RRepoGEO

REPOGEO REPORT · LITE

phodal/understand-prompt

Default branch master · commit d764ea72 · scanned 5/25/2026, 6:24:09 PM

GitHub: 5,383 stars · 435 forks

AI VISIBILITY SCORE
35 /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
3 / 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 phodal/understand-prompt, 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
  • highabout#1
    Clarify the repository's description to focus on prompt engineering guidance

    Why:

    CURRENT
    【🔞🔞🔞 内含不适合未成年人阅读的图片】基于我擅长的编程、绘画、写作展开的 AI 探索和总结：StableDiffusion 是一种强大的图像生成模型，能够通过对一张图片进行演化来生成新的图片。ChatGPT 是一个基于 Transformer 的语言生成模型，它能够自动为输入的主题生成合适的文章。而 Github Copilot 是一个智能编程助手，能够加速日常编程活动。
    COPY-PASTE FIX
    深入探索AI提示工程（Prompt Engineering）的艺术与科学，涵盖编程、绘画（Stable Diffusion）和写作（ChatGPT/Copilot）三大领域。本仓库提供全面的指南、最佳实践与案例，助你掌握如何为AI模型构建高效提示，以获得更精准、富有创意的输出。
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root. Consider a permissive license like MIT or Apache-2.0, or a copyleft license like GPL-3.0, based on your project's intended usage.
  • mediumtopics#3
    Expand repository topics with more specific prompt engineering terms

    Why:

    CURRENT
    ai, aigc, chatgpt, github-copilot, stable-diffusion
    COPY-PASTE FIX
    ai, aigc, chatgpt, github-copilot, stable-diffusion, prompt-engineering, prompt-design, ai-prompts, llm-prompts, image-prompts, prompt-guide

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 phodal/understand-prompt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 1×
  2. Stable Diffusion · recommended 1×
  3. DALL-E 3 · recommended 1×
  4. Lexica Aperture · recommended 1×
  5. Civitai · recommended 1×
  • CATEGORY QUERY
    What are best practices for crafting effective prompts in AI image generation?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. DALL-E 3
    4. Lexica Aperture
    5. Civitai
    6. Fooocus
    7. Automatic1111 web UI

    AI recommended 7 alternatives but never named phodal/understand-prompt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I improve my prompts for AI language models to get better results?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Playground
    2. Anthropic Console
    3. GPT-4
    4. Claude 3
    5. Gemini Advanced
    6. PaLM 2
    7. ChatGPT
    8. Claude
    9. Bard
    10. Llama 2
    11. Mistral
    12. OpenAI models
    13. Anthropic models

    AI recommended 13 alternatives but never named phodal/understand-prompt. 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 phodal/understand-prompt?
    pass
    AI named phodal/understand-prompt explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts phodal/understand-prompt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named phodal/understand-prompt 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 phodal/understand-prompt solve, and who is the primary audience?
    pass
    AI named phodal/understand-prompt explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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phodal/understand-prompt — 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