REPOGEO REPORT · LITE

jnMetaCode/superpowers-zh

Default branch main · commit 4e79a147 · scanned 5/16/2026, 2:16:50 AM

GitHub: 3,213 stars · 324 forks

AI VISIBILITY SCORE

27 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 fail

Objective metadata checks

AI knows your name

1 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface jnMetaCode/superpowers-zh, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Reposition README H1 and opening to clarify "AI coding skills framework"

Why:

CURRENT

# superpowers-zh（AI 编程超能力 · 中文增强版）

🌐 **简体中文** | English (upstream)

> 🦸 **superpowers（159k+ ⭐）完整汉化 + 4 个中国原创 skills** — 让 Claude Code / Copilot CLI / Hermes Agent / Cursor / Windsurf / Kiro / Gemini CLI 等 **17 款 AI 编程工具**真正会干活。从头脑风暴到代码审查，从 TDD 到调试，每个 skill 都是经过实战验证的工作方法论。

COPY-PASTE FIX

# superpowers-zh：AI 编程工具的「超能力」技能框架（中文增强版）

🌐 **简体中文** | English (upstream)

> 🦸 **superpowers-zh** 是一个为 Claude Code / Copilot CLI / Hermes Agent / Cursor / Windsurf / Kiro / Gemini CLI 等 **17 款 AI 编程工具**提供系统化工作方法论的**技能框架**。它在完整汉化 `superpowers`（159k+ ⭐）的基础上，新增了 4 个中国原创 skills，让 AI 真正会干活。从头脑风暴到代码审查，从 TDD 到调试，每个 skill 都是经过实战验证的工作方法论。

hightopics#2

Add more specific topics for AI coding skills frameworks

Why:

CURRENT

agent-skills, agentic-coding, ai-coding, chinese, claude-code, code-review, cursor, gemini-cli, kiro, mcp, npm-package, prompt-engineering, skills, superpowers, tdd, trae

COPY-PASTE FIX

agent-skills, agentic-coding, ai-coding, chinese, claude-code, code-review, cursor, gemini-cli, kiro, mcp, npm-package, prompt-engineering, skills, superpowers, tdd, trae, ai-agent-framework, ai-coding-framework

mediumreadme#3

Add a sentence to "这是什么？" section clarifying unique value proposition

Why:

CURRENT

## 这是什么？

superpowers 是目前最火的 AI 编程 skills 框架（159k+ stars），为 AI 编程工具提供**系统化的工作方法论**。

**superpowers-zh** 在完整翻译的基础上，新增了面向中国开发者的特色 skills。

COPY-PASTE FIX

## 这是什么？

superpowers 是目前最火的 AI 编程 skills 框架（159k+ stars），为 AI 编程工具提供**系统化的工作方法论**。**与直接使用 AI 编程工具不同，superpowers-zh 提供了一套经过实战验证的技能集，让 AI 不再是简单的代码生成器，而是真正能理解需求、规划方案的智能助手。**

**superpowers-zh** 在完整翻译的基础上，新增了面向中国开发者的特色 skills。

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface jnMetaCode/superpowers-zh

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenAI API

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

OpenAI API · recommended 2×
LangChain · recommended 1×
LlamaIndex · recommended 1×
Hugging Face Transformers · recommended 1×
SpaCy · recommended 1×

CATEGORY QUERY
How to make my AI coding assistant more effective at understanding requirements?
you: not recommended
AI recommended (in order):
1. OpenAI API
2. LangChain
3. LlamaIndex
4. Hugging Face Transformers
5. SpaCy
6. Jira Software
AI recommended 6 alternatives but never named jnMetaCode/superpowers-zh. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for agentic coding enhancements to improve AI developer tool interaction in Chinese.
you: not recommended
AI recommended (in order):
1. Cursor
2. Jupyter notebooks
3. Jieba
4. LAC (Lexical Analysis of Chinese)
5. OpenAI
6. Anthropic
7. Llama 3
8. GitHub Copilot Chat
9. Baidu Wenxin Qianfan (文心千帆)
10. OpenAI API
11. JetBrains AI Assistant
AI recommended 11 alternatives but never named jnMetaCode/superpowers-zh. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of jnMetaCode/superpowers-zh?
pass
AI did not name jnMetaCode/superpowers-zh — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts jnMetaCode/superpowers-zh in production, what risks or prerequisites should they evaluate first?
pass
AI named jnMetaCode/superpowers-zh explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo jnMetaCode/superpowers-zh solve, and who is the primary audience?
pass
AI did not name jnMetaCode/superpowers-zh — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/jnMetaCode/superpowers-zh.svg)](https://repogeo.com/en/r/jnMetaCode/superpowers-zh)

HTML

<a href="https://repogeo.com/en/r/jnMetaCode/superpowers-zh"><img src="https://repogeo.com/badge/jnMetaCode/superpowers-zh.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite