RRepoGEO

REPOGEO REPORT · LITE

ImgEdify/Awesome-GPT4o-Image-Prompts

Default branch main · commit d45df616 · scanned 6/5/2026, 12:32:57 PM

GitHub: 566 stars · 47 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 ImgEdify/Awesome-GPT4o-Image-Prompts, 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 paragraph to emphasize 'dictionary' and 'learning guide'

    Why:

    CURRENT
    # GPT4o Image Prompts Gallery
    A curated collection of GPT-4o image generation prompts. This repository aims to help creators better understand and utilize GPT-4o's image generation capabilities.
    COPY-PASTE FIX
    # GPT4o Image Prompts Dictionary & Learning Guide
    A comprehensive dictionary and curated collection of GPT-4o image generation prompts. This repository serves as a learning guide to help creators master prompt crafting and fully utilize GPT-4o's image generation capabilities.
  • mediumreadme#2
    Add a dedicated 'Why This Repository?' section to the README

    Why:

    COPY-PASTE FIX
    ## ✨ Why This Repository?
    
    Unlike general prompt marketplaces or AI art galleries, this repository is specifically curated as a *dictionary and learning resource* for GPT-4o image generation. We focus on providing detailed, categorized prompts with examples to help you understand *how* to craft effective prompts, not just copy-paste them. Our goal is to empower creators to master GPT-4o's unique capabilities for stunning visual output.
  • mediumtopics#3
    Expand repository topics with more specific keywords

    Why:

    CURRENT
    ai, ai-image-creator, ai-image-editing, ai-image-generator, ai-logo-maker, aiimagegenerator, chatgpt, image-generation, prompt-engineering, prompts
    COPY-PASTE FIX
    ai, ai-image-creator, ai-image-editing, ai-image-generator, ai-logo-maker, aiimagegenerator, chatgpt, image-generation, prompt-engineering, prompts, prompt-dictionary, prompt-guide, ai-prompt-learning, gpt4o-prompts

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 ImgEdify/Awesome-GPT4o-Image-Prompts
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 1×
  3. Krea.ai · recommended 1×
  4. Artbreeder · recommended 1×
  5. Midjourney Community Showcase/Explore · recommended 1×
  • CATEGORY QUERY
    I need a comprehensive dictionary of prompts for advanced AI image creation.
    you: not recommended
    AI recommended (in order):
    1. Lexica.art
    2. PromptBase
    3. Krea.ai
    4. Artbreeder
    5. Midjourney Community Showcase/Explore
    6. Civitai
    7. OpenArt

    AI recommended 7 alternatives but never named ImgEdify/Awesome-GPT4o-Image-Prompts. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I learn to craft better prompts for AI-powered image creation tools?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. PromptBase
    3. Lexica
    4. OpenAI DALL-E 2 Prompt Engineering Guide
    5. r/StableDiffusion
    6. PromptHero
    7. Udemy
    8. Coursera
    9. YouTube

    AI recommended 9 alternatives but never named ImgEdify/Awesome-GPT4o-Image-Prompts. 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 ImgEdify/Awesome-GPT4o-Image-Prompts?
    pass
    AI did not name ImgEdify/Awesome-GPT4o-Image-Prompts — 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 ImgEdify/Awesome-GPT4o-Image-Prompts in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ImgEdify/Awesome-GPT4o-Image-Prompts 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 ImgEdify/Awesome-GPT4o-Image-Prompts solve, and who is the primary audience?
    pass
    AI did not name ImgEdify/Awesome-GPT4o-Image-Prompts — 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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ImgEdify/Awesome-GPT4o-Image-Prompts — 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