCP y 'Planning Mode', creando una Landing Page animada de alto impacto para el despliegue.
Android project to show how we can use firebase remote config, firebase mcp, antigravity, and compose, to create a Server-driven UI (SDUI), easily and fast with AI. presented at droidcon Abu Dhabi 2025
Integration repository for Google Cloud Conversational Analytics API with Antigravity IDE (with possible support for other IDE's in the future). Leverages Gemini, BigQuery, and Looker for intelligent conversational analytics.
This repo contains the code of Hafla's voice agentic checkout - Heba demo built using ElevenLabs and Shopify storefront MCP server and coded in local using Antigravity
Real-time intelligence agent correlating market data, news, and weather using MCP (Model Context Protocol) tool-calling with an **agentic LLM loop**.
A portable MCP server extension helping Antigravity and compatible AI IDEs to interact with AWS and read and interpret logs all within the chat interface
简化版支持Apipost的Mcp server，通过分享OpenApi链接，获取接口信息及调用；支持Antigravity、Claude code等开发工具使用Mcp连接；
🚀 Transform Antigravity into standard Claude and Gemini APIs, enabling seamless tool use, structured outputs, and workaround support for MCP issues.
Helps your coding agent create a podcast from bunch of text and links from any newsletter from any author using NotebookLM MCP
Open-source Model Context Protocol (MCP) servers for AWS. Empowering AI assistants to manage cloud infrastructure through natural language. 17 specialized servers, 180+ production-ready tools. Compatible with Cursor IDE, Claude Desktop, Antigravity, and any MCP-supported environment.
Academic Antigravity 是一个通过 MCP (Model Context Protocol) 与 LLM（如 Gemini、Claude、GPT）集成的学术文献自动化工具。
Airflow pipeline to pull data from youtube based on topic and store it in DuckDB for persistence
A production-ready starter template for Antigravity IDE. Pre-configured with Model Context Protocol (MCP) definitions, agentic workflow rules, and optimized VS Code settings for AI-assisted engineering.
This is the test repository for understanding the work of Antigravity with multi MCP and unreal engine
Comprehensive debugging logs and analysis for Gemini 3 tool execution issues in Antigravity, including MCP conflict resolution.
Yet Another Browser MCP Server
AI-to-Ableton Live 11 bridge with 220+ MCP tools, music theory generators, and agentic workflows. Built for VS Code Codex & Antigravity on Windows
A Model Context Protocol (MCP) server that provides code review prompts for various programming platforms and detail levels. Compatible with VSCode Cline, Google Antigravity, and other MCP clients. Usable from Cline CLI.
📱 Monitor your AI conversations and model quotas effortlessly with Antigravity Mobile, a mobile-friendly dashboard for Antigravity IDE.
Supercharge your Antigravity IDE experience. A comprehensive toolkit combining semantic search, autonomous agent workflows, and data analytics to bridge the gap between your code and your cloud infrastructure
This project demonstrates the capabilities of using Figma MCP, Antigravity, and Agent Configuration (Skills and Rules) to convert a Figma design into a pixel-perfect landing page.
stdio→SSE bridge for JetBrains MCP - enables Gemini CLI, Antigravity, and other MCP clients to use JetBrains IDE tools via SSE transport with automatic path translation
Zero human-written code: AI-generated YouTube RAG MCP server by Google's Antigravity IDE
a directory for all things to do with the antigravity IDE from agentic workflows, prompts, how to, MCPs and much more
MCP server implementation
Template repository for Google Antigravity with agents.md, MCP config, and .gemini directory structure
MCP server + VS Code extension for programmatic Antigravity lane spawning to enable parallel agent orchestration
Universal MCP Router with AISP enforcement for AI agent communication
MCP server implementation
MCP server implementation
Implements Moqui generation by bridging the use of Antigravity with moqui-mcp
The MCP server Antigravity, bringing the power of ctly to your agents.
MVP de Control Horario con Google Antigravity y Supabase MCP (Sprint 0)
Antigravity Browser MCP Server for Windows/WSL - Browser automation via Chrome DevTools Protocol for Claude Code
MVP de Control Horario con Google Antigravity y Supabase MCP (Sprint 0)
MCP server implementation
MCP server implementation
AI Control for Unity
Antigravity Browser MCP Server for Ubuntu/Linux - Browser automation via Chrome DevTools Protocol for Claude Code
MCP server for web search and URL reading via Antigravity (CLIProxyAPI)
Simple n8n MCP server integration for Claude, Antigravity and everything that can use mcp servers
mcp I made to ask for reviews with glm, maybe other models/features later
Demonstrating a concept where local tools & MCP can be used with LLMs. (Vibecoded using Antigravity)
MCP server implementation
Complete Antigravity configuration collection - agents, skills, hooks, commands, rules, MCPs.
