REPOGEO REPORT · LITE

wagenaartje/neataptic

Default branch master · commit ae93263e · scanned 5/13/2026, 7:07:17 AM

GitHub: 1,221 stars · 289 forks

AI VISIBILITY SCORE

67 /100

Needs work

Category recall

1 / 2

Avg rank #1.0 when recommended

Rule findings

2 pass · 0 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 wagenaartje/neataptic, 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 core value proposition to emphasize speed and Node.js/browser performance

Why:

CURRENT

### Neataptic (unmaintained)

<a href="https://www.npmjs.com/package/neataptic"></a>
<a href="https://www.npmjs.com/package/neataptic"></a>
<a href="https://travis-ci.org/wagenaartje/neataptic"></a> [](https://slack.bri.im)


<hr>

Neataptic offers flexible neural networks; neurons and synapses can be removed with a single line of code. No fixed architecture is required for neural networks to function at all. This flexibility allows networks to be shaped for your dataset through neuro-evolution, which is done using multiple threads.

COPY-PASTE FIX

### Neataptic: Blazing Fast Neuro-evolution & Backpropagation for Browser and Node.js

<a href="https://www.npmjs.com/package/neataptic"></a>
<a href="https://www.npmjs.com/package/neataptic"></a>
<a href="https://travis-ci.org/wagenaartje/neataptic"></a> [](https://slack.bri.im)


<hr>

Neataptic offers flexible neural networks with blazing fast backpropagation (5x faster than competitors) and powerful neuro-evolution capabilities, designed for both browser and Node.js environments. Neurons and synapses can be removed with a single line of code, allowing networks to be shaped for your dataset through multi-threaded neuro-evolution. Please note: this project is currently unmaintained.

highreadme#2

Add a clear statement about the project's license in the README

Why:

COPY-PASTE FIX

## License

This project includes a LICENSE file. Please refer to the LICENSE file for specific terms and conditions, as it is not a standard SPDX license.

mediumtopics#3

Add more specific topics related to performance, efficiency, and general ML tools

Why:

CURRENT

crossover, genetic-algorithm, machine-learning, mutations, neural-network, neurons, selection, squash

COPY-PASTE FIX

crossover, genetic-algorithm, machine-learning, mutations, neural-network, neurons, selection, squash, performance, efficiency, javascript, nodejs, browser, backpropagation, neuroevolution

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

1 / 2

50% of queries surface wagenaartje/neataptic

Avg rank

#1.0

Lower is better. #1 = top recommendation.

Share of voice

11%

Of all named tools, what % are you?

Top rival

Synaptic

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Synaptic · recommended 2×
Brain.js · recommended 2×
TensorFlow.js · recommended 2×
Neuroevolution · recommended 1×
ONNX Runtime · recommended 1×

CATEGORY QUERY
Seeking a JavaScript library for implementing neuro-evolution and genetic algorithms for neural networks.
you: #1
AI recommended (in order):
1. neataptic ← you
2. Synaptic
3. Neuroevolution
4. Brain.js
5. TensorFlow.js
Show full AI answer
CATEGORY QUERY
What are efficient machine learning tools for training neural networks quickly in Node.js?
you: not recommended
AI recommended (in order):
1. TensorFlow.js
2. Brain.js
3. Synaptic
4. ONNX Runtime
AI recommended 4 alternatives but never named wagenaartje/neataptic. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
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 wagenaartje/neataptic?
pass
AI did not name wagenaartje/neataptic — 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 wagenaartje/neataptic in production, what risks or prerequisites should they evaluate first?
pass
AI named wagenaartje/neataptic 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 wagenaartje/neataptic solve, and who is the primary audience?
pass
AI named wagenaartje/neataptic 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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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/wagenaartje/neataptic.svg)](https://repogeo.com/en/r/wagenaartje/neataptic)

HTML

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

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite