MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Use the qzcli MCP tools to query 启智平台 workspaces, resources, jobs, availability, and raw status values.
Install Qzcli MCP
$ npx skills add tianyilt/qzcli_tool --skill qzcli-mcp -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install tianyilt/qzcli_tool qzcli-mcp --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/tianyilt/qzcli_tool.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/qzcli-mcp .claude/skills/qzcli-mcp && 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-mcp" agent skill from https://github.com/tianyilt/qzcli_tool/tree/master/skills/qzcli-mcp into .claude/skills/qzcli-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qzcli-mcp", 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/tianyilt/qzcli_tool/tree/master/skills/qzcli-mcpType 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 tianyilt/qzcli_tool --skill qzcli-mcp -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install tianyilt/qzcli_tool qzcli-mcp --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tianyilt/qzcli_tool.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/qzcli-mcp .agents/skills/qzcli-mcp && 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-mcp" agent skill from https://github.com/tianyilt/qzcli_tool/tree/master/skills/qzcli-mcp into .agents/skills/qzcli-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qzcli-mcp", 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 tianyilt/qzcli_tool --skill qzcli-mcp -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install tianyilt/qzcli_tool qzcli-mcp --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tianyilt/qzcli_tool.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/qzcli-mcp .cursor/skills/qzcli-mcp && 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-mcp" agent skill from https://github.com/tianyilt/qzcli_tool/tree/master/skills/qzcli-mcp into .cursor/skills/qzcli-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qzcli-mcp", 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/tianyilt/qzcli_tool.git --path skills/qzcli-mcp--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 tianyilt/qzcli_tool --skill qzcli-mcp -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install tianyilt/qzcli_tool qzcli-mcp --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tianyilt/qzcli_tool.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/qzcli-mcp .gemini/skills/qzcli-mcp && 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-mcp" agent skill from https://github.com/tianyilt/qzcli_tool/tree/master/skills/qzcli-mcp into .gemini/skills/qzcli-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qzcli-mcp", 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 tianyilt/qzcli_tool qzcli-mcpInstalls 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 tianyilt/qzcli_tool --skill qzcli-mcp -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/tianyilt/qzcli_tool.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/qzcli-mcp .github/skills/qzcli-mcp && 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-mcp" agent skill from https://github.com/tianyilt/qzcli_tool/tree/master/skills/qzcli-mcp into .github/skills/qzcli-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qzcli-mcp", 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 tianyilt/qzcli_tool --skill qzcli-mcp -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install tianyilt/qzcli_tool qzcli-mcp --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tianyilt/qzcli_tool.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/qzcli-mcp .opencode/skills/qzcli-mcp && 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-mcp" agent skill from https://github.com/tianyilt/qzcli_tool/tree/master/skills/qzcli-mcp into .opencode/skills/qzcli-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qzcli-mcp", 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-mcp- GitHub stars
- 136
- Token cost
- ~283 tokens
- SKILL.md length
- 58 words
- Files
- 1
- Skills in repo
- 1
- Repo updated
- First seen
- Licence
- MIT
At a glance
Use the qzcli MCP tools to query 启智平台 workspaces, resources, jobs, availability, and raw status values.
- Works in 5 steps: 如果还没有认证，先用 qz_auth_login 或 qz_set_cookie → 如果 workspace / 计算组缓存可能过期，先用… → 查询资源推荐时，优先用 qz_get_availability → …
- Wants live task status
- SKILL.md covers 何时使用, 工作流, 状态处理规则 and 推荐模式, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Qzcli MCP is an agent skill from tianyilt/qzcli_tool. Use the qzcli MCP tools to query 启智平台 workspaces, resources, jobs, availability, and raw status values. Use this when the user wants live task status, workspace resource recommendations, or drift-resistant status inspection from qzcli.
Its SKILL.md is about 280 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 Agent Workflows, covering MCP servers. It works with Model Context Protocol. The repository describes itself as: 启智平台任务管理 CLI：资源查询、任务提交、日志查看和 MCP/agent workflow. The licence is MIT.
When your agent uses it
- Wants live task status
- Workspace resource recommendations
- Drift-resistant status inspection from qzcli
Example prompts
- “/qzcli-mcp”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- 如果还没有认证，先用 qz_auth_login 或 qz_set_cookie
- 如果 workspace / 计算组缓存可能过期，先用 qz_refresh_resources
- 查询资源推荐时，优先用 qz_get_availability
- 查询任务时，优先用 qz_list_jobs / qz_get_job_detail
- 如果状态看起来异常或出现未知枚举，调用 qz_inspect_status_catalog
What it can do on your machine
Read from SKILL.md and the folder at commit cfce0e0. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Qzcli MCP loads about 283 tokens when it runs. Until then it costs about 61 tokens; SKILL.md has 58 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 passed
The automated check found no risky patterns in SKILL.md.
