REPOGEO REPORT · LITE

16131zzzzzzzz/EveryoneNobel

Default branch main · commit aeaddcab · scanned 6/28/2026, 10:53:18 PM

GitHub: 1,530 stars · 99 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 16131zzzzzzzz/EveryoneNobel, 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's opening paragraph to emphasize framework capabilities

Why:

CURRENT

EveryoneNobel aims to generate **Nobel Prize images for everyone**. We utilizes ComfyUI for image generation and HTML templates to display text on the images. This project serves not only as a process for generating nobel images but also as **a potential universal framework**. This framework transforms the ComfyUI-generated visuals into final products, offering a structured approach for further applications and customization.

COPY-PASTE FIX

EveryoneNobel is a **flexible framework powered by ComfyUI** for transforming AI-generated visuals into complete, customized products. It enables programmatic addition of custom elements like text overlays using HTML templates, demonstrated effectively through personalized Nobel Prize images, but designed as a universal solution for diverse applications.

mediumtopics#2

Add more specific topics to improve category visibility

Why:

CURRENT

comfyui, imagegeneration

COPY-PASTE FIX

comfyui, imagegeneration, comfyui-workflow, text-overlay, visual-product-generation, html-templates, ai-image-customization

lowabout#3
Add a homepage URL to the About section
Why:
COPY-PASTE FIX
```
https://github.com/16131zzzzzzzz/EveryoneNobel
```

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 16131zzzzzzzz/EveryoneNobel

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

python-pillow/Pillow

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

python-pillow/Pillow · recommended 1×
opencv/opencv · recommended 1×
ImageMagick/ImageMagick · recommended 1×
freedesktop/cairo · recommended 1×
reportlab/reportlab · recommended 1×

CATEGORY QUERY
How to programmatically add custom text overlays to AI-generated images?
you: not recommended
AI recommended (in order):
1. Pillow (python-pillow/Pillow)
2. OpenCV (opencv/opencv)
3. ImageMagick (ImageMagick/ImageMagick)
4. Cairo (freedesktop/cairo)
5. ReportLab Toolkit (reportlab/reportlab)
AI recommended 5 alternatives but never named 16131zzzzzzzz/EveryoneNobel. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What framework transforms ComfyUI outputs into complete visual products with custom elements?
you: not recommended
AI recommended (in order):
1. Streamlit
2. Gradio
3. Next.js
4. FastAPI
5. Vue.js
6. Bubble
AI recommended 6 alternatives but never named 16131zzzzzzzz/EveryoneNobel. 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 16131zzzzzzzz/EveryoneNobel?
pass
AI named 16131zzzzzzzz/EveryoneNobel explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts 16131zzzzzzzz/EveryoneNobel in production, what risks or prerequisites should they evaluate first?
pass
AI named 16131zzzzzzzz/EveryoneNobel 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 16131zzzzzzzz/EveryoneNobel solve, and who is the primary audience?
pass
AI named 16131zzzzzzzz/EveryoneNobel explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/16131zzzzzzzz/EveryoneNobel.svg)](https://repogeo.com/en/r/16131zzzzzzzz/EveryoneNobel)

HTML

<a href="https://repogeo.com/en/r/16131zzzzzzzz/EveryoneNobel"><img src="https://repogeo.com/badge/16131zzzzzzzz/EveryoneNobel.svg" alt="RepoGEO" /></a>

Pro

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16131zzzzzzzz/EveryoneNobel — 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