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TrueNAS SCALE AI-powered storage operations with a built-in governance harness (audit, budget, undo, risk tiers)

Project description

TrueNAS AIops

Disclaimer: Community-maintained open-source project. Not affiliated with, endorsed by, or sponsored by iXsystems or the TrueNAS project. "TrueNAS" is a trademark of its owner. MIT licensed.

AI-powered TrueNAS SCALE storage operations with a built-in governance harness — unified audit log, policy engine, token/runaway budget guard, undo-token recording, and graduated-autonomy risk tiers. Self-contained: no external dependencies beyond httpx and the MCP SDK. Mock-validated only, not yet verified against a live TrueNAS appliance.

Verification status: mock-validated only; REST endpoint paths are modelled from the documented API and not yet confirmed against a live appliance. See docs/VERIFICATION.md.

What works

  • CLI (truenas-aiops ...): init, overview, system, pool list/get/status/scrub-status/capacity/scrub-start, dataset list/get/create, diagnose pool-health/alerts, snapshot list/create/delete, disk list/smart, alert list, service list/restart, replication list/cloudsync, secret set/list/rm/migrate/rotate-password, doctor, mcp.
  • MCP server (truenas-aiops mcp or truenas-aiops-mcp): 25 tools (19 read, 6 write), every one wrapped with the bundled @governed_tool harness.
  • Encrypted credentials: the TrueNAS API key lives in an encrypted store ~/.truenas-aiops/secrets.enc (Fernet + scrypt) — never plaintext on disk. Unlock with a master password from TRUENAS_AIOPS_MASTER_PASSWORD (MCP/CI) or an interactive prompt (CLI).
  • Reversibility: snapshot_create records an inverse snapshot_delete undo descriptor. The irreversible snapshot_delete (high risk) captures the snapshot's BEFORE state for the audit record and declares no undo.
  • Safety: destructive CLI ops (snapshot delete, service restart) require double confirmation and support --dry-run.

Security: read-only mode

This tool is meant to be handed to an AI agent, so its safety story is enforced by the server rather than requested in a prompt:

export TRUENAS_READ_ONLY=1

With that set, the 6 write tools are never registered. An MCP client lists 19 tools instead of 25 — the writes are not hidden, not gated behind a flag, and not merely refused when called. They are absent from the session. A model cannot invoke a tool it was never offered, and cannot be argued into one.

That distinction is the whole point. A tool that exists but refuses still invites retry loops and "I'll describe the call instead" behaviour from smaller models, and it leaves a reviewer trusting a promise. An absent tool is a fact you can check: connect, list the tools, and see that the writes are not there.

Enforcement is two layers deep, so the switch cannot be sidestepped by changing entry point:

Layer What it does Covers
@governed_tool harness refuses every non-read operation outright MCP, CLI, and in-process callers
MCP registration write tools are removed from list_tools() anything speaking MCP

Read operations are unaffected, and every call is still audited to ~/.truenas-aiops/audit.db.

The read/write split is derived from each tool's declared risk_level, and a test asserts that this never disagrees with the [READ]/[WRITE] tag in the tool's own documentation — so a write can't quietly present itself as a read.

Running a smaller / local model? See agent-guardrails.md — it lists the guardrails this tool now enforces for you (so you don't spend prompt budget restating them) and gives a ready-made system prompt for what's left.

Playbook: triage a degraded pool

truenas-aiops diagnose pool-health            # worst-first: bad state, error counters, capacity
# → e.g. CRITICAL tank "pool status is DEGRADED", and "read=4 checksum=2" on a vdev
truenas-aiops pool status tank                # inspect the topology / scan detail it cited
truenas-aiops pool scrub-start tank           # kick an integrity scrub (governed, medium risk)
truenas-aiops diagnose alerts                 # cross-check active alerts + any datasets near full

Each finding cites the measured number that tripped it (status string, error counts, used-percent) so you see why it was flagged, then points at the exact read/write command to act on it.

Capability matrix (25 MCP tools)

Category Tools Count R/W
Overview / System overview, system_info 2 read
Diagnostics / RCA pool_health_rca, alert_and_capacity_rca 2 read
Pools pool_list, pool_get, pool_status, scrub_status, pool_capacity 5 read
pool_scrub_start 1 write (medium)
Datasets dataset_list, dataset_get 2 read
dataset_create 1 write (medium)
Snapshots snapshot_list 1 read
snapshot_create (medium), snapshot_delete (high) 2 write
Disks disk_list, smart_test_results 2 read
Alerts alert_list 1 read
Services service_list 1 read
service_restart 1 write (medium)
Replication replication_list, cloudsync_list 2 read
Undo (governance) undo_list 1 read
undo_apply 1 write (medium)

Quick start

uv tool install truenas-aiops
truenas-aiops init        # interactive wizard: connection details + encrypted API key
truenas-aiops doctor      # verify config, encrypted store, connectivity (hits /system/info)

init writes ~/.truenas-aiops/config.yaml (non-secret connection details) and stores the API key encrypted in ~/.truenas-aiops/secrets.enc. Example config it produces:

targets:
  - name: nas1
    host: 10.0.0.30
    port: 443
    verify_ssl: false          # self-signed lab certs only
    api_path: /api/v2.0

Create the API key in the TrueNAS UI under Credentials → API Keys. For non-interactive use (MCP server, CI, cron) export the master password so the store can be unlocked without a prompt:

export TRUENAS_AIOPS_MASTER_PASSWORD='your-master-password'

Managing secrets

truenas-aiops secret set nas1             # prompts hidden for the API key
truenas-aiops secret list                 # names only, values never shown
truenas-aiops secret rm nas1
truenas-aiops secret rotate-password      # re-encrypt under a new master password
truenas-aiops secret migrate              # import a legacy plaintext .env, then deletes it

A legacy plaintext env var TRUENAS_<TARGET_NAME_UPPER>_APIKEY is still honoured as a fallback with a deprecation warning (migrate with truenas-aiops secret migrate).

支持范围 / Supported scope

Read: system info, ZFS pools (list/get/status/scrub-status/capacity), datasets (list/get), snapshots (list), disks + S.M.A.R.T. results, alerts, services, replication & cloud-sync tasks, one-shot health overview, and read-only diagnostics / RCA (pool_health_rca, alert_and_capacity_rca). Mutating (governed, dry-run + double-confirm where destructive): pool_scrub_start, dataset_create, snapshot_create, snapshot_delete, service_restart.

缺功能?(Missing something?) Coverage is intentionally focused. Open an issue or PR at github.com/AIops-tools/TrueNAS-AIops — feature requests, contributions, and comments are all welcome.

Caveats

  • Mock-only: all behaviour is validated against mocked REST responses; not yet run against a live TrueNAS SCALE appliance. truenas-aiops doctor is the fastest live check.
  • Endpoint paths (e.g. /pool/scrub/run, /zfs/snapshot/id/{id}, /smart/test/results, /alert/list) are modelled against the documented TrueNAS SCALE REST v2.0 API and need live verification.
  • Out of scope by design: anything that destroys bulk data (dataset/pool deletion, replication runs that overwrite) — only snapshot_delete removes data, and it is high risk + double-confirmed.

Not for

Other NAS/storage or backup products, hypervisor VM lifecycle, container clusters, or network devices — those are out of scope for this tool.

License

MIT — github.com/AIops-tools/TrueNAS-AIops

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