# MCP 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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

This project is a TypeScript library that converts MCP services into LangChain tools, simplifying the process of using MCP server tools in LangChain.

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.

Showcasing the integration of computer vision tools with language models through MCP

A full-stack application that integrates the Model Context Protocol (MCP) with Anthropic's Claude LLM, providing an interactive chat interface and utilizing MCP tools.

A text-to-speech MCP server based on the built-in say command in macOS

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

The Eunomia MCP Server is an open - source data governance tool for data policy management in LLM applications, supporting integration with the MCP server.