REPOGEO REPORT · LITE

wangxuqi/Prompt-Engineering-Guide-Chinese

Default branch main · commit aa4dc542 · scanned 6/30/2026, 11:32:40 AM

GitHub: 1,380 stars · 145 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

22 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 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 wangxuqi/Prompt-Engineering-Guide-Chinese, 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

hightopics#1

Refine topics to clarify 'guide' nature and remove 'toolkit' confusion

Why:

CURRENT

prompt, prompt-engineering, prompt-guide, prompt-toolkit

COPY-PASTE FIX

prompt, prompt-engineering, prompt-guide, llm-guide, aigc-guide, chinese-language

highreadme#2

Reposition README's opening to emphasize its comprehensive Chinese guide nature

Why:

CURRENT

# Prompt-Engineering-Guide-Chinese
Prompt工程师指南，源自于github上最火的英文指南，为了降低同学们的学习门槛

COPY-PASTE FIX

# Prompt-Engineering-Guide-Chinese
Prompt工程师指南：面向中文学习者的全面Prompt工程学习资源，源自于github上最火的英文指南，旨在降低学习门槛并持续更新。

mediumhomepage#3
Add a homepage URL if the guide is hosted externally
Why:
COPY-PASTE FIX
```
[URL to hosted guide, e.g., https://your-guide-site.com]
```

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 wangxuqi/Prompt-Engineering-Guide-Chinese

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenAI's Prompt Engineering Guide

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

OpenAI's Prompt Engineering Guide · recommended 1×
DeepLearning.AI's 'Prompt Engineering for Developers' Course · recommended 1×
LearnPrompting.org · recommended 1×
Google's Prompt Engineering Guide · recommended 1×
Vanderbilt University's 'Prompt Engineering for ChatGPT' Course · recommended 1×

CATEGORY QUERY
Where can I find a comprehensive guide to learn prompt engineering for large language models?
you: not recommended
AI recommended (in order):
1. OpenAI's Prompt Engineering Guide
2. DeepLearning.AI's 'Prompt Engineering for Developers' Course
3. LearnPrompting.org
4. Google's Prompt Engineering Guide
5. Vanderbilt University's 'Prompt Engineering for ChatGPT' Course
6. The Art of Prompt Engineering
AI recommended 6 alternatives but never named wangxuqi/Prompt-Engineering-Guide-Chinese. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How to effectively design prompts for generative AI models like text-to-image tools?
you: not recommended
AI recommended (in order):
1. Midjourney
2. Lexica.art
3. PromptBase
4. ChatGPT/GPT-4
5. DALL-E 2
6. Stable Diffusion Web UI (Automatic1111) (AUTOMATIC1111/stable-diffusion-webui)
AI recommended 6 alternatives but never named wangxuqi/Prompt-Engineering-Guide-Chinese. This is the gap to close.
Show full AI answer

Objective checks

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

Metadata completeness
warn
Suggestion:
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 wangxuqi/Prompt-Engineering-Guide-Chinese?
pass
AI did not name wangxuqi/Prompt-Engineering-Guide-Chinese — 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 wangxuqi/Prompt-Engineering-Guide-Chinese in production, what risks or prerequisites should they evaluate first?
pass
AI named wangxuqi/Prompt-Engineering-Guide-Chinese 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 wangxuqi/Prompt-Engineering-Guide-Chinese solve, and who is the primary audience?
pass
AI did not name wangxuqi/Prompt-Engineering-Guide-Chinese — 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?

Embed your GEO score

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MARKDOWN (README)

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HTML

<a href="https://repogeo.com/en/r/wangxuqi/Prompt-Engineering-Guide-Chinese"><img src="https://repogeo.com/badge/wangxuqi/Prompt-Engineering-Guide-Chinese.svg" alt="RepoGEO" /></a>

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wangxuqi/Prompt-Engineering-Guide-Chinese — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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