--- title: GenAI-based development platform | daily.dev description: A practical guide to building guardrails for GenAI-based coding agents like Claude Code to enforce code quality and prevent poor output. Four layers of defense... canonical: https://daily.dev/posts/genai-based-development-platform-amtrdhklf twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: GenAI-based development platform | daily.dev og:description: A practical guide to building guardrails for GenAI-based coding agents like Claude Code to enforce code quality and prevent poor output. Four layers of defense... og:url: https://daily.dev/posts/genai-based-development-platform-amtrdhklf og:image: https://api.daily.dev/og/posts/AmtrDHKlf.png og:image:alt: GenAI-based development platform og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # GenAI-based development platform **[Microservices.io](https://daily.dev/sources/microservicesio)** · 5 min read · 0 upvotes · 0 comments ## Summary A practical guide to building guardrails for GenAI-based coding agents like Claude Code to enforce code quality and prevent poor output. Four layers of defense are described: a pre-commit checklist skill instructing the agent to run linting, type checking, and coverage checks; a deterministic pre-commit Git hook using the pre-commit framework plus gitleaks for secret scanning; GitHub Actions workflow jobs that run tests and lint checks even if the agent bypasses local hooks; and automated CodeScene pull request reviews that block merges when code health scores fall below 10. The layered approach ensures that if one guardrail is bypassed, others still catch problems. ## Full article daily.dev links to this article rather than hosting it. 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