RRepoGEO

REPOGEO REPORT · LITE

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

Default branch main · commit 1123572d · scanned 5/10/2026, 4:02:30 AM

GitHub: 1,894 stars · 202 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 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
  • highreadme#1
    Reposition README opening to emphasize API-developer focus

    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
    A curated collection of high-quality, ready-to-integrate prompts and output examples for **developers** building with **GPT-Image-2** via the OpenAI API. This repository is your go-to reference for prompt engineering, offering tested patterns for portraits, posters, UI mockups, character sheets, game screenshots, and more, specifically designed for direct API integration.
  • mediumhomepage#2
    Remove or update misleading homepage link

    Why:

    CURRENT
    https://www.thesamur.ai/custom-gpt-store
    COPY-PASTE FIX
    (none)
  • lowtopics#3
    Refine topics to focus on GPT-Image-2 and OpenAI API

    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

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
PromptBase
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PromptBase · recommended 2×
  2. Lexica.art · recommended 1×
  3. OpenArt.ai · recommended 1×
  4. Reddit communities · recommended 1×
  5. Midjourney Community Showcase/Documentation · recommended 1×
  • CATEGORY QUERY
    Where can I find effective prompts for advanced AI image generation APIs?
    you: not recommended
    AI recommended (in order):
    1. Lexica.art
    2. PromptBase
    3. OpenArt.ai
    4. Reddit communities
    5. Midjourney Community Showcase/Documentation
    6. DALL-E 2 Examples (OpenAI)
    7. Stability AI Blog/Showcase
    8. PromptHero
    9. ArtStation/DeviantArt

    AI recommended 9 alternatives but never named Anil-matcha/Awesome-GPT-Image-2-API-Prompts. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a curated collection of prompts for generating diverse AI art and design assets.
    you: not recommended
    AI recommended (in order):
    1. Lexica Art
    2. PromptBase
    3. Artbreeder Prompts
    4. Krea.ai
    5. Civitai
    6. Midjourney Community Showcase
    7. Reddit

    AI recommended 7 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 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?

  • 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?

Embed your GEO score

Drop this badge into the README of Anil-matcha/Awesome-GPT-Image-2-API-Prompts. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/Anil-matcha/Awesome-GPT-Image-2-API-Prompts.svg)](https://repogeo.com/en/r/Anil-matcha/Awesome-GPT-Image-2-API-Prompts)
HTML
<a href="https://repogeo.com/en/r/Anil-matcha/Awesome-GPT-Image-2-API-Prompts"><img src="https://repogeo.com/badge/Anil-matcha/Awesome-GPT-Image-2-API-Prompts.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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