Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/nebius/nebius-physical-ainpx agentmods add skills/nebius/nebius-physical-ai/agent-fresh-operateWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/nebius/nebius-physical-ai/agent-fresh-operate)<a href="https://agentmods.dev/skills/nebius/nebius-physical-ai/agent-fresh-operate"><img src="https://agentmods.dev/badge/skills/nebius/nebius-physical-ai/agent-fresh-operate/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/nebius/nebius-physical-ai/agent-fresh-operate"><img src="https://agentmods.dev/badge/skills/nebius/nebius-physical-ai/agent-fresh-operate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00047 | $0.04702 |
| Opus 5 | $0.00023 | $0.02351 |
| Sonnet 5 | $0.00009 | $0.00940 |
| Haiku 4.5 | $0.00005 | $0.00470 |
Grade C, and why
agent-fresh-operate scanned grade C with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Reaches for credential fileshighPrivilege escalation
SSH keys, cloud credentials, git-credentials, .npmrc, /etc/shadow: reading these is how a config file becomes a credential leak.
export NPA_SSH_KEY="${NPA_SSH_KEY:-$HOME/.ssh/id_ed25519}" Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -sk -u "${AGENT_USER}:${AGENT_PASSWORD}" "${BASE}/api/models" How it starts
The opening of the file, as written. The whole thing — 361 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent Fresh Operate
When To Use
Use this skill to operate a clean agent VM lifecycle on the operator/dev VM:
- First-time
fresh-setupon a project alias - Teardown → redeploy loops (“reproduce from scratch”)
- Validate
/api/modelsand/api/chatafter deploy - Debug destroy/fresh-setup failures (IAM, orphan VMs, ingress rules)
For chat UX, API shapes, and Rerun iframe behavior, use npa-agent. For
npa configure / object-storage provisioning, use nebius-infra.
Entry Points
npa/.venv/bin/npa agent fresh-setup— initialize project env + deploy + bootstrapnpa/.venv/bin/npa agent destroy— npa-driven teardown (ingress cleanup, TF destroy, orphan VM delete)- If the project stanza is already gone, resume only from the opaque receipt ID
printed before removal (
agent destroy --receipt <id> --name <name> --yes) or from exact--project-id/--instance-idprovider identity. Conflicting receipt, operation-journal, record, or exact identities stop before deletion; NPA never performs a display-name/prefix VM sweep. npa/scripts/agent_fresh_setup_loop.sh— destroy → fresh-setup → smoke chat (loop until success)- Exact-name retries after client transport loss adopt a healthy exact VM or
resume its first incomplete phase. Do not use
--replacesolely because the final Terraform/SSH response was lost; mismatched or unavailable evidence is indeterminate and resumable. - A completed service installer writes a private receipt before credentials are staged. Interrupted bootstrap retries reuse that install only when its rendered contents match exactly, then restage credentials and verify health. Changed source/settings or a missing receipt require installation again.
npa/scripts/agent_mature_verify_loop.sh— bootstrap-first mature loop (existing agents; not fresh deploy)
All npa agent … and nebius commands run on the operator/dev VM with
the selected NPA configuration root (NPA_CONFIG_DIR, default ~/.npa).
Use the authorized checkout and branch for live tests.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago Changed · +26 lines 382cd206468f
- 4d ago Changed · +29 lines 3be6adb68fde
- 6d ago Changed · +6 lines 22d1dd3c5743
- 8d ago First seen · 300 lines · 47 tokens per session scan C 8f0af141088e
agent-fresh-operate is a skill published in the GitHub repository nebius/nebius-physical-ai (28 stars, last pushed today), licensed Apache-2.0. It adds 47 tokens to every session and 4,702 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it C with 2 findings (reaches for credential files, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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