Alternatives

Great Expectations alternatives for AI agents.

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

Current skill

Great Expectations

Always know what to expect from your data.

100
Quality
95
Trust
12K
Stars
#1

Made With ML

Similarity 144Trust 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
#2

Traceml

Similarity 138Trust 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
#3

Feast

Similarity 133Trust 94Excellent 100

The Open Source Feature Store for AI/ML

7.1K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add feast-dev/feast
#4

Feathr

Similarity 131Trust 82Strong 73

Feathr – A scalable, unified data and AI engineering platform for enterprise

1.9K starsApr 4, 2024 pushml-automationScalaMLOps
$ npx skills add feathr-ai/feathr
#5

Mlops Course

Similarity 128Trust 87Strong 76

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

3.4K starsAug 16, 2024 pushml-automationJupyter NotebookMachine Learning
$ npx skills add GokuMohandas/mlops-course
#6

Applied Ml

Similarity 126Trust 89Excellent 87

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

30K starsJul 18, 2024 pushml-automationMachine LearningClaude Code
$ npx skills add eugeneyan/applied-ml
#7

Mage AI

Similarity 125Trust 94Excellent 100

🧙 Build, run, and manage data pipelines for integrating and transforming data.

8.8K starsJun 9, 2026 pushml-automationPythonMachine Learning
$ npx skills add mage-ai/mage-ai
#8

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
#9

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
#10

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
#11

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
#12

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
#13

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
#14

Keras

Similarity 120Trust 96Excellent 100

Deep Learning for humans

64K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add keras-team/keras
#15

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
#16

SpaCy

Similarity 120Trust 95Excellent 100

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

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

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 Great Expectations 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.