quicksilver
Claude Code skill: hand bulk judgment calls to Jev. 86% fewer Claude tokens on a 12-task benchmark, up to 20x faster. One-line npx install.
142 ★ on GitHub
What it is
A big share of every Claude Code session is spent reading things only to decide whether they matter. Which of these 187 files handle auth? Which of these 3,000 log lines are real failures? Which of these 200 tickets are refund requests? Claude reads it all, pays for it all, and the context fills up with noise.
Getting started
From the README:
npx github:UditAkhourii/quicksilverWhere the decision sits
quicksilver calls the hosted decision API rather than running its own weights. That keeps the project small and means its behaviour moves whenever the vendor ships a new model version. It also means an API key and a network round trip sit in the path of every decision.
Models it references: Jev.
How active it is
Created 2026-09-25, last pushed 2026-09-25, 142 stars and 11 forks when we read it on 2026-11-02. Everything in this category is weeks old at most, so a stale push date means something different here than it would on a mature project. Check the repository before you depend on it.
Find out what your data actually supports
We turn your historical decisions into a frozen test set, then tell you which model, which threshold, and how much of it you can safely automate.