Code · Workflow

Codex (CLI + cloud)

OpenAI Codex: terminal CLI for active work, cloud lane for autonomous PRs

Codex CLI replaces the recommended stack's Claude Code. Then the differentiator: Codex Cloud takes a ticket from the queue, opens a PR autonomously, and pings you when it's ready for review. Pair it with Claude reading the diff and the human reviewer mostly approves clean diffs.

· 4 months ago
CODEBUILDERINTERMEDIATEIntermediateFrom $0/mo
The stack
Codex
Codex
CLI for active work + Cloud for backlog PRs

Codex CLI handles the same role Claude Code does: terminal agent with file system access. Codex Cloud is the ChatGPT-bundled cloud lane that takes a task and opens a PR while you do something else. Use both: hands-on for the work you're thinking about, cloud for the cleanup tickets in the queue.

Free · $20/mo ChatGPT Plus · $100/mo Pro 5x · $200/mo Pro 20x · $25/user/mo Business · API meteredAlts: Claude Code, Cursor
Claude
Cross-vendor diff review

Cloud PRs especially want a second model reading the diff. Claude is a different lineage than Codex, so it catches things Codex's self-review wouldn't (different priors on idiomatic code, different blind spots). Paste the PR diff + the ticket, ask for a structured review.

Free · $20/mo Pro · $100/mo Max 5x · $200/mo Max 20x · Sonnet API $2/$10 per M tokens (input/output)Alts: CodeRabbit
Real monthly cost
small
$0/mo
Solo OSS maintainer
  • codexFree tier
  • claudeFree tier
medium
$40/mo
Indie dev, daily PRs, ChatGPT Plus + Claude Pro
  • codex$20 (bundled with ChatGPT Plus)
  • claude$20 Pro
heavy
$320/mo
Cloud-leaning team, ChatGPT Pro plans
  • codex$200 ChatGPT Pro
  • claude$100 (5× $20 Pro)
  • + misc$20 (extra cloud-task budget)
Workflow
  1. 1
    Decide: hands-on or backlog?

    If you're already thinking about the change, run the CLI. If it's a clear ticket from the backlog (refactor, dep bump, doc update), send it to Cloud and move on.

  2. 2
    Hands-on with Codex CLICodex

    `codex` in your repo. Same shape as Claude Code: scope, plan, implement, run tests.

    Prompt · Plan-and-implement from a ticket (Codex CLI)
    Plan first, then implement. Ask 1 to 2 clarifying questions before you start writing if anything is genuinely ambiguous.
    
    Ticket / problem:
    """
    {{paste ticket}}
    """
    
    Constraints:
    - Smallest viable diff.
    - Match the existing code style. Read nearby files before introducing a new pattern.
    - Run the project's test command. Don't report done if it fails.
    - Treat AGENTS.md / CLAUDE.md / .cursorrules at the repo root as authoritative.
    
    When done: print the file list, the test result, and a 2-line summary I can paste as the commit message.
  3. 3
    Backlog tickets via Codex CloudCodex

    From ChatGPT, hand off the ticket with the repo selected. Cloud reads the repo, plans, opens a draft PR, and pings you. Read the PR description first; reject and retry if scope drifted.

  4. 4
    Cross-vendor review with ClaudeClaude

    Paste the PR diff + the original ticket into Claude. Ask for a structured review (coverage, edge cases, regressions, naming, idiomatic-code drift). For Cloud PRs especially, this catches drift the autonomous lane introduced. A different model lineage notices things the same vendor's self-review wouldn't.

    Prompt · Cross-vendor PR review
    Review the PR below as a skeptical senior engineer who didn't write it.
    
    Original ticket:
    """
    {{paste ticket}}
    """
    
    Diff:
    """
    {{paste git diff}}
    """
    
    Output:
    1. Does the diff actually solve the ticket? Anything missing?
    2. Edge cases or failure modes the implementation doesn't handle (pick the 3 most likely).
    3. Naming / idiomatic-code drift. Flag anything that looks like cross-vendor pattern leakage.
    4. Specific lines I should re-read.
    5. Verdict: ship / fix list / scrap and re-prompt.
    
    Be specific (line refs, not vibes). Don't pad.
  5. 5
    Bounce findings back to CodexCodex

    For CLI work: paste Claude's findings into the same Codex session. For Cloud PRs: kick the same task back via the Cloud `Address review feedback` action with the findings as the new prompt.

Proof
What it produced
Two-engineer startup, mixed-mode week

Half the PRs (the ones requiring product judgment) went through Codex CLI. The other half (dep updates, type-error cleanups, doc touch-ups) ran on Codex Cloud while the engineers worked on real product. The Cloud lane shipped 22 PRs in one week with 3 needing a retry for scope drift.

Common pitfalls
Codex Cloud scope drift

Autonomous lanes occasionally rewrite the world. Always read the PR description before the diff; if the description says 'also refactored…', kill the PR and retry with a tighter ticket.

Cloud-task budget burn

Cloud tasks are metered separately from the chat subscription. A team that sends 30 cloud tasks/day will exceed the bundled budget within a week. Track it.

Conflating CLI tells with Cloud tells

Codex CLI is supervised; Cloud isn't. The same prompt works very differently in the two lanes. Don't copy a CLI prompt into Cloud and expect the same result.

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