Local AI Agents
microsoft/ai-agents-for-beginners
Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models.
千问AI平台（Qianwen AI Platform / DashScope）官方文档离线知识库，用于检索并回答模型选择、API Key、OpenAI 兼容接口、DashScope SDK、文本与多模态生成、图像/视频/语音、Realtime API、Embedding、Reranking、Function Calling、MCP、批量调用、计费、Token Plan、API/SDK/CLI…
Install Qianwenai Wiki
$ npx skills add chujianyun/skills --skill qianwenai-wiki -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install chujianyun/skills qianwenai-wiki --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/chujianyun/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/qianwenai-wiki .claude/skills/qianwenai-wiki && 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 "qianwenai-wiki" agent skill from https://github.com/chujianyun/skills/tree/main/skills/qianwenai-wiki into .claude/skills/qianwenai-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qianwenai-wiki", 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/chujianyun/skills/tree/main/skills/qianwenai-wikiType 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 chujianyun/skills --skill qianwenai-wiki -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install chujianyun/skills qianwenai-wiki --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/chujianyun/skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/qianwenai-wiki .agents/skills/qianwenai-wiki && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "qianwenai-wiki" agent skill from https://github.com/chujianyun/skills/tree/main/skills/qianwenai-wiki into .agents/skills/qianwenai-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qianwenai-wiki", 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 chujianyun/skills --skill qianwenai-wiki -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install chujianyun/skills qianwenai-wiki --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/chujianyun/skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/qianwenai-wiki .cursor/skills/qianwenai-wiki && 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 "qianwenai-wiki" agent skill from https://github.com/chujianyun/skills/tree/main/skills/qianwenai-wiki into .cursor/skills/qianwenai-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qianwenai-wiki", 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/chujianyun/skills.git --path skills/qianwenai-wiki--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 chujianyun/skills --skill qianwenai-wiki -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install chujianyun/skills qianwenai-wiki --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/chujianyun/skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/qianwenai-wiki .gemini/skills/qianwenai-wiki && 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 "qianwenai-wiki" agent skill from https://github.com/chujianyun/skills/tree/main/skills/qianwenai-wiki into .gemini/skills/qianwenai-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qianwenai-wiki", 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 chujianyun/skills qianwenai-wikiInstalls 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 chujianyun/skills --skill qianwenai-wiki -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/chujianyun/skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/qianwenai-wiki .github/skills/qianwenai-wiki && 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 "qianwenai-wiki" agent skill from https://github.com/chujianyun/skills/tree/main/skills/qianwenai-wiki into .github/skills/qianwenai-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qianwenai-wiki", 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 chujianyun/skills --skill qianwenai-wiki -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install chujianyun/skills qianwenai-wiki --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/chujianyun/skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/qianwenai-wiki .opencode/skills/qianwenai-wiki && 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 "qianwenai-wiki" agent skill from https://github.com/chujianyun/skills/tree/main/skills/qianwenai-wiki into .opencode/skills/qianwenai-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qianwenai-wiki", 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
qianwenai-wiki- GitHub stars
- 742
- Token cost
- ~717 tokens
- SKILL.md length
- 137 words
- Files
- 721 (incl. scripts, references)
- Skills in repo
- 35
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
千问AI平台（Qianwen AI Platform / DashScope）官方文档离线知识库，用于检索并回答模型选择、API Key、OpenAI 兼容接口、DashScope SDK、文本与多模态生成、图像/视频/语音、Realtime API、Embedding、Reranking、Function Calling、MCP、批量调用、计费、Token Plan、API/SDK/CLI…
- Works in 8 steps: 从当前 SKILL.md 所在目录确定 Skill 根目录，不要假设用户工作目录。 → 将问题提炼为 2–6 个中英文关键词，保留模型名、接口名、参数名、错误码和… → 先运行全文检索 → …
- Tasks that involve Retrieval-augmented generation
- SKILL.md covers 资源, 工作流, 常见陷阱 and 刷新快照, plus 1 more section
- Calls python3; needs DASHSCOPE_API_KEY
What it does
Qianwenai Wiki is an agent skill from chujianyun/skills. 千问AI平台（Qianwen AI Platform / DashScope）官方文档离线知识库，用于检索并回答模型选择、API Key、OpenAI 兼容接口、DashScope SDK、文本与多模态生成、图像/视频/语音、Realtime API、Embedding、Reranking、Function Calling、MCP、批量调用、计费、Token Plan、API/SDK/CLI 参考和模型更新等问题，也可基于官方文档生成示例代码与排障建议。当用户提到千问AI平台、Qianwen AI Platform、DashScope、通义千问 API、百炼 API、DASHSCOPEAPIKEY 或具体千问/万相模型接入时使用；千问聊天产品的一般使用、模型原理论文解读或无关的阿里云产品问题不使用。
Its SKILL.md is about 720 tokens, which your agent loads only when the skill is triggered. The skill folder holds 726 other files, including scripts and reference files (for example `README.md`, `agents/openai.yaml` and `references/INDEX.md`).
It sits in AI & LLM Engineering, covering Retrieval-augmented generation, Embeddings and Structured output and tool calling. It works with OpenAI, Model Context Protocol and OpenAPI. The repository describes itself as: WuMing's Claude Skills.
When your agent uses it
- Tasks that involve Retrieval-augmented generation
- Tasks that involve Embeddings
- Tasks that involve Structured output and tool calling
Example prompts
- “/qianwenai-wiki”
Requirements
- Python 3
- A credential in DASHSCOPE_API_KEY
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- 从当前 SKILL.md 所在目录确定 Skill 根目录，不要假设用户工作目录。
- 将问题提炼为 2–6 个中英文关键词，保留模型名、接口名、参数名、错误码和 SDK 类名。
- 先运行全文检索
- 读取排名最高且互相补充的 1–3 篇资料。概念与使用流程优先读 developer-guides/；精确字段、请求和响应优先读 api-reference/ 或根目录 openapi-*.json；价格与限额优先读 resources/ 和 token-plan/；版本变化读…
- 对照文档给出直接结论、前置条件、代码与排障步骤。版本、模型名、端点、参数和环境变量必须来自实际读取的资料，不凭记忆补全。
- 同一能力同时提供 OpenAI 兼容接口与 DashScope 原生接口时，明确用户正在使用哪一种；用户未指定时，说明两者差异并给出文档中更通用的方案。
- 离线文档不足或用户要求最新版时，只补查千问AI平台、阿里云百炼或 DashScope 官方资料，并把新信息标为“联网补充”。不要用第三方博客覆盖官方结论。
- 用用户的语言回答，并列出实际采用的离线文档相对路径；需要引用原始页面时，从 SNAPSHOT.json 或文档中的 Documentation Index 获取官方 URL。
What it can do on your machine
Read from SKILL.md and the folder at commit 13b27aa. 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
Ships 1 file in scripts/, which the agent can run.
Shell commands in SKILL.md call:
python3
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 these keys or tokens, usually read from environment variables:
DASHSCOPE_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Qianwenai Wiki loads about 717 tokens when it runs, and up to ~3.3M if it reads all its reference files. Until then it costs about 93 tokens; SKILL.md has 137 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); the scripts in this folder are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 137 words (~717 tokens).
- name
- qianwenai-wiki
Files
SKILL.md and 720 other files (scripts, references) in skills/qianwenai-wiki of chujianyun/skills.
