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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude Desktop to access the hosted Web Speed API through MCP, requiring only an API key for setup.
    1
    GPL 3.0
  • A
    license
    A
    quality
    B
    maintenance
    Lets an assistant read recorded production AI agent runs — steps, model and tool calls with arguments, and outcomes — along with the findings of comparison runs that checked a prompt or model change against those recordings, and verify a signed evidence bundle offline with no account or network. It is strictly read-only: no tool starts a replay or comparison, so nothing can spend money or act without a person deciding.
    5
    36 PyPI
    Apache 2.0
  • A
    license
    A
    quality
    F
    maintenance
    An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating telemetry data through MCP tools.
    6
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.
    18
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables an AI agent to perform read-only inspection of Palo Alto Networks Panorama and PAN-OS firewalls for monitoring and troubleshooting, including inventory, health, network, logs, and policy queries. It communicates via the PAN-OS XML API over HTTPS and does not allow configuration changes.
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for the Chrome UX Report, providing real-user Core Web Vitals (LCP, INP, CLS) and historical trends for any origin or URL via natural language queries.
    3
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables running Lighthouse web performance audits via MCP, providing Core Web Vitals, performance scores, and optimization suggestions for single or multiple URLs.
    2
    1,203 npm
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables LLMs to analyze and manage DBOS workflows, including introspection, workflow management, and authentication, to help debug applications in development or production.
    25
    11
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A multi-tenant control plane for MCP that aggregates upstream MCP servers behind a single authenticated URL, with deny-by-default policy enforcement and a replayable audit trail.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to operate and monitor Windows workspaces through native tools for filesystem operations, PowerShell execution, background tasks, Windows services, GPU telemetry, PDF generation, and a built-in web gateway/dashboard.
    26 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables read-only access to JavaMelody monitoring data from one or more Java web applications, covering HTTP/SQL/Spring counters, JVM and thread snapshots, and database reports. Users can query several configured microservices from a single server process and inspect what is slow or failing without opening the JavaMelody dashboard.
    22 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables incident detection and analysis by identifying anomalies in metric time series and surfacing root-cause candidates and recommended actions. Supports both mock (synthetic) and VictoriaMetrics backends with identical MCP tool contracts for seamless development-to-production switching.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Monitors development server logs in real-time and provides Claude with immediate error notifications via Server-Sent Events. Intelligently parses TypeScript, Svelte, and Vite errors with severity classification and file correlation.
    9
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Dead-man's-switch monitoring for cron jobs and AI agents: your job or agent pings a URL each run, and Kywio alerts you when the pings stop. MCP-native (create/ping/get heartbeat) plus REST — an outside observer for agents that can't detect their own death.
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