Alternatives

Pumpkin Book alternatives for AI agents.

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

Current skill

Pumpkin Book

南瓜书:《机器学习》(西瓜书)公式详解

100
Quality
90
Trust
26K
Stars
#1

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
#2

Xgboost

Similarity 128Trust 98Excellent 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
#3

Google Research

Similarity 128Trust 96Excellent 100

Google Research

38K starsJun 16, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add google-research/google-research
#4

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
#5

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
#6

Modular

Similarity 127Trust 92Excellent 100

The Modular Platform (includes MAX & Mojo)

26K starsJun 16, 2026 pushml-automationMojoMachine Learning
$ npx skills add modular/modular
#7

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
#8

ChatterBot

Similarity 127Trust 96Excellent 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
#9

Ggml

Similarity 127Trust 95Excellent 100

Tensor library for machine learning

15K starsJun 15, 2026 pushml-automationC++Machine Learning
$ npx skills add ggml-org/ggml
#10

Nltk

Similarity 126Trust 95Excellent 100

NLTK Source

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

Optuna

Similarity 126Trust 95Excellent 100

A hyperparameter optimization framework

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

Nndl

Similarity 126Trust 92Excellent 100

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 LearningClaude Code
$ npx skills add nndl/nndl
#13

Pytorch Deep Learning

Similarity 126Trust 92Excellent 100

Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.

18K starsFeb 11, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add mrdbourke/pytorch-deep-learning
#14

ML NLP

Similarity 126Trust 91Excellent 100

此项目是机器学习(Machine Learning)、深度学习(Deep Learning)、NLP面试中常考到的知识点和代码实现,也是作为一个算法工程师必会的理论基础知识。

18K starsJan 9, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add NLP-LOVE/ML-NLP
#15

Darts

Similarity 126Trust 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
#16

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

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 Pumpkin Book 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.