# MCP Integration

This project guides developers on how to integrate the MCP service with GitHub Copilot to extend the capabilities of the AI-assisted development workflow. Through less than an hour of learning, users will set up the GitHub MCP server, implement Copilot proxy mode integration, and complete the full process practice from issue research to code submission.

An AI - based automatic meeting scheduling assistant based on the Model Context Protocol that can automatically parse When2Meet event information and mark users' available time through natural language or timestamps.

Notebook Intelligence (NBI) is an AI coding assistant and extensible AI framework designed for JupyterLab. It supports models from GitHub Copilot and other LLM providers, including local Ollama models. It significantly enhances productivity through features such as code generation, auto - completion, and chat interfaces, and supports the integration of Model Context Protocol (MCP) services.

A Raindrop.io bookmark management integration tool based on Go, which enables interaction with LLMs through the MCP protocol.

A demonstration of a RAG application integrated with an MCP server, featuring document retrieval, context-aware prompt generation, and LLM API integration.

A Python-based document processing and Retrieval Augmented Generation (RAG) server that uses the DuckDB database to store embedding vectors, supports multiple file format processing, and provides a Web interface and API.

workers-mcp is a toolkit that connects Cloudflare Workers to MCP clients, allowing developers to expose Worker functions for use by MCP clients such as Claude Desktop.

mcp - openapi - proxy is a Python package that implements a Model Context Protocol (MCP) server to dynamically expose REST APIs conforming to the OpenAPI specification as MCP tools, facilitating integration into MCP workflows.

Cipher is an open-source memory layer framework designed for programming AI agents. It integrates with various IDEs and AI coding assistants through the MCP protocol, providing core functions such as automatic memory generation, team memory sharing, and dual-system memory management.

An automated suite for Android APK security analysis that integrates tools such as JEB, JADX, APKTOOL, FlowDroid, and MobSF, and provides a unified API interface through the MCP protocol to achieve vulnerability detection with multi - tool cross - validation.

The Icons8 MCP Server provides instant access to over 368,865 icons for AI programming environments, supporting free high-resolution PNG previews and paid SVG downloads. It can be directly integrated into various development tools to quickly obtain icon resources.

Continuo is a persistent memory system that provides semantic search and hierarchical compression functions for the development environment, enabling cross - session knowledge storage and retrieval through a vector database and the MCP protocol.

An AI-driven code analysis and optimization tool integrated with MCP services, aiming to improve development efficiency and code quality, and providing functions such as security scanning, performance analysis, and automated testing.

The Krep MCP Server is a high - performance string search tool that provides optimized pattern matching functions for AI assistants through the MCP protocol. Although the core functions are simple, the project has problems such as over - engineering, redundant documentation, and chaotic integration.

The GigAPI MCP server is an MCP-compatible service designed for the GigAPI time-series data lake. It provides the ability to seamlessly integrate with Claude Desktop and other MCP clients, supporting operations such as SQL queries, data writing, and database management.

A Docker-based secure code execution environment that provides isolated sandbox support for the MCP protocol

gbox is an open-source self-hosted sandbox project that provides a secure execution environment for AI agents, supports various tools such as terminals, browsers, and file operations, and is compatible with the MCP protocol.

An MCP server for persisting development memory across projects, automatically capturing and organizing development context, code changes, and user interactions. Currently, it is hindered by file system access and JSON response handling issues.

DevDocs is an intelligent document crawling and processing tool designed to help developers quickly understand and implement technical documents, significantly shortening the R & D cycle.

Brummer is a terminal user interface tool that supports multiple package managers, provides intelligent log management and real - time monitoring, and integrates the MCP server for external tool access.

This is a Spring Boot Starter for automatically integrating MCP (Model Control Protocol) services, supporting non - intrusive enhancement and custom tool parsing, and simplifying AI interface development.

An MCP server based on the Serper API, providing Google search functionality and an AI in-depth research tool, supporting configurable search parameters, multi-level research depth, and result quality monitoring.

An AI planning system integrating Google Gemini CLI and Claude Code, providing functions such as automatic planning and execution, persistent context management, and MCP integration.

This project is a stock price server based on the Yahoo Finance API, designed specifically for MCP (Multi - Agent Control Protocol), providing functions such as real - time stock data acquisition, watchlist management, and technical analysis.

Scraper.is MCP is a web scraping tool integration package based on the Model Context Protocol, enabling AI assistants to access the latest web content through the MCP protocol.

The Nia Codebase MCP service provides code understanding and integration functions

The Railway MCP Server is a service based on the Model Context Protocol (MCP) for managing the infrastructure of Railway.app through natural language, including deploying services, managing variables, and monitoring deployments.

gbox is an open - source self - hosted sandbox project that provides a secure environment for MCP integration and other AI agent use cases. It includes tools such as a terminal, browser, and file editor, supports local task execution and file processing, and provides Python and Typescript SDKs.

ReActMCP Web Search is an MCP server integrated with the Exa API, providing real-time web search functionality for AI assistants, supporting basic search and advanced filtering options, and returning results in Markdown format.

MCP-OpenLLM is a LangChain wrapper for seamless integration of different MCP servers and open-source large language models (LLMs), supporting the use of LangChain community models.