Alternatives

Mlops Stacks alternatives for AI agents.

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

Current skill

Mlops Stacks

This repo provides a customizable stack for starting new ML projects on Databricks that follow production best-practices out of the box.

86
Quality
89
Trust
686
Stars
#1

Agent Lightning

Similarity 140Trust 93Excellent 100

The absolute trainer to light up AI agents.

17K starsApr 29, 2026 pushml-automationPythonMLOps
$ npx skills add microsoft/agent-lightning
#2

MLE Agent

Similarity 133Trust 89Excellent 85

🤖 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
#3

Skops

Similarity 130Trust 89Strong 84

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
#4

Pytorch Lightning

Similarity 128Trust 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
#5

MLOpsPython

Similarity 128Trust 79Strong 72

MLOps using Azure ML Services and Azure DevOps

1.3K starsAug 5, 2023 pushml-automationPythonMLOps
$ npx skills add microsoft/MLOpsPython
#6

Budgetml

Similarity 128Trust 78Strong 72

Deploy a ML inference service on a budget in less than 10 lines of code.

1.3K starsFeb 12, 2024 pushml-automationPythonMLOps
$ npx skills add ebhy/budgetml
#7

Plexe

Similarity 128Trust 89Excellent 96

✨ Build a machine learning model from a prompt

2.6K starsMar 6, 2026 pushml-automationPythonMLOps
$ npx skills add plexe-ai/plexe
#8

Vision

Similarity 127Trust 95Excellent 100

Datasets, Transforms and Models specific to Computer Vision

18K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add pytorch/vision
#9

ChatterBot

Similarity 127Trust 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
#10

Nltk

Similarity 126Trust 95Excellent 100

NLTK Source

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

Optuna

Similarity 126Trust 95Excellent 100

A hyperparameter optimization framework

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

Darts

Similarity 126Trust 97Excellent 100

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
#13

Cookiecutter Data Science

Similarity 126Trust 95Excellent 100

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
#14

Bitsandbytes

Similarity 125Trust 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
#15

Umap

Similarity 125Trust 94Excellent 100

Uniform Manifold Approximation and Projection

8.2K starsJun 6, 2026 pushml-automationPythonMachine Learning
$ npx skills add lmcinnes/umap
#16

Sonnet

Similarity 125Trust 92Excellent 100

TensorFlow-based neural network library

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

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 Mlops Stacks 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.