Updated weekly

Data Tool Momentum Index

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.

GitHub stars and growth Active job listings PyPI download trends

Full rankings — 0 tools

Snapshot data collecting — check back after the first weekly run

#	Tool	Score	Stars	4wk growth	Jobs	Downloads/mo	Category

Momentum Score = percentile composite of GitHub stars, job listings and PyPI downloads. Updated weekly.

How the Momentum Score works

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