RRepoGEO

REPOGEO REPORT · LITE

varunshenoy/opendream

Default branch main · commit 40d23941 · scanned 5/10/2026, 1:52:40 AM

GitHub: 1,671 stars · 73 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 varunshenoy/opendream, 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 emphasize non-destructive editing and layering

    Why:

    CURRENT
    Opendream brings much needed and familiar features, such as layering, non-destructive editing, portability, and easy-to-write extensions, to your Stable Diffusion workflows. Check out our demo video.
    COPY-PASTE FIX
    Opendream is a web UI for Stable Diffusion that introduces essential features like **non-destructive editing and layering**, allowing users to build off previous images and run multiple experiments without losing work. It also offers portability and easy-to-write extensions for your creative workflows.
  • mediumtopics#2
    Add specific topics for core features

    Why:

    CURRENT
    ai, automatic-1111, diffusion, image-generation, stable-diffusion
    COPY-PASTE FIX
    ai, automatic-1111, diffusion, image-generation, stable-diffusion, non-destructive-editing, layering
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    [Insert your project's official website or demo URL here, e.g., https://opendream.app]

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 varunshenoy/opendream
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
InvokeAI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. InvokeAI · recommended 1×
  2. ComfyUI · recommended 1×
  3. Automatic1111's Stable Diffusion web UI · recommended 1×
  4. Fooocus · recommended 1×
  5. Leonardo.Ai · recommended 1×
  • CATEGORY QUERY
    Looking for a web UI for AI image generation with non-destructive editing and layering.
    you: not recommended
    AI recommended (in order):
    1. InvokeAI
    2. ComfyUI
    3. Automatic1111's Stable Diffusion web UI
    4. Fooocus
    5. Leonardo.Ai
    6. Krita

    AI recommended 6 alternatives but never named varunshenoy/opendream. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good open-source stable diffusion interfaces offering easy extensibility and portability?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111's Stable Diffusion Web UI (AUTOMATIC1111/stable-diffusion-webui)
    2. ComfyUI (comfyanonymous/ComfyUI)
    3. InvokeAI (invoke-ai/InvokeAI)
    4. Fooocus (lllyasviel/Fooocus)
    5. Diffusers (huggingface/diffusers)

    AI recommended 5 alternatives but never named varunshenoy/opendream. 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 varunshenoy/opendream?
    pass
    AI named varunshenoy/opendream explicitly

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

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