Amazon Q CLI

UltraRAG is a lightweight RAG (Retrieval-Augmented Generation) framework based on the Model Context Protocol (MCP). It provides low-code orchestration of complex RAG pipelines by treating core components (retriever, generator, etc.) as independent MCP Servers and using an MCP Client for workflow composition. UltraRAG includes a visual Pipeline Builder, unified evaluation workflows, and one-click conversion of pipelines into interactive web demos, targeting both research exploration and industrial prototyping.

The official Python SDK for the Model Context Protocol (MCP). It implements the MCP specification for building MCP servers and clients, exposing Resources, Tools and Prompts, supporting transports like stdio, SSE and Streamable HTTP, structured output, lifespan management, OAuth authentication, progress reporting, elicitation, and other MCP features to provide standardized context and functionality to LLM applications.

HexStrike AI MCP Agents is an MCP-compatible, AI-powered cybersecurity automation platform (v6.0) that connects LLM-based agents (GPT, Claude, Copilot, etc.) to a server that can autonomously run 150+ security tools. It automates pentesting, vulnerability discovery, bug-bounty workflows, CTF solving and security research via multi-agent orchestration, tool selection, parameter optimization, and real-time dashboards.