# MCP Integration

The Indian Railways MCP service provides an integration of train information query tools

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

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.

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.

A TypeScript-based MCP server that provides web search and content scraping functions through the Serper API and supports integration with Claude Desktop.

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.

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.

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 project demonstrating the integration of MCP and Cursor IDE

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

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.

A text-to-speech tool based on the MCP server and OpenAI TTS SDK, supporting local environment playback.

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.

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.

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

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.

A Gradle-based MCP server for managing Tomcat applications, providing process control, log query, and real-time monitoring functions

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.

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.

A web screenshot tool optimized for AI vision workflows. Automatically segments the entire web page into 1072x1072 pixel tiles to ensure the best processing effect. Supports MCP integration and screen recording functions

This is an MCP server that connects to the Tuba.ai platform, allowing you to control and interact with AI vision workflows programmatically, providing functions such as execution, monitoring, configuration, and file upload.

A local task manager based on Redis, providing a modern web interface, rich CLI tools, and MCP server integration, supporting task management, time tracking, and log analysis.