Alternatives

Aim alternatives for AI agents.

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

Current skill

Aim

Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.

100
Quality
94
Trust
6.2K
Stars
#1

Cookiecutter Data Science

Similarity 140Trust 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
#2

Sktime

Similarity 140Trust 94Excellent 100

A unified framework for machine learning with time series

9.8K starsJun 11, 2026 pushml-automationPythonMachine Learning
$ npx skills add sktime/sktime
#3

Pycaret

Similarity 139Trust 93Excellent 100

Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.

9.8K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add pycaret/pycaret
#4

Snorkel

Similarity 139Trust 94Excellent 100

A system for quickly generating training data with weak supervision

6.0K starsJun 8, 2026 pushml-automationPythonMachine Learning
$ npx skills add snorkel-team/snorkel
#5

Pytorch Forecasting

Similarity 138Trust 93Excellent 100

Time series forecasting with PyTorch

4.9K starsJun 10, 2026 pushml-automationPythonMachine Learning
$ npx skills add sktime/pytorch-forecasting
#6

Kaggle Solutions

Similarity 133Trust 94Excellent 100

🏅 Collection of Kaggle Solutions and Ideas 🏅

6.4K starsJun 6, 2026 pushml-automationAstroMachine Learning
$ npx skills add faridrashidi/kaggle-solutions
#7

Djl

Similarity 132Trust 93Excellent 100

An Engine-Agnostic Deep Learning Framework in Java

4.8K starsMay 20, 2026 pushml-automationJavaMachine Learning
$ npx skills add deepjavalibrary/djl
#8

Pyod

Similarity 132Trust 97Excellent 100

A Python library for anomaly detection across tabular, time series, graph, text, and image data. 60+ detectors, benchmark-backed ADEngine orchestration, and an agentic workflow for AI agents.

9.9K starsJun 5, 2026 pushml-automationPythonMachine Learning
$ npx skills add yzhao062/pyod
#9

Darts

Similarity 132Trust 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
#10

River

Similarity 131Trust 94Excellent 100

🌊 Online machine learning in Python

5.8K starsJun 13, 2026 pushml-automationPythonMachine Learning
$ npx skills add online-ml/river
#11

Speech To Speech

Similarity 130Trust 93Excellent 100

Build local voice agents with open-source models

4.9K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add huggingface/speech-to-speech
#12

Statsforecast

Similarity 130Trust 93Excellent 100

Lightning ⚡️ fast forecasting with statistical and econometric models.

4.8K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add Nixtla/statsforecast
#13

Machinelearning

Similarity 126Trust 97Excellent 100

ML.NET is an open source and cross-platform machine learning framework for .NET.

9.3K starsJun 12, 2026 pushml-automationC#Machine Learning
$ npx skills add dotnet/machinelearning
#14

Catboost

Similarity 126Trust 97Excellent 100

A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.

9.0K starsJun 12, 2026 pushml-automationC++Machine Learning
$ npx skills add catboost/catboost
#15

Data Science Interviews

Similarity 126Trust 95Excellent 100

Data science interview questions and answers

10K starsJun 1, 2026 pushml-automationHTMLMachine Learning
$ npx skills add alexeygrigorev/data-science-interviews
#16

Lance

Similarity 125Trust 97Excellent 100

Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, and PyTorch with more integrations coming..

6.7K starsJun 14, 2026 pushml-automationRustMachine Learning
$ npx skills add lance-format/lance

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 Aim 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.