Tao Run On Virtualenv

Q: What is a Claude Code skill and how does the Tao Run On Virtualenv skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Tao Run On Virtualenv is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Engineering · Sub-category: devops · Last updated: 2026-10-25

lang:python tool:docker

Run a Python training/eval script directly in an existing local virtualenv — no docker, no container. Implements the four-verb consumer contract (submit/status/logs/cancel) over a vendored process-lifecycle runner with durable on-disk state, PID-reuse-safe identity, and process-group cleanup. Use for docker-free local execution, plain-Python model scripts, fast HPO/AutoML trial smokes, or hosts where containers are unavailable. Trigger phrases include "run in my venv", "no docker", "virtualenv execution", "local python training", "run this training script directly".

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

The virtualenv platform runs a Python script natively in an existing venv — as an argv vector whose first element is <venv>/bin/python, never through a shell, never activating anything. The vendored runner (references/virtualenv_runner.py) is this platform's "native CLI" — the role docker/kubectl/sbatch play elsewhere — and owns only the process lifecycle. Job records stay with tao_job_record.py; specs are authored by the agent, exactly like every other platform.

What this skill does

Tao Run On Virtualenv is a community-contributed Claude Code skill in the devops sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/tao-run-on-virtualenv/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Tao Run On Virtualenv Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 211,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/tao-run-on-virtualenv
curl -L https://claudskills.com/skills/tao-run-on-virtualenv/SKILL.md \
  -o ~/.claude/skills/tao-run-on-virtualenv/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/tao-run-on-virtualenv/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/tao-run-on-virtualenv/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\tao-run-on-virtualenv\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Tao Run On Virtualenv Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/tao-run-on-virtualenv/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Tao Run On Virtualenv skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Tao Run On Virtualenv skill?

Use Tao Run On Virtualenv when your Claude Code task falls under the Engineering category — specifically in the devops area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Tao Run On Virtualenv" or describe the task and let Claude pick). Browse related skills at /category/engineering/.

What is a Claude Code skill and how does the Tao Run On Virtualenv skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Tao Run On Virtualenv is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/NVIDIA/skills/blob/HEAD/skills/tao-run-on-virtualenv/SKILL.md
License: Apache-2.0
Author: NVIDIA
Website: https://docs.nvidia.com/skills

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

NVIDIA. (2026). Tao Run On Virtualenv [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/tao-run-on-virtualenv/

BibTeX

@misc{tao-run-on-virtualenv-2026,
  author    = {NVIDIA},
  title     = {Tao Run On Virtualenv [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/tao-run-on-virtualenv/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge

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Security scan

Grade A · scanned 2026-10-25 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/tao-run-on-virtualenv/#security)

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