Alternatives

Xgboost alternatives for AI agents.

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

Current skill

Xgboost

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

100
Quality
92
Trust
28K
Stars
#1

LightGBM

Similarity 148Trust 90Excellent 100

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.

18K starsJun 9, 2026 pushml-automationC++Machine Learning
$ npx skills add lightgbm-org/LightGBM
#2

Ggml

Similarity 139Trust 88Excellent 100

Tensor library for machine learning

15K starsJun 15, 2026 pushml-automationC++Machine Learning
$ npx skills add ggml-org/ggml
#3

Pytorch Lightning

Similarity 127Trust 90Excellent 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
#4

CLIP

Similarity 127Trust 89Excellent 100

CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

34K starsMar 25, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add openai/CLIP
#5

Google Research

Similarity 127Trust 88Excellent 100

Google Research

38K starsJun 16, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add google-research/google-research
#6

Face Recognition

Similarity 126Trust 85Excellent 100

The world's simplest facial recognition api for Python and the command line

57K starsJun 25, 2026 pushml-automationPythonMachine Learning
$ npx skills add ageitgey/face_recognition
#7

Llm Course

Similarity 126Trust 87Excellent 97

Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

80K starsFeb 5, 2026 pushml-automationMachine Learning
$ npx skills add mlabonne/llm-course
#8

Modular

Similarity 126Trust 85Excellent 100

The Modular Platform (includes MAX & Mojo)

26K starsJun 16, 2026 pushml-automationMojoMachine Learning
$ npx skills add modular/modular
#9

Vision

Similarity 126Trust 88Excellent 100

Datasets, Transforms and Models specific to Computer Vision

18K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add pytorch/vision
#10

Nltk

Similarity 125Trust 88Excellent 100

NLTK Source

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

Optuna

Similarity 125Trust 88Excellent 100

A hyperparameter optimization framework

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

Nndl

Similarity 125Trust 85Excellent 99

邱锡鹏《神经网络与深度学习》(蒲公英书)理论书 v2 与通识版

19K starsJun 1, 2026 pushml-automationMachine Learning
$ npx skills add nndl/nndl
#13

Data Science Interviews

Similarity 125Trust 88Excellent 100

Data science interview questions and answers

10K starsJun 1, 2026 pushml-automationHTMLMachine Learning
$ npx skills add alexeygrigorev/data-science-interviews
#14

Pumpkin Book

Similarity 125Trust 83Excellent 96

南瓜书:《机器学习》(西瓜书)公式详解

26K starsApr 22, 2026 pushml-automationMachine Learning
$ npx skills add datawhalechina/pumpkin-book
#15

Mediapipe

Similarity 125Trust 88Excellent 100

Cross-platform, customizable ML solutions for live and streaming media.

36K starsJun 15, 2026 pushml-automationC++Machine Learning
$ npx skills add google-ai-edge/mediapipe
#16

Gorse

Similarity 125Trust 89Excellent 99

AI powered open source recommender system engine supports classical/LLM rankers and multimodal content via embedding

9.7K starsJun 12, 2026 pushml-automationGoMachine Learning
$ npx skills add gorse-io/gorse

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 Xgboost 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.