Contemplation

Integrates a continuous, background cognitive processing system that enables AI models to think between conversations.

AI Pair Programmer

Provides an AI Pair Programmer server offering various AI-powered tools for code development and analysis.

Latex MathML

Converts LaTeX mathematical expressions into MathML format using a Model Context Protocol (MCP) server.

Garen Design

Automates the entire software development pipeline from user requirements to multi-framework code generation using an AI-driven component design service.

Vision Relay

Integrates local Gemini and Qwen multimodal command-line interfaces into a unified Model Context Protocol tool, enabling text-only models to access vision capabilities.

PST

Enables AI agents and clients to seamlessly invoke various penetration testing tools within a Windows environment.

MinionWorks

Automates complex tasks in a web browser using modular AI agents.

Crawl4AI RAG

Provides advanced web crawling and Retrieval-Augmented Generation (RAG) capabilities for AI agents and coding assistants.

Serve

Run and serve deep learning models with shell execution and containerization options.

Mc-Agent

Enables AI agents to interact with Minecraft Bedrock using WebSockets and the Minecraft Script API.

Groq

Integrates the Groq API as a Model Context Protocol (MCP) server, enabling clients like Claude Desktop to utilize Groq's language models, audio transcription, and vision analysis capabilities.

Semclone

Empowers Large Language Models with comprehensive open-source software compliance and vulnerability analysis through the SEMCL.ONE toolchain.

API Manager

Securely manage and organize API keys, integrating seamlessly with AI development environments like Claude Desktop and Claude Code.

Table Backuper

Manages and lists SQL Server table backups via MCP.

Kali

Provides an API bridge for AI agents to execute commands directly on a Linux terminal, enabling AI-assisted security operations.

LM Studio Bridge Enhanced

Connects MCP clients like Claude Code to local LLMs running in LM Studio, allowing them to utilize a wide array of MCP tools.

Awesome MCP Servers

A curated list of Model Context Protocol (MCP) servers, frameworks, utilities, and clients, facilitating AI models' interaction with local and remote resources.

Campus Chatbot

Delivers a self-evolving AI intelligent service hub specifically designed for university campuses, integrating RAGFlow, LLM, and MCP tool calling.

Multi-Server LLM Agent

Orchestrates multiple tool servers, including web search, weather lookup, and database querying, using an OpenAI LLM agent.

Lazy Terminal

Automates terminal interactions by intelligently routing queries to language models or external tools.

Multi-Agent Control Point

Routes user queries to a language model or specialized agents, enabling dynamic response generation.