RRepoGEO

REPOGEO REPORT · LITE

wagenaartje/neataptic

Default branch master · commit ae93263e · scanned 6/23/2026, 5:06:50 PM

GitHub: 1,220 stars · 289 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
62 /100
Needs work
Category recall
1 / 2
Avg rank #5.0 when recommended
Rule findings
2 pass · 0 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 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
  • hightopics#1
    Add `backpropagation` to the repository topics

    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, backpropagation
  • highreadme#2
    Reposition and emphasize backpropagation's performance claim in the README's introduction

    Why:

    COPY-PASTE FIX
    Neataptic offers flexible neural networks, excelling in both neuro-evolution and backpropagation. It backpropagates more than 5x faster than competitors, making it a blazing fast choice for training neural networks in the browser and Node.js. Neurons and synapses can be removed with a single line of code, allowing for dynamic network architectures shaped through neuro-evolution using multiple threads.
  • mediumreadme#3
    Clarify the existing license(s) in the README

    Why:

    COPY-PASTE FIX
    ### License
Neataptic is licensed under the terms specified in the `LICENSE` file. Please refer to the `LICENSE` file for full details on the applicable terms and conditions.

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
#5.0
Lower is better. #1 = top recommendation.
Share of voice
10%
Of all named tools, what % are you?
Top rival
Brain.js
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Brain.js · recommended 2×
  2. TensorFlow.js · recommended 2×
  3. Synaptic.js · recommended 1×
  4. Neuro.js · recommended 1×
  5. Keras.js · recommended 1×
  • CATEGORY QUERY
    Looking for a fast JavaScript library to implement neuro-evolution for neural networks.
    you: #5
    AI recommended (in order):
    1. Synaptic.js
    2. Neuro.js
    3. Brain.js
    4. TensorFlow.js
    5. Neataptic ← you
    Show full AI answer
  • CATEGORY QUERY
    How to quickly train neural networks using backpropagation in a browser or Node.js?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow.js
    2. Brain.js
    3. Keras.js
    4. Synaptic
    5. ConvNetJS

    AI recommended 5 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 named wagenaartje/neataptic explicitly

    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?

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wagenaartje/neataptic — 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