Agent skill

Prompt Analyzer

by huangserva in 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.

No licenceAuto-check passed

Install Prompt Analyzer

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

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

GitHub CLI
$ gh skill install huangserva/skill-prompt-generator prompt-analyzer --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-analyzer .claude/skills/prompt-analyzer && 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-analyzer
GitHub stars
1.5k
Token cost
~2.7k tokens
SKILL.md length
174 words
Files
1
Skills in repo
12
Repo updated
First seen
Licence
None found

At a glance

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.

  • Works in 5 steps: 查看详情 - 分析Prompt使用了哪些元素 → 对比分析 - 对比两个Prompt的差异 → 相似推荐 - 推荐相似的Prompt → …
  • SKILL.md covers 🎯 核心职责, 📋 功能1:查看Prompt详情, 📋 功能2:对比两个Prompts and 📋 功能3:推荐相似Prompts, plus 7 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Prompt Analyzer is an agent skill from 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

Its SKILL.md is about 2.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

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

  • “/prompt-analyzer”

Requirements

  • Python 3

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. 查看详情 - 分析Prompt使用了哪些元素
  2. 对比分析 - 对比两个Prompt的差异
  3. 相似推荐 - 推荐相似的Prompt
  4. 元素统计 - 查询元素库统计信息
  5. 风格推荐 - 按风格推荐最佳元素组合

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 python and 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

Prompt Analyzer loads about 2.7k tokens when it runs. Until then it costs about 14 tokens; SKILL.md has 174 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~14
When it runs · the whole SKILL.md, loaded when a task matches
~2.7k

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 174 words (~2,659 tokens).

name
prompt-analyzer

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .codex/skills/prompt-analyzer of huangserva/skill-prompt-generator.

Open the folder on GitHubat commit e951249

Compare with similar skills

Prompt Analyzer 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 Analyzer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Prompt Analyzer this skillhuangserva/skill-prompt-generator1.5k—~2.7kAutomated safety check: PassNone
AnalyzeriBigQiang/feedgrab614—~1kAutomated safety check: PassMIT
Agent Code Analyzerruvnet/ruflo74k2 repos~1.5kAutomated safety check: PassMIT
Agent Pagerank Analyzerruvnet/ruflo74k2 repos~2.9kAutomated safety check: PassMIT
Agent Performance Analyzerruvnet/ruflo74k2 repos~1.3kAutomated safety check: PassMIT
Diff Analyzeruvnet/ruflo74k—~450Automated safety check: NotesMIT

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More from huangserva/skill-prompt-generator

All 12 skills in this repo
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  • Domain Classifier

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  • Prompt Master

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  • 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.

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  • Art Master

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    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.

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  • Intelligent Prompt Generator

    huangserva/skill-prompt-generator

    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.

    1.5k GitHub stars~6.6k tokensUpdated 5 mo ago
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Questions about Prompt Analyzer

What does Prompt Analyzer do?

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 Analyzer is an agent skill from huangserva/skill-prompt-generator.

How do I install Prompt Analyzer in Claude Code?

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

How do I install Prompt Analyzer in Codex?

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

Can I use Prompt Analyzer 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-analyzer -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-analyzer, .gemini/skills/prompt-analyzer, .github/skills/prompt-analyzer and .opencode/skills/prompt-analyzer in your project.

What does Prompt Analyzer need to run?

SKILL.md names no scripts, command-line tools or credentials: Prompt Analyzer is instructions for the agent only. Our summary lists: Python 3.

Does Prompt Analyzer 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 Analyzer 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 Analyzer use?

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

How many tokens does Prompt Analyzer use?

About 2.7k tokens (SKILL.md is roughly 11k 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 Analyzer?

Skills that share tags, products or a category with Prompt Analyzer: Analyzer (iBigQiang/feedgrab, 614 stars), Agent Code Analyzer (ruvnet/ruflo, 74k stars), Agent Pagerank Analyzer (ruvnet/ruflo, 74k stars) and Agent Performance Analyzer (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Prompt Analyzer?

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.