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"Information about RAG (Retrieval-Augmented Generation) or rag-related topics" matching MCP servers:

  • Hybrid RAG MCP Server

    jiarongli517021911144
    A
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    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

  • retrieval-lens

    Vbj1808
    A
    license
    A
    quality
    B
    maintenance
    A black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit, replay, and diff retrieval runs after the fact.
    4
    15
    2
    MIT
  • AgentOps MCP by AgentOps-AI

    AgentOps MCPofficial

    AgentOps-AI
    A
    license
    B
    quality
    D
    maintenance
    The AgentOps MCP server provides access to observability and tracing data for debugging complex AI agent runs. This adds crucial context about where the AI agent succeeds or fails.
    4
    23
    14
    MIT

  • seq-mcp

    MCLifeLeader
    A
    license
    D
    quality
    B
    maintenance
    A Model Context Protocol server that provides AI agents with controlled read access to Datalust Seq instances for log analysis and monitoring. It enables agents to search events, execute data queries, and retrieve information about signals, dashboards, and alerts.
    100
    2
    MIT

  • Grafana-Loki MCP Server

    tumf
    A
    license
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    quality
    D
    maintenance
    Enables querying and formatting Loki logs from Grafana via the Model Context Protocol. It supports LogQL queries, label retrieval, and provides results in text, JSON, or markdown formats.
    29
    MIT

  • Shodan MCP Server

    bonetrees
    A
    license
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    quality
    D
    maintenance
    Provides Claude with access to Shodan for IP address lookups, service discovery, and vulnerability scanning, allowing users to query information about hosts, count results, and check API usage.
    1
    MIT
  • Flight Control MCP Server by flightctl

    Flight Control MCP Serverofficial

    flightctl
    F
    license
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    quality
    D
    maintenance
    Provides read-only access to query and retrieve information about devices, fleets, events, and configurations managed by Flight Control through a safe integration layer supporting filtering and selector-based queries.

  • Datadog MCP Server

    abhi276k
    A
    license
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    quality
    D
    maintenance
    Enables integration with Datadog APIs to monitor and retrieve information about monitors, metrics, dashboards, logs, events, and incidents through the Model Context Protocol.
    2,053
    MIT

  • AppSignal MCP

    pauldub
    A
    license
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    quality
    D
    maintenance
    Enables AI assistants to query and fetch error and performance monitoring data from AppSignal through the Model Context Protocol. Supports searching and retrieving detailed information about application errors and performance samples with flexible filtering options.
    5
    MIT

  • AgentOps EvalBench MCP

    AbhinavVarma02
    A
    license
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    quality
    A
    maintenance
    Enables LLM evaluation and observability by uploading documents, building test sets, running RAG pipelines, and automatically scoring answers for groundedness, hallucination risk, retrieval quality, latency, and cost, with tools exposed to MCP-compatible clients.
    1
    MIT

  • Graylog MCP Server

    PrinceGupta1999
    A
    license
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    quality
    B
    maintenance
    Enables AI assistants to query and analyze logs from Graylog instances using universal search with relative or absolute time windows, supporting both full result retrieval and lightweight count-only queries.
    19
    1
    MIT

  • System Info MCP Server

    srirama7
    A
    license
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    quality
    D
    maintenance
    Enables comprehensive system monitoring and diagnostics through 18 tools that provide detailed information about CPU, memory, disk usage, network interfaces, running processes, battery status, hardware details, and temperature monitoring. Allows users to query system information and performance metrics through natural language interactions.
    16
    ISC

  • mcp-hub

    thunderhill
    F
    license
    -
    quality
    B
    maintenance
    An extensible MCP hub that exposes internal services (chat, observability, RAG) as namespaced tools via FastMCP, with OpenAPI auto-generation, auth, and resilient error handling.

  • Sentry MCP Server

    javaDer
    F
    license
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    quality
    D
    maintenance
    An MCP server that connects to Sentry.io or self-hosted Sentry instances to retrieve and analyze error reports, stack traces, and debugging information.
    2

  • PCCheck MCP Server

    jjackk0k
    A
    license
    A
    quality
    A
    maintenance
    Provides Claude with read-only access to PC diagnostics including hardware specs, live performance metrics, disk usage, network checks, and more, enabling natural language queries about PC health and performance.
    15
    MIT