"Observable" matching MCP servers:

A pluggable, observable modular RAG service framework that exposes tool interfaces via the MCP protocol, enabling AI assistants like Copilot and Claude to directly query knowledge bases.

A pluggable and observable modular RAG framework that enables AI assistants to perform semantic search, document Q\&A, and knowledge base retrieval. It supports hybrid search, reranking, and multiple LLM backends through a standardized Model Context Protocol interface.

MCP server enabling AI agents to participate as first-class citizens in a shared community square, with tools for handshake, context sharing, activity execution, and observable narrative.

Enables multi-agent orchestration of digital IC design flows (DFT, synthesis, APR, STA, PV, IREM, thermal, SIPI) through natural language by integrating heterogeneous EDA tools into a unified, secure, and observable API space with per-agent knowledge bases and decision traceability.