Real AI agent use cases, with sources and setup prompts

See how Claude Code and Codex do on the whole QA job, not just writing tests

QA Wolf ran Claude Code and Codex through the 1,567 evals it uses for its own QA agent, across web, iOS and Android apps, to test whether they can do the rest of the QA job beyond writing a passing Playwright test.

$17/moReadingAdvancedSource linked

Source

@QAWolfHQ on X · 2026-10-20

Written in our own words. Credit to the original author. Link checked 2026-10-23.

What they did

QA Wolf ran Claude Code and Codex through the 1,567 evals it uses for its own QA agent, across web, iOS and Android apps, to test whether they can do the rest of the QA job beyond writing a passing Playwright test.

Result (as claimed)

A large public comparison of coding agents on real QA tasks to read before trusting one with testing.

Tools they used

Cost: Claude Code: from $17/mo; OpenAI Codex: free plan, paid from $8/mo.

Set it up

  1. Pick a contained repo or task

    Start on a branch or side project where mistakes are cheap.

  2. Install and configure

    Set up Claude Code, OpenAI Codex, Playwright. Read what it can run on your machine and limit permissions where possible.

  3. Run it on a real task

    Give it a well-scoped issue and let it work. Review the diff like any pull request.

  4. Add guardrails

    Keep tests and CI in the loop, and never let an agent push to main or touch production secrets unattended.

Copy the full setup prompt

Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.

You are helping me set up this AI use case end to end in Claude Code.

Goal: See how Claude Code and Codex do on the whole QA job, not just writing tests
What the original author did: QA Wolf ran Claude Code and Codex through the 1,567 evals it uses for its own QA agent, across web, iOS and Android apps, to test whether they can do the rest of the QA job beyond writing a passing Playwright test.
Reported result (as claimed by the author): A large public comparison of coding agents on real QA tasks to read before trusting one with testing.
Source: https://x.com/QAWolfHQ/status/2112575375524143500
Tools they used: Claude Code, OpenAI Codex, Playwright
Category: Dev & ops

Please:
1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like).
2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure.
3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data.
4. Finish with a checklist to run it again next time.

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Guides for this use case

How to test your app with AI agents before you ship · How to vibe code an app with Claude Code · How to use Claude Code and Codex together · How to build an iPhone or Android app with AI

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