MCP client for VoiceForge AI - Manage AI agents from Cursor, Antigravity, or any MCP-compatible assistant
MCP server implementation
MCP server implementation
MCP server implementation
Enhanced Google Ads MCP Server Core in Node.js for Antigravity/Cursor integration.
React Notes App with Supabase Auth and PostgreSQL - Created by Antigravity MCP Test
Voice-Mode MCP Server for Antigravity - Windows 11 Edition
MCP server implementation
First test using Antigravity IDE (Claude 4.5 Sonnet) with original implementation plan
MCP server implementation
Multi-MCP Automation System
MCP server implementation
Site Ilha Pura gerado com IA - Antigravity + MCP Figma
Unified MCP server integrating Claude, Codex, Gemini, and Antigravity CLI tools
Dashboard financeiro criado com Figma MCP + Google Antigravity
MCP server replicating Google AntiGravity IDE agentic workflow for OpenCode
MCP server para añadir funcionalidad tipo VS Code a Antigravity
Best practices and troubleshooting for Antigravity MCP servers
Dashboard financeiro criado com Figma MCP + Antigravity
Directus MCP Server Bridge for Antigravity/Windsurf IDE
antigravity_glm_mcp
Async MCP shell with polling for Antigravity
Copado MCP Server built using Google Antigravity
MCP Server created via Google Antigravity
Antigravity and Notion Connection
NotebookLM MCP (Antigravity)
Antigravity MCP
🚀 Track and manage your Claude Code sessions in real-time with a powerful dashboard that boosts project visibility and enhances collaboration.
🧠 Enhance AI agents with a collection of skills for improved coding assistance, enabling efficient and production-ready solutions.
🔌 Access multiple databases seamlessly with SQLTools MCP, a versatile service supporting MySQL, PostgreSQL, SQL Server, DM8, and SQLite without multiple servers.
Awesome Audio Skills for Claude & Antigravity: A curated list of tools, MCP servers, and scripts to handle audio streams, convert formats, and extract intelligence from speech using Claude's reasoning capabilities.
本项目是 **Antigravity Agent** 的精选 **技能 (Skills)** 与 **工作流 (Workflows)** 集合库。这些技能旨在扩展 Agent 的能力边界，使其能够执行特定的专业任务、集成外部工具（通过 MCP 协议），并遵循标准化的操作流程。
Antigravity skills, MCP, and Memory. A reusable Git template repo for high-performance agentic coding with Antigravity. Supports legacy (PHP/WordPress/LAMP/Laravel) and modern stacks (Python/FastAPI, Next.js/React Native) with modular skills, planning docs, persistent memory, MCP for external references, and optimized context loading.
Nexus-MCP solves Tool Space Interference in LLMs. It uses a single gateway to aggregate multiple MCP servers and employs a deterministic 4-phase workflow (Discovery, Mapping, Schema Verification, Bridged Execution) to prevent context saturation and tool hallucinations, maintaining reasoning accuracy with massive tool ecosystems.
Unofficial Model Context Protocol (MCP) SDK for Julia
Transform your codebase into an intelligent knowledge base for AI-powered development with Cursor IDE, Google AntiGravity, and MCP-enabled assistants
A practical playbook to use MCP Server with Power BI using Antigravity as a free alternative to Copilot.
Project này được Antigravity xây dựng bằng Selenium WebDriver v4 và Java 17, sử dụng mô hình Page Object Model (POM) kết hợp với TestNG. Dự án này được thiết kế để kiểm thử tự động hệ thống Quản lý sách (Book Management System).
Dự án automation testing cho hệ thống Book Management được xây dựng bởi Antigravity, sử dụng ngôn ngữ Python kết hợp với framework Playwright và mô hình thiết kế Page Object Model (POM) tối ưu.
Playwright TS build by Antigravity là một framework kiểm thử tự động mạnh mẽ và hiện đại dành cho hệ thống Book Management. Framework này được thiết kế và tối ưu hóa bởi Antigravity AI, sử dụng Playwright kết hợp với TypeScript và mô hình Page Object Model (POM).
An MCP server that connects Figma with AI tools, enabling structured access to design data for automation and intelligent workflows.
국내 주식 MCP, antigravity 적용
Testing FreeCAD MCP with Antigravity
This MCP (Model Context Protocol) server enables Antigravity's AI agents to write, execute, debug, and analyze PowerShell scripts autonomously.
FastMCP 2.14+ server bridging MCP clients ( Cursor, Antigrav, Claude …) with the OpenClaw (openclaw.ai) and Moltbook (moltbook.com) ecosystem.. Includes Webapp to use/demonstrate all
Jules for Antigravity - Connect Google's Jules API to VS Code via MCP. Features bidirectional sync, lazy loading, and context awareness.
🚀 Transform Antigravity into standard Claude and Gemini APIs, enabling seamless tool use, structured outputs, and workaround support for MCP issues.
Model Context Protocol (MCP) server for SoftwareOne Marketplace API. Stdio and HTTP transports for Claude Desktop, Cursor, and Antigravity IDE.
MCP server implementation
mcp for blender where the users can connect antigravity
MCP server to query DNS records by Google Antigravity
SSL Certificates MCP server by Google Antigravity
WHOIS MCP server by Google Antigravity
Universal Shared MCP Memory Server - Multi-tool compatible memory management for AI assistants across Claude Desktop, Cursor, Windsurf, Cline, and more.
connect notebookLM to mcp server antigravity, opencode
An MCP server for Cursor to generate, store, and reuse images using Google Nano Banana Pro (better than Antigravity's image tool)
支持trae，windsurf，vscode，antigravity，cursor等内置大模型的IDE
Google Antigravity MCP 架設教學 - GitHub/Netlify/Notion MCP Server 設定指南
First draft of an attempt to connect AntiGravity to NoteBookLM via an MCP server. Entire codebase created by Gemini3 in AntiGravity.
AX CLI - Enterprise-Class Vibe Coding
AI 原生 JMComic 助手：通过 MCP 与 Skills 将 JMComic 注入你的 AI Agent. / AI-powered JMComic assistant for seamless integration with AI Agents via MCP & Skills.
MCP Server for AI memory isolation. Project-local knowledge graph for Claude, Cursor, Windsurf, Antigravity, Augment, Roo Code and more. Privacy-first, Git-friendly.
BrowserControl is an MCP server that gives your AI agent full browser access with a vision-first approach inspired by Google's AntiGravity IDE.
A VS Code compatible extension (Cursor, Windsurf, Antigravity etc.) that allows Stata code to be run directly from the editor. Enables AI agents to directly interact with Stata. Powered by mcp-stata, https://github.com/tmonk/mcp-stata.
MCP Server for multi-AI collaboration. Zero-config, local-first. Real-time meetings, project registry & hot failover. Works with Claude, Cursor, VS Code, Zed, Antigravity IDE.
Disciplined software engineering workflow for Antigravity (Gemini) agents. Full port of 'Superpowers' (Brainstorming, TDD, Plans).
一个集cursor，windsurf, claude code, codex, gemini, antigravity等编辑器，一键配置mcp功能，以及AI编辑器的其他功能
From https://github.com/ahujasid/blender-mcp and make it work in Windows + Antigravity
AI-Powered Blender MCP for Antigravity IDE
Agentic Workflow Starter：Antigravity × Gemini CLI × Jules CLI × Stitch MCP
Persistent Knowledge Graph Memory for AI Coding Agents. Adds long-term context (goals, strategies, preferences) to Cursor, Windsurf, & VS Code via MCP.
Custom MCP server for n8n automation - Built specifically for Antigravity AI assistant
The Ultimate OpenCode Starter Kit. Includes Oh My OpenCode config, Superpowers installation fix, MCP Setup, and Windows Crash Fix (exit_code: -1073740791). Panduan lengkap Bahasa Indonesia & English.
myBrAIn is an MCP (Model Context Protocol) server designed to provide persistent and contextual memory to language models (like Google Antigravity). It acts as a "second brain" for your development environment, allowing the AI to remember project rules, architectural decisions, and technical insights across different chat sessions
Graph-It-Live VS Code Extension
Give AI agents a wallet to pay for GPT, Grok, DALL-E, and 30+ models. No API keys needed. Works with Claude Code and Antigravity.
Autonomous AI orchestration architecture combining Google Antigravity with Jules API for hands-free development workflows. MCP integration for seamless agent coordination.
Configuration manager for AI coding tools - Claude Code, Gemini CLI, Codex CLI, Antigravity. Manage MCPs, rules, permissions, memory, and workstreams.
