RRepoGEO

REPOGEO REPORT · LITE

lllyasviel/ControlNet-v1-1-nightly

Default branch main · commit e2b44154 · scanned 5/16/2026, 1:32:52 AM

GitHub: 5,168 stars · 407 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 lllyasviel/ControlNet-v1-1-nightly, 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
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ["controlnet", "generative-ai", "image-generation", "conditional-synthesis", "deep-learning", "research", "stable-diffusion"]
  • highlicense#2
    Add a LICENSE file to clarify usage terms

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the MIT License text.
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/lllyasviel

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 lllyasviel/ControlNet-v1-1-nightly
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ControlNet
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ControlNet · recommended 1×
  2. ComfyUI · recommended 1×
  3. Automatic1111 Stable Diffusion WebUI · recommended 1×
  4. DreamStudio · recommended 1×
  5. Midjourney · recommended 1×
  • CATEGORY QUERY
    How can I precisely control AI image generation based on specific input conditions?
    you: not recommended
    AI recommended (in order):
    1. ControlNet
    2. ComfyUI
    3. Automatic1111 Stable Diffusion WebUI
    4. DreamStudio
    5. Midjourney
    6. DALL-E 3

    AI recommended 6 alternatives but never named lllyasviel/ControlNet-v1-1-nightly. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for research in conditional image synthesis with robust results?
    you: not recommended
    AI recommended (in order):
    1. PyTorch
    2. PyTorch Lightning
    3. Hugging Face Diffusers Library
    4. TensorFlow
    5. Keras
    6. JAX
    7. Flax
    8. Haiku
    9. NVIDIA's StyleGAN3

    AI recommended 9 alternatives but never named lllyasviel/ControlNet-v1-1-nightly. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 lllyasviel/ControlNet-v1-1-nightly?
    pass
    AI did not name lllyasviel/ControlNet-v1-1-nightly — 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 lllyasviel/ControlNet-v1-1-nightly in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lllyasviel/ControlNet-v1-1-nightly 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 lllyasviel/ControlNet-v1-1-nightly solve, and who is the primary audience?
    pass
    AI did not name lllyasviel/ControlNet-v1-1-nightly — 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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lllyasviel/ControlNet-v1-1-nightly — 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