Alternatives

Distributed Ml Patterns alternatives for AI agents.

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

Current skill

Distributed Ml Patterns

Distributed Machine Learning Patterns from Manning Publications by Yuan Tang https://bit.ly/2RKv8Zo

74
Quality
84
Trust
504
Stars
#1

Great Expectations

Similarity 132Trust 95Excellent 100

Always know what to expect from your data.

12K starsJun 13, 2026 pushml-automationPythonMLOps
$ npx skills add fivetran/great_expectations
#2

Argo Workflows

Similarity 129Trust 95Excellent 100

Workflow Engine for Kubernetes

17K starsJun 15, 2026 pushml-automationGoMachine Learning
$ npx skills add argoproj/argo-workflows
#3

Made With ML

Similarity 128Trust 93Excellent 100

Learn how to develop, deploy and iterate on production-grade ML applications.

48K starsMar 4, 2026 pushml-automationJupyter NotebookMLOps
$ npx skills add GokuMohandas/Made-With-ML
#4

Agent Lightning

Similarity 125Trust 94Excellent 100

The absolute trainer to light up AI agents.

17K starsApr 29, 2026 pushml-automationPythonMLOps
$ npx skills add microsoft/agent-lightning
#5

SwanLab

Similarity 124Trust 94Excellent 100

⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc.

4.0K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add SwanHubX/SwanLab
#6

Traceml

Similarity 122Trust 87Excellent 85

Engine for AI/ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.

533 starsJun 10, 2026 pushml-automationPythonMLOps
$ npx skills add polyaxon/traceml
#7

D2l En

Similarity 122Trust 86Strong 81

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

29K starsAug 18, 2024 pushml-automationPythonMachine Learning
$ npx skills add d2l-ai/d2l-en
#8

Ray

Similarity 120Trust 98Excellent 100

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
#9

Pytorch Lightning

Similarity 120Trust 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
#10

Budgetml

Similarity 120Trust 80Strong 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
#11

Label Studio

Similarity 120Trust 98Excellent 100

Label Studio is a multi-type data labeling and annotation tool with standardized output format

28K starsJun 16, 2026 pushml-automationTypeScriptMLOps
$ npx skills add HumanSignal/label-studio
#12

Keras

Similarity 120Trust 96Excellent 100

Deep Learning for humans

64K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add keras-team/keras
#13

Plexe

Similarity 120Trust 90Excellent 96

✨ Build a machine learning model from a prompt

2.6K starsMar 6, 2026 pushml-automationPythonMLOps
$ npx skills add plexe-ai/plexe
#14

SpaCy

Similarity 120Trust 94Excellent 100

💫 Industrial-strength Natural Language Processing (NLP) in Python

34K starsMay 19, 2026 pushml-automationPythonMachine Learning
$ npx skills add explosion/spaCy
#15

Machine Learning Systems Design

Similarity 119Trust 84Strong 77

A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dmls-book`

10K starsApr 15, 2023 pushml-automationHTMLMLOps
$ npx skills add chiphuyen/machine-learning-systems-design
#16

Ludwig

Similarity 119Trust 98Excellent 100

Low-code framework for building custom LLMs, neural networks, and other AI models

12K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add ludwig-ai/ludwig

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 Distributed Ml Patterns 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.