🧠 Privacy-first MCP server for AI memory management. Save, search & organize chat history with intelligent summarization.
seline agent with a style
Stata MCP Extension for VS Code, Cursor, and Antigravity IDE
An extensible Model Context Protocol (MCP-Local-MRL-RAG-AST) server that provides intelligent semantic code search for AI assistants. Built with local AI models, inspired by Cursor's semantic search.
The Ultimate Collection of 600+ Agentic Skills for Claude Code/Antigravity/Cursor. Battle-tested, high-performance skills for AI agents including official skills from Anthropic and Vercel.
This is a test resource to verify email notifications are working correctly
The official Python SDK for Model Context Protocol servers and clients
🔥 1Panel provides an intuitive web interface and MCP Server to manage websites, files, containers, databases, and LLMs on a Linux server.
Model Context Protocol Servers
Interact with any PostgreSQL database. Execute queries and manage data efficiently.
Find places, get directions, and explore the world through the Google Maps API within your AI.
Connect to 5000+ apps via Zapier workflows.
Transactional email automation for developers.
Send SMS and handle voice calls programmatically.
Schedule and manage video meetings via Zoom API.
Issue tracking and project management for dev teams.
Organize boards, lists, and cards on Trello.
Manage Supabase projects, DBs, and Auth.
Query and update Airtable bases and records.
Track error logs and performance metrics via Sentry.
Manage channels, messages, and users on Discord.
Handle payments and customer data through Stripe APIs.
Full-text search and analytics engine integration.
Browser automation and web scraping for LLMs.
Deploy and manage Google Cloud Run services.
Query ClickHouse data warehouses in real-time.
Semantic search and RAG as a service for AI models.
Interact with K8s clusters and manage resources.
Execute and manage API tests via Postman collections.
Headless browser integration for advanced web automation.
Interact with Notion workspaces, pages, and databases.
Connect to 5000+ apps via Zapier workflows.
Transactional email automation for developers.
Send SMS and handle voice calls programmatically.
Schedule and manage video meetings via Zoom API.
Issue tracking and project management for dev teams.
Organize boards, lists, and cards on Trello.
Manage Supabase projects, DBs, and Auth.
Query and update Airtable bases and records.
Track error logs and performance metrics via Sentry.
Manage channels, messages, and users on Discord.
Handle payments and customer data through Stripe APIs.
Full-text search and analytics engine integration.
Browser automation and web scraping for LLMs.
Deploy and manage Google Cloud Run services.
Query ClickHouse data warehouses in real-time.
Semantic search and RAG as a service for AI models.
Interact with K8s clusters and manage resources.
Execute and manage API tests via Postman collections.
Headless browser integration for advanced web automation.
Interact with Notion workspaces, pages, and databases.
Connect to 5000+ apps via Zapier workflows.
Transactional email automation for developers.
Send SMS and handle voice calls programmatically.
Schedule and manage video meetings via Zoom API.
Issue tracking and project management for dev teams.
Organize boards, lists, and cards on Trello.
Manage Supabase projects, DBs, and Auth.
Query and update Airtable bases and records.
Track error logs and performance metrics via Sentry.
Manage channels, messages, and users on Discord.
Handle payments and customer data through Stripe APIs.
Full-text search and analytics engine integration.
Browser automation and web scraping for LLMs.
Deploy and manage Google Cloud Run services.
Query ClickHouse data warehouses in real-time.
Semantic search and RAG as a service for AI models.
Interact with K8s clusters and manage resources.
Execute and manage API tests via Postman collections.
Headless browser integration for advanced web automation.
Interact with Notion workspaces, pages, and databases.
Connect to 5000+ apps via Zapier workflows.
Transactional email automation for developers.
Send SMS and handle voice calls programmatically.
Schedule and manage video meetings via Zoom API.
Issue tracking and project management for dev teams.
Organize boards, lists, and cards on Trello.
Manage Supabase projects, DBs, and Auth.
Query and update Airtable bases and records.
Track error logs and performance metrics via Sentry.
Manage channels, messages, and users on Discord.
Handle payments and customer data through Stripe APIs.
Full-text search and analytics engine integration.
Browser automation and web scraping for LLMs.
Deploy and manage Google Cloud Run services.
Query ClickHouse data warehouses in real-time.
Semantic search and RAG as a service for AI models.
Interact with K8s clusters and manage resources.
Execute and manage API tests via Postman collections.
Headless browser integration for advanced web automation.
Interact with Notion workspaces, pages, and databases.
