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"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:

  • GCP Billing and Monitoring MCP

    RadiumGu
    A
    license
    C
    quality
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    maintenance
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    Last updated
    40
    1
    Apache 2.0

  • mongodb-mcp

    VitalyOstanin
    A
    license
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    quality
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    maintenance
    MCP server for comprehensive MongoDB integration, enabling database operations, document management, schema analysis, and query tools.
    Last updated
    219
    MIT

  • Hybrid RAG MCP Server

    jiarongli517021911144
    A
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    quality
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    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.
    Last updated
    1
    MIT

  • tiny-loki-mcp

    myers-gh1328
    A
    license
    A
    quality
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    maintenance
    Enables read-only querying of Grafana Loki logs through tools like label discovery, LogQL queries, and recent log retrieval, without requiring knowledge of the Loki API.
    Last updated
    4
    MIT
  • uptimepage by uptimepage

    uptimepageofficial

    uptimepage
    A
    license
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    quality
    A
    maintenance
    MCP server for Uptimepage uptime monitoring. An LLM client can read your monitors and incidents, run a check on demand, and post incident updates. Writes need an OAuth login and a scoped token, and each one is logged.
    Last updated
    7
    AGPL 3.0
  • uptrack-mcp by Uptrack-App

    uptrack-mcpofficial

    Uptrack-App
    A
    license
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    quality
    D
    maintenance
    MCP server for Uptrack uptime monitoring. Manage monitors and incidents from AI agents like Claude, ChatGPT, and Cursor.
    Last updated
    30
    MIT

  • OTEL MCP Server

    krackenservices
    A
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    quality
    C
    maintenance
    Enables querying and analyzing distributed traces from Jaeger, including service discovery, trace inspection, and performance analysis, through MCP tools.
    Last updated
    2
    Apache 2.0

  • Grafana FastMCP Server

    sandersouza
    A
    license
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    quality
    D
    maintenance
    Enables MCP-compatible agents to interact with Grafana instances for searching, creating, and updating dashboards, exploring logs via Loki, querying datasources, managing alerts, incidents, and on-call shifts, and accessing observability data.
    Last updated
    8
    Apache 2.0

  • umami-mcp-server

    frontedu
    A
    license
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    quality
    B
    maintenance
    MCP server for Umami Analytics that provides read-only tools to query website stats, events, sessions, reports, and more, enabling natural language analytics queries.
    Last updated
    19
    2
    MIT

  • OpenTelemetry Collector MCP

    mottibec
    A
    license
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    quality
    D
    maintenance
    An MCP server implementation that enables dynamic configuration of OpenTelemetry Collectors, allowing users to add, remove, and configure receivers, processors, and exporters through MCP tools.
    Last updated
    18
    52
    GPL 3.0

  • Prometheus MCP Server

    ArkTechNWA
    A
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    quality
    D
    maintenance
    Enables AI assistants to query Prometheus metrics, monitor alerts, and analyze system health through read-only access to your Prometheus server with built-in query safety and optional AI-powered metric analysis.
    Last updated
    MIT

  • Linuxfabrik MCP Server for

    Linuxfabrik
    A
    license
    -
    quality
    B
    maintenance
    Enables AI clients like Claude to triage, investigate, and operate Icinga installations through natural language, integrating with Icinga's REST APIs and providing deep awareness of monitoring plugins and historical performance data.
    Last updated
    4
    The Unlicense

  • mcp-sentry

    elliottlawson
    A
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    quality
    D
    maintenance
    Enables AI assistants to retrieve and analyze Sentry issues, including error reports, stacktraces, and debugging information from Sentry.io.
    Last updated
    19
    1
    MIT

  • pagerduty-mcp

    chenzhaoxuan0
    A
    license
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    quality
    C
    maintenance
    Enables PagerDuty incident response operations including listing incidents, acknowledging and resolving incidents, looking up on-call schedules, and listing services.
    Last updated
    MIT

  • datadog-mcp

    Vicks9070
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to query and manage Datadog observability data including metrics, logs, traces, and monitors through natural language. Supports read-only operations by default for security.
    Last updated
    MIT

  • yawa

    peterpeterparker
    A
    license
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    quality
    A
    maintenance
    Self-hosted web analytics platform that exposes analytics data via the Model Context Protocol, enabling natural language queries about traffic, page views, web vitals, and custom events.
    Last updated
    5
    MIT