RRepoGEO

REPOGEO REPORT · LITE

lucidrains/big-sleep

Default branch main · commit 49b20f9c · scanned 6/30/2026, 5:17:12 PM

GitHub: 2,572 stars · 300 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
28 /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
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 lucidrains/big-sleep, 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 opening to highlight CLIP+BigGAN and its early accessibility

    Why:

    CURRENT
    This repository wraps up his work so it is easily accessible to anyone who owns a GPU.
    COPY-PASTE FIX
    This repository provides an accessible, one-line command-line tool for text-to-image generation, leveraging the pioneering combination of OpenAI's CLIP and a BigGAN generator. It makes Ryan Murdock's influential early work in this field easily available to anyone with a GPU.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://colab.research.google.com/drive/1zVHK4t3nXQTsu5AskOOOf3Mc9TnhltUO?usp=sharing
  • lowtopics#3
    Add 'command-line-interface' to repository topics

    Why:

    CURRENT
    artificial-intelligence, deep-learning, generative-adversarial-networks, multimodality, text-to-image
    COPY-PASTE FIX
    artificial-intelligence, deep-learning, generative-adversarial-networks, multimodality, text-to-image, command-line-interface

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 lucidrains/big-sleep
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. Automatic1111's Stable Diffusion Web UI · recommended 1×
  3. Diffusers · recommended 1×
  4. ComfyUI · recommended 1×
  5. SD.Next · recommended 1×
  • CATEGORY QUERY
    How to easily generate diverse images from text descriptions using a command-line interface?
    you: not recommended
    AI recommended (in order):
    1. InvokeAI
    2. Automatic1111's Stable Diffusion Web UI
    3. Diffusers
    4. ComfyUI
    5. SD.Next

    AI recommended 5 alternatives but never named lucidrains/big-sleep. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help create unique visual art from written prompts using generative AI?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. DALL-E 3
    4. Adobe Firefly
    5. Leonardo.Ai
    6. NightCafe Creator

    AI recommended 6 alternatives but never named lucidrains/big-sleep. 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 lucidrains/big-sleep?
    pass
    AI named lucidrains/big-sleep explicitly

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

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

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lucidrains/big-sleep — 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