Dstack
dstackai/dstack
dstack is an open-source control plane for GPU provisioning and orchestration across GPU clouds, Kubernetes, and on-prem clusters.
Manage GPU compute jobs on the Qizhi (启智) platform using qzcli — a kubectl-style CLI tool.
Install Qzcli
$ npx skills add AI4Scientist/nano-scientist --skill qzcli -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install AI4Scientist/nano-scientist qzcli --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/qzcli .claude/skills/qzcli && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "qzcli" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/qzcli into .claude/skills/qzcli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qzcli", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/AI4Scientist/nano-scientist/tree/main/skills/qzcliType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add AI4Scientist/nano-scientist --skill qzcli -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install AI4Scientist/nano-scientist qzcli --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/qzcli .agents/skills/qzcli && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "qzcli" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/qzcli into .agents/skills/qzcli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qzcli", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add AI4Scientist/nano-scientist --skill qzcli -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install AI4Scientist/nano-scientist qzcli --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/qzcli .cursor/skills/qzcli && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "qzcli" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/qzcli into .cursor/skills/qzcli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qzcli", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/AI4Scientist/nano-scientist.git --path skills/qzcli--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add AI4Scientist/nano-scientist --skill qzcli -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install AI4Scientist/nano-scientist qzcli --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/qzcli .gemini/skills/qzcli && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "qzcli" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/qzcli into .gemini/skills/qzcli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qzcli", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install AI4Scientist/nano-scientist qzcliInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add AI4Scientist/nano-scientist --skill qzcli -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/qzcli .github/skills/qzcli && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "qzcli" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/qzcli into .github/skills/qzcli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qzcli", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add AI4Scientist/nano-scientist --skill qzcli -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install AI4Scientist/nano-scientist qzcli --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/qzcli .opencode/skills/qzcli && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "qzcli" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/qzcli into .opencode/skills/qzcli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qzcli", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
qzcli- GitHub stars
- 128
- Used in
- 2 other repos
- Token cost
- ~1.9k tokens
- SKILL.md length
- 290 words
- Files
- 1
- Skills in repo
- 76
- Repo updated
- First seen
- Licence
- None found
At a glance
Manage GPU compute jobs on the Qizhi (启智) platform using qzcli — a kubectl-style CLI tool.
- User says qzcli
- SKILL.md covers Installation, Configuration, Quick Start and Authentication, plus 6 more sections
- Calls pip, bash and git; reaches github.com; needs QZCLI_PASSWORD
- Needs to manage distributed training jobs on a Qizhi instance
What it does
Qzcli is an agent skill from AI4Scientist/nano-scientist. Manage GPU compute jobs on the Qizhi (启智) platform using qzcli — a kubectl-style CLI tool. Use when user says "qzcli", "启智平台", "submit job", "stop job", "查计算组", "avail", "list jobs", "batch submit", or needs to manage distributed training jobs on a Qizhi instance.
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering GPU and accelerator computing, Container orchestration and Deep learning. It works with Kubernetes and Bash. The repository describes itself as: An autonomous research agent that turns a topic into a peer-reviewed technical report.
When your agent uses it
- User says qzcli
- Needs to manage distributed training jobs on a Qizhi instance
Example prompts
- “submit job”
- “stop job”
- “list jobs”
- “/qzcli”
Requirements
- Python 3
- Docker
- Pre-approved tools (allowed-tools): Bash(*), Read, Write
What it can do on your machine
Read from SKILL.md and the folder at commit 7132192. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
Bash(*)ReadWrite
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
pipbashgitclaudecodex
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
github.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
QZCLI_PASSWORD
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Qzcli loads about 1.9k tokens when it runs. Until then it costs about 68 tokens; SKILL.md has 290 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NoteMentions a .env fileSKILL.md:39
sword-stdin > env vars > QZCLI_ENV_FILE (.env) > ~/.qzcli/config.json > interactive input` - NoteMentions a .env fileSKILL.md:44
cat > ~/.qzcli/.env <<'EOF' - NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Bash(*), Read, Write
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 290 words (~1,859 tokens).
