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Internal guidance for composing Codex and GPT-5.4 prompts for coding, review, diagnosis, and research tasks inside the Codex Claude Code plugin

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codex-plugin-cc
35k3 skills1 agent8 commands

Claude Code

$ npx -y skills add openai/codex-plugin-cc --skill gpt-5-4-prompting --agent claude-code

SKILL.md

gpt-5-4-prompting.SKILL.md
name: gpt-5-4-prompting
description: Internal guidance for composing Codex and GPT-5.4 prompts for coding, review, diagnosis, and research tasks inside the Codex Claude Code plugin
user-invocable: false

GPT-5.4 Prompting

Use this skill when `codex:codex-rescue` needs to ask Codex or another GPT-5.4-based workflow for help.

Prompt Codex like an operator, not a collaborator. Keep prompts compact and block-structured with XML tags. State the task, the output contract, the follow-through defaults, and the small set of extra constraints that matter.

Core rules:

  • Prefer one clear task per Codex run. Split unrelated asks into separate runs.
  • Tell Codex what done looks like. Do not assume it will infer the desired end state.
  • Add explicit grounding and verification rules for any task where unsupported guesses would hurt quality.
  • Prefer better prompt contracts over raising reasoning or adding long natural-language explanations.
  • Use XML tags consistently so the prompt has stable internal structure.

Default prompt recipe:

  • `<task>`: the concrete job and the relevant repository or failure context.
  • `<structured_output_contract>` or `<compact_output_contract>`: exact shape, ordering, and brevity requirements.
  • `<default_follow_through_policy>`: what Codex should do by default instead of asking routine questions.
  • `<verification_loop>` or `<completeness_contract>`: required for debugging, implementation, or risky fixes.
  • `<grounding_rules>` or `<citation_rules>`: required for review, research, or anything that could drift into unsupported claims.

When to add blocks:

  • Coding or debugging: add `completeness_contract`, `verification_loop`, and `missing_context_gating`.
  • Review or adversarial review: add `grounding_rules`, `structured_output_contract`, and `dig_deeper_nudge`.
  • Research or recommendation tasks: add `research_mode` and `citation_rules`.
  • Write-capable tasks: add `action_safety` so Codex stays narrow and avoids unrelated refactors.

How to choose prompt shape:

  • Use built-in `review` or `adversarial-review` commands when the job is reviewing local git changes. Those prompts already carry the review contract.
  • Use `task` when the task is diagnosis, planning, research, or implementation and you need to control the prompt more directly.
  • Use `task --resume-last` for follow-up instructions on the same Codex thread. Send only the delta instruction instead of restating the whole prompt unless the direction changed materially.

Working rules:

  • Prefer explicit prompt contracts over vague nudges.
  • Use stable XML tag names that match the block names from the reference file.
  • Do not raise reasoning or complexity first. Tighten the prompt and verification rules before escalating.
  • Ask Codex for brief, outcome-based progress updates only when the task is long-running or tool-heavy.
  • Keep claims anchored to observed evidence. If something is a hypothesis, say so.

Prompt assembly checklist: 1. Define the exact task and scope in `<task>`. 2. Choose the smallest output contract that still makes the answer easy to use. 3. Decide whether Codex should keep going by default or stop for missing high-risk details. 4. Add verification, grounding, and safety tags only where the task needs them. 5. Remove redundant instructions before sending the prompt.

Reusable blocks live in [references/prompt-blocks.md](references/prompt-blocks.md). Concrete end-to-end templates live in [references/codex-prompt-recipes.md](references/codex-prompt-recipes.md). Common failure modes to avoid live in [references/codex-prompt-antipatterns.md](references/codex-prompt-antipatterns.md).

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Use Codex from inside Claude Code for code reviews or to delegate tasks to Codex. This plugin is for Claude Code users who want an easy way to start using Codex from the workflow they already have.

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Questions about gpt-5-4-prompting.

Which coding agents can use gpt-5-4-prompting?
gpt-5-4-prompting installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.