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Alternatives to minio-aiops

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      Governed Docker + Portainer container-host operations (non-Kubernetes) — restart-loop, resource-pressure, and image/volume-bloat RCA, with guarded lifecycle writes, unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
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      Governed CI/CD operations for self-hosted GitLab and Gitea — pipeline-failure, runner, artifact-bloat, and stale-branch RCA, with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
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      Governed SSO/IAM operations for Keycloak and Authentik — login-failure, stale-permission, client-config, and MFA RCA, with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
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      Governed Prometheus + Grafana operations — firing-alert and scrape-target RCA, alert noise/flapping analysis, silences, and dashboards, with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
      39
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      Governed MySQL + MariaDB DBA operations — slow-query, lock-wait/deadlock, replication, and fragmentation RCA, with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
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      Governed reverse-proxy operations for Traefik, Caddy, and HAProxy — backend-health, cert-expiry, 5xx, and route-conflict RCA, with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
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    TDQS

    A3.5/5.0

    Scored across 48 tools

    Disambiguation3/5

    Many diagnostic tools overlap in the cluster-health/overview space (fleet_overview, cluster_status, server_info, capacity_rca, healing_health, drive_status), and bucket_info duplicates the per-config getters. The descriptions provide strong guidance, but the sheer number of similar-sounding health/audit tools creates selection friction.

    Naming Consistency3/5

    All names are snake_case, but the verb pattern is mixed: noun_verb for reads (bucket_policy_get, bucket_delete, bucket_ls) and verb_noun for most writes (set_bucket_policy, create_user), with some bare nouns (bucket_info, iam_users). The grouping by prefix helps, but the convention is not uniform.

    Tool Count2/5

    48 tools is far above the 3-15 sweet spot and exceeds the 25-tool threshold where a set is generally considered too large. While each tool maps to a distinct MinIO operation, the volume risks overwhelming an agent and hinders efficient selection.

    Completeness3/5

    The surface covers buckets, objects, IAM users, WORM/retention, health checks, and undo management well, but has notable gaps: no IAM group write operations (create/delete/add member/remove member), no object data-plane actions (delete/copy/tag), and no bucket tag/encryption write tools. These omissions will force workarounds for common admin tasks.

    Maintenance

    ActivityActive
    ResponsivenessNo issues