RRepoGEO

REPOGEO REPORT · LITE

wangxuqi/Prompt-Engineering-Guide-Chinese

Default branch main · commit aa4dc542 · scanned 5/19/2026, 4:08:01 AM

GitHub: 1,368 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
    Update repository topics for better categorization

    Why:

    CURRENT
    prompt, prompt-engineering, prompt-guide, prompt-toolkit
    COPY-PASTE FIX
    prompt, prompt-engineering, prompt-guide, llm, aigc, midjourney, stable-diffusion, chinese-language, documentation, tutorial
  • highreadme#2
    Reposition README's opening to clearly state its purpose and audience

    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
实时掌握最新学习内容，持续更新，欢迎共同添加更多的prompt指南

Prompt工程是一种相对较新的学科...
    COPY-PASTE FIX
    # Prompt-Engineering-Guide-Chinese: 最全面的中文Prompt工程师指南 (The Most Comprehensive Chinese Prompt Engineering Guide)
本指南源自GitHub上最受欢迎的英文Prompt工程指南，并特别增加了AIGC（如Midjourney, Stable Diffusion）的Prompt部分，旨在为中文学习者提供一个实时更新、易于理解的Prompt工程学习资源。Prompt工程是一种相对较新的学科...
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    YOUR_PROJECT_HOMEPAGE_OR_DOCS_URL_HERE

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
0%
Of all named tools, what % are you?
Top rival
OpenAI's Prompt Engineering Guide
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI's Prompt Engineering Guide · recommended 1×
  2. DeepLearning.AI's "Prompt Engineering for Developers" Course · recommended 1×
  3. LearnPrompting.org · recommended 1×
  4. Google's Prompt Engineering Guide · recommended 1×
  5. Anthropic's "Prompt Engineering" Documentation · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive guide to prompt engineering techniques for LLMs?
    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. Anthropic's "Prompt Engineering" Documentation
    6. Awesome Prompt Engineering GitHub Repository

    AI recommended 6 alternatives but never named wangxuqi/Prompt-Engineering-Guide-Chinese. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are effective strategies for prompting generative AI models like Midjourney and Stable Diffusion?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. Lexica.art
    4. PromptHero
    5. Civitai

    AI recommended 5 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?

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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