berkayturanci/ai-jury

Published on Aug 1, 2026
Gem 💎 Python MIT

A cross-vendor AI review jury that debates before it decides

One AI reviewer caught 67% of the bugs. Four caught them all.

One command. Runs on your own machine.

Point it at a pull request — it runs each agent's real CLI locally, no new API keys.

pipx install ai-jury

Four reviewers, then they argue it out.

Each agent reviews blind, then sees the others' findings and must agree, dispute, or flag what it missed.

the project's own pipeline diagram

One reviewer catches two-thirds of the bugs.

Solo, the best model caught 67% of seeded bugs. The four-vendor panel caught all of them.

small benchmark (N=5) — the project's own published numbers

One reviewer just said no.

One model once replied only "I can't assist with that request." The jury excluded it, not approved it.

a real reviewer response, from the project's own case study

Hidden Gem. Solo build, MIT license.

A solo build — 97% of the commits — stdlib Python, MIT licensed, 26 releases shipped already.

berkayturanci/ai-jury · Hidden Gem