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
98
Trust
28K
Stars
#1

LightGBM

Similarity 149Trust 98Excellent 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 141Trust 95Excellent 100

Tensor library for machine learning

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

Caffe

Similarity 136Trust 84Strong 82

Caffe: a fast open framework for deep learning.

35K starsJul 31, 2024 pushml-automationC++Machine Learning
$ npx skills add BVLC/caffe
#4

Mace

Similarity 133Trust 87Strong 77

MACE is a deep learning inference framework optimized for mobile heterogeneous computing platforms.

5.0K starsJun 17, 2024 pushml-automationC++Machine Learning
$ npx skills add XiaoMi/mace
#5

Dlib

Similarity 133Trust 96Excellent 100

A toolkit for making real world machine learning and data analysis applications in C++

14K starsMay 7, 2026 pushml-automationC++Machine Learning
$ npx skills add davisking/dlib
#6

Pixie

Similarity 131Trust 94Excellent 100

Instant Kubernetes-Native Application Observability

6.5K starsJun 13, 2026 pushml-automationC++Machine Learning
$ npx skills add pixie-io/pixie
#7

Tiny Dnn

Similarity 131Trust 79Strong 73

header only, dependency-free deep learning framework in C++14

6.0K starsApr 17, 2022 pushml-automationC++Machine Learning
$ npx skills add tiny-dnn/tiny-dnn
#8

Flashlight

Similarity 130Trust 90Excellent 99

A C++ standalone library for machine learning

5.4K starsFeb 23, 2026 pushml-automationC++Machine Learning
$ npx skills add flashlight/flashlight
#9

Oneflow

Similarity 130Trust 91Excellent 93

OneFlow is a deep learning framework designed to be user-friendly, scalable and efficient.

9.4K starsDec 4, 2025 pushml-automationC++Machine Learning
$ npx skills add Oneflow-Inc/oneflow
#10

Pytorch Lightning

Similarity 128Trust 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
#11

Google Research

Similarity 128Trust 96Excellent 100

Google Research

38K starsJun 16, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add google-research/google-research
#12

CLIP

Similarity 128Trust 96Excellent 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
#13

Llm Course

Similarity 128Trust 95Excellent 100

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

80K starsFeb 5, 2026 pushml-automationMachine LearningClaude Code
$ npx skills add mlabonne/llm-course
#14

DeepLearning

Similarity 127Trust 84Strong 79

Python for《Deep Learning》,该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现

7.7K starsJun 23, 2020 pushml-automationPythonMachine Learning
$ npx skills add MingchaoZhu/DeepLearning
#15

Modular

Similarity 127Trust 92Excellent 100

The Modular Platform (includes MAX & Mojo)

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

Vision

Similarity 127Trust 96Excellent 100

Datasets, Transforms and Models specific to Computer Vision

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

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.