Darwin Skill Optimizer
alchaincyf/darwin-skill
Scores SKILL.md files on a nine-dimension rubric, then improves them in a keep-or-revert loop with independent judge agents, test prompts, git history and human checkpoints.
Discover, compare, and optionally install published Agent Skills from QianWen SkillHubs.
$ npx skills add QianWen-AI/qianwen-ai --skill qianwen-find-skills -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install QianWen-AI/qianwen-ai qianwen-find-skills --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/QianWen-AI/qianwen-ai.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/meta/qianwen-find-skills .claude/skills/qianwen-find-skills && 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 "qianwen-find-skills" agent skill from https://github.com/QianWen-AI/qianwen-ai/tree/main/skills/meta/qianwen-find-skills into .claude/skills/qianwen-find-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qianwen-find-skills", 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/QianWen-AI/qianwen-ai/tree/main/skills/meta/qianwen-find-skillsType 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 QianWen-AI/qianwen-ai --skill qianwen-find-skills -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install QianWen-AI/qianwen-ai qianwen-find-skills --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QianWen-AI/qianwen-ai.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/meta/qianwen-find-skills .agents/skills/qianwen-find-skills && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "qianwen-find-skills" agent skill from https://github.com/QianWen-AI/qianwen-ai/tree/main/skills/meta/qianwen-find-skills into .agents/skills/qianwen-find-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qianwen-find-skills", 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 QianWen-AI/qianwen-ai --skill qianwen-find-skills -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install QianWen-AI/qianwen-ai qianwen-find-skills --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QianWen-AI/qianwen-ai.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/meta/qianwen-find-skills .cursor/skills/qianwen-find-skills && 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 "qianwen-find-skills" agent skill from https://github.com/QianWen-AI/qianwen-ai/tree/main/skills/meta/qianwen-find-skills into .cursor/skills/qianwen-find-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qianwen-find-skills", 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/QianWen-AI/qianwen-ai.git --path skills/meta/qianwen-find-skills--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 QianWen-AI/qianwen-ai --skill qianwen-find-skills -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install QianWen-AI/qianwen-ai qianwen-find-skills --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QianWen-AI/qianwen-ai.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/meta/qianwen-find-skills .gemini/skills/qianwen-find-skills && 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 "qianwen-find-skills" agent skill from https://github.com/QianWen-AI/qianwen-ai/tree/main/skills/meta/qianwen-find-skills into .gemini/skills/qianwen-find-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qianwen-find-skills", 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 QianWen-AI/qianwen-ai qianwen-find-skillsInstalls 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 QianWen-AI/qianwen-ai --skill qianwen-find-skills -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/QianWen-AI/qianwen-ai.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/meta/qianwen-find-skills .github/skills/qianwen-find-skills && 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 "qianwen-find-skills" agent skill from https://github.com/QianWen-AI/qianwen-ai/tree/main/skills/meta/qianwen-find-skills into .github/skills/qianwen-find-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qianwen-find-skills", 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 QianWen-AI/qianwen-ai --skill qianwen-find-skills -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install QianWen-AI/qianwen-ai qianwen-find-skills --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QianWen-AI/qianwen-ai.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/meta/qianwen-find-skills .opencode/skills/qianwen-find-skills && 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 "qianwen-find-skills" agent skill from https://github.com/QianWen-AI/qianwen-ai/tree/main/skills/meta/qianwen-find-skills into .opencode/skills/qianwen-find-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qianwen-find-skills", 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.
qianwen-find-skillsDiscover, compare, and optionally install published Agent Skills from QianWen SkillHubs.
Qianwen Find Skills is an agent skill from QianWen-AI/qianwen-ai. Discover, compare, and optionally install published Agent Skills from QianWen SkillHubs. TRIGGER when: user asks to find or recommend a skill, compare candidates, install a discovered skill, or explicitly invokes this skill by name. DO NOT TRIGGER when: user already selected an installed skill and only wants to run it, or the request is unrelated to skill discovery or installation.
