# MCP Integration

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

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.

A cross - platform tool that supports batch converting PNG/JPG images to WebP format, provides multi - threaded processing and various conversion options, and integrates the MCP protocol for easy use in AI development environments.

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.

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

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.

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.

AgentCraft is an enterprise-level AI agent framework that provides secure and scalable intelligent agent services.

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

The Nia Codebase MCP service provides code understanding and integration functions

An MCP server implementation that provides video transcription functions (such as for YouTube, Facebook, TikTok, etc.) and can be integrated with LLMs.

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.

Chakra MCP Server is a tool that natively integrates with Anthropic's Model Context Protocol (MCP), allowing users to interact with databases and subscribed data shares through natural language. It supports natural language queries, data share interactions, and database management functions.

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

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.

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.

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.

The MCP Git tool library provides a series of Git operation functions called through the model context protocol

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.

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.

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.

The AgentMail MCP server provides tools for interacting with the AgentMail API, supporting functions such as sending, receiving, and replying to emails.

DeepRepo is a production-grade local RAG engine Python library that supports multiple AI providers, provides vector storage, MCP server integration, and a RESTful API, without the need for an external vector database or heavy framework.

The WordPress MCP Abilities Extension plugin provides 45 well - designed API capabilities, enabling AI agents to programmatically interact with WordPress through the Model Context Protocol, supporting comprehensive management functions for pages, articles, users, media, etc.

Rigour is an AI code agent governance platform that provides real-time security scanning, quality gates, and memory governance to prevent sensitive information leakage and ensure the quality of code generated by AI.

ReClass.NET MCP integration project, which enables the interaction between Claude Code and the ReClass.NET memory analysis tool through TCP connection, providing functions such as memory read and write, structure management, and process detection.

An all-in-one Docker image for the QuantConnect Lean algorithmic trading engine, supporting automatic GPU selection, a modern web interface, REST API, and MCP protocol integration

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.

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.