開發 資源

MCP server for searching and retrieving flight information using Duffel API.

A Model Context Protocol (MCP) server that wraps the dbt CLI tool, enabling AI coding agents to interact with dbt projects through standardized MCP tools.

An MCP proxy server that aggregates and serves multiple MCP resource servers through a single interface. This server acts as a central hub that can:

A Model Context Protocol (MCP) server that provides tools for interacting with a Supabase database. This server enables AI assistants to perform database operations through a standardized interface.

OpenRouter for MCP Servers

Speak to Jira in natural language to get information on and modify your project. Use it with Claude Desktop in combination with a custom README that you will create with project information, so that you can delegate PM tasks, (e.g. given yoou have a list of my team and their specialities, assign any new issue to the most relevant person).

A JVM monitoring MCP server implementation based on Arthas, providing a simple and easy-to-use Python interface for monitoring and analyzing Java processes.

Sample MCP Server and MCP client using Aspire.

A Model Context Protocol server

A reasoning implementation for Claude Desktop that lets you use both Beam Search and Monte Carlo Tree Search (MCTS). tbh this started as a way to see if we could make Claude even better at complex problem-solving... turns out we definitely can.

A Model Context Protocol (MCP) server that provides comprehensive access to Roam Research's API functionality. This server enables AI assistants like Claude to interact with your Roam Research graph through a standardized interface. (A WORK-IN-PROGRESS, personal project not officially endorsed by Roam Research)

A server that provides tools for agent management, memory operations, and integration with the Letta system.

A specialized MCP server that helps create new MCP server scaffolds. This tool streamlines the process of creating new Model Context Protocol (MCP) servers by providing a structured development protocol and example templates.

A Model Context Protocol (MCP) server that converts various file formats to Markdown using the MarkItDown utility.

适用于PubMed的MCP server：这是一个刚刚开发的项目，功能仍在完善中，欢迎各位提出建议和改进！

A server that ingests and serves Swagger/OpenAPI specifications through the Model Context Protocol (MCP).

This project implements a Model Context Protocol (MCP) server that provides a comprehensive suite of tools for interacting with Google Cloud's Vertex AI Gemini models, focusing on coding assistance and general query answering.

A Model Context Protocol server that provides MySQL database operations. This server enables AI models to interact with MySQL databases through a standardized interface.

An MCP server that provides comprehensive Excel file management and data analysis capabilities.

A Model Context Protocol (MCP) server providing language support for code editing.

A Model Completion Protocol (MCP) server for Databricks that provides access to Databricks functionality via the MCP protocol. This allows LLM-powered tools to interact with Databricks clusters, jobs, notebooks, and more.

A professional framework designed for enterprise-level Model Context Protocol (MCP) tool development, standardizing the MCP server development process to help developers rapidly build high-quality AI tools. By integrating FastAPI with FastAPI-MCP, this framework enables seamless transformation from traditional APIs to AI-callable tools.

Easily interact with the Israeli Government Public API (data.gov.il) using this project.

godoc-mcp is a Model Context Protocol (MCP) server that provides efficient access to Go documentation. It helps LLMs understand Go projects by providing direct access to package documentation without needing to read entire source files. godoc-mcp can vastly improve the performance of using LLMs to develop in Go by substantially reducing the number of tokens needed to understand and make use of Go packages.

A TypeScript implementation that connects local LLMs (via Ollama) to Model Context Protocol (MCP) servers. This bridge allows open-source models to use the same tools and capabilities as Claude, enabling powerful local AI assistants.

An R&D Minecraft PE server in Node.js

An MCP server for managing and interacting with Jupyter notebooks programmatically.

A Model Context Protocol (MCP) server that provides web search capabilities through Google's Custom Search API. This server enables Language Learning Models (LLMs) to perform web searches using a standardized interface.

A bridge connecting Model Context Protocol (MCP) servers to OpenAI-compatible LLMs. Primary support for OpenAI API, with additional compatibility for local endpoints that implement the OpenAI API specification.

A Ruby 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.

An MCP server that performs a visual review of a UI edit request. Ask your agent to screenshot the page before and after the edit, and then call this tool to review the edit.

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.

Model Context Protocol (MCP) server implementation that enables Claude Desktop to interact with Google's Gemini AI models.

Ever wished you could just ask Portainer what's going on?

An intelligent research assistant powered by Perplexity's specialized AI models. Features automatic query complexity detection to route requests to the most appropriate model for optimal results. Unlike the Official server, it has search capabilities FOR EVERY TASK, essentially

A comprehensive MCP server that provides sophisticated tools for interacting with PocketBase databases. This server enables advanced database operations, schema management, and data manipulation through the Model Context Protocol (MCP).

A Model Context Protocol (MCP) server that provides Nostr capabilities to LLMs like Claude.

A TypeScript implementation of a Model Context Protocol (MCP) server that integrates with Google's Gemini Pro model.

PIXRA is a reliability-focused framework designed for real-world applications. It enables trusted agent workflows in your organization through advanced reliability features, including verification layers, triangular architecture, validator agents, and output evaluation systems.

Enhance Claude's reasoning capabilities with the integration of DeepSeek R1's advanced reasoning engine. This server enables Claude to tackle complex reasoning tasks by leveraging the reasoning capabilites of deepseek r1 model.

Validate code, generate templates, and scaffold projects following best practices

A curated list of awesome Model Context Protocol (MCP) servers.

Welcome! This repository is a collection of guides, utilities, and server implementations for the Model Context Protocol (MCP) created while learning MCP. It reflects ongoing exploration and development with this exciting new standard for creating powerful Agent capabilities. Questions and feedback are welcome! 🚀

一个基于MCP协议的开发文档服务器，专为各类开发框架文档设计。提供文档多线程爬取、本地文档加载、关键词搜索和文档详情获取功能。

Vite plugin that enables a MCP server for your Vue app to provide information about the component tree, state, routes, and pinia tree and state.

一个基于 MCP（Model Context Protocol）协议的智能宠物伴侣应用，通过语音识别和自然语言处理技术，为宠物主人提供实时互动和服务。该应用是一个 MCP-Client 应用，可以自主无限搭配 MCP-Server 实现需求。

MCP Server for Shopify API, enabling interaction with store data through GraphQL API. This server provides tools for managing products, customers, orders, and more.

A quick MCP demo for Mythic, allowing LLMs to pentest on our behalf!