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Newv0.16.0: scoped scan and fix.Read the changelog →

Guides and deep dives.

How-to guides, pattern breakdowns, and project updates.

Engineering reads

What 264,000 Scans Say About AI-Generated Code Quality

August data from 264,000 aislop scans: 4 in 10 repositories carry AI-slop patterns, and 1 in 8 agent edits left the file worse than it found it. The numbers, and what they do not prove.

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Guide reads

How to Check Code Quality Without Drowning in Findings

How to check code quality in a repo that ships AI-written changes: define the bar, automate repeatable checks, score the residue, and keep human review for intent.

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Tutorial reads

npx aislop scan: First Code Quality Run on AI Generated Code

Run npx aislop scan with no install. What the 0 to 100 score means, where the GitHub repo lives, and how to put the same code quality check in CI.

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Tutorial reads

How to Scan AI Generated Code for AI Slop

How to scan AI generated code with a local CLI, changed-file mode, and a CI gate. What a slop scan can prove about code quality and what it cannot.

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Guide reads

AI Code Review for AI Generated Code

AI code review for AI generated code: deterministic scan first, then optional LLM comments, then a person on intent. How to keep code quality without drowning in bots.

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Guide reads

Deterministic AI Code Review: A Gate You Can Enforce

Deterministic AI code review returns the same findings for the same AI generated code. Use it as the code quality gate. Keep LLM review for intent.

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Guide reads

AI Slop in Pull Requests: Catch It Before Review

AI slop in pull requests is residue in AI generated code that still looks mergeable. Scan the diff, fail CI on a code quality score, then review intent.

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Guide reads

Why Linters Miss AI Slop in AI Generated Code

ESLint, Ruff, and Sonar catch bugs they were built for. AI slop in AI generated code is often residue that still compiles. Why a code quality gate still has a gap.

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Guide reads

AI Generated Code Quality: What to Check Before Merge

AI generated code quality is a workflow: tests for behavior, a deterministic scan for AI slop, then human review for intent. What to check, what to automate, what to leave to people.

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Guide reads

Slop Coding: When Vibe Coding Skips Code Quality

Slop coding is vibe coding without a code quality gate. AI generated code ships, AI slop lands in main, review pays later. How to keep the speed.

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