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"Exploring GraphRAG and HybridRAG" matching MCP servers:

  • GCP Billing and Monitoring MCP

    RadiumGu
    A
    license
    C
    quality
    D
    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.
    40
    1
    Apache 2.0

  • Grafana FastMCP Server

    sandersouza
    A
    license
    Not graded
    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.
    8
    Apache 2.0

  • mcp-opensearch

    dmayan-ss
    A
    license
    Not graded
    quality
    D
    maintenance
    Read-only MCP server for exploring and searching OpenSearch clusters, enabling log analysis, index exploration, and query execution.
    MIT

  • Azure Log Analytics MCP Server

    rasta26
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables querying and managing Azure Log Analytics workspaces using KQL (Kusto Query Language). Supports executing queries, managing saved queries, and exploring workspace tables and schemas with Service Principal authentication.

  • SNC Cribl MCP

    atree1023
    A
    license
    A
    quality
    C
    maintenance
    Enables querying and exploring Cribl Stream and Edge deployments, providing access to worker groups, fleets, sources, destinations, pipelines, routes, event breakers, and lookups through a structured interface.
    7
    2
    MIT No Attribution
  • sifflet-mcp by siffletdata

    sifflet-mcpofficial

    siffletdata
    A
    license
    A
    quality
    C
    maintenance
    Enables data observability operations with the Sifflet platform. Supports exploring assets, monitors, incidents, generating monitor-as-code YAML from descriptions, and performing impact analysis.
    10
    7
    MIT
  • uptimepage by uptimepage

    uptimepageofficial

    uptimepage
    A
    license
    Not graded
    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.
    16
    AGPL 3.0
  • 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
  • uptrack-mcp by Uptrack-App

    uptrack-mcpofficial

    Uptrack-App
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for Uptrack uptime monitoring. Manage monitors and incidents from AI agents like Claude, ChatGPT, and Cursor.
    17
    MIT
  • Parseable MCP Server by parseablehq

    Parseable MCP Serverofficial

    parseablehq
    A
    license
    Not graded
    quality
    A
    maintenance
    Model Context Protocol server for Parseable that lets MCP-capable clients discover, query, and manage Parseable datasets and alerts using natural language. Supports both stdio and HTTP transports.
    91
    4
    Apache 2.0

  • mcp-queue-doctor

    ethanasm
    A
    license
    Not graded
    quality
    A
    maintenance
    Diagnoses Postgres job queues (pg-boss, graphile-worker) to identify retry storms, stuck jobs, missed schedules, and other issues, providing evidence-based recovery steps.
    182
    MIT

  • umami-mcp-server

    frontedu
    A
    license
    Not graded
    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.
    13
    2
    MIT

  • OpenTelemetry Collector MCP

    mottibec
    A
    license
    Not graded
    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.
    26
    52
    GPL 3.0

  • Prometheus MCP Server

    ArkTechNWA
    A
    license
    Not graded
    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.
    MIT

  • Linuxfabrik MCP Server for

    Linuxfabrik
    A
    license
    Not graded
    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.
    4
    The Unlicense

  • langfuse-observability-mcp

    Sesame2
    A
    license
    Not graded
    quality
    B
    maintenance
    A read-only MCP server that enables agents to query and analyze Langfuse observability data, including traces, sessions, observations, scores, and metrics.
    MIT

  • mcp-sentry

    elliottlawson
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to retrieve and analyze Sentry issues, including error reports, stacktraces, and debugging information from Sentry.io.
    10
    1
    MIT

  • glasspulse

    MountainLabsDE
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to query and monitor service status, latency, and performance through configurable checks (HTTP, TCP, SSL, keyword, JSON-path) and exposes tools for listing services, retrieving metrics, and running on-demand checks.
    Apache 2.0

  • datadog-mcp

    Vicks9070
    A
    license
    Not graded
    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.
    MIT

  • yawa

    peterpeterparker
    A
    license
    Not graded
    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.
    5
    MIT