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"Understanding and Exploring Open JAR Libraries" matching MCP servers:

  • open-edison by Edison-Watch

    open-edisonofficial

    Edison-Watch
    A
    license
    -
    quality
    D
    maintenance
    Deterministic agentic data firewall that secures, monitors, and controls AI agent interactions with data and software via MCP, preventing data leaks.
    287
    GPL 3.0

  • 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

  • Redmine Analytics and

    a1official
    F
    license
    -
    quality
    D
    maintenance
    A comprehensive MCP server providing advanced Redmine project analytics, web automation via Playwright, and iTunes music integration. It enables detailed tracking of sprint metrics, bug counts, and team performance through a token-optimized tool architecture.

  • google_analytics

    pipeworx-io
    A
    license
    -
    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

  • Network Security Control

    JoshDoesIT
    A
    license
    -
    quality
    D
    maintenance
    Enables automated review and analysis of network security controls (AWS Security Groups, Network ACLs) using natural language queries. Supports NSC configuration reviews, network segmentation testing, and identifying security gaps through conversational LLM interaction.
    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

  • 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

  • tracearr-mcp

    arr-mcps
    A
    license
    A
    quality
    A
    maintenance
    MCP server exposing Tracearr's Public API v2 as read-only tools to query Plex, Jellyfin, and Emby monitoring data such as watch history, active streams, media, users, libraries, and recently added items.
    13
    MIT

  • Alpha ESS MCP Server

    michaelkrasa
    A
    license
    A
    quality
    D
    maintenance
    Provides access to Alpha ESS solar inverter and battery system data, enabling monitoring of energy statistics, real-time power data, and configuration of battery charging and discharge schedules through the Alpha ESS Open API.
    10
    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

  • 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

  • loopsense

    jarvisassistantux
    A
    license
    A
    quality
    D
    maintenance
    LoopSense is an open-source MCP server that closes the feedback loop for AI coding agents — giving them real-time visibility into CI results, deployments, test outcomes, and file system changes.
    9
    15
    2
    MIT

  • Codemend MCP Server

    Codemend
    A
    license
    A
    quality
    D
    maintenance
    Connects AI tools directly to Codemend production error monitoring to list, analyze, and resolve software crashes. It enables users to retrieve AI-generated fixes and automatically open GitHub pull requests to address production issues.
    5
    14
    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