Its SKILL.md is about 3.4k 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 Skill management. The repository describes itself as: 将 QianWen 的全套 AI 技能折叠进你的 Agent 里,你提需求就行。 The licence is Apache-2.0.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 11b1805. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
npmFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
qianwenai.comFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Qianwen Find Skills loads about 3.4k tokens when it runs. Until then it costs about 101 tokens; SKILL.md has 1,835 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.
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.
The full file from QianWen-AI/qianwen-ai at commit 11b1805, republished under its Apache-2.0 licence (© QianWen-AI). 1,835 words, ~3,376 tokens.
.claude/skills/qianwen-find-skills/SKILL.md (or your agent's skills folder).Discover Agent Skills from QianWen SkillHubs with the native QianWen CLI.
., _, +, -, or /. Derive a safe equivalent instead of escaping or forwarding other characters./, ., _, or -. If the intended base directory contains any other character, stop and ask the user to choose a safe absolute directory.sudo, doas, runas, administrator elevation, or a system-managed installation directory.Use the language of the user's latest substantive message unless the user requests another language. Preserve product names, scoped slugs, paths, commands, and field names verbatim. Translate CLI errors before presenting them unless the user asks for raw diagnostics.
When an additional decision is genuinely required, such as updating an existing target or resolving an ambiguous destination, ask in the user's language. Require an unambiguous affirmative response before adding an approval flag or overwriting an existing installation.
qianwen skills search and qianwen skills install directly with --format json.slug returned by search when installing. Preserve its original casing in CLI arguments, installation identity checks, and local paths. Never reconstruct, shorten, or remove its provider scope.verified only when returned and attribute it to the platform. Search inclusion, this flag, and package integrity checks are not safety guarantees or evidence of an independent security audit.After confirming that the request is specific enough to search, or when an installation request names a candidate, run this preflight once per session before searching or installing:
command -v qianwen && qianwen --versionParse the reported version with SemVer rules and require 1.8.0 or later.
If the executable is unavailable or the version is below 1.8.0:
npm install -g @qianwenai/qianwen-cli@latest. State that Node.js 18 or later is required.qianwen-find-skills cannot continue and stop. Never retry with elevated privileges or a handwritten downloader.Extract the concrete task, desired outcome, named product or runtime, and material constraints such as language, local-only execution, API-key avoidance, or pricing.
Generic packaging nouns such as skill, 技能, plugin, 插件, extension, 扩展, tool, 工具, or Agent do not provide a target by themselves.
你希望找一个能完成什么任务的 Skill? and stop without running the CLI.qianwen-find-skills and asks to inspect, compare, install, reinstall, or update that exact Skill.Extract the user's concrete task object, action, named product, acronym, and important constraints. Build a primary query from one to three high-signal terms. Prefer terms that appear in the user's wording, remove conversational filler and bare packaging nouns, and keep exact product names or acronyms unchanged.
Examples:
RDS 慢 SQL.文本 配音; prepare 语音合成 as a fallback.图片处理; use the local-only and API-key constraints when filtering results rather than over-constraining the query.Before searching, prepare at most two fallback queries using relevant alternatives to the primary query:
配音 → 语音合成.对象存储 → OSS.The model must generate fallbacks from the current request and well-known terminology. Never broaden to unrelated terms or use generic standalone words such as 查询, 管理, 生成, 工具, or Skill. Do not create casing-only or spacing-only variants.
Run the validated query under the authorization rules above:
qianwen skills search "<validated-query>" \
--limit 5 \
--format jsonParse stdout as JSON only; logs and errors belong to stderr. Preserve server order.
Run the primary query first. If it returns a strongly relevant candidate, stop unless the user explicitly asks for a comparison or broader coverage. Otherwise run the prepared fallback queries one at a time and stop as soon as a strongly relevant candidate appears. Prefer 1–3 searches for a normal request and never run more than 5. If all prepared queries fail, report that no corresponding Skill was found instead of issuing a broad catalog search.
