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  • Google CrUX MCP

    A1-x-Tech
    A
    license
    A
    quality
    A
    maintenance
    Enables natural language queries of the Chrome UX Report API to fetch Core Web Vitals (LCP, INP, CLS, FCP, TTFB), compare form factors, benchmark pages against site averages, and analyze up to 40 weeks of performance trends.
    6
    134
    MIT

  • Google Cloud Logging MCP

    swen128
    A
    license
    -
    quality
    F
    maintenance
    Enables AI assistants to query, search, and analyze logs across Google Cloud Platform projects. It supports advanced filtering by severity or resource type and provides detailed log entry retrieval and project listing capabilities.
    24
    11
    MIT

  • xenia

    iondrive-co
    F
    license
    A
    quality
    C
    maintenance
    Enables monitoring and analysis of agent goal achievement and failures across sessions, repos, and tools, with detailed views and tracing.
    3

  • 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

  • Tusk Drift MCP

    Use-Tusk
    A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search, analyze, and debug application API traffic captured by Tusk Drift, including HTTP requests, database queries, distributed traces, latency metrics, and error rates.
    6
    30
    5
    MIT

  • pagespeed-insights-mcp

    Considus
    A
    license
    A
    quality
    A
    maintenance
    MCP server for measuring web performance with Google PageSpeed Insights, providing median scores with uncertainty and real-user data. It offers tools for scores, diagnostics, and comparisons to identify regressions.
    2
    7
    Apache 2.0
  • Drumbeats MCP by drumbeats-io

    Drumbeats MCPofficial

    drumbeats-io
    A
    license
    A
    quality
    A
    maintenance
    MCP server for Drumbeats monitoring. Enables creating monitors, triaging incidents, and running HTTP/SSL/DNS checks using natural language from any AI client.
    16
    22
    2
    Apache 2.0

  • Ingero

    ingero-io
    A
    license
    A
    quality
    A
    maintenance
    eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime and Driver APIs via kernel uprobes and host events via tracepoints to build causal chains explaining GPU latency. 7 tools: get_check, get_trace_stats, get_causal_chains, get_stacks, run_demo, get_test_report, run_sql. Telegraphic compression reduces token usage ~60%. Supports stdio and HTTPS (TLS 1.3) transport.
    11
    84

  • OT-AIops Energy

    industrial-aiops
    A
    license
    A
    quality
    A
    maintenance
    Governed, read-only OT data tap for substation and utility telecontrol — IEC 60870-5-104, DNP3/IEEE 1815, and IEC 61850 MMS connectors with cross-protocol asset discovery, alarm and downtime RCA, unbypassable audit logging (MCP + CLI), budget/runaway guards, and an airgap no-egress mode. Energy edition of Industrial-AIOps, built on iaiops.core.
    59
    MIT

  • devpulse-mcp

    tao-izm
    A
    license
    A
    quality
    D
    maintenance
    Zero-config MCP server that gives AI coding assistants a real-time diagnostic snapshot of your local dev environment. Detects framework, running services, recent errors, git state, and provides a health diagnosis in one call.
    3
    26
    1
    MIT

  • Weekly Report Checker

    kaneyxx
    F
    license
    A
    quality
    D
    maintenance
    An MCP server that monitors and provides analytics on weekly report submissions in a Google Sheet, allowing users to check missing submissions, view statistics, and track individual reporting status.
    3

  • AI Impact MCP

    anchetadev
    F
    license
    A
    quality
    B
    maintenance
    Estimates the environmental footprint of your AI use — energy (kWh), miles driven, water used for cooling, and CO₂ — plus a prompt-efficiency score, working with any AI client by measuring token usage.
    9