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.

76
Quality
84
Trust
3.5K
Stars
#1

Pytorch Lightning

Similarity 149Trust 90Excellent 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 149Trust 88Excellent 100

Deep Learning for humans

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

Bitsandbytes

Similarity 146Trust 87Excellent 99

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

8.3K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add bitsandbytes-foundation/bitsandbytes
#4

Onnxruntime

Similarity 142Trust 90Excellent 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
#5

Face Recognition

Similarity 140Trust 85Excellent 100

The world's simplest facial recognition api for Python and the command line

57K starsJun 25, 2026 pushml-automationPythonMachine Learning
$ npx skills add ageitgey/face_recognition
#6

Vision

Similarity 140Trust 88Excellent 100

Datasets, Transforms and Models specific to Computer Vision

18K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add pytorch/vision
#7

Stable Baselines3

Similarity 140Trust 90Excellent 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
#8

Nltk

Similarity 139Trust 88Excellent 100

NLTK Source

15K starsJun 11, 2026 pushml-automationPythonMachine Learning
$ npx skills add nltk/nltk
#9

Optuna

Similarity 139Trust 88Excellent 100

A hyperparameter optimization framework

14K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add optuna/optuna
#10

Darts

Similarity 139Trust 89Excellent 99

A python library for user-friendly forecasting and anomaly detection on time series.

9.4K starsJun 6, 2026 pushml-automationPythonMachine Learning
$ npx skills add unit8co/darts
#11

Featuretools

Similarity 138Trust 88Excellent 100

An open source python library for automated feature engineering

7.7K starsJul 27, 2026 pushml-automationPythonMachine Learning
$ npx skills add alteryx/featuretools
#12

Pyro

Similarity 138Trust 87Excellent 99

Deep universal probabilistic programming with Python and PyTorch

9.0K starsJun 5, 2026 pushml-automationPythonMachine Learning
$ npx skills add pyro-ppl/pyro
#13

Umap

Similarity 138Trust 87Excellent 99

Uniform Manifold Approximation and Projection

8.2K starsJun 6, 2026 pushml-automationPythonMachine Learning
$ npx skills add lmcinnes/umap
#14

Librephotos

Similarity 138Trust 87Excellent 99

A self-hosted open source photo management service.

8.0K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add LibrePhotos/librephotos
#15

Fastai

Similarity 134Trust 87Excellent 100

The fastai deep learning library

28K starsMay 20, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add fastai/fastai
#16

Nndl

Similarity 133Trust 85Excellent 99

邱锡鹏《神经网络与深度学习》(蒲公英书)理论书 v2 与通识版

19K starsJun 1, 2026 pushml-automationMachine Learning
$ npx skills add nndl/nndl

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.