A real codebase needs a bug fix, tests, docs, a refactor, or a small feature. The output should be a reviewable diff, not a fresh app draft.
Try first
OpenAI Codex
OpenAI coding agent for local, cloud, and pull request workflows.
Why this first
Codex is the best first test when the job spans local CLI work, cloud delegation, GitHub review, AGENTS.md, MCP, skills, and repeatable automation.
Do not start here when
The work is mostly visual product exploration, landing-page drafting, or a nontechnical prototype. Use Lovable, Bolt, or v0 first.