For each CLI result:
results array.slug, name, and description fields.^@[a-z0-9_-]{1,64}/[A-Za-z0-9_-]{1,128}$ and preserve it exactly.@qianwen-ai/qianwen-find-skills unless the user explicitly named it for inspection or installation.DO NOT TRIGGER, Skip for, 不适用, 不支持, or 不要用于.slug.Rank retained candidates by:
verified statusWhen the user explicitly requires no API Key, exclude candidates with requiresApiKey: true. A returned false supports this constraint; a missing field is unknown unless positive description evidence explicitly confirms that no API Key is required. Do not lower a candidate's rank solely for requiring an API Key when the user has no such constraint.
Do not invent popularity, compatibility, maintenance, pricing, or dependency signals that the CLI does not return. Return the best 3–5 candidates, or fewer when evidence is weak.
Respond in the user's language. For each candidate show:
name and a concise descriptionslugcurrentVersion, and the platform's verified flag when provided. Treat verified as a platform security-review indicator, not proof that the publisher is official.requiresApiKey: true means the platform reports that the user must supply an API Key; false means it reports no API Key requirement. If the field is missing, state that this requirement was not provided rather than inferring false.Do not expose raw CLI JSON or fabricate a homepage URL. Clearly state when no suitable result is found, then ask whether the user wants to install one of the recommended candidates.
Install immediately when the user explicitly identifies a candidate and asks to install it. This includes an exact scoped slug, an unambiguous name, or a positional reference such as “安装第一个” after the recommendation list.
Ask a follow-up question only when the candidate is ambiguous, the Skill base directory cannot be safely resolved, or an existing installation requires update or replacement authorization under step 4.
slug from the selected search result. Require it to match ^@[a-z0-9_-]{1,64}/[A-Za-z0-9_-]{1,128}$.<skill-name> from the scoped slug for local path verification. Keep the full scoped slug as the Skill identity and CLI argument; the provider is not a directory layer.<absolute-skill-base-directory>/<skill-name> as the expected target and check it before running the installation command. If it exists, read its .qianwen-skill.meta.json and compare the recorded full slug with the selected slug. For the same slug, ask once unless the user already requested an update, reinstall, or overwrite. For a different slug, identify both the installed and requested slugs and obtain authorization to replace that specific installation; a generic update request does not authorize a provider change. If the installation metadata is missing or invalid, stop and explain the conflict rather than deleting the directory or fabricating metadata to bypass the CLI.qianwen skills install "<exact-scoped-slug>" \
--dir "<absolute-skill-base-directory>" \
--format jsonslug, version, outcome, targetDir, and sha256; require the returned slug to exactly equal the selected search result. Accept only installed, updated, or noop. Treat noop as success with no filesystem changes.targetDir to equal <absolute-skill-base-directory>/<skill-name>. Verify <targetDir>/SKILL.md exists and its frontmatter name equals <skill-name>, not the full scoped slug.requiresApiKey, explain it using the recommendation rules above.The native CLI owns package download, SHA256 verification, safe extraction, atomic deployment, metadata, and installed/updated/noop state detection. Do not bypass it with a handwritten downloader.
© QianWen-AI, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/meta/qianwen-find-skills of QianWen-AI/qianwen-ai.
Open the folder on GitHubat commit 11b1805
Qianwen Find Skills 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 |
|---|---|---|---|---|---|---|
| Qianwen Find Skills this skillQianWen-AI/qianwen-ai | 105 | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | |
| Darwin Skill Optimizeralchaincyf/darwin-skill | 6.2k | 1 repos | ~4.7k | Automated safety check: Pass | MIT | |
| Using Agent Skillsaddyosmani/agent-skills | 105k | 4 repos | ~2.4k | Automated safety check: Pass | MIT | |
| Ponytail Help CardDietrichGebert/ponytail | 160k | — | ~726 | Automated safety check: Pass | MIT | |
| Skill Creatorzhayujie/CowAgent | 47k | — | ~4.7k | Automated safety check: Notes | MIT | |
| Task Observerrebelytics/one-skill-to-rule-them-all | 3.2k | 1 repos | ~11k | Automated safety check: Pass | CC-BY-4.0 |
alchaincyf/darwin-skill
Scores SKILL.md files on a nine-dimension rubric, then improves them in a keep-or-revert loop with independent judge agents, test prompts, git history and human checkpoints.
addyosmani/agent-skills
Meta-skill for choosing which workflow skill fits the task at hand, plus always-on habits: surface assumptions, stop on confusion, push back, keep it simple and stay in scope.
