RRepoGEO

REPOGEO REPORT · LITE

atfortes/Awesome-Controllable-Diffusion

Default branch main · commit f6e64e47 · scanned 5/31/2026, 11:38:03 AM

GitHub: 505 stars · 30 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 atfortes/Awesome-Controllable-Diffusion, 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
    Clarify repo type in README's opening description

    Why:

    CURRENT
    Papers and Resources on Adding Conditional Controls to Diffusion Models in the Era of AIGC.
    COPY-PASTE FIX
    A curated collection of papers and resources on Controllable Generation using Diffusion Models.
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/atfortes/Awesome-Controllable-Diffusion
  • mediumtopics#3
    Add "awesome-list" and "resource-list" topics

    Why:

    CURRENT
    controlnet, customization, dall-e, diffusion-models, dreambooth, flux, generative-art, image-synthesis, ip-adapter, latent-diffusion, midjourney, multi-concept, papers, personalization, stable-diffusion, stable-diffusion-webui, style-transfer, subject-driven-generation, t2i-adapter, text-to-image
    COPY-PASTE FIX
    awesome-list, resource-list, survey-papers, controlnet, customization, dall-e, diffusion-models, dreambooth, flux, generative-art, image-synthesis, ip-adapter, latent-diffusion, midjourney, multi-concept, papers, personalization, stable-diffusion, stable-diffusion-webui, style-transfer, subject-driven-generation, t2i-adapter, 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 atfortes/Awesome-Controllable-Diffusion
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stable Diffusion
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Stable Diffusion · recommended 2×
  2. LoRA · recommended 2×
  3. Midjourney · recommended 2×
  4. ControlNet · recommended 1×
  5. IP-Adapter · recommended 1×
  • CATEGORY QUERY
    How can I gain more precise control over generated images from AI models?
    you: not recommended
    AI recommended (in order):
    1. ControlNet
    2. Stable Diffusion
    3. IP-Adapter
    4. GLIGEN
    5. InstructPix2Pix
    6. DreamBooth
    7. LoRA
    8. Midjourney
    9. Automatic1111

    AI recommended 9 alternatives but never named atfortes/Awesome-Controllable-Diffusion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What resources help personalize AI-generated images with custom subjects or artistic styles?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. Dreambooth
    4. RunDiffusion
    5. Civitai
    6. LoRA
    7. InvokeAI
    8. Fooocus
    9. Adobe Firefly
    10. DALL-E 3
    11. ChatGPT Plus
    12. Microsoft Copilot

    AI recommended 12 alternatives but never named atfortes/Awesome-Controllable-Diffusion. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 atfortes/Awesome-Controllable-Diffusion?
    pass
    AI did not name atfortes/Awesome-Controllable-Diffusion — 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 atfortes/Awesome-Controllable-Diffusion in production, what risks or prerequisites should they evaluate first?
    pass
    AI named atfortes/Awesome-Controllable-Diffusion 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 atfortes/Awesome-Controllable-Diffusion solve, and who is the primary audience?
    pass
    AI did not name atfortes/Awesome-Controllable-Diffusion — 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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atfortes/Awesome-Controllable-Diffusion — 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