“A kubectl/docker-style CLI for managing GPU compute jobs on the Qizhi (启智) platform.”
- name
- qzcli
- allowed-tools
- Bash(*), Read, Write
- argument-hint
- login|avail|list|create|stop <job-id>|batch|status|watch
Files
Just SKILL.md in skills/qzcli of AI4Scientist/nano-scientist.
Open the folder on GitHubat commit 7132192
Used in 2 other repositories
We found 6 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in AI4Scientist/nano-scientist, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Qzcli next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Qzcli this skillAI4Scientist/nano-scientist | 128 | 2 repos | ~1.9k | Automated safety check: Notes | None | |
| Dstackdstackai/dstack | 2.3k | — | ~6.2k | Automated safety check: Warn | MPL-2.0 | |
| Paidf Orchestration SetupNVIDIA/skills | 3.5k | — | ~3.8k | Automated safety check: Warn | Apache-2.0 | |
| KubeSphere Volcano Jobskubesphere/kubesphere | 17k | 1 repos | ~5.6k | Automated safety check: Pass | Custom licence | |
| Asdfjjmartres/opencode | 133 | — | ~2.1k | Automated safety check: Notes | MIT | |
| GPU Kubernetes Operationssickn33/agentic-awesome-skills | 47k | 2 repos | ~3.2k | Automated safety check: Pass | MIT |
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KubeSphere Volcano Jobs
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Creates, lists, updates and deletes Volcano Jobs and Queues in KubeSphere, with YAML templates for PyTorch, TensorFlow, MPI and batch jobs plus scheduling troubleshooting.
Asdf
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A skill your agent uses whenever the user wants to install, configure, or use asdf (asdf-vm), the universal version manager.
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Categories
Questions about Qzcli
What does Qzcli do?
Manage GPU compute jobs on the Qizhi (启智) platform using qzcli — a kubectl-style CLI tool. Qzcli is an agent skill from AI4Scientist/nano-scientist. Manage GPU compute jobs on the Qizhi (启智) platform using qzcli — a kubectl-style CLI tool.
When should I use Qzcli?
Qzcli fits situations like: user says qzcli; needs to manage distributed training jobs on a Qizhi instance.
How do I install Qzcli in Claude Code?
Run `npx skills add AI4Scientist/nano-scientist --skill qzcli -a claude-code`. Or copy the skill folder (skills/qzcli in AI4Scientist/nano-scientist) into .claude/skills/qzcli in your project. Claude Code loads it when a task matches its description.
How do I install Qzcli in Codex?
Run `npx skills add AI4Scientist/nano-scientist --skill qzcli -a codex`. Or copy the skill folder (skills/qzcli in AI4Scientist/nano-scientist) into .agents/skills/qzcli in your project. Codex loads it when a task matches its description.
Can I use Qzcli in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add AI4Scientist/nano-scientist --skill qzcli -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qzcli, .gemini/skills/qzcli, .github/skills/qzcli and .opencode/skills/qzcli in your project.
What does Qzcli need to run?
Going by SKILL.md and its folder, Qzcli needs the command-line tools its instructions call (pip, bash, git, claude and codex) and credentials named QZCLI_PASSWORD. Our summary lists: Python 3; Docker. Its frontmatter pre-approves these tools: Bash(*), Read, Write.
Does Qzcli access the network?
SKILL.md names 1 domain. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is Qzcli safe to install?
Our automated static check of SKILL.md found notes only (mentions a .env file; pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Qzcli use?
No licence was found for Qzcli or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Qzcli use?
About 1.9k tokens (SKILL.md is roughly 7.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Qzcli?
Skills that share tags, products or a category with Qzcli: Dstack (dstackai/dstack, 2.3k stars), Paidf Orchestration Setup (NVIDIA/skills, 3.5k stars), KubeSphere Volcano Jobs (kubesphere/kubesphere, 17k stars) and Asdf (jjmartres/opencode, 133 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Qzcli?
AI4Scientist (a GitHub organization) maintains it in AI4Scientist/nano-scientist, which has 128 GitHub stars. The repository holds 76 skills in this directory. The repository was last updated on June 3, 2026.
Source: AI4Scientist/nano-scientist on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.