Alternatives

Hamilton alternatives for AI agents.

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

Current skill

Hamilton

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

100
Quality
96
Trust
2.5K
Stars
#1

Data Science For Beginners

Similarity 134Trust 95Excellent 100

10 Weeks, 20 Lessons, Data Science for All!

36K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add microsoft/Data-Science-For-Beginners
#2

DataFrame

Similarity 131Trust 93Excellent 100

C++ DataFrame for statistical, financial, and ML analysis in modern C++

3.0K starsJun 13, 2026 pushdata-analysisC++Data Analysis
$ npx skills add hosseinmoein/DataFrame
#3

ArcticDB

Similarity 131Trust 90Excellent 100

ArcticDB is a high performance, serverless DataFrame database built for the Python Data Science ecosystem.

2.4K starsJun 14, 2026 pushdata-analysisC++Data Analysis
$ npx skills add man-group/ArcticDB
#4

Pandas

Similarity 128Trust 98Excellent 100

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

49K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add pandas-dev/pandas
#5

Streamlit

Similarity 128Trust 95Excellent 100

Streamlit โ€” A faster way to build and share data apps.

45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#6

Reflex

Similarity 128Trust 95Excellent 100

๐Ÿ•ธ๏ธ Web apps in pure Python ๐Ÿ

29K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex
#7

Akshare

Similarity 128Trust 98Excellent 100

AKShare is an elegant and simple financial data interface library for Python, built for human beings! ๅผ€ๆบ่ดข็ปๆ•ฐๆฎๆŽฅๅฃๅบ“

20K starsMay 27, 2026 pushdata-analysisPythonData Analysis
$ npx skills add akfamily/akshare
#8

Best Of Ml Python

Similarity 127Trust 95Excellent 100

๐Ÿ† A ranked list of awesome machine learning Python libraries. Updated weekly.

24K starsJun 11, 2026 pushdata-analysisData AnalysisClaude Code
$ npx skills add lukasmasuch/best-of-ml-python
#9

Airbyte

Similarity 127Trust 94Excellent 100

Open-source data movement for ELT pipelines and AI agents โ€” from APIs, databases & files to warehouses, lakes, and AI applications. Both self-hosted and Cloud.

21K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add airbytehq/airbyte
#10

OpenRefine

Similarity 127Trust 98Excellent 100

OpenRefine is a free, open source power tool for working with messy data and improving it

12K starsJun 12, 2026 pushdata-analysisJavaData Analysis
$ npx skills add OpenRefine/OpenRefine
#11

Statsmodels

Similarity 126Trust 95Excellent 100

Statsmodels: statistical modeling and econometrics in Python

11K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add statsmodels/statsmodels
#12

Cudf

Similarity 126Trust 94Excellent 100

cuDF - GPU DataFrame Library

9.7K starsJun 16, 2026 pushdata-analysisC++Data Analysis
$ npx skills add rapidsai/cudf
#13

Imbalanced Learn

Similarity 126Trust 97Excellent 100

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

7.1K starsJun 7, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn-contrib/imbalanced-learn
#14

Flyte

Similarity 126Trust 97Excellent 100

Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows.

7.1K starsJun 12, 2026 pushdata-analysisGoData Analysis
$ npx skills add flyteorg/flyte
#15

Data Juicer

Similarity 125Trust 94Excellent 100

Data processing for and with foundation models! ๐ŸŽ ๐Ÿ‹ ๐ŸŒฝ โžก๏ธ โžก๏ธ๐Ÿธ ๐Ÿน ๐Ÿท

6.5K starsJun 15, 2026 pushdata-analysisPythonData Analysis
$ npx skills add datajuicer/data-juicer
#16

Growthbook

Similarity 125Trust 90Excellent 100

Open Source Feature Flags, Experimentation, and Product Analytics

7.9K starsJun 16, 2026 pushdata-analysisTypeScriptData Analysis
$ npx skills add growthbook/growthbook

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 Hamilton 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.