Alternatives

Behavior 1k Solution alternatives for AI agents.

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

Current skill

Behavior 1k Solution

1st place solution of 2025 BEHAVIOR Challenge

72
Quality
77
Trust
299
Stars
#1

Pytorch Lightning

Similarity 149Trust 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 140Trust 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 140Trust 92Excellent 100

NLTK Source

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

Optuna

Similarity 140Trust 92Excellent 100

A hyperparameter optimization framework

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

ChatterBot

Similarity 140Trust 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 139Trust 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 139Trust 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 139Trust 90Excellent 100

Uniform Manifold Approximation and Projection

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

Librephotos

Similarity 139Trust 90Excellent 100

A self-hosted open source photo management service.

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

TabPFN

Similarity 138Trust 87Excellent 100

⚡ TabPFN: Foundation Model for Tabular Data ⚡

7.4K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add PriorLabs/TabPFN
#11

Google Research

Similarity 135Trust 92Excellent 100

Google Research

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

Llama Cookbook

Similarity 134Trust 92Excellent 100

Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama model family and using them on various provider services

18K starsMay 19, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add meta-llama/llama-cookbook
#13

Modular

Similarity 134Trust 88Excellent 100

The Modular Platform (includes MAX & Mojo)

26K starsJun 16, 2026 pushml-automationMojoMachine Learning
$ npx skills add modular/modular
#14

Keras

Similarity 133Trust 92Excellent 100

Deep Learning for humans

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

AI Papers Of The Week

Similarity 133Trust 88Excellent 100

🔥Highlighting the top ML papers every week.

13K starsJun 15, 2026 pushml-automationMachine LearningClaude Code
$ npx skills add dair-ai/AI-Papers-of-the-Week
#16

SpaCy

Similarity 133Trust 90Excellent 100

💫 Industrial-strength Natural Language Processing (NLP) in Python

34K starsMay 19, 2026 pushml-automationPythonMachine Learning
$ npx skills add explosion/spaCy

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 Behavior 1k Solution 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.