Connect to 5000+ apps via Zapier workflows.
Transactional email automation for developers.
Send SMS and handle voice calls programmatically.
Schedule and manage video meetings via Zoom API.
Issue tracking and project management for dev teams.
Organize boards, lists, and cards on Trello.
Manage Supabase projects, DBs, and Auth.
Query and update Airtable bases and records.
Track error logs and performance metrics via Sentry.
Manage channels, messages, and users on Discord.
Handle payments and customer data through Stripe APIs.
Full-text search and analytics engine integration.
Browser automation and web scraping for LLMs.
Deploy and manage Google Cloud Run services.
Query ClickHouse data warehouses in real-time.
Semantic search and RAG as a service for AI models.
Interact with K8s clusters and manage resources.
Execute and manage API tests via Postman collections.
Headless browser integration for advanced web automation.
Interact with Notion workspaces, pages, and databases.
A tool for dynamic and reflective problem-solving, helping the model reason through complex tasks.
Allows the AI to maintain long-term memory and knowledge graphs across different sessions.
Secure read/write access to your local files, allowing the AI to analyze and edit code directly.
A reference server that demonstrates all MCP features, from prompts to tools.
State-of-the-art web search for LLMs, providing privacy-focused and accurate information.
Manage repositories, issues, and pull requests directly through the Model Context Protocol.
Connect your AI to Slack to read messages, post updates, and manage channels.
Interact with any PostgreSQL database. Run queries, view schemas, and manage data efficiently.
Find places, get directions, and explore the world through the Google Maps API within your AI.
Search for places, get directions, and retrieve location metadata directly within your AI workflow.
Full read/write access to PostgreSQL databases via MCP. Execute queries, inspect schemas, and manage data.
A simple, secure MCP-to-OpenAPI proxy server
Olares: An Open-Source Personal Cloud to Reclaim Your Data
MCP server for Atlassian tools (Confluence, Jira)
UI over MCP. Create next-gen UI experiences with the protocol and SDK!
AG2 (formerly AutoGen): The Open-Source AgentOS. Join us at: https://discord.gg/sNGSwQME3x
Memory infrastructure for LLMs and AI agents
opensource self-hosted sandboxes for ai agents
⚡️AI Cloud OS: Open-source enterprise-level AI knowledge base and MCP (model-context-protocol)/A2A (agent-to-agent) management platform with admin UI, user management and Single-Sign-On⚡️, supports ChatGPT, Claude, Llama, Ollama, HuggingFace, etc., chat bot demo: https://ai.casibase.com, admin UI demo: https://ai-admin.casibase.com
Super Magic. The first open-source all-in-one AI productivity platform (Generalist AI Agent + Workflow Engine + IM + Online collaborative office system)
Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents, fine-tuning, synthetic data generation, dataset management, MCP, and more.
ACI.dev is the open source tool-calling platform that hooks up 600+ tools into any agentic IDE or custom AI agent through direct function calling or a unified MCP server. The birthplace of VibeOps.
Unity MCP acts as a bridge, allowing AI assistants (like Claude, Cursor) to interact directly with your Unity Editor via a local MCP (Model Context Protocol) Client. Give your LLM tools to manage assets, control scenes, edit scripts, and automate tasks within Unity.
AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework
A model-driven approach to building AI agents in just a few lines of code.
5ire is a cross-platform desktop AI assistant, MCP client. It compatible with major service providers, supports local knowledge base and tools via model context protocol servers .
A context-aware AI assistant for your desktop. Ready to respond intelligently, seamlessly integrating multiple LLMs and MCP tools.
AI-powered reverse engineering assistant that bridges IDA Pro with language models through MCP.
Code search MCP for Claude Code. Make entire codebase the context for any coding agent.
Install, run and deploy your own decentralized AI agent service
Awesome MCP Servers - A curated list of Model Context Protocol servers
WhatsApp MCP server
This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities
🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
🐬DeepChat - A smart assistant that connects powerful AI to your personal world
Browser MCP is a Model Context Provider (MCP) server that allows AI applications to control your browser
Agent-ready RPA suite with out-of-the-box automation tools. Built for individuals and enterprises.
Klavis AI (YC X25): MCP integration platforms that let AI agents use tools reliably at any scale
HexStrike AI MCP Agents is an advanced MCP server that lets AI agents (Claude, GPT, Copilot, etc.) autonomously run 150+ cybersecurity tools for automated pentesting, vulnerability discovery, bug bounty automation, and security research. Seamlessly bridge LLMs with real-world offensive security capabilities.
