REPOGEO REPORT · LITE

lucidrains/deep-daze

Default branch main · commit c3c471e6 · scanned 5/20/2026, 6:02:07 AM

GitHub: 4,321 stars · 310 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/deep-daze, 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 'What is this?' section to highlight pioneering role

Why:

CURRENT

Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Credit goes to Ryan Murdock for the discovery of this technique (and for coming up with the great name)!

COPY-PASTE FIX

Deep Daze was one of the earliest open-source command-line tools for text-to-image generation, pioneering the combination of OpenAI's CLIP model with Siren (Implicit Neural Representation Networks). This project explores generating novel images from text prompts using this unique approach, a technique originally discovered by Ryan Murdock.

mediumhomepage#2
Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIX
```
https://colab.research.google.com/drive/1FoHdqoqKntliaQKnMoNs3yn5EALqWtvP
```

lowtopics#3

Add 'clip-siren' to the repository topics

Why:

CURRENT

artificial-intelligence, deep-learning, implicit-neural-representation, multi-modality, siren, text-to-image, transformers

COPY-PASTE FIX

artificial-intelligence, deep-learning, implicit-neural-representation, multi-modality, siren, text-to-image, transformers, clip-siren

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/deep-daze

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

AUTOMATIC1111/stable-diffusion-webui

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

AUTOMATIC1111/stable-diffusion-webui · recommended 2×
comfyanonymous/ComfyUI · recommended 2×
Midjourney · recommended 1×
DALL-E 3 · recommended 1×
ChatGPT Plus/Teams/Enterprise · recommended 1×

CATEGORY QUERY
What tools generate visual art from text descriptions using advanced AI models?
you: not recommended
AI recommended (in order):
1. Midjourney
2. DALL-E 3
3. ChatGPT Plus/Teams/Enterprise
4. Microsoft Copilot
5. Stable Diffusion
6. Automatic1111 (AUTOMATIC1111/stable-diffusion-webui)
7. ComfyUI (comfyanonymous/ComfyUI)
8. DreamStudio
9. Leonardo.Ai
10. Ideogram
11. Adobe Firefly
12. Playground AI
AI recommended 12 alternatives but never named lucidrains/deep-daze. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a command-line interface for converting textual ideas into unique images.
you: not recommended
AI recommended (in order):
1. InvokeAI (invoke-ai/InvokeAI)
2. Automatic1111's Stable Diffusion WebUI (AUTOMATIC1111/stable-diffusion-webui)
3. Diffusers (huggingface/diffusers)
4. ComfyUI (comfyanonymous/ComfyUI)
5. DreamStudio CLI
AI recommended 5 alternatives but never named lucidrains/deep-daze. 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/deep-daze?
pass
AI named lucidrains/deep-daze 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/deep-daze in production, what risks or prerequisites should they evaluate first?
pass
AI named lucidrains/deep-daze 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/deep-daze solve, and who is the primary audience?
pass
AI named lucidrains/deep-daze 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/deep-daze. 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)

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

HTML

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

Pro

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lucidrains/deep-daze — 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