Three signals combined into one view: GitHub star growth, active job listings and monthly download trends. See which tools are gaining ground before everyone else does.
| # | Tool | Stars |
|---|
Momentum Score = percentile composite of GitHub stars, job listings and PyPI downloads. Updated weekly.
GitHub signals (30%)
Total stars as a popularity baseline. Tools with more stars have proven staying power.
Job demand (35%)
Active job listings requiring this tool — the strongest signal that companies are actually using it.
Downloads (20%) + Growth (15%)
PyPI monthly downloads show ecosystem adoption. 4-week star growth catches tools rising faster than their peers.
Data from GitHub REST API and pypistats.org · Job data from active listings · Updated every Sunday