Alternatives

SA PINNs alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

SA PINNs

Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]

46
Quality
69
Trust
298
Stars
#1

Biopython

Similarity 106Trust 84Excellent 98

Official git repository for Biopython (originally converted from CVS)

5.2K starsOct 11, 2026 pushgeo-sciencePythonBioinformatics
$ npx skills add biopython/biopython
#2

Cesium

Similarity 104Trust 89Excellent 100

An open-source JavaScript library for world-class 3D globes and maps :earth_americas:

15K starsJun 21, 2026 pushgeo-scienceJavaScriptGeospatial
$ npx skills add CesiumGS/cesium
#3

Turf

Similarity 103Trust 87Excellent 100

A modular geospatial engine written in JavaScript and TypeScript

10K starsJun 20, 2026 pushgeo-scienceTypeScriptGeospatial
$ npx skills add Turfjs/turf
#4

Erpnext

Similarity 103Trust 87Excellent 100

Free and Open Source Enterprise Resource Planning (ERP)

36K starsJun 16, 2026 pushgeo-sciencePythonHealth Data
$ npx skills add frappe/erpnext
#5

Tile38

Similarity 102Trust 84Excellent 99

Real-time Geospatial and Geofencing

9.7K starsJun 9, 2026 pushgeo-scienceGoGeospatial
$ npx skills add tidwall/tile38
#6

ColabFold

Similarity 100Trust 84Excellent 99

Making Protein folding accessible to all!

2.8K starsJun 15, 2026 pushgeo-scienceJupyter NotebookBioinformatics
$ npx skills add sokrypton/ColabFold
#7

Keras

Similarity 83Trust 87Excellent 100

Deep Learning for humans

64K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add keras-team/keras
#8

Pytorch

Similarity 82Trust 83Excellent 100

Tensors and Dynamic neural networks in Python with strong GPU acceleration

101K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add pytorch/pytorch
#9

Kornia

Similarity 81Trust 86Excellent 100

🐍 Geometric Computer Vision Library for Spatial AI

11K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add kornia/kornia
#10

Tensorflow

Similarity 76Trust 86Excellent 100

An Open Source Machine Learning Framework for Everyone

196K starsJun 16, 2026 pushml-automationC++Machine Learning
$ npx skills add tensorflow/tensorflow
#11

Handson Ml

Similarity 76Trust 88Excellent 100

⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.

26K starsMay 19, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add ageron/handson-ml
#12

Paddle

Similarity 76Trust 88Excellent 100

PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice (『飞桨』核心框架,深度学习&机器学习高性能单机、分布式训练和跨平台部署)

24K starsJun 16, 2026 pushml-automationC++Machine Learning
$ npx skills add PaddlePaddle/Paddle
#13

Onnxruntime

Similarity 76Trust 89Excellent 100

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

21K starsJun 16, 2026 pushml-automationC++Machine Learning
$ npx skills add microsoft/onnxruntime
#14

Tfjs

Similarity 75Trust 86Excellent 100

A WebGL accelerated JavaScript library for training and deploying ML models.

19K starsJun 15, 2026 pushml-automationTypeScriptMachine Learning
$ npx skills add tensorflow/tfjs
#15

Ml Agents

Similarity 75Trust 85Excellent 99

The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.

19K starsJun 12, 2026 pushml-automationC#Machine Learning
$ npx skills add Unity-Technologies/ml-agents
#16

Machine Learning For Trading

Similarity 75Trust 84Excellent 99

Code for Machine Learning for Algorithmic Trading, 2nd edition.

19K starsJun 23, 2026 pushfinanceJupyter NotebookFinance
$ npx skills add stefan-jansen/machine-learning-for-trading

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep SA PINNs if it already passes your workflow test and repository review.

Next step

Compare top candidates side by side

Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.