MrGeDiao/shuorenhua: README-based editorial guide

MrGeDiao/shuorenhua describes itself in the README as "说人话｜中文优先的去 AI 味改写 skill：保事实、分场景、改完可直接发。Chinese-first rewrite skill for Codex / Claude Code / Cursor / ChatGPT , removes AI tone, preserves facts.". This article keeps to facts that can be checked in the repository. Stars, forks, and promotional badges are signals of attention, not proof of quality. Under "README", the README says: 给 Codex、Claude Code、Cursor、ChatGPT 和自建 agent 用。 改聊天、技术同步、README、论坛帖和中文长文：先保住事实，再把那股"一眼 AI"的腔调降下来。. That establishes the project's stated boundary, not a production test.

The README's "为什么改完敢直接发" section gives a useful starting point for deciding whether the project fits: 关系不许改写：展示了云原生架构的潜力 不能改成 采用了云原生架构（潜力不是实现）；两个团队 不能扩成"换过两个团队"（先后关系是原文没有的）。. If that problem is not yours, popularity is a poor reason to adopt it. Project names, commands, and component names are kept as written so a reader can return to the primary source without guessing at terminology. Another checkable README item is: 数字和修饰对象一起保：p95 从 480ms 降到 160ms 删掉渲染词后必须原样在，不许概括成"明显降低"。. It can shape a first test, but it does not replace testing in the intended environment.

The operating model is spread across sections such as "README". The source evidence includes: | 场景 | 它会做什么 | |------|------------| | 日常聊天 | 删掉过度承接、推销式结尾和工程汇报腔，保留口语感 | | 技术状态同步 | 保住事实、版本、命令、报错和责任归属，压低套话 | | README / release note | 先讲清楚项目、变更、验证和限制，不写发布宣言 | | 论坛帖 / issue 回复 | 像维护者在认真沟通，不像客服公告或营销稿 | | 中文长文 |. This article does not turn missing architecture, performance, or security details into claims. A real deployment still needs a look at the repository layout, configuration files, and release history.

Start installation from the README's documented entry point. A command that can be checked in the source is: git clone https://github.com/MrGeDiao/shuorenhua.git && cd shuorenhua codex exec -C . "读取 ./SKILL.md，按其中规则改写以下文本：……" When the README contains no runnable command, this article does not invent one. Open its "聊天答疑，先颁奖再推销" section and confirm system dependencies, default ports, and first-run initialization before using a public server.