#1
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-lightningAlternatives
Flower alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Flower
Flower: A Friendly Federated AI Framework
100
Quality
94
Trust
7.0K
Stars
#2
💫 Industrial-strength Natural Language Processing (NLP) in Python
34K starsMay 19, 2026 pushml-automationPythonMachine Learning
$ npx skills add explosion/spaCy#3
🤗 The largest hub of ready-to-use datasets for AI models with fast, easy-to-use and efficient data manipulation tools
22K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add huggingface/datasets#4
Open standard for machine learning interoperability
21K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add onnx/onnx#5
Time series forecasting with PyTorch
4.9K starsJun 10, 2026 pushml-automationPythonMachine Learning
$ npx skills add sktime/pytorch-forecasting#6
An open source library for deep learning end-to-end dialog systems and chatbots.
7.0K starsAug 6, 2025 pushml-automationPythonMachine Learning
$ npx skills add deeppavlov/DeepPavlov#7
12 Weeks, 24 Lessons, AI for All!
48K starsJun 11, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add microsoft/AI-For-Beginners#8
Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
97K starsJun 2, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add rasbt/LLMs-from-scratch#9
Machine Learning Systems
25K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add harvard-edge/cs249r_book#10
The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
11K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add wandb/wandb#11
Implement a reasoning LLM in PyTorch from scratch, step by step
4.5K starsJun 12, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add rasbt/reasoning-from-scratch#12
🐍 Geometric Computer Vision Library for Spatial AI
11K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add kornia/kornia#13
Become skilled in Artificial Intelligence, Machine Learning, Generative AI, Deep Learning, Data Science, Natural Language Processing, Reinforcement Learning and more with this complete 0 to 100 repository.
3.7K starsMay 3, 2026 pushml-automationMachine LearningClaude Code
$ npx skills add aadi1011/AI-ML-Roadmap-from-scratch#14
The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework. Website: https://swarms.ai
6.9K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add kyegomez/swarms#15
TensorFlow-based neural network library
9.9K starsMay 6, 2026 pushml-automationPythonMachine Learning
$ npx skills add google-deepmind/sonnet#16
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
6.7K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add clearml/clearmlHow 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 Flower 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.