RRepoGEO

REPOGEO REPORT · LITE

xororz/local-dream

Default branch master · commit 864a64f1 · scanned 5/16/2026, 5:21:44 AM

GitHub: 2,405 stars · 151 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 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 xororz/local-dream, 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 H1 and subtitle to explicitly state 'Android App'

    Why:

    CURRENT
    # Local Dream
**Android Stable Diffusion with Snapdragon NPU acceleration**
_Also supports CPU/GPU inference_
    COPY-PASTE FIX
    # Local Dream: Stable Diffusion Android App
**Run Stable Diffusion directly on your Android device with Snapdragon NPU acceleration.**
_Also supports CPU/GPU inference for broader compatibility._
  • hightopics#2
    Add more specific topics to clarify application type and platform

    Why:

    CURRENT
    img2img, inpainting, stable-diffusion, stable-diffusion-android, txt2img
    COPY-PASTE FIX
    img2img, inpainting, stable-diffusion, stable-diffusion-android, txt2img, android-app, mobile-ai, on-device-ai, generative-ai
  • mediumlicense#3
    Add a section to README clarifying the project's license(s)

    Why:

    COPY-PASTE FIX
    ## License
This project is released under [specify license name(s) here, e.g., a custom license combining X and Y]. Please refer to the `LICENSE` file for full details.

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 xororz/local-dream
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Qualcomm AI Engine Direct
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Qualcomm AI Engine Direct · recommended 1×
  2. MediaTek NeuroPilot · recommended 1×
  3. Samsung Knox Matrix · recommended 1×
  4. TensorFlow Lite · recommended 1×
  5. ONNX Runtime · recommended 1×
  • CATEGORY QUERY
    How can I run stable diffusion models with hardware acceleration on Android devices?
    you: not recommended
    AI recommended (in order):
    1. Qualcomm AI Engine Direct
    2. MediaTek NeuroPilot
    3. Samsung Knox Matrix
    4. TensorFlow Lite
    5. ONNX Runtime
    6. PyTorch Mobile

    AI recommended 6 alternatives but never named xororz/local-dream. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for on-device text-to-image and image-to-image generation?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111's Stable Diffusion WebUI (AUTOMATIC1111/stable-diffusion-webui)
    2. ComfyUI (comfyanonymous/ComfyUI)
    3. Fooocus (lllyasviel/Fooocus)
    4. InvokeAI (invoke-ai/InvokeAI)
    5. DiffusionBee (divamgupta/diffusionbee-stable-diffusion-ui)
    6. Draw Things
    7. Stable Diffusion CLI

    AI recommended 7 alternatives but never named xororz/local-dream. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 xororz/local-dream?
    pass
    AI named xororz/local-dream explicitly

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

  • If a team adopts xororz/local-dream in production, what risks or prerequisites should they evaluate first?
    pass
    AI named xororz/local-dream 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 xororz/local-dream solve, and who is the primary audience?
    pass
    AI did not name xororz/local-dream — 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

Drop this badge into the README of xororz/local-dream. 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
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xororz/local-dream — 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