Universal Scraping Architect
alirezarezvani/claude-skills
A skill your agent uses for web scraping, crawling, document extraction, API parsing, or building validation-heavy data pipelines using Firecrawl or local Python scripts.
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.
No licenceAuto-check passed
Install Universal Learner
$ npx skills add huangserva/skill-prompt-generator --skill universal-learner -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install huangserva/skill-prompt-generator universal-learner --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/huangserva/skill-prompt-generator.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/universal-learner .claude/skills/universal-learner && 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 "universal-learner" agent skill from https://github.com/huangserva/skill-prompt-generator/tree/main/.codex/skills/universal-learner into .claude/skills/universal-learner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "universal-learner", 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/huangserva/skill-prompt-generator/tree/main/.codex/skills/universal-learnerType 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 huangserva/skill-prompt-generator --skill universal-learner -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install huangserva/skill-prompt-generator universal-learner --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huangserva/skill-prompt-generator.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/universal-learner .agents/skills/universal-learner && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "universal-learner" agent skill from https://github.com/huangserva/skill-prompt-generator/tree/main/.codex/skills/universal-learner into .agents/skills/universal-learner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "universal-learner", 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 huangserva/skill-prompt-generator --skill universal-learner -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install huangserva/skill-prompt-generator universal-learner --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huangserva/skill-prompt-generator.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/universal-learner .cursor/skills/universal-learner && 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 "universal-learner" agent skill from https://github.com/huangserva/skill-prompt-generator/tree/main/.codex/skills/universal-learner into .cursor/skills/universal-learner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "universal-learner", 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/huangserva/skill-prompt-generator.git --path .codex/skills/universal-learner--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 huangserva/skill-prompt-generator --skill universal-learner -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install huangserva/skill-prompt-generator universal-learner --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huangserva/skill-prompt-generator.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/universal-learner .gemini/skills/universal-learner && 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 "universal-learner" agent skill from https://github.com/huangserva/skill-prompt-generator/tree/main/.codex/skills/universal-learner into .gemini/skills/universal-learner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "universal-learner", 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 huangserva/skill-prompt-generator universal-learnerInstalls 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 huangserva/skill-prompt-generator --skill universal-learner -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/huangserva/skill-prompt-generator.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/universal-learner .github/skills/universal-learner && 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 "universal-learner" agent skill from https://github.com/huangserva/skill-prompt-generator/tree/main/.codex/skills/universal-learner into .github/skills/universal-learner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "universal-learner", 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 huangserva/skill-prompt-generator --skill universal-learner -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install huangserva/skill-prompt-generator universal-learner --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huangserva/skill-prompt-generator.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/universal-learner .opencode/skills/universal-learner && 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 "universal-learner" agent skill from https://github.com/huangserva/skill-prompt-generator/tree/main/.codex/skills/universal-learner into .opencode/skills/universal-learner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "universal-learner", 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
universal-learner- GitHub stars
- 1.5k
- Used in
- 1 other repo
- Token cost
- ~1.2k tokens
- SKILL.md length
- 131 words
- Files
- 5
- Skills in repo
- 12
- Repo updated
- First seen
- Licence
- None found
At a glance
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.
- SKILL.md covers 🎯 核心功能, 📋 使用方式, 🔄 工作流程 and 📊 输出示例, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Universal Learner is an agent skill from 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
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files (for example `modules/domain_classifier.md`, `modules/element_extractor.md` and `modules/library_updater.md`).
The repository describes itself as: 这是一个基于Claude Skill的AI人像Prompt生成系统，能够从特征库中智能组合生成高质量的人像描述Prompt，并具备自动学习和库扩展能力。 核心能力: Prompt生成、特征提取、自动学习、智能审核、版本控制.
Example prompts
- “/universal-learner”
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
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
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
Universal Learner loads about 1.2k tokens when it runs. Until then it costs about 15 tokens; SKILL.md has 131 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 131 words (~1,167 tokens).
