Awesome MCP
A curated collection of Model Context Protocol (MCP) servers, clients, and SDKs designed to facilitate integration between large language models and external systems.
SecBench
Systematically benchmarks and provides a playground for testing the security of Model Context Protocols.
Biomart
Interfaces with Biomart databases using the Model Context Protocol (MCP) to provide biological data to Large Language Models.
EventOrOutage
Identifies potential external events like holidays or major happenings that may be causing traffic drops, helping SREs distinguish them from actual outages.
Ollama
Enables seamless integration between local Ollama LLM instances and MCP-compatible applications for advanced task management.
Zen AI Devtools
Provides a versatile MCP server accessible via SSE for Git operations, file manipulation, and shell command execution, enhancing AI assistant capabilities.
Swift OpenAI
Provides a universal Model Context Protocol (MCP) server for accessing OpenAI's APIs and other compatible AI providers through a standardized interface.
VLLM Benchmark
Benchmarks vLLM endpoints interactively through MCP, enabling performance evaluation of large language models.
Garen Design
Automates the entire software development pipeline from user requirements to multi-framework code generation using an AI-driven component design service.
Latex MathML
Converts LaTeX mathematical expressions into MathML format using a Model Context Protocol (MCP) server.
AI Pair Programmer
Provides an AI Pair Programmer server offering various AI-powered tools for code development and analysis.
Serve
Run and serve deep learning models with shell execution and containerization options.
Contemplation
Integrates a continuous, background cognitive processing system that enables AI models to think between conversations.
Mc-Agent
Enables AI agents to interact with Minecraft Bedrock using WebSockets and the Minecraft Script API.
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.
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.
Lazy Terminal
Automates terminal interactions by intelligently routing queries to language models or external tools.
Demo Dn
Provides a basic template for building a Model Context Protocol (MCP) server that integrates with external APIs.
Model Context Protocol Collection
Curates a comprehensive list of over 50 Model Context Protocol servers designed to extend AI capabilities across diverse domains.