10 actions in 8 pieces of software · ranked by words, meaning and measured trust · 539 ms

1. 1timmverified and signedpassport

   libraryrecord10,621,757 downloads/month

   • image-classification

   • pytorch

2. 2huggingface-vision-trainerverified and signedpassport

   skillhuggingface/skillsrecord

   • huggingface-vision-trainer

     Trains and fine-tunes vision models for object detection (D-FINE, RT-DETR v2, DETR, YOLOS), image classification (timm models — MobileNetV3, MobileViT, ResNet, ViT/DINOv3 — plus any Transformers classifier), and SAM/SAM2 segmentation using Hugging Face Transformers on Hugging Face Jobs cloud GPUs. C

3. 3snowballstemmerverified and signedpassport

   librarysnowballstem/snowballrecord26,541,509 downloads/month

   • stemmer

4. 4mutmutverified and signedpassport

   libraryboxed/mutmutrecord5,573,272 downloads/month

   • mutmut

5. 5tomliverified and signedpassport

   libraryhukkin/tomlirecord274,144,944 downloads/month

   • toml

6. 6petro-mcpfound in code, not yet checkedno passport yet
   • calculate_permeability_timur

     Estimate permeability using Timur (1968) equation.

7. 7tomli-wverified and signedpassport

   libraryhukkin/tomli-wrecord67,631,963 downloads/month

   • tomli

8. 8mammothverified and signedpassport

   librarymwilliamson/python-mammothrecord16,867,197 downloads/month

   • clean

   • md