RRepoGEO

REPOGEO REPORT · LITE

carefree0910/carefree-creator

Default branch dev · commit cccc0362 · scanned 5/29/2026, 10:23:17 PM

GitHub: 1,939 stars · 174 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 carefree0910/carefree-creator, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 to clearly state its role as an AI image generation backend

    Why:

    CURRENT
    An open sourced, AI-powered creator for everyone.
    COPY-PASTE FIX
    An open-source backend for AI image generation, integrating multiple Stable Diffusion models and providing a CLI service for creative applications.
  • mediumreadme#2
    Elevate the WebUI connection and backend clarification to the main README body

    Why:

    CURRENT
    > * This is the backend project of the `Creator` product. If you are looking for the **WebUI** codes, you may checkout the `carefree-drawboard` 🎨 project.
    COPY-PASTE FIX
    This project serves as the powerful backend for the `Creator` product. For the interactive WebUI, please visit the `carefree-drawboard` 🎨 project.

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 carefree0910/carefree-creator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AUTOMATIC1111/stable-diffusion-webui
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AUTOMATIC1111/stable-diffusion-webui · recommended 2×
  2. invoke-ai/InvokeAI · recommended 2×
  3. comfyanonymous/ComfyUI · recommended 1×
  4. lllyasviel/Fooocus · recommended 1×
  5. Midjourney · recommended 1×
  • CATEGORY QUERY
    How can I generate and modify images using various AI diffusion models?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111's Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
    2. ComfyUI (comfyanonymous/ComfyUI)
    3. Fooocus (lllyasviel/Fooocus)
    4. InvokeAI (invoke-ai/InvokeAI)
    5. Midjourney
    6. Leonardo.Ai
    7. RunDiffusion

    AI recommended 7 alternatives but never named carefree0910/carefree-creator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python libraries exist for building applications with stable diffusion image generation features?
    you: not recommended
    AI recommended (in order):
    1. Diffusers (huggingface/diffusers)
    2. diffusers-api (huggingface/diffusers-api)
    3. InvokeAI (invoke-ai/InvokeAI)
    4. Automatic1111's Stable Diffusion Web UI (AUTOMATIC1111/stable-diffusion-webui)
    5. KerasCV (keras-team/keras-cv)
    6. PyTorch (pytorch/pytorch)
    7. transformers (huggingface/transformers)

    AI recommended 7 alternatives but never named carefree0910/carefree-creator. 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 carefree0910/carefree-creator?
    pass
    AI did not name carefree0910/carefree-creator — 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 carefree0910/carefree-creator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named carefree0910/carefree-creator 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 carefree0910/carefree-creator solve, and who is the primary audience?
    pass
    AI did not name carefree0910/carefree-creator — 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 carefree0910/carefree-creator. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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carefree0910/carefree-creator — 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