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
The full file from tianyilt/qzcli_tool at commit cfce0e0, republished under its MIT licence (© tianyilt). 58 words, ~283 tokens.
Download SKILL.mdSave it as
.claude/skills/qzcli-mcp/SKILL.md (or your agent's skills folder).- name
- qzcli-mcp
- description
- Use the qzcli MCP tools to query 启智平台 workspaces, resources, jobs, availability, and raw status values. Use this when the user wants live task status, workspace resource recommendations, or drift-resistant status inspection from qzcli.
qzcli MCP
使用这个 skill 时，优先通过 qzcli-mcp 暴露的工具获取实时信息，不要凭空假设启智平台状态枚举稳定不变。
何时使用
- 用户要看启智平台任务、工作空间、计算组、GPU 使用情况
- 用户要找“哪里还有空机器 / 哪个计算组适合提任务”
- 用户明确担心状态字段、cookie 名、返回结构可能漂移
- 用户要排查“为什么现在模型识别不到某种状态”
工作流
- 如果还没有认证，先用
qz_auth_login或qz_set_cookie - 如果 workspace / 计算组缓存可能过期，先用
qz_refresh_resources - 查询资源推荐时，优先用
qz_get_availability - 查询任务时，优先用
qz_list_jobs/qz_get_job_detail - 如果状态看起来异常或出现未知枚举，调用
qz_inspect_status_catalog
状态处理规则
- 永远优先看
status_raw status_family只是便于上层决策的弱归一化结果- 不要把
status_family当成平台真实枚举 - 需要解释差异时，直接引用
raw中的字段名和值
推荐模式
- 看整体资源：
qz_list_workspaces->qz_refresh_resources->qz_get_availability - 看任务：
qz_list_jobs，必要时再对单条调用qz_get_job_detail - 排查漂移：
qz_inspect_status_catalog，重点关注unknown_statuses
输出建议
- 面向用户汇报时，同时给出“归一化判断”和“原始状态”
- 当发现未知状态时，明确说明这是平台新状态或未覆盖状态，而不是直接误判为失败
© tianyilt, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/qzcli-mcp of tianyilt/qzcli_tool.
Open the folder on GitHubat commit cfce0e0
Compare with similar skills
Qzcli MCP 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 MCP this skilltianyilt/qzcli_tool | 136 | — | ~283 | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 4 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Crush Configurationcharmbracelet/crush | 29k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Context Mode Output Sandboxmksglu/context-mode | 26k | — | ~4.1k | Automated safety check: Pass | Custom licence |
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Related
Works with
Categories
Questions about Qzcli MCP
What does Qzcli MCP do?
Use the qzcli MCP tools to query 启智平台 workspaces, resources, jobs, availability, and raw status values. Qzcli MCP is an agent skill from tianyilt/qzcli_tool. Use the qzcli MCP tools to query 启智平台 workspaces, resources, jobs, availability, and raw status values.
When should I use Qzcli MCP?
Qzcli MCP fits situations like: wants live task status; workspace resource recommendations; drift-resistant status inspection from qzcli.
How do I install Qzcli MCP in Claude Code?
Run `npx skills add tianyilt/qzcli_tool --skill qzcli-mcp -a claude-code`. Or copy the skill folder (skills/qzcli-mcp in tianyilt/qzcli_tool) into .claude/skills/qzcli-mcp in your project. Claude Code loads it when a task matches its description.
How do I install Qzcli MCP in Codex?
Run `npx skills add tianyilt/qzcli_tool --skill qzcli-mcp -a codex`. Or copy the skill folder (skills/qzcli-mcp in tianyilt/qzcli_tool) into .agents/skills/qzcli-mcp in your project. Codex loads it when a task matches its description.
Can I use Qzcli MCP 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 tianyilt/qzcli_tool --skill qzcli-mcp -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-mcp, .gemini/skills/qzcli-mcp, .github/skills/qzcli-mcp and .opencode/skills/qzcli-mcp in your project.
What does Qzcli MCP need to run?
SKILL.md names no scripts, command-line tools or credentials: Qzcli MCP is instructions for the agent only.
Does Qzcli MCP access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Qzcli MCP safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Qzcli MCP use?
Qzcli MCP is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Qzcli MCP use?
About 283 tokens (SKILL.md is roughly 1.1k 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 MCP?
Skills that share tags, products or a category with Qzcli MCP: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Crush Configuration (charmbracelet/crush, 29k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Qzcli MCP?
tianyilt (a GitHub user) maintains it in tianyilt/qzcli_tool, which has 136 GitHub stars. The repository was last updated on October 9, 2026.
Source: tianyilt/qzcli_tool on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.