REPOGEO REPORT · LITE

lucidrains/big-sleep

Default branch main · commit 49b20f9c · scanned 5/19/2026, 9:02:15 AM

GitHub: 2,569 stars · 301 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 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's opening to emphasize 'command line tool'

Why:

CURRENT

Ryan Murdock has done it again, combining OpenAI's CLIP and the generator from a BigGAN! This repository wraps up his work so it is easily accessible to anyone who owns a GPU. You will be able to have the GAN dream up images using natural language with a one-line command in the terminal.

COPY-PASTE FIX

Big Sleep is a simple, user-friendly command-line tool for text-to-image generation. It makes Ryan Murdock's pioneering work, which combines OpenAI's CLIP and a BigGAN, easily accessible. With a single command, you can generate artistic images from natural language prompts directly in your terminal.

mediumhomepage#2
Add a homepage URL to the About section
Why:
COPY-PASTE FIX
```
https://github.com/lucidrains/big-sleep
```

lowreadme#3

Add a 'Why Choose Big Sleep?' section to the README

Why:

COPY-PASTE FIX

### Why Choose Big Sleep?
Big Sleep offers a unique blend of simplicity and power:
*   **Direct Command-Line Interface:** Generate images with a single command, no complex UIs required.
*   **Pioneering CLIP + BigGAN Integration:** An early open-source implementation combining OpenAI's CLIP for guidance with a BigGAN for image synthesis.
*   **Accessible Generative AI:** Bring advanced text-to-image capabilities to your local machine with ease.

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

Of all named tools, what % are you?

Top rival

ComfyUI

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

ComfyUI · recommended 2×
DreamStudio · recommended 2×
Midjourney · recommended 1×
DALL-E 3 · recommended 1×
ChatGPT Plus/Enterprise · recommended 1×

CATEGORY QUERY
How can I generate artistic images from textual descriptions using AI models?
you: not recommended
AI recommended (in order):
1. Midjourney
2. DALL-E 3
3. ChatGPT Plus/Enterprise
4. Microsoft Copilot Pro
5. Stable Diffusion
6. Automatic1111
7. ComfyUI
8. DreamStudio
9. Leonardo.Ai
10. Adobe Firefly
11. Ideogram
AI recommended 11 alternatives but never named lucidrains/big-sleep. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What command line tools exist for turning natural language prompts into visual art?
you: not recommended
AI recommended (in order):
1. InvokeAI
2. AUTOMATIC1111/stable-diffusion-webui
3. Diffusers
4. ComfyUI
5. SD.Next
6. DreamStudio
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 named lucidrains/big-sleep 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 lucidrains/big-sleep. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/lucidrains/big-sleep.svg)](https://repogeo.com/en/r/lucidrains/big-sleep)

HTML

<a href="https://repogeo.com/en/r/lucidrains/big-sleep"><img src="https://repogeo.com/badge/lucidrains/big-sleep.svg" alt="RepoGEO" /></a>

Pro

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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