Alternatives

Hummingbird alternatives for AI agents.

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

Current skill

Hummingbird

Hummingbird compiles trained ML models into tensor computation for faster inference.

89
Quality
90
Trust
3.5K
Stars
#1

Pytorch Lightning

Similarity 150Trust 98Excellent 100

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

31K starsJun 10, 2026 pushml-automationPythonMachine Learning
$ npx skills add Lightning-AI/pytorch-lightning
#2

Keras

Similarity 150Trust 96Excellent 100

Deep Learning for humans

64K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add keras-team/keras
#3

Machine Learning Book

Similarity 149Trust 94Excellent 100

Code Repository for Machine Learning with PyTorch and Scikit-Learn

5.2K starsJun 15, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add rasbt/machine-learning-book
#4

Bitsandbytes

Similarity 147Trust 94Excellent 100

Accessible large language models via k-bit quantization for PyTorch.

8.3K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add bitsandbytes-foundation/bitsandbytes
#5

Sonnet

Similarity 147Trust 92Excellent 100

TensorFlow-based neural network library

9.9K starsMay 6, 2026 pushml-automationPythonMachine Learning
$ npx skills add google-deepmind/sonnet
#6

TensorboardX

Similarity 147Trust 92Excellent 100

tensorboard for pytorch (and chainer, mxnet, numpy, ...)

8.0K starsApr 10, 2026 pushml-automationPythonMachine Learning
$ npx skills add lanpa/tensorboardX
#7

Scikit Llm

Similarity 146Trust 93Excellent 100

Seamlessly integrate LLMs into scikit-learn.

3.5K starsJun 1, 2026 pushml-automationPythonMachine Learning
$ npx skills add BeastByteAI/scikit-llm
#8

Dm Haiku

Similarity 145Trust 92Excellent 100

JAX-based neural network library

3.2K starsJun 2, 2026 pushml-automationPythonMachine Learning
$ npx skills add google-deepmind/dm-haiku
#9

Onnxruntime

Similarity 144Trust 98Excellent 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
#10

Gplearn

Similarity 143Trust 88Excellent 94

Genetic Programming in Python, with a scikit-learn inspired API

1.9K starsJan 10, 2026 pushml-automationPythonMachine Learning
$ npx skills add trevorstephens/gplearn
#11

Tensorpack

Similarity 141Trust 86Strong 78

A Neural Net Training Interface on TensorFlow, with focus on speed + flexibility

6.3K starsAug 6, 2023 pushml-automationPythonMachine Learning
$ npx skills add tensorpack/tensorpack
#12

Vision

Similarity 141Trust 96Excellent 100

Datasets, Transforms and Models specific to Computer Vision

18K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add pytorch/vision
#13

Stable Baselines3

Similarity 141Trust 98Excellent 100

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

13K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add DLR-RM/stable-baselines3
#14

TopDeepLearning

Similarity 141Trust 84Strong 78

A list of popular github projects related to deep learning

6.1K starsFeb 16, 2024 pushml-automationPythonMachine Learning
$ npx skills add aymericdamien/TopDeepLearning
#15

Skorch

Similarity 141Trust 93Excellent 100

A scikit-learn compatible neural network library that wraps PyTorch

6.2K starsJun 15, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add skorch-dev/skorch
#16

ChatterBot

Similarity 141Trust 96Excellent 100

ChatterBot is a machine learning, conversational dialog engine for creating chat bots

14K starsMar 24, 2026 pushml-automationPythonMachine Learning
$ npx skills add gunthercox/ChatterBot

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 Hummingbird 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.