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REPOGEO REPORT · LITE

Anil-matcha/Awesome-GPT-Image-2-API-Prompts

Default branch main · commit df5f64df · scanned 6/20/2026, 2:22:42 AM

GitHub: 60 stars · 15 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
33 /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
2 / 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 Anil-matcha/Awesome-GPT-Image-2-API-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
  • hightopics#1
    Refine topics to focus on GPT-Image-2

    Why:

    CURRENT
    ai-art, ai-generated-art, ai-image, api, awesome-list, chatgpt, dalle, generative-ai, gpt-image-2, gpt-image-2-prompts, image-generation, image-prompts, midjourney-prompts, openai, openai-api, prompt-collection, prompt-engineering, prompts, stable-diffusion-prompts, text-to-image
    COPY-PASTE FIX
    ai-art, ai-generated-art, ai-image, api, awesome-list, chatgpt, dalle, generative-ai, gpt-image-2, gpt-image-2-prompts, image-generation, image-prompts, openai, openai-api, prompt-collection, prompt-engineering, prompts, text-to-image
  • mediumreadme#2
    Explicitly position the repo as an 'awesome list' and 'resource' in the README opening

    Why:

    CURRENT
    A curated collection of high-quality prompts and output examples for **GPT-Image-2** via the OpenAI API. This repository is your go-to reference for prompt engineering with `gpt-image-2` — covering portraits, posters, UI mockups, character sheets, game screenshots, and more.
    COPY-PASTE FIX
    This **awesome list** provides a curated collection of high-quality prompts and output examples for **GPT-Image-2** via the OpenAI API. It's your go-to reference for prompt engineering with `gpt-image-2` — covering portraits, posters, UI mockups, character sheets, game screenshots, and more, designed as a dedicated resource for prompt engineers and developers.
  • lowreadme#3
    Add a 'Comparison' or 'FAQ' section to differentiate from prompt marketplaces

    Why:

    COPY-PASTE FIX
    ## How is this different from prompt marketplaces like Civitai or PromptBase?

This repository is a curated, open-source collection of prompts specifically for the `gpt-image-2` API, designed for prompt engineers and developers. Unlike marketplaces, it focuses on providing ready-to-use, high-quality examples with code snippets for direct API integration, rather than user-submitted prompts for various models or a platform for buying/selling.

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 Anil-matcha/Awesome-GPT-Image-2-API-Prompts
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Civitai
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Civitai · recommended 2×
  2. Lexica.art · recommended 1×
  3. PromptBase · recommended 1×
  4. Midjourney Community Showcase/Explore · recommended 1×
  5. Reddit · recommended 1×
  • CATEGORY QUERY
    Where can I find effective prompts for generating diverse AI images?
    you: not recommended
    AI recommended (in order):
    1. Lexica.art
    2. PromptBase
    3. Civitai
    4. Midjourney Community Showcase/Explore
    5. Reddit
    6. ArtStation

    AI recommended 6 alternatives but never named Anil-matcha/Awesome-GPT-Image-2-API-Prompts. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to generate better quality character sheets and UI mockups with text prompts?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. RunDiffusion
    4. Civitai
    5. DALL-E 3
    6. ChatGPT Plus
    7. Microsoft Copilot Pro
    8. Leonardo.Ai
    9. Adobe Firefly
    10. Photoshop

    AI recommended 10 alternatives but never named Anil-matcha/Awesome-GPT-Image-2-API-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 Anil-matcha/Awesome-GPT-Image-2-API-Prompts?
    pass
    AI named Anil-matcha/Awesome-GPT-Image-2-API-Prompts explicitly

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

  • If a team adopts Anil-matcha/Awesome-GPT-Image-2-API-Prompts in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Anil-matcha/Awesome-GPT-Image-2-API-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 Anil-matcha/Awesome-GPT-Image-2-API-Prompts solve, and who is the primary audience?
    pass
    AI did not name Anil-matcha/Awesome-GPT-Image-2-API-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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite