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"Web and deep search functionality" 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.
    Last updated
    40
    1
    Apache 2.0

  • mshegolev/kibana-mcp

    mshegolev
    A
    license
    A
    quality
    A
    maintenance
    MCP server for Kibana / Elasticsearch — log search, aggregations, index discovery, and dashboard browsing. Hits Elasticsearch REST API directly for log queries; falls back to Kibana Console proxy when no direct ES URL is configured. Supports ApiKey auth (best for agents), Basic auth, and anonymous access. All 5 tools are read-only (readOnlyHint: true). Returns structured JSON (outputSchema).
    Last updated
    5
    MIT

  • jaeger-mcp

    mshegolev
    A
    license
    A
    quality
    A
    maintenance
    Provides read-only access to Jaeger distributed tracing data through the Model Context Protocol. Enables Claude and other MCP-capable agents to search traces, inspect spans, and analyze service dependencies directly within conversations.
    Last updated
    12
    1
    MIT

  • yokozuna-mcp

    mbe24
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that gives coding agents programmatic access to Sumo Logic logs via the Search Job API, enabling issue triage in preview deployments and production without leaving the editor.
    Last updated
    14
    37
    Apache 2.0

  • Tusk Drift MCP

    Use-Tusk
    A
    license
    A
    quality
    D
    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.
    Last updated
    6
    5
    5
    MIT

  • umami-mcp-server

    MurkyPuma
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that gives Claude read access to Umami web analytics, allowing natural language queries for stats, breakdowns, pageview trends, live visitors, and user journeys.
    Last updated
    10
    MIT

  • Sentry MCP Server

    elad12390
    A
    license
    A
    quality
    C
    maintenance
    Enables searching and analyzing Sentry issues, events, and traces via natural language, providing tools for error investigation and distributed tracing.
    Last updated
    4
    MIT

  • VibeCheck MCP

    kosbay
    A
    license
    A
    quality
    B
    maintenance
    MCP server for VibeCheck bug reports. Gives AI assistants direct access to screen recordings, console logs, network requests, user actions, and web vitals — right inside your editor.
    Last updated
    5
    28
    MIT

  • Gizmo Analytics

    sudomichael
    A
    license
    A
    quality
    C
    maintenance
    Privacy friendly, cookieless web analytics built MCP-first. "Add analytics to my Next.js app" → an AI agent runs the setup_analytics_for_site tool, picks the right install snippet, edits your layout file, and verifies the script is loading. OAuth onboarding, no API keys to paste.
    Last updated
    28
    105
    1
    MIT

  • Datadog MCP Server

    TANTIOPE
    A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to access full Datadog observability, including log search, APM trace filtering, smart sampling, and cross-correlation between logs, traces, and metrics.
    Last updated
    23
    905
    5
    Apache 2.0

  • vmware-aria-logs

    apollion69
    A
    license
    A
    quality
    D
    maintenance
    MCP server for querying and analyzing logs from VMware Aria Operations for Logs, enabling log search, incident detection, and vROps correlation.
    Last updated
    6
    4
    MIT

  • es-error-lens

    TerraCo89
    A
    license
    A
    quality
    C
    maintenance
    Enables LLM agents to search and analyze Elasticsearch logs for errors, detect recurring patterns, analyze error-rate trends, and retrieve full trace context through MCP tools.
    Last updated
    6
    MIT

  • graylog-mcp

    lcaliani
    A
    license
    A
    quality
    A
    maintenance
    Enables querying Graylog log management system for messages using natural language, supporting multiple instances and flexible search parameters.
    Last updated
    1
    21
    9
    MIT

  • MCP Server for Splunk

    deslicer
    A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.
    Last updated
    53
    27
    Apache 2.0