Layer 12 of 14 · 8 tools

Build and test

How the code gets written and checked.

My default

6 tools in this layer.

  • My default Claude Code

    My main tool. I haven't hand-written code in two years.

    Pricing: Included in Claude Pro ($20 a month, $17 billed annually), Max ($100 or $200 a month for 5x or 20x Pro's usage) and Team seats ($25 standard or $125 premium a month, $20 or $100 billed annually). Usage resets in five-hour windows, with weekly limits on top. Or pay API rates with a Console key or through Bedrock.

  • My default GitHub

    Code, notes and docs. Everything integrates with it first.

    Pricing: Free: unlimited private repos and 2,000 Actions minutes a month. Team: $4 per user a month, with 3,000 minutes and protected branches on private repos. Secret push protection on private repos is an add-on (GitHub Secret Protection, $19 per active committer a month).

  • My default language. Best fit for the problem wins, but it's usually this.

    Pricing: Free and open source.

  • My default OpenAI Codex

    For computer control, images, and as an end-to-end test orchestrator.

    Pricing: Included in ChatGPT Plus ($20 a month), Pro (from $100), Business ($25 a user a month, $20 billed annually) and Enterprise. Five-hour and weekly limits apply, and image generation uses them 3–5x faster. Or pay API rates with an OpenAI key.

  • End-to-end and unit tests that agents can run and fix on their own.

    Pricing: Free.

  • Tests for your tests. It mutates the code and checks your suite notices.

    Pricing: Free.

Skip

One tool in this layer.

  • I don't use it. Plain JavaScript and strong tests.

    Pricing: Free and open source.

    Instead: Plain JavaScript on Node.js, with strong tests.

Never

One tool in this layer.

  • Mediocre. Never recommended.

    Pricing: GitLab Premium: $29 per user a month, billed annually (Free: 5 users per private group, 400 compute minutes). Bitbucket Cloud: Standard $3.65 and Premium $8 per user a month (Free: 5 users, 50 build minutes).

    Instead: GitHub, where agents, CI and every integration land first.

Where they're used

The jobs that pick or avoid a tool from this layer.

Want this stack in your AWS account?

Cloudless Labs is a Sydney consultancy. We migrate on-premises systems to AWS, build serverless apps on this stack, and coach teams to ship with Claude Code and Codex.

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