OpenShell: Skill for Claude Code

.agents/skills/launch-openshell-gator/SKILL.md

launch-openshell-gator is a skill for Claude Code, Codex from NVIDIA/OpenShell. It costs 90 tokens per session (5,640 once invoked), scanned A, original, Apache-2.0.

A guide for starting and supervising OpenShell gator agents, which are headless coding agents running in isolated environments. It covers launching them, checking their status and logs, and handling startup problems.

In plain words
What is it for?
Use it when launching gator on issues or pull requests, checking sandboxes, building its environment, restarting stuck runs, or inspecting logs.
Why use it?
It defines the operator process for keeping gator runs supervised and for diagnosing unhealthy sandboxes or gateways.

Skill for Claude CodeCodex ✓ vendor

Written for no agent in particular: nothing here depends on one. Also seen: mentions subagents; installed under .agents/ (shared by several agents); mentions Codex.

This is NVIDIA/OpenShell's own configuration. It tells Claude Code and Codex how to work on OpenShell itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything OpenShell configures →

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is ./scripts/agents/run.sh \.

About the project

OpenShell is a runtime for autonomous AI agents that executes them in sandboxed environments governed by declarative policies. It is used to restrict agents' access to files, credentials, data, and network resources, and the catalogue includes skills and workflows for operating and contributing to it.

NVIDIA/OpenShell · 21,172 stars · on GitHub · docs.nvidia.com

Reuse

Borrowing it

Nothing to install: this file belongs to NVIDIA/OpenShell. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/NVIDIA/OpenShell/main/.agents/skills/launch-openshell-gator/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/NVIDIA/OpenShell

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 launch-openshell-gator

README.md
[![agentmods](https://agentmods.dev/badge/skills/nvidia/openshell/launch-openshell-gator/github.svg)](https://agentmods.dev/skills/nvidia/openshell/launch-openshell-gator)
Your own site
<a href="https://agentmods.dev/skills/nvidia/openshell/launch-openshell-gator"><img src="https://agentmods.dev/badge/skills/nvidia/openshell/launch-openshell-gator/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.

agentmods 80×15 button for launch-openshell-gator

Your own site · 80×15
<a href="https://agentmods.dev/skills/nvidia/openshell/launch-openshell-gator"><img src="https://agentmods.dev/badge/skills/nvidia/openshell/launch-openshell-gator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 90 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,640 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
  • Snyk pass 7 Sept 2026
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Agent Snooping · line 36
    Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.
    Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
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 $0.00090 $0.05640
Opus 5.5 $0.00036 $0.02256
Sonnet 5.5 $0.00018 $0.01128
Haiku 4.5 $0.00009 $0.00564

Measured 6d ago against content hash fc9c19efd4e5, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

launch-openshell-gator 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 6d 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.

.agents/skills/launch-openshell-gator/SKILL.md · 438 lines

How it starts

The opening of the file, as written. The whole thing — 438 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Launch OpenShell Gator

Launch and supervise the repository's headless gator sandbox agent through OpenShell. This skill covers the operator workflow around scripts/agents/run.sh; the in-sandbox review and state-machine policy remains the gator-gate skill baked into the gator payload.

For gator's PR/issue validation policy, load gator-gate inside the launched sandbox. For generic sandbox CLI usage, use openshell-cli. For unhealthy gateways or sandbox startup failures, use debug-openshell-cluster after the launch preflight identifies a gateway/runtime problem.

Non-Negotiable Rules

  • Keep normal gator launches supervised: use --watch and let the in-sandbox supervisor own sleeping and relaunching bounded cycles.
  • Do not add passive sleep loops in the operator session to watch gator. Check logs or status once, then report the current state or launch a proper watcher outside the model session only when explicitly asked.
  • Do not change the default gator model in scripts/agents/gator/agent.yaml for experiments. Use CODEX_MODEL=... and, if needed, a temporary --from Docker context or --codex-bin override.
  • Do not push to contributor branches, approve, merge, post /ok to test, or broaden gator scope unless the operator explicitly authorized that action.
  • Scope each launch prompt to the requested issue/PR set. Avoid repo-wide gator scans unless the operator asked for repo-wide processing.
  • Leave unrelated local files alone, including .opencode/ artifacts and old gator logs unless the user asks for cleanup.

Key Paths

Path Purpose
scripts/agents/run.sh Manifest-driven OpenShell agent launcher.
scripts/agents/gator/agent.yaml Gator manifest: immutable payload version, default gateway, harness, providers, runtime, skills, and subagents.
scripts/agents/gator/Dockerfile Gator sandbox image source. Local launches build it in gateway's Docker or Podman image store.
scripts/agents/gator/policy.yaml Sandbox policy for the gator agent.
scripts/agents/gator/bin/gh Gator-specific gh wrapper and same-SHA duplicate-post guard.
scripts/agents/gator/bin/review-feedback-ledger Builds tree-aware review scope, durable findings, convergence telemetry, and review-budget state.
scripts/agents/gator/bin/resolve-gator-review-threads Resolves addressed Gator-owned inline review threads by ledger finding ID.
scripts/agents/gator/bin/validate-review-findings Enforces the blocker evidence schema and downgrades unsupported hypotheses.
scripts/agents/gator/prompts/gator.md Rendered top-level prompt template baked into the payload.
scripts/agents/gator/skills/gator-gate/SKILL.md In-sandbox gator state-machine skill.

Read the full file on GitHub · 438 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. 6d ago Changed · +16 lines fc9c19efd4e5
  2. 21d ago Changed · +5 lines e25ca7855e7d
  3. 25d ago Changed · +5 lines 74a4beae1e1e
  4. 29d ago Changed · +4 lines 422f76426db7
  5. 1mo ago Changed · +2 lines 742288303213
  6. 1mo ago Changed 435e359b963b
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  8. 1mo ago Changed 1313d7955e48
  9. 2mo ago Changed · +2 lines c800d3b49b5f
  10. 2mo ago First seen · 410 lines · 90 tokens per session scan A a49a82e171e6

Subscribe to this mod's changes

launch-openshell-gator is a skill published in the GitHub repository NVIDIA/OpenShell (21,172 stars, last pushed yesterday), licensed Apache-2.0. It adds 90 tokens to every session and 5,640 once invoked, about $0.0004 per session on Opus 5.5. 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 2026-08-30.

Related

launch-openshell-gator compared with skills from other repositories

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systematic-debuggingobra/superpowersSkill313k3d agoMITA21Claude Code
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chat-pet-sprite-creationmicrosoft/vscodeSkill195ktodayMITA53Claude Code, Codex