Alternatives

Sagemaker Spark alternatives for AI agents.

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

Current skill

Sagemaker Spark

A Spark library for Amazon SageMaker.

82
Quality
80
Trust
300
Stars
#1

Pytorch Lightning

Similarity 135Trust 93Excellent 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
#2

Vision

Similarity 134Trust 92Excellent 100

Datasets, Transforms and Models specific to Computer Vision

18K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add pytorch/vision
#3

Nltk

Similarity 134Trust 92Excellent 100

NLTK Source

15K starsJun 11, 2026 pushml-automationPythonMachine Learning
$ npx skills add nltk/nltk
#4

Optuna

Similarity 134Trust 92Excellent 100

A hyperparameter optimization framework

14K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add optuna/optuna
#5

ChatterBot

Similarity 134Trust 91Excellent 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
#6

Darts

Similarity 133Trust 92Excellent 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
#7

Bitsandbytes

Similarity 133Trust 90Excellent 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
#8

Umap

Similarity 133Trust 90Excellent 100

Uniform Manifold Approximation and Projection

8.2K starsJun 6, 2026 pushml-automationPythonMachine Learning
$ npx skills add lmcinnes/umap
#9

Librephotos

Similarity 133Trust 90Excellent 100

A self-hosted open source photo management service.

8.0K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add LibrePhotos/librephotos
#10

Learning

Similarity 132Trust 89Excellent 100

A log of things I'm learning

6.9K starsMay 31, 2026 pushml-automationMachine LearningClaude Code
$ npx skills add amitness/learning
#11

TabPFN

Similarity 132Trust 87Excellent 100

⚡ TabPFN: Foundation Model for Tabular Data ⚡

7.4K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add PriorLabs/TabPFN
#12

Angel

Similarity 132Trust 87Excellent 100

A Flexible and Powerful Parameter Server for large-scale machine learning

6.8K starsJun 8, 2026 pushml-automationJavaMachine Learning
$ npx skills add Angel-ML/angel
#13

Xgboost

Similarity 127Trust 94Excellent 100

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

28K starsJun 16, 2026 pushml-automationC++Machine Learning
$ npx skills add dmlc/xgboost
#14

Keras

Similarity 127Trust 92Excellent 100

Deep Learning for humans

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

Google Research

Similarity 127Trust 92Excellent 100

Google Research

38K starsJun 16, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add google-research/google-research
#16

Resume Matcher

Similarity 127Trust 93Excellent 100

Improve your resumes with Resume Matcher. Get insights, keyword suggestions and tune your resumes to job descriptions.

27K starsJun 14, 2026 pushml-automationTypeScriptMachine Learning
$ npx skills add srbhr/Resume-Matcher

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 Sagemaker Spark 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.