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identity-aiops

identity-aiops

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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 MinIO object-storage operations — capacity, exposure-surface audit, lifecycle, and healing RCA, with guarded bucket writes, 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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      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 OPNsense + pfSense firewall operations — gateway-health, rule-shadow, and blocked-traffic RCA, with guarded rule/alias writes, 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.
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    TDQS

    A3.8/5.0

    Scored across 29 tools

    Disambiguation4/5

    Tools are mostly cleanly separated by resource and action: user_* (list/detail/count/sessions/credentials), client_* (list/detail/sessions/session_stats), group_*, and event tools. The main friction is between aggregate analyses (mfa_coverage_analysis, login_failure_rca) and the raw listings that feed them (user_credentials, login_events), and between client_sessions (per-client) and user_sessions (per-user) — but descriptions consistently clarify each. No two tools genuinely do the same thing.

    Naming Consistency4/5

    Consistently snake_case throughout with no camelCase or arbitrary mixing. It alternates between verb_noun (list_users, revoke_user_sessions, disable_user) and noun_qualifier (user_detail, user_count, client_sessions), but stays internally predictable within each resource family. Minor deviation from a single verb_noun pattern only.

    Tool Count3/5

    29 tools is on the heavy side and nudges past the well-scoped range, but the domain genuinely spans users, clients, groups, sessions, events, five distinct audits, write/remediation actions, and an undo subsystem. Each tool maps to a real operation, so it is borderline-heavy rather than bloat.

    Completeness4/5

    Read coverage is strong (users, clients, groups, sessions, events, IdP/realm config) and the write/undo surface covers containment and remediation with reversibility tracking. Gaps are lifecycle writes — no create/delete user or client, no group membership or attribute mutation — though those may be intentionally out of scope for an audit-and-containment server.

    Maintenance

    ActivityActive
    ResponsivenessNo issues