DietrichGebert/ponytail
Shows a one-shot quick-reference card for the ponytail skills: intensity levels, the six commands, and how to turn it off, set a default mode and update.
zhayujie/CowAgent
Guides creating, installing and updating agent skills in a workspace: SKILL.md frontmatter, bundled scripts and references, with scripts to scaffold, validate and package.
rebelytics/one-skill-to-rule-them-all
Monitors task execution for skill improvement opportunities.
aipoch/open-science
Creates, revises, evaluates and publishes skills in the Open-Science app through its native host.skills composer, with optional test prompts and benchmarks.
QianWen-AI/qianwen-ai
Synthesize speech from text with Qwen TTS models. An agent skill from QianWen-AI/qianwen-ai.
QianWen-AI/qianwen-ai
Generate and edit images using Wan and Qwen Image models. An agent skill from QianWen-AI/qianwen-ai.
QianWen-AI/qianwen-ai
Qwen AI Platform payment skill, used for account balance enquiries, fix-amount recharge, recharge page guidence, TokenPlan quotations, TokenPlan purchases and TokenPlan page guidence.
QianWen-AI/qianwen-ai
Generate text, have conversations, write code, reason, and call functions with Qwen models.
QianWen-AI/qianwen-ai
Generate videos using Wan and HappyHorse models. An agent skill from QianWen-AI/qianwen-ai.
QianWen-AI/qianwen-ai
Understand images and videos with Qwen vision models. An agent skill from QianWen-AI/qianwen-ai.
Categories
Discover, compare, and optionally install published Agent Skills from QianWen SkillHubs. Qianwen Find Skills is an agent skill from QianWen-AI/qianwen-ai. Discover, compare, and optionally install published Agent Skills from QianWen SkillHubs.
Qianwen Find Skills fits situations like: : user asks to find; recommend a skill; compare candidates; install a discovered skill.
Run `npx skills add QianWen-AI/qianwen-ai --skill qianwen-find-skills -a claude-code`. Or copy the skill folder (skills/meta/qianwen-find-skills in QianWen-AI/qianwen-ai) into .claude/skills/qianwen-find-skills in your project. Claude Code loads it when a task matches its description.
Run `npx skills add QianWen-AI/qianwen-ai --skill qianwen-find-skills -a codex`. Or copy the skill folder (skills/meta/qianwen-find-skills in QianWen-AI/qianwen-ai) into .agents/skills/qianwen-find-skills in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add QianWen-AI/qianwen-ai --skill qianwen-find-skills -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qianwen-find-skills, .gemini/skills/qianwen-find-skills, .github/skills/qianwen-find-skills and .opencode/skills/qianwen-find-skills in your project.
Going by SKILL.md and its folder, Qianwen Find Skills needs the command-line tools its instructions call (npm). Our summary lists: Node.js.
SKILL.md names 1 domain. As links in the text: qianwenai.com. This is read from the text; nothing was executed.
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.
Qianwen Find Skills is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.4k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Qianwen Find Skills: Darwin Skill Optimizer (alchaincyf/darwin-skill, 6.2k stars), Using Agent Skills (addyosmani/agent-skills, 105k stars), Ponytail Help Card (DietrichGebert/ponytail, 160k stars) and Skill Creator (zhayujie/CowAgent, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
QianWen-AI (a GitHub organization) maintains it in QianWen-AI/qianwen-ai, which has 105 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 10, 2026.
Source: QianWen-AI/qianwen-ai on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.