- SKILL.md
- README.md
- agents/openai.yaml
- references/INDEX.md
- references/SNAPSHOT.json
- references/SOURCE.md
- references/docs/api-reference/3d-generation/create-task.md
- references/docs/api-reference/3d-generation/query-result.md
- references/docs/api-reference/chat/anthropic.md
- references/docs/api-reference/chat/dashscope.md
- references/docs/api-reference/chat/delete-response.md
- references/docs/api-reference/chat/list-input-items.md
- references/docs/api-reference/chat/openai-chat.md
- references/docs/api-reference/chat/openai-responses.md
- references/docs/api-reference/chat/retrieve-response.md
- … and 706 more
Open the folder on GitHubat commit 13b27aa
Compare with similar skills
Qianwenai Wiki 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 |
|---|---|---|---|---|---|---|
| Qianwenai Wiki this skillchujianyun/skills | 742 | — | ~717 | Automated safety check: Pass | Custom licence | |
| Local AI Agentsmicrosoft/ai-agents-for-beginners | 77k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Local AI Agentsmicrosoft/ai-agents-for-beginners | 77k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Local AI Agentsmicrosoft/ai-agents-for-beginners | 77k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Spring AI Integrationrrezartprebreza/spring-boot-skills | 301 | — | ~2.1k | Automated safety check: Pass | MIT | |
| Spring AI Integrationrrezartprebreza/spring-boot-skills | 301 | — | ~2.5k | Automated safety check: Pass | MIT |
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Works with
Categories
Questions about Qianwenai Wiki
What does Qianwenai Wiki do?
千问AI平台（Qianwen AI Platform / DashScope）官方文档离线知识库，用于检索并回答模型选择、API Key、OpenAI 兼容接口、DashScope SDK、文本与多模态生成、图像/视频/语音、Realtime API、Embedding、Reranking、Function Calling、MCP、批量调用、计费、Token Plan、API/SDK/CLI…. Qianwenai Wiki is an agent skill from chujianyun/skills.
When should I use Qianwenai Wiki?
Qianwenai Wiki fits situations like: tasks that involve Retrieval-augmented generation; tasks that involve Embeddings; tasks that involve Structured output and tool calling.
How do I install Qianwenai Wiki in Claude Code?
Run `npx skills add chujianyun/skills --skill qianwenai-wiki -a claude-code`. Or copy the skill folder (skills/qianwenai-wiki in chujianyun/skills) into .claude/skills/qianwenai-wiki in your project. Claude Code loads it when a task matches its description.
How do I install Qianwenai Wiki in Codex?
Run `npx skills add chujianyun/skills --skill qianwenai-wiki -a codex`. Or copy the skill folder (skills/qianwenai-wiki in chujianyun/skills) into .agents/skills/qianwenai-wiki in your project. Codex loads it when a task matches its description.
Can I use Qianwenai Wiki 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 chujianyun/skills --skill qianwenai-wiki -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qianwenai-wiki, .gemini/skills/qianwenai-wiki, .github/skills/qianwenai-wiki and .opencode/skills/qianwenai-wiki in your project.
What does Qianwenai Wiki need to run?
Going by SKILL.md and its folder, Qianwenai Wiki needs the command-line tools its instructions call (python3) and credentials named DASHSCOPE_API_KEY. Our summary lists: Python 3; A credential in DASHSCOPE_API_KEY.
Does Qianwenai Wiki 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 Qianwenai Wiki 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Qianwenai Wiki use?
Qianwenai Wiki has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Qianwenai Wiki use?
About 717 tokens (SKILL.md is roughly 2.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.3M tokens, read only when the agent opens those files.
What are the alternatives to Qianwenai Wiki?
Skills that share tags, products or a category with Qianwenai Wiki: Local AI Agents (microsoft/ai-agents-for-beginners, 77k stars), Local AI Agents (microsoft/ai-agents-for-beginners, 77k stars), Local AI Agents (microsoft/ai-agents-for-beginners, 77k stars) and Spring AI Integration (rrezartprebreza/spring-boot-skills, 301 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Qianwenai Wiki?
chujianyun (a GitHub user) maintains it in chujianyun/skills, which has 742 GitHub stars. The repository holds 35 skills in this directory. The repository was last updated on October 9, 2026.
Source: chujianyun/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.