Code Review From the Terminal and CI, No MCP Client Required

<h2> What is AI code review? </h2> <p><strong>AI code review is the automated analysis of code changes using artificial intelligence to find bugs, security vulnerabilities,

<p>The cheapest bug to catch is the one a reviewer circles on line 40. The expensive one never shows up as a bad line it ships as the <em>wrong approach</em>, clean and green.

<h2> Your Code Reviews Are a Bottleneck </h2> <p>Every engineering team has the same problem: PRs sit in review queues for hours (or days). Senior engineers spend 30% of their

<p>Maintaining an open source project is a time problem. The code itself is usually the easy part. What burns maintainers out is the review queue - a steady stream of pull

<p>Every time I asked Claude to review my branch, I got one of two answers: a cheerful <strong>"Looks good! 👍"</strong> or a vague list where I couldn't tell a real bug from a

<p>Code review is the bottleneck of most teams. The merge request is open, the author waits, the reviewer is busy with something else. When the review finally comes, it's often

<h2> The Problem: Agents Grading Their Own Homework </h2> <p>If you’re running LLM agents in production — whether with LangChain, CrewAI, or custom pipelines — you’ve probably

<blockquote> <p><em><strong>Originally published on <a href="https://andrew.ooo/posts/agentmemory-persistent-memory-ai-coding-agents-review/" rel="noopener