#1
The absolute trainer to light up AI agents.
17K starsApr 29, 2026 pushml-automationPythonMLOps
$ npx skills add microsoft/agent-lightningAlternatives
Budgetml alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Budgetml
Deploy a ML inference service on a budget in less than 10 lines of code.
72
Quality
80
Trust
1.3K
Stars
#2
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#3
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#4
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
9.9K starsApr 9, 2026 pushml-automationPythonMachine Learning
$ npx skills add drivendataorg/cookiecutter-data-science#5
🤖 MLE-Agent: Your intelligent companion for seamless AI engineering and research. 🔍 Integrate with arxiv and paper with code to provide better code/research plans 🧰 OpenAI, Anthropic, Gemini, Ollama, etc supported. :fireworks: Code RAG
1.6K starsJul 27, 2025 pushml-automationPythonMLOps
$ npx skills add MLSysOps/MLE-agent#6
⚡ TabPFN: Foundation Model for Tabular Data ⚡
7.4K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add PriorLabs/TabPFN#7
A library of extension and helper modules for Python's data analysis and machine learning libraries.
5.2K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add rasbt/mlxtend#8
Always know what to expect from your data.
12K starsJun 13, 2026 pushml-automationPythonMLOps
$ npx skills add fivetran/great_expectations#9
🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.
3.1K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add ml-tooling/opyrator#10
mRMR (minimum-Redundancy-Maximum-Relevance) for automatic feature selection at scale.
629 starsNov 19, 2024 pushml-automationPythonMLOps
$ npx skills add smazzanti/mrmr#11
This repo provides a customizable stack for starting new ML projects on Databricks that follow production best-practices out of the box.
686 starsJun 12, 2026 pushml-automationPythonMLOps
$ npx skills add databricks/mlops-stacks#12
Train and Deploy an ML REST API to predict crypto prices, in 10 steps
885 starsMay 29, 2024 pushml-automationPythonMLOps
$ npx skills add Paulescu/hands-on-train-and-deploy-ml#13
skops is a Python library helping you share your scikit-learn based models and put them in production
516 starsJun 8, 2026 pushml-automationPythonMLOps
$ npx skills add skops-dev/skops#14
MLOps using Azure ML Services and Azure DevOps
1.3K starsAug 5, 2023 pushml-automationPythonMLOps
$ npx skills add microsoft/MLOpsPython#15
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
43K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add ray-project/ray#16
Deep Learning for humans
64K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add keras-team/kerasHow 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 Budgetml 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.