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"Observable" matching MCP servers:

  • Modular RAG MCP Server

    EdmendZ
    A
    license
    Not graded
    quality
    C
    maintenance
    A pluggable, observable modular RAG framework that exposes query knowledge hub, list collections, and get document summary tools via MCP, enabling AI assistants to perform hybrid search and document retrieval with reranking.
    1
    MIT

  • Modular RAG MCP Server

    Lina6795
    A
    license
    Not graded
    quality
    C
    maintenance
    A pluggable, observable modular RAG service framework that exposes tool interfaces via the MCP protocol, enabling AI assistants like Copilot and Claude to directly invoke knowledge retrieval and reasoning capabilities.
    MIT

  • Modular RAG MCP Server

    Bye-666
    F
    license
    Not graded
    quality
    B
    maintenance
    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.
    1

  • Modular RAG MCP Server

    jerry-ai-dev
    A
    license
    Not graded
    quality
    F
    maintenance
    A pluggable, observable modular RAG framework exposing tools via MCP protocol for AI assistants like Copilot/Claude to query knowledge bases, list collections, and retrieve document summaries.
    1,090
    MIT

  • Modular RAG MCP Server

    IcedVodka
    A
    license
    Not graded
    quality
    D
    maintenance
    A pluggable and observable Retrieval-Augmented Generation framework that exposes hybrid search and document management tools via the Model Context Protocol. It features a complete ingestion pipeline with multi-modal support, automated evaluation using Ragas, and a Streamlit dashboard for real-time tracking.
    1
    MIT

  • keel

    tdalbanmoreynas
    A
    license
    Not graded
    quality
    B
    maintenance
    An observable autonomy harness for AI coding agents that enables long task execution without drift or cheating, while recording all actions for cost and quality steering.
    MIT

  • nexus-mcp

    jasleen27
    A
    license
    Not graded
    quality
    B
    maintenance
    An enterprise-grade MCP gateway and security router that gives AI agents secure, observable access to internal corporate knowledge through hybrid vector+BM25 retrieval, RBAC, and prompt injection protection.
    MIT

  • Atlas

    Ctrl1CandV
    -
    license
    Not graded
    quality
    Not graded
    maintenance
    A local, auditable multi-model workflow engine that lets you define YAML graphs for orchestrating LLM agents across vendors, with MCP tools for validation, dry-runs, execution, and human approval, all fully observable in a local web interface.

  • mcp-explorer

    ABeltramo
    -
    license
    Not graded
    quality
    B
    maintenance
    A controllable, observable MCP server for dynamically setting tools and intercepting calls in real time, useful as a mock/MITM harness for testing MCP clients.

  • d3-mcp-server

    jakeb-grant
    F
    license
    Not graded
    quality
    D
    maintenance
    Provides AI agents with D3.js API documentation and example code from d3js.org and Observable gallery, enabling module discovery, documentation search, and example extraction.
    1

  • Shared MCP Gateway

    xfn-jjw
    F
    license
    Not graded
    quality
    C
    maintenance
    Aggregates multiple shared MCP servers into a single HTTP gateway, providing a unified, observable, and reusable MCP access layer for multiple AI clients like Codex, OpenCode, and OpenClaw. It centralizes configuration management, logging, health checks, and circuit breaking to simplify multi-client MCP deployments.
    5

  • Modular RAG MCP Server

    Holysmiles
    F
    license
    Not graded
    quality
    B
    maintenance
    A pluggable, observable modular RAG service framework that exposes tools via MCP protocol for AI assistants, supporting hybrid search, reranking, multi-modal processing, and evaluation.

  • Modular RAG MCP Server

    yj-liuzepeng
    F
    license
    Not graded
    quality
    Not graded
    maintenance
    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.
    8