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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables LLMs to read and analyze Spark History Server data, including jobs, stages, executors, and SQL executions, to diagnose failures and optimize performance.
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Exposes Spark History Server data as tools for AI agents, enabling natural language querying of Spark applications, jobs, stages, and performance metrics.
    105 PyPI
    203
    Apache 2.0
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    Exposes Spark History Server metrics and metadata as tools for LLM-based analysis of Spark applications. It enables deep optimization of Spark jobs by providing access to job summaries, stage details, SQL execution plans, and executor performance.
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Connect AI agents like Claude, Cursor, and Gemini to historical Windows performance and privacy data gathered by the AppControl Windows app. This server enables natural language queries into CPU, GPU, and temperature history alongside system security events for deep local auditing.
    43
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Unofficial MCP server for Vexo analytics. Enables querying event names, counts, timelines, sessions, and recent events from Vexo Export API through natural language.
    6
    7 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables LLM agents to query real-time and historical analytics from WireBoard, allowing natural language questions about visitors, events, and site metrics.
    10
    40 npm
    3
    MIT
  • 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
    46 npm
    11
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    An MCP server for debugging Temporal workflows, enabling LLM-assisted inspection of workflow executions, detailed workflow info, and event history.
    3
    -
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables grading a website's security headers with per-gap fixes and a README badge, and analyzing logs, code, configs or suspicious messages to determine what happened, how severe it is, and what to fix first. Requests are masked for sensitive data and automatically retried across multiple AI providers when one refuses, subject to a defensive-use-only policy.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A lean MCP server that provides LLM agents with transparent access to multiple Prometheus instances for metrics analysis and SRE operations.
    4
    GPL 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables LLM clients to manage Uptime Kuma HTTP(S) monitors, groups, tags, and notifications, and to retrieve heartbeats, stats, and incident history through MCP tools.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides a unified MCP server to interact with multiple middleware (Loki, MySQL, Redis, RocketMQ, Elasticsearch, MongoDB) through a desktop application for connection management and configuration export.
    4
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Read and manage your Argulog error tracking data - issues, projects, alerts, releases, billing, and admin operations - from any LLM agent. Authenticates with a Personal Access Token from the dashboard: PAT scopes gate writes server-side.
    MIT