RRepoGEO

REPOGEO REPORT · LITE

CookSleep/gpt_image_playground

Default branch main · commit 63a2b294 · scanned 5/24/2026, 5:21:48 PM

GitHub: 1,693 stars · 476 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 CookSleep/gpt_image_playground, 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's opening statement to emphasize open-source web UI and broad compatibility

    Why:

    CURRENT
    **基于 OpenAI gpt-image-2 API 的图片生成与编辑工具**
    COPY-PASTE FIX
    **GPT Image Playground 是一个开源的、功能强大的 Web UI，用于 AI 图像生成与编辑。它支持 OpenAI、OpenAI 兼容接口、fal.ai 以及可导入的自定义 HTTP 服务商。**
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README titled '## 🆚 对比同类工具' (Comparison with Similar Tools) or '## 💡 为什么选择 GPT Image Playground?' (Why Choose GPT Image Playground?). This section should briefly explain how it differs from other popular image generation UIs (e.g., Stable Diffusion UIs) by focusing on DALL-E/OpenAI, custom endpoint support, local data storage, and its specific UI/UX.
  • mediumtopics#3
    Expand topics to include custom API/endpoint support

    Why:

    CURRENT
    gpt-image, image-editing, image-generation, openai, react, tailwindcss, typescript, vite
    COPY-PASTE FIX
    gpt-image, image-editing, image-generation, openai, react, tailwindcss, typescript, vite, custom-api

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 CookSleep/gpt_image_playground
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Automatic1111 Stable Diffusion web UI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Automatic1111 Stable Diffusion web UI · recommended 1×
  2. ComfyUI · recommended 1×
  3. Fooocus · recommended 1×
  4. InvokeAI · recommended 1×
  5. Diffusers (Hugging Face) · recommended 1×
  • CATEGORY QUERY
    What's a good open-source web interface for AI image creation and modification?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111 Stable Diffusion web UI
    2. ComfyUI
    3. Fooocus
    4. InvokeAI
    5. Diffusers (Hugging Face)

    AI recommended 5 alternatives but never named CookSleep/gpt_image_playground. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which tools allow generating and editing images using custom AI service endpoints?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. OpenCV
    4. Hugging Face Transformers
    5. TensorFlow.js
    6. PyTorch Mobile
    7. Flask
    8. Django
    9. Node.js
    10. Express

    AI recommended 10 alternatives but never named CookSleep/gpt_image_playground. 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 CookSleep/gpt_image_playground?
    pass
    AI did not name CookSleep/gpt_image_playground — 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 CookSleep/gpt_image_playground in production, what risks or prerequisites should they evaluate first?
    pass
    AI named CookSleep/gpt_image_playground 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 CookSleep/gpt_image_playground solve, and who is the primary audience?
    pass
    AI did not name CookSleep/gpt_image_playground — 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

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MARKDOWN (README)
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CookSleep/gpt_image_playground — 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