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"Using RAG to Provide Documentation to LLMs" matching MCP servers:

  • Hybrid RAG MCP Server

    jiarongli517021911144
    A
    license
    Not graded
    quality
    D
    maintenance
    A modular Retrieval-Augmented Generation (RAG) framework that provides hybrid search and knowledge retrieval capabilities via the Model Context Protocol. It enables users to integrate document-based knowledge into LLM workflows with support for dense/sparse retrieval, reranking, and observability.
    1
    MIT

  • MCP Enterprise Gateway

    aakarsh1227
    F
    license
    Not graded
    quality
    C
    maintenance
    A secure MCP proxy server with JWT authentication, SQL guardrails, rate limiting, and Kafka audit logging, enabling enterprise-grade access control for MCP clients like Cursor and Claude Desktop.

  • perf-mcp

    walac
    F
    license
    A
    quality
    B
    maintenance
    Enables LLMs to analyze Linux perf data files using 26 perf analysis commands, including report, script, annotate, and more, through typed tool parameters.
    26

  • SharkMCP

    weirdmachine64
    A
    license
    B
    quality
    D
    maintenance
    Enables LLMs to load and analyze PCAP/PCAPNG files using Wireshark's sharkd interface, supporting packet inspection, traffic structure, conversations, and protocol statistics through natural language.
    30
    73
    MIT

  • prometheus-mcp-server

    mateusdata
    A
    license
    B
    quality
    D
    maintenance
    A TypeScript-based MCP server that enables users to interact with Prometheus metrics using PromQL queries and discovery tools. It allows LLMs to retrieve time-series data, metadata, alerts, and system status directly from a Prometheus instance.
    10
    76
    1
    MIT

  • clockwork-mcp

    fridzema
    A
    license
    B
    quality
    C
    maintenance
    A Claude Code MCP server that connects to Laravel Clockwork to provide insights into application performance, database queries, errors, and request flow.
    38
    28
    4
    MIT
  • Sentio MCP Server by sentioxyz

    Sentio MCP Serverofficial

    sentioxyz
    A
    license
    Not graded
    quality
    D
    maintenance
    This MCP server integrates with Sentio's API services to provide web, data, price, processor, and alerts tools, enabling users to manage and query Sentio resources through natural language.
    86
    1
    Apache 2.0
  • prometheus-mcp-server by prometheus

    prometheus-mcp-serverofficial

    prometheus
    A
    license
    Not graded
    quality
    A
    maintenance
    MCP server that lets LLMs interact with a running Prometheus instance via its API, enabling metric analysis, PromQL queries, and rule/target inspection. It also provides embedded documentation and guided runbooks for common Prometheus tasks.
    84
    Apache 2.0
  • Cronlytic MCP Server by Cronlytic

    Cronlytic MCP Serverofficial

    Cronlytic
    A
    license
    Not graded
    quality
    D
    maintenance
    A comprehensive Model Context Protocol (MCP) server that integrates with the Cronlytic API to provide seamless cron job management through LLM applications like Claude Desktop.
    1
    MIT
  • SigNoz MCP Server by SigNoz

    SigNoz MCP Serverofficial

    SigNoz
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants and LLMs to query SigNoz observability data (metrics, traces, logs, alerts, dashboards) using natural language.
    114
    Apache 2.0
  • VictoriaTraces MCP Server by VictoriaMetrics

    VictoriaTraces MCP Serverofficial

    VictoriaMetrics
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides access to your VictoriaTraces instance and seamless integration with VictoriaTraces APIs and documentation for querying traces, services, and operations.
    12
    Apache 2.0

  • Spark History Server MCP

    ukonduru91
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables LLMs to read and analyze Spark History Server data, including jobs, stages, executors, and SQL executions, to diagnose failures and optimize performance.
    Apache 2.0

  • Observe MCP Server

    rustomax
    A
    license
    Not graded
    quality
    Not graded
    maintenance
    A Model Context Protocol server that provides access to Observe API functionality, enabling LLMs to execute OPAL queries, manage datasets/monitors, and leverage vector search for documentation and troubleshooting runbooks.
    1

  • MCP PageSpeed Insights

    NicolasET
    A
    license
    Not graded
    quality
    C
    maintenance
    Connects LLMs to Google PageSpeed Insights to analyze web performance, accessibility, SEO, and best practices, enabling AI assistants to audit and improve any web page.
    MIT