# MCP integration

An intelligent bot that integrates MCP servers with Slack, providing LLM - driven interaction and tool execution capabilities.

A localized MCP server designed for PrestaShop development documentation, providing fast full-text search for over 1095 offline documents, including hooks, components, APIs, and development guides.

TOON-MCP is a model context protocol server that can reduce token consumption by up to 60% in AI-assisted development workflows by automatically converting verbose JSON structures into the Token-Optimized Object Notation (TOON).

Shipyard CLI is a command-line tool for managing temporary environments on the Shipyard platform. It supports functions such as environment management, service operations, log viewing, and port forwarding, and integrates the MCP service for AI assistants to use.

DeepContext is an MCP server that provides symbol - aware semantic search capabilities for code assistants. By intelligently parsing code structure and semantic relationships, it can accurately locate relevant code snippets in large codebases and improve development efficiency.

An SSH automation tool based on the Model Context Protocol that provides secure remote command execution and file transfer functions, supports multiple authentication methods, and can be integrated with MCP clients such as Claude/Cline.

Prompt Decorators is a framework for standardizing large - language - model prompt enhancement and transformation. It provides specification definitions and Python implementations, includes over 140 pre - set decorators, and supports MCP protocol integration.

The mkinf SDK is a powerful toolkit that can easily integrate MCP servers into applications and access professional AI capabilities through a unified interface.

A project that integrates Spotify music playback functions through the MCP service

Runbook MCP Server is a service that allows users to run custom runbooks through Claude Desktop, supporting automated operations and maintenance and manual test plan execution.

An MCP service project that provides seamless access to the Caiyun Weather API

The VibeCheck Web testing tool is an AI-driven web testing agent designed to simplify the web testing process for developers. It integrates with AI programming assistants through the MCP protocol, supporting automated test recording, execution, and discovery, and helping developers quickly identify and fix code issues.

Hello-MCP is a practical tool that helps Claude Desktop interact with external tools through the MCP protocol, providing a simple configuration wizard and integration features.

The MCP RAG Server is a retrieval-augmented generation service based on the Model Context Protocol. It automatically indexes project documents through local tools (ChromaDB and Ollama) and provides context enhancement capabilities for connected LLMs.

Archon is an intelligent system for autonomously constructing and optimizing AI agents. It demonstrates key principles of modern AI through iterative development, including agent reasoning, domain knowledge integration, and scalable architecture. The current version V4 provides a comprehensive Streamlit interface, supports Docker deployment, and integrates with MCP services for seamless docking of the AI IDE.

MCP service for weather data based on WeatherAPI

A Discord server project for debugging, supporting channel configuration for different environments (development, pre-release, production) and can be integrated through MCP.

The Search1API MCP Server is a server based on the Model Context Protocol (MCP), providing search and crawling functions, and supporting multiple search services and tools.

An MCP server for searching and downloading papers from multiple academic platforms (such as arXiv, PubMed, bioRxiv, etc.), supporting standardized search and acquisition tools, facilitating AI - driven research workflows.

This project demonstrates how to combine LlamaIndex with MCP tool integration to build an intelligent agent capable of real-time weather information query through the OpenWeather API.

The Anybox MCP Server is a Model Context Protocol server developed for the macOS bookmark manager Anybox, allowing clients such as Claude Desktop to search for, save, and manage bookmarks, tags, and folders through the API.

A human feedback loop MCP server for AI-assisted development tools, collecting user feedback through an interactive interface, supporting cross-platform operation and quick feedback options

An MCP server for data visualization that supports quickly generating charts in multiple formats such as Mermaid and PNG images, and can be seamlessly integrated with MCP clients such as Cursor.

PageIndex MCP is an inference-based vectorless RAG system. Through the MCP protocol, it exposes the tree-like index of documents to LLMs, enabling platforms such as Claude to retrieve information from PDF documents through structural reasoning like human experts, without the need for a vector database.

A VSCode/Cursor extension that captures terminal output in real-time via the MCP protocol for AI assistants, enabling seamless integration of terminal data and AI.

A self - learning knowledge base about the Swiss labor market and the impact of artificial intelligence, providing functions such as data collection, semantic search, impact analysis, and MCP server integration.

The Device42 MCP Server is an MCP server implementation for the Device42 IT asset management system. It supports querying and managing asset information such as devices, IP addresses, subnets, and racks through AI assistants, and provides read - write operations and advanced DOQL query functions.

A server implementation based on the Model Context Protocol (MCP) for executing CMD commands and SSH connections on Windows and Linux systems, supporting the integration of command - line operations through MCP - compatible applications.

Integrate expert teams into the agent flow through the MCP server, involving technical component selection and task document optimization

A document storage and retrieval system based on FastAPI and ChromaDB, providing API interfaces to manage collections and documents and supporting MCP service integration.