REPOGEO 报告 · LITE
wagenaartje/neataptic
默认分支 master · commit ae93263e · 扫描时间 2026/5/13 07:07:17
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行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 wagenaartje/neataptic 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition core value proposition to emphasize speed and Node.js/browser performance
原因:
当前### 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.
复制粘贴的修复### 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#2Add a clear statement about the project's license in the README
原因:
复制粘贴的修复## 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#3Add more specific topics related to performance, efficiency, and general ML tools
原因:
当前crossover, genetic-algorithm, machine-learning, mutations, neural-network, neurons, selection, squash
复制粘贴的修复crossover, genetic-algorithm, machine-learning, mutations, neural-network, neurons, selection, squash, performance, efficiency, javascript, nodejs, browser, backpropagation, neuroevolution
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- Synaptic · 被推荐 2 次
- Brain.js · 被推荐 2 次
- TensorFlow.js · 被推荐 2 次
- Neuroevolution · 被推荐 1 次
- ONNX Runtime · 被推荐 1 次
- 品类问题Seeking a JavaScript library for implementing neuro-evolution and genetic algorithms for neural networks.你:第 1 位AI 推荐顺序:
- neataptic ← 你
- Synaptic
- Neuroevolution
- Brain.js
- TensorFlow.js
查看 AI 完整回答
- 品类问题What are efficient machine learning tools for training neural networks quickly in Node.js?你:未被推荐AI 推荐顺序:
- TensorFlow.js
- Brain.js
- Synaptic
- ONNX Runtime
AI 推荐了 4 个替代方案,却始终没点名 wagenaartje/neataptic。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesspass
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of wagenaartje/neataptic?passAI 未点名 wagenaartje/neataptic —— 很可能在说另一个项目
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts wagenaartje/neataptic in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 wagenaartje/neataptic
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo wagenaartje/neataptic solve, and who is the primary audience?passAI 明确点名了 wagenaartje/neataptic
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 wagenaartje/neataptic 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/wagenaartje/neataptic)<a href="https://repogeo.com/zh/r/wagenaartje/neataptic"><img src="https://repogeo.com/badge/wagenaartje/neataptic.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
wagenaartje/neataptic — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3