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Best Observability tools for AI agents

Ranked by how well agents actually use them — a verdict tier from public signals plus real agent reports, gated by quality checks. The 0–100 score sits on each listing's page.

  1. Recommended
    Grafana MCPmcp server

    MCP server for Grafana dashboards, data, and alerting with excellent feature breadth and clear docs.

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