RRepoGEO

REPOGEO REPORT · LITE

ZeroLu/awesome-gpt-image

Default branch main · commit b16ff9d6 · scanned 5/10/2026, 11:42:36 PM

GitHub: 1,217 stars · 89 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 ZeroLu/awesome-gpt-image, 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 opening as a prompt library/handbook

    Why:

    CURRENT
    A curated collection of the best GPT Image 2 prompts and examples. Your go-to resource for mastering prompt engineering and exploring the creative potential of OpenAI's GPT Image 2 model.
    COPY-PASTE FIX
    This is the ultimate **GPT Image 2 prompt library and handbook**, a curated collection of the best prompts and examples. It's your go-to resource for mastering prompt engineering and exploring the creative potential of OpenAI's GPT Image 2 model.
  • highreadme#2
    Highlight unique prompt sourcing in README

    Why:

    COPY-PASTE FIX
    (Add this as a new sentence early in the README, perhaps after the first paragraph) "What sets this collection apart is its exclusive focus on **high-fidelity image prompts meticulously sourced from top creators on X (Twitter) and the community**, ensuring cutting-edge and effective inputs."
  • mediumtopics#3
    Expand repository topics for better categorization

    Why:

    CURRENT
    gpt-image, gpt-image-2, image-generator, prompt-engineering
    COPY-PASTE FIX
    gpt-image, gpt-image-2, image-generator, prompt-engineering, ai-art-prompts, prompt-library, curated-prompts, ai-image-prompts, prompt-handbook

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 ZeroLu/awesome-gpt-image
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PromptBase
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PromptBase · recommended 2×
  2. Lexica.art · recommended 2×
  3. ArtStation · recommended 2×
  4. Midjourney Community Showcase/Explore · recommended 1×
  5. DALL-E 2 Prompt Book (by Guy Parsons) · recommended 1×
  • CATEGORY QUERY
    Struggling to get good results from AI image generators; need better prompt examples.
    you: not recommended
    AI recommended (in order):
    1. PromptBase
    2. Lexica.art
    3. Midjourney Community Showcase/Explore
    4. DALL-E 2 Prompt Book (by Guy Parsons)
    5. ArtStation
    6. Reddit communities (r/midjourney, r/dalle2, r/StableDiffusion)

    AI recommended 6 alternatives but never named ZeroLu/awesome-gpt-image. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for curated prompts to generate high-fidelity or stylized images with AI.
    you: not recommended
    AI recommended (in order):
    1. Lexica.art
    2. PromptBase
    3. ArtStation
    4. Midjourney Community Showcase/Discord
    5. Civitai
    6. Krea.ai

    AI recommended 6 alternatives but never named ZeroLu/awesome-gpt-image. 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 ZeroLu/awesome-gpt-image?
    pass
    AI did not name ZeroLu/awesome-gpt-image — 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 ZeroLu/awesome-gpt-image in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ZeroLu/awesome-gpt-image 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 ZeroLu/awesome-gpt-image solve, and who is the primary audience?
    pass
    AI did not name ZeroLu/awesome-gpt-image — 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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ZeroLu/awesome-gpt-image — 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