RRepoGEO

REPOGEO REPORT · LITE

varunshenoy/opendream

Default branch main · commit 40d23941 · scanned 6/19/2026, 11:17:36 PM

GitHub: 1,670 stars · 73 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 the README H1 to specify 'Stable Diffusion Web UI'

    Why:

    CURRENT
    # Opendream: A Web UI For the Rest of Us 💭 🎨
    COPY-PASTE FIX
    # Opendream: A Stable Diffusion Web UI For the Rest of Us 💭 🎨
  • mediumtopics#2
    Add more specific topics for 'web UI' and 'interface'

    Why:

    CURRENT
    ai, automatic-1111, diffusion, image-generation, stable-diffusion
    COPY-PASTE FIX
    ai, automatic-1111, diffusion, image-generation, stable-diffusion, web-ui, gui, interface
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add the URL of the project's live demo or main website to the repository's 'About' section.

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
ComfyUI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ComfyUI · recommended 1×
  2. InvokeAI · recommended 1×
  3. Automatic1111's Stable Diffusion web UI · recommended 1×
  4. Fooocus · recommended 1×
  5. DiffusionBee · recommended 1×
  • CATEGORY QUERY
    Looking for an image generation UI with non-destructive editing features for stable diffusion.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI
    2. InvokeAI
    3. Automatic1111's Stable Diffusion web UI
    4. Fooocus
    5. DiffusionBee

    AI recommended 5 alternatives but never named varunshenoy/opendream. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good web UIs for stable diffusion with easy extension development 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. Gradio (gradio-app/gradio)
    6. Diffusers (Hugging Face) (huggingface/diffusers)
    7. Streamlit (streamlit/streamlit)

    AI recommended 7 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

Drop this badge into the README of varunshenoy/opendream. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/varunshenoy/opendream"><img src="https://repogeo.com/badge/varunshenoy/opendream.svg" alt="RepoGEO" /></a>
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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