# MCP integration

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.

Parallel Search MCP is a tool that allows the use of parallel search APIs in MCP-compatible LLM clients, suitable for daily small-scale web search tasks

This is an MCP server that provides a standardized interface for the CodeQL N1ght tool, enabling AI assistants to automate the code analysis workflow, including environment installation, database creation, and security scanning.

A project integrating a Playwright - based browser proxy and MCP service, supporting browser session control via HTTP API or MCP client

Speikzeug is a modern toolset that provides MCP server integration for automated data processing and system anonymization.

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.

An MCP implementation for playing sound effects after Cursor AI code generation

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.

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

OpenDeepSearch is an open - source research tool and an alternative to Perplexity Deep Research. It provides in - depth search and research capabilities through the Model Context Protocol (MCP). It can break down complex problems into sub - problems, perform multiple rounds of searches using the Brave Search API, analyze the results, and generate structured research reports. It supports citation of sources and can be integrated into MCP clients such as Claude Desktop and Cursor.

A simple function project integrating Rust with JavaScript/TS, realizing function calls through the MCP client, including the build, test, and configuration processes.

A text-to-speech (TTS) MCP server based on FishSpeech, supporting voice reference saving and can be integrated with MCP-compatible LLMs such as Dive.

mcp - rag - server is a Retrieval Augmented Generation (RAG) server based on the Model Context Protocol (MCP). It provides relevant context for connected LLMs by indexing project documents. It uses ChromaDB and Ollama for local storage and embedding generation, supports multiple file formats, and can be quickly deployed using Docker.

An MCP server for accessing e-commerce analytics data through the Triple Whale API, providing functions such as blended statistical data, store information, and queries for available metrics and dimensions.

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.

MCP service for weather data based on WeatherAPI

A project for parsing the key content of Media Kit PDF files in the advertising and marketing industry, achieving automated processing through integration with the MCP service.

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.

Google Sheets MCP Server is a tool for automated operations on Google Sheets through the Model Context Protocol (MCP). It provides complete spreadsheet CRUD functions, supports integration with multiple MCP clients, and performs secure authentication through a Google service account.

The Auggie MCP server integrates the Auggie CLI tool into the MCP ecosystem, providing code repository Q&A and change implementation functions, and supporting clients such as Cursor and Claude.

This project includes custom slash commands for testing the integration of the Coroot MCP server, providing two testing methods: direct tool invocation testing and natural language testing, ensuring security and non-destructiveness.

A comprehensive modern Python wrapper for the Planning Center API, using Pydantic and asynchronous mode, providing type - safe data access, Webhook handling, and MCP server integration, supporting all Planning Center products.

The MCP API is a watermark removal service for Sora2 videos based on the model context protocol. It can be quickly integrated into mainstream MCP-compatible tools such as Claude Desktop and OpenAI, and can intelligently remove video watermarks through simple API key authentication.

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.

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.

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.

UpTier is a desktop to - do application that combines the Microsoft To Do - style interface with the intelligent priority sorting function of Claude AI, enabling intelligent task management through the MCP protocol.

The LLAMATOR MCP Server is a production - level service for automated LLM red team testing, providing HTTP API and MCP interfaces, supporting asynchronous test execution, artifact storage, and job status management.