Nativeprompt
Description
Rewrite your prompt into the native dialect of the model you're actually running (Claude Code / Codex) — by each vendor's OFFICIAL rules — and see which rule drove each edit. Self-updating. Zero deps.
Installation
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open the source below and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
README
nativeprompt
**Rewrite your prompt into the native dialect of the model you're actually running — using that vendor's official rules — and show you which rule drove each edit.**
    
**English** | [Русский](README.ru.md)
Scope: the **agentic CLIs** — Claude Code, Codex, Gemini CLI, Grok Build, Qwen Code and Kimi CLI. Not the API, not the web chat.
Coverage differs by vendor, and the tool says so out loud. Anthropic and OpenAI publish model-specific prompting rules, so for Claude Code and Codex you get both halves: what to change in the prompt *and* which command to launch with. Google, xAI, Alibaba and Moonshot publish no such rules — for Gemini CLI, Grok Build, Qwen Code and Kimi CLI you get the harness half only. Inventing rules and attributing them to a vendor would defeat the point: every finding here cites a source.
Why
The two vendors do not agree on what a good prompt looks like. Their own docs say so.
| Same phrase in your prompt | Claude Code | Codex / GPT‑5.x |
|---|---|---|
| "think step by step" | acceptable scaffolding | remove it — reasoning models plan internally, and prescribed intermediate steps get in the way (reasoning guide) |
| "double-check yourself" | warned about on Opus 5 — the model already verifies, so the reminder buys over-verification, tokens and latency; the tool flags the phrase but does not cut it (Opus 5 prompting) | harmless, but usually redundant |
| "only report the important stuff" | rephrase — Opus 5 |
Related Skills
Agency Agents
A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy inject
AI Awesome Llm Apps
100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.
AI Firecrawl
🔥 The API to search, scrape, and interact with the web for AI
AI Artifacts Builder
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web tech
AI Headroom
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agen
AI CrewAI
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewA
AI