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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

  • google_analytics

    pipeworx-io
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables querying Google Analytics 4 data through MCP tools for running reports, listing properties, getting real-time metrics, and exploring metadata.
    12
    MIT

  • redis-mcp

    YawLabs
    A
    license
    A
    quality
    A
    maintenance
    Enables exploring and diagnosing a Redis instance from MCP clients with read-only safety, using SCAN instead of KEYS for safe key enumeration.
    7
    313
    1
    MIT

  • karte-datahub-mcp

    YusukeYajima
    F
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to securely query and analyze KARTE event data via BigQuery. It provides tools for fetching event logs, aggregating data, and exploring schemas using natural language.
    4

  • Bob Ross

    just-an-oldsalt
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to manage a Canonical Landscape estate, including inventory, alerts, patching, and script execution, with built-in safety layers to prevent accidental destructive actions.
    19
    1
    MIT

  • 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

  • terminal-x-mcp

    rnd-pro
    A
    license
    B
    quality
    C
    maintenance
    Terminal\[X]MCP is a Model Context Provider (MCP) server that enables intelligent terminal automation through a multi-agent system with distributed specialized roles for command execution, security validation, and real-time monitoring.
    4
    13
    1
    MIT

  • Farm OS MCP Server

    ramprasadchauhan
    F
    license
    B
    quality
    D
    maintenance
    Enables management and monitoring of farm operations including field and crop tracking, livestock monitoring, equipment management, and sensor readings through a Model Context Protocol interface built with FastMCP.
    11
  • Grafana by grafana

    Grafanaofficial

    grafana
    A
    license
    Not graded
    quality
    A
    maintenance
    A Model Context Protocol (MCP) server for Grafana. This provides access to your Grafana instance and the surrounding ecosystem.
    3,381
    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

  • InfluxDB MCP Server

    Quorralyne
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables interaction with InfluxDB v3 (Core/Enterprise/Cloud Dedicated) through MCP clients. Supports database management, data querying and writing, schema inspection, and token administration operations.
    1,176
    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

  • 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

  • Vue MCP Server

    webfansplz
    A
    license
    Not graded
    quality
    F
    maintenance
    Provides application insights for Vue apps by exposing component trees, state, routes, and Pinia data through a Model Context Protocol server.
    2,375
    573
    MIT

  • 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

  • Telecom Event Oracle

    DigitalTiffany1
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides real-time LNP/WLNP (Wireless Local Number Portability) and LRN auditing. Features specialized congestion logic for 2026 global events. Essential for routing agents managing wireless and wireline transit.
    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