Pre-commit AI Review with Claude Code, husky, and lint-staged — Reviewing Only Staged Files
A pragmatic guide to running a lightweight Claude Code review on only the files you've staged for commit. Using husky and lint-staged, this setup minimizes both cost and latency for solo developers.
Designing a Release Gate Claude Code Can Run — Pre-Deploy Verification You Can Actually Read
A green CI does not mean a safe release. Walk through a seven-checkpoint release gate that asks Claude Code to write a readable, narrative report — with concrete scripts and the operational lessons behind them.
Claude API × GitHub Actions: Production CI/CD Pipelines for Automated Code Review, Test Generation, and Documentation
Add AI code review, test generation, and PR summaries to GitHub Actions with Claude API. Covers cost control, security, and rate limit strategies.
Fully Automated Code Review with Claude Code—Implementing Harness Engineering Patterns
Master harness engineering (coined by HashiCorp founder) for AI-driven code review. Learn Claude Code implementation patterns and solutions for over-suggestion and review oscillation.
Claude Code Launches Code Review — AI Agent Team Automatically Hunts Bugs on Every PR
Anthropic adds Code Review to Claude Code. Every time a PR is opened, a team of AI agents searches for bugs in parallel, verifies findings, and ranks them by severity. Here's how to read the accuracy data and adapt the idea for solo and small-team work.