REPOGEO REPORT · LITE

ajbrock/Neural-Photo-Editor

Default branch master · commit d234cf1f · scanned 5/23/2026, 5:03:02 PM

GitHub: 2,076 stars · 193 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

22 /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

1 / 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 ajbrock/Neural-Photo-Editor, 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 clarify research focus and GAN-based editing

Why:

CURRENT

# Neural Photo Editor
A simple interface for editing natural photos with generative neural networks.

This repository contains code for the paper "Neural Photo Editing with Introspective Adversarial Networks," and the Associated Video.

COPY-PASTE FIX

# Neural Photo Editor
An interactive research interface for editing natural photos by manipulating features in the latent space of generative neural networks (GANs).

This repository contains code for the paper "Neural Photo Editing with Introspective Adversarial Networks," and the Associated Video.

mediumtopics#2

Add more specific topics for interactive GAN-based image editing

Why:

CURRENT

computer-vision, convolutional-neural-networks, deep-learning, gans, interfaces, machine-learning

COPY-PASTE FIX

computer-vision, convolutional-neural-networks, deep-learning, gans, interfaces, machine-learning, image-editing, generative-ai, latent-space-editing, interactive-ai

mediumabout#3

Update the About description for precision

Why:

CURRENT

A simple interface for editing natural photos with generative neural networks.

COPY-PASTE FIX

An interactive research interface for editing natural photos by manipulating features in the latent space of generative neural networks (GANs).

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 ajbrock/Neural-Photo-Editor

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Adobe Photoshop

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Adobe Photoshop · recommended 1×
Luminar Neo · recommended 1×
Topaz Photo AI · recommended 1×
Midjourney · recommended 1×
DALL-E 3 · recommended 1×

CATEGORY QUERY
How can I use AI to modify or enhance natural photographs easily?
you: not recommended
AI recommended (in order):
1. Adobe Photoshop
2. Luminar Neo
3. Topaz Photo AI
4. Midjourney
5. DALL-E 3
6. Canva
7. Google Photos
AI recommended 7 alternatives but never named ajbrock/Neural-Photo-Editor. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools allow interactive image manipulation using generative adversarial networks?
you: not recommended
AI recommended (in order):
1. StyleGAN
2. GANSpace
3. Artbreeder
4. DeepFaceLab
5. Pix2Pix
6. CycleGAN
7. SPADE
8. StyleCLIP
9. StyleGAN-NADA
AI recommended 9 alternatives but never named ajbrock/Neural-Photo-Editor. 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 ajbrock/Neural-Photo-Editor?
pass
AI did not name ajbrock/Neural-Photo-Editor — 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?
If a team adopts ajbrock/Neural-Photo-Editor in production, what risks or prerequisites should they evaluate first?
pass
AI named ajbrock/Neural-Photo-Editor 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 ajbrock/Neural-Photo-Editor solve, and who is the primary audience?
pass
AI did not name ajbrock/Neural-Photo-Editor — 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 ajbrock/Neural-Photo-Editor. 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/ajbrock/Neural-Photo-Editor.svg)](https://repogeo.com/en/r/ajbrock/Neural-Photo-Editor)

HTML

<a href="https://repogeo.com/en/r/ajbrock/Neural-Photo-Editor"><img src="https://repogeo.com/badge/ajbrock/Neural-Photo-Editor.svg" alt="RepoGEO" /></a>

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ajbrock/Neural-Photo-Editor — 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