“版本: 1.0 架构: Master-Subordinate 学习方式: 半自动（生成报告 + 人工审核）”
- name
- universal-learner
Files
SKILL.md and 4 other files in .codex/skills/universal-learner of huangserva/skill-prompt-generator.
- SKILL.md
- modules/domain_classifier.md
- modules/element_extractor.md
- modules/library_updater.md
- modules/tagger.md
Open the folder on GitHubat commit e951249
Used in 1 other repository
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in huangserva/skill-prompt-generator, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Universal Learner 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 |
|---|---|---|---|---|---|---|
| Universal Learner this skillhuangserva/skill-prompt-generator | 1.5k | 1 repos | ~1.2k | Automated safety check: Pass | None | |
| Universal Scraping Architectalirezarezvani/claude-skills | 28k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Universal Ma Codebookbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~3.4k | Automated safety check: Pass | Custom licence | |
| Kaggle LearnerGalaxy-Dawn/claude-scholar | 5.7k | 2 repos | ~940 | Automated safety check: Pass | MIT | |
| Journal Of Tianjin University Of Sportbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~671 | Automated safety check: Pass | MIT | |
| Journal Of Chengdu Sport Universitybrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~669 | Automated safety check: Pass | MIT |
Similar skills
Universal Ma Codebook
brycewang-stanford/Auto-Empirical-Research-Skills
Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction.
Kaggle Learner
Galaxy-Dawn/claude-scholar
This skill should be used when the user asks to "learn from Kaggle", "study Kaggle solutions", "analyze Kaggle competitions", or mentions Kaggle competition URLs.
Journal Of Tianjin University Of Sport
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when targeting 《天津体育学院学报》(Journal of Tianjin University of Sport) — a CSSCI comprehensive sport-science journal hosted by Tianjin University of Sport, with a recognized tilt…
Journal Of Chengdu Sport University
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when targeting 《成都体育学院学报》(Journal of Chengdu Sport University) — a CSSCI comprehensive sport-science journal hosted by Chengdu Sport University, distinctively strong in sport…
Journal Of Shenyang Sport University
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when targeting 《沈阳体育学院学报》(Journal of Shenyang Sport University) — a CSSCI comprehensive sport-science journal hosted by Shenyang Sport University in northeast China, covering…
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Prompt Analyzer
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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.
Prompt Master
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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.
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.
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.
Intelligent Prompt Generator
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智能提示词生成器 v2.0 - 支持人像/跨domain/设计三种模式，语义理解、常识推理、一致性检查. An agent skill from huangserva/skill-prompt-generator.
Questions about Universal Learner
What does Universal Learner do?
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. Universal Learner is an agent skill from huangserva/skill-prompt-generator.
How do I install Universal Learner in Claude Code?
Run `npx skills add huangserva/skill-prompt-generator --skill universal-learner -a claude-code`. Or copy the skill folder (.codex/skills/universal-learner in huangserva/skill-prompt-generator) into .claude/skills/universal-learner in your project. Claude Code loads it when a task matches its description.
How do I install Universal Learner in Codex?
Run `npx skills add huangserva/skill-prompt-generator --skill universal-learner -a codex`. Or copy the skill folder (.codex/skills/universal-learner in huangserva/skill-prompt-generator) into .agents/skills/universal-learner in your project. Codex loads it when a task matches its description.
Can I use Universal Learner 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 universal-learner -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/universal-learner, .gemini/skills/universal-learner, .github/skills/universal-learner and .opencode/skills/universal-learner in your project.
What does Universal Learner need to run?
SKILL.md names no scripts, command-line tools or credentials: Universal Learner is instructions for the agent only.
Does Universal Learner 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 Universal Learner 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 Universal Learner use?
No licence was found for Universal Learner or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Universal Learner use?
About 1.2k tokens (SKILL.md is roughly 4.7k 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 Universal Learner?
Skills that share tags, products or a category with Universal Learner: Universal Scraping Architect (alirezarezvani/claude-skills, 28k stars), Universal Ma Codebook (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), Kaggle Learner (Galaxy-Dawn/claude-scholar, 5.7k stars) and Journal Of Tianjin University Of Sport (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Universal Learner?
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.