Garen Design
Automates the entire software development pipeline from user requirements to multi-framework code generation using an AI-driven component design service.
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.
PST
Enables AI agents and clients to seamlessly invoke various penetration testing tools within a Windows environment.
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.
Mc-Agent
Enables AI agents to interact with Minecraft Bedrock using WebSockets and the Minecraft Script API.
Crawl4AI RAG
Provides advanced web crawling and Retrieval-Augmented Generation (RAG) capabilities for AI agents and coding assistants.
MinionWorks
Automates complex tasks in a web browser using modular AI agents.
Serve
Run and serve deep learning models with shell execution and containerization options.
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.
Flux
Enables language models to generate images using SiliconFlow FLUX models via a Python-based MCP server.
Campus Chatbot
Delivers a self-evolving AI intelligent service hub specifically designed for university campuses, integrating RAGFlow, LLM, and MCP tool calling.
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.
Graphiti Pro
Provides an enhanced memory repository service and management platform for building and querying temporally-aware knowledge graphs tailored for AI agents.
Table Backuper
Manages and lists SQL Server table backups via MCP.
Multi-Server LLM Agent
Orchestrates multiple tool servers, including web search, weather lookup, and database querying, using an OpenAI LLM agent.