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    quality
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    maintenance
    MCP server for read-only investigation of Aliyun SLS logs fixed to cn-beijing/taient-rpa/node-rpa. Exposes search_logs, get_context_logs, and check_connection tools with a guided investigation skill.
    3
  • A
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    quality
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    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
    -
    quality
    A
    maintenance
    Behavioral trust scoring for MCP servers and AI agents. Live registry tracking 4,500+ servers with trust scores (0-100) based on interaction history, success rates, and latency
    2
    MIT
  • F
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    quality
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    maintenance
    Patent-pending diagnostic + decisions-ledger engine for any host software system — operator briefs and a severity-gated MCP console.
  • A
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    quality
    F
    maintenance
    A read-only MCP server that exposes Quickwit log search and aggregations to LLM clients, enabling natural language log investigation.
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Minimal MCP server that integrates with Graylog, enabling agents to search, analyze, and inspect log messages across streams, discover fields and streams, and query multiple Graylog instances.
    5
    56
    MIT
  • 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.
    14
    18
    Apache 2.0
  • A
    license
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    quality
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    maintenance
    A read-only MCP server that enables AI assistants to search, aggregate, and explore OpenSearch log data through 12 tools for connectivity, index discovery, search, and aggregations.
    17
    MIT
  • A
    license
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    quality
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    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
  • A
    license
    A
    quality
    A
    maintenance
    Lets agents query their own usage ledger captured by the Agentic Ledger proxy: sessions with full call traces, costs, loop runs, and stuck-loop flags. Tools include list_sessions, get_session, search, list_runs, get_run_status, and explain.
    2
    6
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that enables AI assistants to interact with Tenzir, a data pipeline engine for security operations, including executing pipeline queries, managing OCSF schemas, and generating parsers.
    15
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Offline MCP server with runbooks for high-volume logs, metrics, traces, and event streams. Search and diagnose symptoms without external dependencies.
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search logs, query metrics, manage dashboards, analyze APM traces, and control monitors via Datadog APIs.
    30
    MIT