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"Understanding and Exploring Open JAR Libraries" 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

  • open-monitor

    hasna
    A
    license
    -
    quality
    B
    maintenance
    Multi-machine system monitor with a built-in MCP server that enables AI agents to query health metrics, manage processes, schedule cron jobs, and run diagnostics across local and remote machines.
    253
    Apache 2.0

  • Grafana FastMCP Server

    sandersouza
    A
    license
    -
    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
    -
    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
    -
    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.

  • Radar

    skyhook-io
    A
    license
    A
    quality
    A
    maintenance
    Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology, audit findings, and remediation actions to AI agents through the Model Context Protocol.
    25
    2,905
    Apache 2.0

  • agent-bom

    msaad00
    A
    license
    A
    quality
    A
    maintenance
    AI supply chain security scanner for MCP servers and AI agents. 18 tools for CVE scanning, blast radius mapping, CIS benchmarks, SBOM generation, and compliance enforcement across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act.
    77
    29
    Apache 2.0

  • 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

  • datanika-mcp

    datanika-io
    A
    license
    A
    quality
    A
    maintenance
    Read-only-by-default MCP server for Datanika, an open-source dlt + dbt-core data pipeline platform: browse connections, introspect and preview source tables, compile and run dbt transformations, and monitor pipeline runs. 25 tools (17 read-only, plus 8 write tools gated behind --allow-write); source lives in the datanika-mcp/ subdirectory of the repo.
    25
    AGPL 3.0
  • 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
    -
    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.
    10
    AGPL 3.0
  • VictoriaTraces MCP Server by VictoriaMetrics

    VictoriaTraces MCP Serverofficial

    VictoriaMetrics
    A
    license
    -
    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
    -
    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
    -
    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.
    586
    1
    Apache 2.0

  • OTEL MCP Server

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