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"Understanding Task Analysis, Splitting, and Execution Strategies" 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

  • scv-triage

    kc-ml2
    A
    license
    B
    quality
    B
    maintenance
    Enables bounded, deterministic triage verdicts for server health, fleet status, and timeline investigation through a simulated execution-boundary MCP server.
    3
    5
    MIT

  • mcp-xxl-job

    shaguocgl
    A
    license
    A
    quality
    B
    maintenance
    MCP server for XXL-JOB Admin that enables AI assistants to manage scheduled jobs through natural language, including task lifecycle management, manual triggering, cron preview, and execution log retrieval.
    12
    304
    1
    MIT

  • CLS MCP Server

    Tinker-LGD2026
    A
    license
    A
    quality
    D
    maintenance
    Provides a suite of 33 tools for interacting with Tencent Cloud Log Service (CLS), enabling log analysis, PromQL metrics queries, and resource management. It allows AI assistants to perform CQL/SQL retrieval, manage alarm strategies, and handle data processing tasks with tiered permission controls.
    24
    6
    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

  • n8n Monitoring MCP Server

    kaewz-manga
    A
    license
    -
    quality
    D
    maintenance
    Provides Claude AI assistants with focused monitoring tools for n8n workflow execution analysis, including active workflow listing, execution history with KPIs, and detailed failure information.
    1
    MIT

  • keel

    tdalbanmoreynas
    A
    license
    -
    quality
    B
    maintenance
    An observable autonomy harness for AI coding agents that enables long task execution without drift or cheating, while recording all actions for cost and quality steering.
    MIT

  • otel-mcp

    moondef
    A
    license
    A
    quality
    D
    maintenance
    MCP server that gives AI agents access to your application's OpenTelemetry traces for querying, analysis, and debugging.
    5
    26
    2
    MIT

  • OpenObserve MCP Server

    adarshba
    A
    license
    A
    quality
    C
    maintenance
    Enables querying logs, traces, and metrics from multiple OpenObserve instances via MCP tools, with parallel execution, batching, and caching.
    6
    247
    8
    MIT

  • appd-mcp

    jagalliers
    A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server for AppDynamics that exposes 12 task-oriented tools to query applications, topology, metrics, snapshots, health rules, anomalies, events, alerting config, analytics events, and dependency maps via OAuth API-client credentials.
    12
    1
    MIT

  • Agentify MCP Server

    gargoyle92
    A
    license
    A
    quality
    D
    maintenance
    Enables real-time tracking of AI task starts and completions with integrated webhook notifications for monitoring activity. It allows users to log progress and send task-related event data to external services via configurable webhook URLs.
    3
    18
    1
    MIT

  • tshark-mcp

    ouonet
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that exposes TShark as tools for AI-assisted network packet analysis, supporting PCAP analysis, live capture, TLS decryption, and telecom/SS7 signaling protocols.
    25
    1
    MIT

  • hermes-mcp

    Stratfiy
    F
    license
    A
    quality
    C
    maintenance
    MCP server for controlling a Hermes agent deployment via its HTTP API, enabling health checks, log retrieval, task management, and deployment configuration from MCP clients.
    17

  • a360-mcp

    jshsakura
    F
    license
    B
    quality
    A
    maintenance
    MCP server for Automation Anywhere Automation 360 Control Room that diagnoses bot execution failures by mapping errors to specific actions and providing actionable context.
    3