#1
Classic papers and resources on recommendation
3.6K starsOct 16, 2025 pushml-automationPythonMachine Learning
$ npx skills add wzhe06/Reco-papersAlternatives
Implicit alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Implicit
Fast Python Collaborative Filtering for Implicit Feedback Datasets
100
Quality
91
Trust
3.8K
Stars
#2
A Python implementation of LightFM, a hybrid recommendation algorithm.
5.1K starsJul 24, 2024 pushml-automationPythonMachine Learning
$ npx skills add lyst/lightfm#3
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
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#5
Datasets, Transforms and Models specific to Computer Vision
18K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add pytorch/vision#6
ChatterBot is a machine learning, conversational dialog engine for creating chat bots
14K starsMar 24, 2026 pushml-automationPythonMachine Learning
$ npx skills add gunthercox/ChatterBot#7
NLTK Source
15K starsJun 11, 2026 pushml-automationPythonMachine Learning
$ npx skills add nltk/nltk#8
A hyperparameter optimization framework
14K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add optuna/optuna#9
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#10
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
9.9K starsApr 9, 2026 pushml-automationPythonMachine Learning
$ npx skills add drivendataorg/cookiecutter-data-science#11
Accessible large language models via k-bit quantization for PyTorch.
8.3K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add bitsandbytes-foundation/bitsandbytes#12
Uniform Manifold Approximation and Projection
8.2K starsJun 6, 2026 pushml-automationPythonMachine Learning
$ npx skills add lmcinnes/umap#13
TensorFlow-based neural network library
9.9K starsMay 6, 2026 pushml-automationPythonMachine Learning
$ npx skills add google-deepmind/sonnet#14
A self-hosted open source photo management service.
8.0K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add LibrePhotos/librephotos#15
A Python scikit for building and analyzing recommender systems
6.8K starsMay 30, 2026 pushml-automationPythonMachine Learning
$ npx skills add NicolasHug/Surprise#16
tensorboard for pytorch (and chainer, mxnet, numpy, ...)
8.0K starsApr 10, 2026 pushml-automationPythonMachine Learning
$ npx skills add lanpa/tensorboardXHow 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 Implicit 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.