skypilot-workflows

skypilot-workflows is a skill for Claude Code, Codex from nebius/nebius-physical-ai. It costs 56 tokens per session (2,735 once invoked), scanned A, original, Apache-2.0.

A workflow guide for running and troubleshooting SkyPilot jobs from NPA workflow specifications. SkyPilot is a tool that plans and runs workloads across computing resources.

In plain words
What is it for?
Use it to invoke SkyPilot, handle limits and multi-machine tasks, run job groups, and clean up the exact project and cluster recorded for a run.
Why use it?
It helps developers use the repository's supported workflow path and avoid deprecated systems, incorrect environments, or unsafe cleanup targets.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to invoke SkyPilot, handle limits and multi-machine tasks, run job groups, and clean up the exact project and cluster recorded for a run.

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Install with agentmods
npx agentmods add skills/nebius/nebius-physical-ai/skypilot-workflows
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add nebius/nebius-physical-ai --skill skypilot-workflows
Clone the repo
git clone --depth 1 https://github.com/nebius/nebius-physical-ai

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for skypilot-workflows

README.md
[![agentmods](https://agentmods.dev/badge/skills/nebius/nebius-physical-ai/skypilot-workflows/github.svg)](https://agentmods.dev/skills/nebius/nebius-physical-ai/skypilot-workflows)
Your own site
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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.

agentmods 80×15 button for skypilot-workflows

Your own site · 80×15
<a href="https://agentmods.dev/skills/nebius/nebius-physical-ai/skypilot-workflows"><img src="https://agentmods.dev/badge/skills/nebius/nebius-physical-ai/skypilot-workflows.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 56 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,735 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00056 $0.02735
Opus 5 $0.00028 $0.01367
Sonnet 5 $0.00011 $0.00547
Haiku 4.5 $0.00006 $0.00274

Measured 4d ago against content hash c7fed22312cc, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

skypilot-workflows scanned grade A with 0 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 4d 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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/tools/skypilot-workflows/SKILL.md · 209 lines

How it starts

The opening of the file, as written. The whole thing — 209 lines — stays where its author put it; the contents beside it link to each section on GitHub.

SkyPilot Workflows

For teardown after project/config removal, use the existing immutable teardown receipt (npa skypilot cleanup-controller --receipt <id> --context <context> --yes). A terminal receipt or exact provider-verified missing cluster is a no-op without bootstrapping SkyPilot. Otherwise cleanup stays bound to the exact recorded project/context and preserves local controller state until remote absence is independently verified. Never fall back to the current kube context or an unrelated SkyPilot profile.

SkyPilot is the workflow execution engine in this repo. Argo is deprecated; do not add or revive Argo workflows.

SkyPilot is not the repository authoring surface. Pipelines are npa.workflow/v0.0.1 specs, and the engine plans those specs and renders SkyPilot tasks. Use skills/workflows/author-npa-workflow/SKILL.md to author a pipeline. The retired raw-task catalog must not return; raw SkyPilot input is still accepted for customer-provided tasks and guarded tool-specific examples.

Invocation

SkyPilot lives in an isolated virtualenv outside NPA's main Python environment. Invoke it through NPA_SKYPILOT_BIN; never rely on sky from PATH.

Use npa skypilot bootstrap to create or reuse the pinned SkyPilot 0.12.2 venv, then set NPA_SKYPILOT_BIN="$(npa skypilot status --bin-path)".

The Kubernetes controller is the default path (W9-skypilot-k8s-controller). The VM controller exists only as a fallback.

For workflows that write S3 state or artifacts, supply config.bucket and a run-scoped config.prefix, even when their declared output URIs are absolute. NPA_CONFIG_DIR selects NPA configuration; set KUBECONFIG separately to the verified file containing the selected cluster context. An isolated configuration must also resolve the authorized S3 endpoint and credentials through supported private sources or the child process environment. Keep credential values out of arguments and logs. A successful structural render or --plan-only does not prove these live submission prerequisites. Preserve a failed submission intent and inspect the exact run state before recovering from a preflight failure; do not delete the intent or assume a failed CLI exit means no launch occurred.

Read the full file on GitHub · 209 lines

Changes

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.

  1. 4d ago Changed · +22 lines c7fed22312cc
  2. 5d ago Changed · +55 lines 1a6dc0f0d4cd
  3. 8d ago First seen · 132 lines · 56 tokens per session scan A 9d7dc961a588

Subscribe to this mod's changes

skypilot-workflows is a skill published in the GitHub repository nebius/nebius-physical-ai (29 stars, last pushed today), licensed Apache-2.0. It adds 56 tokens to every session and 2,735 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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