RRepoGEO

REPOGEO REPORT · LITE

lllyasviel/LuminaBrush

Default branch main · commit 22326fc7 · scanned 6/16/2026, 10:13:02 AM

GitHub: 776 stars · 138 forks

AI VISIBILITY SCORE
23 /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
2 / 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/LuminaBrush, 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 to highlight AI/diffusion model focus

    Why:

    CURRENT
    # LuminaBrush

**Work in Progress (WIP): this page may be updated a lot recently.**

LuminaBrush is a project to build an interactive tool to draw illumination effects on images.
    COPY-PASTE FIX
    # LuminaBrush: Interactive AI Tool for Illumination Drawing in Diffusion Models

LuminaBrush is an interactive, two-stage framework designed to empower users to draw realistic illumination effects directly onto images, leveraging advanced text-to-image diffusion models like Flux. This project provides a specialized tool for creative control over lighting, distinct from general image editors.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ["diffusion-models", "image-editing", "illumination", "generative-ai", "ai-art", "controlnet", "flux-model", "interactive-tools"]
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root and populate it with the text of your chosen open-source license (e.g., MIT, Apache-2.0, or GPL-3.0).

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/LuminaBrush
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Adobe Photoshop
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Adobe Photoshop · recommended 2×
  2. Affinity Photo · recommended 2×
  3. GIMP · recommended 2×
  4. Blender · recommended 1×
  5. Midjourney · recommended 1×
  • CATEGORY QUERY
    How can I add realistic lighting and illumination effects to existing images?
    you: not recommended
    AI recommended (in order):
    1. Adobe Photoshop
    2. Affinity Photo
    3. GIMP
    4. Blender
    5. Midjourney
    6. DALL-E 3
    7. Luminar Neo

    AI recommended 7 alternatives but never named lllyasviel/LuminaBrush. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to interactively control image illumination using user-drawn scribbles.
    you: not recommended
    AI recommended (in order):
    1. Adobe Photoshop
    2. GIMP
    3. Krita
    4. Affinity Photo
    5. Darktable
    6. Lightroom Classic

    AI recommended 6 alternatives but never named lllyasviel/LuminaBrush. 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/LuminaBrush?
    pass
    AI did not name lllyasviel/LuminaBrush — 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/LuminaBrush in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lllyasviel/LuminaBrush 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/LuminaBrush solve, and who is the primary audience?
    pass
    AI named lllyasviel/LuminaBrush explicitly

    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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lllyasviel/LuminaBrush — 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