RRepoGEO

REPOGEO REPORT · LITE

lllyasviel/Omost

Default branch main · commit 731e7492 · scanned 5/9/2026, 1:12:39 AM

GitHub: 7,626 stars · 438 forks

AI VISIBILITY SCORE
35 /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
3 / 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/Omost, 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
  • highabout#1
    Update the 'About' description to be more descriptive

    Why:

    CURRENT
    Your image is almost there!
    COPY-PASTE FIX
    Leverage LLMs (Llama3, Phi3) to programmatically compose and generate complex images by writing code with a virtual Canvas agent.
  • mediumhomepage#2
    Add the official HuggingFace space as the homepage URL

    Why:

    COPY-PASTE FIX
    https://huggingface.co/spaces/lllyasviel/Omost

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/Omost
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 2×
  2. Stable Diffusion · recommended 2×
  3. DALL-E 3 · recommended 2×
  4. Stability AI Platform · recommended 1×
  5. Replicate · recommended 1×
  • CATEGORY QUERY
    How to leverage large language models for programmatic image composition and generation?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. Stability AI Platform
    4. Replicate
    5. Hugging Face Inference API
    6. GPT-4
    7. Claude 3 Opus
    8. DALL-E 3
    9. OpenAI API
    10. ControlNet
    11. InstructPix2Pix
    12. GLIDE
    13. CogView
    14. Hugging Face Diffusers Library (huggingface/diffusers)
    15. Llama 3

    AI recommended 15 alternatives but never named lllyasviel/Omost. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for generating complex images by writing code with an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. DALL-E 3
    2. ChatGPT Plus
    3. Microsoft Copilot Pro
    4. Midjourney
    5. Stable Diffusion
    6. Automatic1111 (AUTOMATIC1111/stable-diffusion-webui)
    7. ComfyUI (comfyanonymous/ComfyUI)
    8. RunwayML
    9. Leonardo.Ai

    AI recommended 9 alternatives but never named lllyasviel/Omost. 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 lllyasviel/Omost?
    pass
    AI named lllyasviel/Omost explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts lllyasviel/Omost in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lllyasviel/Omost 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/Omost solve, and who is the primary audience?
    pass
    AI named lllyasviel/Omost explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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lllyasviel/Omost — 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