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signalDEV Community2026-10-03

I made CodeRabbit's reviews a third less noisy with an open-source Claude Code skill

pr-proof, three open-source Claude Code skills, filters review comments by verifying each against the full codebase. On Code Review Bench's 50 PRs, it kept 72 of 77 real bugs (93.5%) and removed 76 of 223 noise issues, raising CodeRabbit's F1 score from 35.2% to 40.4%. It outputs verdicts with file and line citations before anything is changed.

for who
Developers who use AI code review tools like CodeRabbit and want to reduce false positives
why now
New open-source Claude Code skill cuts CodeRabbit noise, boosting precision, now installable via plugin marketplace.
what changes
Review bots' comments become claims to prove against the code, so developers can trust valid issues and ignore noise without losing real bugs
to do
Install the plugin with /plugin marketplace add TanayK07/pr-proof and /plugin install pr-proof@pr-proof, then ask about any PR's review comments
key points
  • Kept 72 of 77 real bugs, removed 76 of 223 noise issues
  • Raised CodeRabbit's F1 score from 35.2% to 40.4%
  • Three skills: pr-comment-validation, pr-validation, pr-review
#ai code review#claude code#open source tool#agent workflow#code quality3 sources · confidence medium
score
score 8 out of 10. 0-10: how dense the facts are, multiplied by how much you can do with them after reading. 8+ means the topic's evidence bar is met: benchmarks and availability for a new model, amount and investors for a funding round, revenue figures for a solo-money story. Below 5 an item does not enter the digest. A press release scores 3 or less, a reprint loses 2, anything older than 14 days loses 1, a headline that misleads loses 3.
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