oya-ann

A lightweight artificial neural network library for JavaScript

DecliningOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Cooling

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is oya-ann?

Oya-ann is a pure JavaScript artificial neural network library that allows developers to build and train models directly in the browser or on the server. It's ideal for projects requiring deep learning capabilities without external dependencies.

Key differentiator

Oya-ann stands out for its simplicity and pure JavaScript approach, making it ideal for educational purposes and lightweight projects without external dependencies.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Pure JavaScript implementation for browser and server-side usemedium

Supports various activation functions, loss functions, and optimization algorithmsmedium

Lightweight with minimal dependenciesmedium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited performance for complex modelshigh

Pure JavaScript implementation may not be optimized for heavy computations compared to native libraries or WebAssembly

Small community and limited third-party supportmedium

GitHub repository has low activity with few contributors and limited documentation examples

Fit analysis

Who is it for?

✓ Best for

Developers who need a lightweight, pure JavaScript solution for neural networks in browser or server-side projects

Educators and students looking to understand deep learning through hands-on implementation

✕ Not a fit for

Projects requiring high-performance GPU acceleration as oya-ann is CPU-based

Large-scale production applications where performance optimization is critical

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with oya-ann

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →