Agent skill

Prompt Extractor

by huangserva in huangserva/skill-prompt-generator

“自动化提取AI绘画提示词的模块化结构,从海量提示词中提炼可复用的模块组件”

— description from SKILL.md by huangserva
No licenceAuto-check passed

Install Prompt Extractor

skills CLI
$ npx skills add huangserva/skill-prompt-generator --skill prompt-extractor -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install huangserva/skill-prompt-generator prompt-extractor --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/huangserva/skill-prompt-generator.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/prompt-extractor .claude/skills/prompt-extractor && rm -rf skills-src

Use ~/.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/

Facts

Skill name
prompt-extractor
GitHub stars
1.5k
Token cost
~4.2k tokens
SKILL.md length
509 words
Files
9
Skills in repo
12
Repo updated
First seen
Licence
None found

At a glance

  • Works in 6 steps: 数据读取与预处理 → 智能聚类分析(仅处理>100条时) → 模块化提取 → …
  • SKILL.md covers 核心功能, 工作流程, 使用示例 and 技术细节, plus 3 more sections
  • Runs Python and Shell scripts from its folder

About this skill

Prompt Extractor is a skill in huangserva/skill-prompt-generator (1.5k stars). Its SKILL.md is about 4.2k tokens, with 8 other files in the folder. No licence found.

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. 数据读取与预处理
  2. 智能聚类分析(仅处理>100条时)
  3. 模块化提取
  4. 批量处理策略
  5. 输出成果
  6. 质量保障

What it can do on your machine

Read from SKILL.md and the folder at commit e951249. 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 script files (Python and Shell), which the agent can run.

    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

Prompt Extractor loads about 4.2k tokens when it runs. Until then it costs about 13 tokens; SKILL.md has 509 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~13
When it runs · the whole SKILL.md, loaded when a task matches
~4.2k

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 509 words (~4,238 tokens).

name
prompt-extractor

Read the full SKILL.md on GitHub

Files

SKILL.md and 8 other files in .codex/skills/prompt-extractor of huangserva/skill-prompt-generator.

  • SKILL.md
  • MODULE_REFERENCE.md
  • PASTE_MODE_GUIDE.md
  • QUICKSTART.md
  • README.md
  • example_prompts.txt
  • preprocessor.py
  • test_extractor.sh
  • test_output.json

Open the folder on GitHubat commit e951249

Compare with similar skills

Prompt Extractor 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.

Prompt Extractor compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Prompt Extractor this skillhuangserva/skill-prompt-generator1.5k—~4.2kAutomated safety check: PassNone
Drama Script Entity Extractorchatfire-AI/huobao-drama16k—~491Automated safety check: PassCustom licence
Keyword Extractorsickn33/agentic-awesome-skills47k2 repos~1.1kAutomated safety check: PassMIT
Competitive Ads Extractornexu-io/open-design100k—~344Automated safety check: PassApache-2.0
Od Web Effect Extractornexu-io/open-design100k—~1.6kAutomated safety check: PassApache-2.0
Video Content Extractorsickn33/agentic-awesome-skills47k1 repos~1kAutomated safety check: PassMIT

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  • Drama Script Entity Extractor

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    Rules for pulling characters, scenes and key props out of a short-drama episode script and saving them without duplicates, written in Chinese.

    16k GitHub stars~491 tokensUpdated 4 days ago
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  • Keyword Extractor

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More from huangserva/skill-prompt-generator

All 12 skills in this repo
  • Design Master

    huangserva/skill-prompt-generator

    平面设计主控 - 自动生成平面设计提示词,支持海报、logo、插画等多种设计类型. An agent skill from huangserva/skill-prompt-generator.

    1.5k GitHub stars~728 tokensUpdated 5 mo ago
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  • Domain Classifier

    huangserva/skill-prompt-generator

    AI领域分类器 - 智能分析提示词内容,准确判断所属领域(人像/艺术/设计/产品/视频). An agent skill from huangserva/skill-prompt-generator.

    1.5k GitHub stars~1k tokensUpdated 5 mo ago
    Auto-check passed
  • Prompt Analyzer

    huangserva/skill-prompt-generator

    提示词分析与洞察 - 查看Prompt详情、对比差异、推荐相似提示词、元素库统计. An agent skill from huangserva/skill-prompt-generator.

    1.5k GitHub stars~2.7k tokensUpdated 5 mo ago
    Auto-check passed
  • Prompt Master

    huangserva/skill-prompt-generator

    提示词主控 - 智能选择合适的领域skill并生成提示词,支持自动领域分类和调度. An agent skill from huangserva/skill-prompt-generator.

    1.5k GitHub stars~1.8k tokensUpdated 5 mo ago
    Auto-check passed
  • Universal Learner

    huangserva/skill-prompt-generator

    通用学习器 - 从任何领域的Prompt中自动提取可复用元素,持续学习和积累知识. An agent skill from huangserva/skill-prompt-generator.

    1.5k GitHub stars~1.2k tokensUpdated 5 mo ago
    Auto-check passed
  • Art Master

    huangserva/skill-prompt-generator

    艺术风格主控 - 自动生成艺术风格提示词,支持水墨画、油画、超现实、插画等多种艺术风格. An agent skill from huangserva/skill-prompt-generator.

    1.5k GitHub stars~329 tokensUpdated 5 mo ago
    Auto-check passed

Questions about Prompt Extractor

How do I install Prompt Extractor in Claude Code?

Run `npx skills add huangserva/skill-prompt-generator --skill prompt-extractor -a claude-code`. Or copy the skill folder (.codex/skills/prompt-extractor in huangserva/skill-prompt-generator) into .claude/skills/prompt-extractor in your project. Claude Code loads it when a task matches its description.

How do I install Prompt Extractor in Codex?

Run `npx skills add huangserva/skill-prompt-generator --skill prompt-extractor -a codex`. Or copy the skill folder (.codex/skills/prompt-extractor in huangserva/skill-prompt-generator) into .agents/skills/prompt-extractor in your project. Codex loads it when a task matches its description.

Can I use Prompt Extractor 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 huangserva/skill-prompt-generator --skill prompt-extractor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/prompt-extractor, .gemini/skills/prompt-extractor, .github/skills/prompt-extractor and .opencode/skills/prompt-extractor in your project.

What does Prompt Extractor need to run?

Going by SKILL.md and its folder, Prompt Extractor needs Python and a shell for the scripts in its folder.

Does Prompt Extractor 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 Prompt Extractor 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 Prompt Extractor use?

No licence was found for Prompt Extractor or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Prompt Extractor use?

About 4.2k tokens (SKILL.md is roughly 17k 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 Prompt Extractor?

Skills that share tags, products or a category with Prompt Extractor: Drama Script Entity Extractor (chatfire-AI/huobao-drama, 16k stars), Keyword Extractor (sickn33/agentic-awesome-skills, 47k stars), Competitive Ads Extractor (nexu-io/open-design, 100k stars) and Od Web Effect Extractor (nexu-io/open-design, 100k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Prompt Extractor?

huangserva (a GitHub user) maintains it in huangserva/skill-prompt-generator, which has 1,500 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on May 10, 2026.

Source: huangserva/skill-prompt-generator on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.