A collection of MCP clients.
A community driven registry service for Model Context Protocol (MCP) servers.
Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection
An open-source, code-first Go toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.
Monitor browser logs directly from Cursor and other MCP compatible IDEs.
53AI Hub is an open-source AI portal, which enables you to quickly build a operational-level AI portal to launch and operate AI agents, prompts, and AI tools. It supports seamless integration with development platforms like Coze, Dify, FastGPT, RAGFlow.
Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project
The most powerful Android RPA agent framework, next generation of mobile automation robots.
Agent Framework For Fintech and Banks
AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.
Build effective agents using Model Context Protocol and simple workflow patterns
MCP for xiaohongshu.com
ValueCell is a community-driven, multi-agent platform for financial applications.
Enterprise-grade, commercial-friendly agentic workflow platform for building next-generation SuperAgents.
OpenMetadata is a unified metadata platform for data discovery, data observability, and data governance powered by a central metadata repository, in-depth column level lineage, and seamless team collaboration.
A collection of projects showcasing RAG, agents, workflows, and other AI use cases
🕷️ An undetectable, powerful, flexible, high-performance Python library to make Web Scraping Easy and Effortless as it should be!
mcp-use is the easiest way to interact with mcp servers with custom agents
Bytebot is a self-hosted AI desktop agent that automates computer tasks through natural language commands, operating within a containerized Linux desktop environment.
A blazing fast AI Gateway with integrated guardrails. Route to 200+ LLMs, 50+ AI Guardrails with 1 fast & friendly API.
A cross-platform desktop All-in-One assistant tool for Claude Code, Codex & Gemini CLI.
Yet another WebUI for Nginx
A cross-platform Markdown AI note-taking software.
Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!
A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you
MCP Toolbox for Databases is an open source MCP server for databases.
MCP server to provide Figma layout information to AI coding agents like Cursor
Trigger.dev – build and deploy fully‑managed AI agents and workflows
:file_folder: What Dropbox should have been if it was based on SFTP, S3, FTP, SMB, NFS, WebDAV, Git, and more
This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.
Agentic IM Chatbot infrastructure that integrates lots of IM platforms, LLMs, plugins and AI features. ✨
AgentScope: Agent-Oriented Programming for Building LLM Applications
Rich-text editor with AI, MCP, and shadcn/ui
From the team behind Gatsby, Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack.
Chrome DevTools for coding agents
Go language library for reading and writing Microsoft Excel™ (XLAM / XLSM / XLSX / XLTM / XLTX) spreadsheets
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
📦 Repomix is a powerful tool that packs your entire repository into a single, AI-friendly file. Perfect for when you need to feed your codebase to Large Language Models (LLMs) or other AI tools like Claude, ChatGPT, DeepSeek, Perplexity, Gemini, Gemma, Llama, Grok, and more.
🚀 The fast, Pythonic way to build MCP servers and clients
The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra
An LLM agent that conducts deep research (local and web) on any given topic and generates a long report with citations.
Playwright MCP server
Your ultimate Go microservices framework for the cloud-native era.
In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM
GitHub's official MCP Server
Composio equips your AI agents & LLMs with 100+ high-quality integrations via function calling
FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex question-answering systems without the need for extensive setup or configuration.
an easy-to-use dynamic service discovery, configuration and service management platform for building AI cloud native applications.
Enhanced ChatGPT Clone: Features Agents, MCP, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active.
Federated Query Engine for AI - The only MCP Server you'll ever need
:robot: The free, Open Source alternative to OpenAI, Claude and others. Self-hosted and local-first. Drop-in replacement for OpenAI, running on consumer-grade hardware. No GPU required. Runs gguf, transformers, diffusers and many more. Features: Generate Text, MCP, Audio, Video, Images, Voice Cloning, Distributed, P2P and decentralized inference
Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors
🦍 The Cloud-Native Gateway for APIs & AI
The all-in-one Desktop & Docker AI application with built-in RAG, AI agents, No-code agent builder, MCP compatibility, and more.
🤯 LobeHub - an open-source, modern design AI Agent Workspace. Supports multiple AI providers, Knowledge Base (file upload / RAG ), one click install MCP Marketplace and Artifacts / Thinking. One-click FREE deployment of your private AI Agent application.
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
The fastest path to AI-powered full stack observability, even for lean teams.
A collection of MCP servers.
User-friendly AI Interface (Supports Ollama, OpenAI API, ...)
Production-ready platform for agentic workflow development.
Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.