说人话 is a Chinese-first rewriting skill that removes formulaic AI wording, inflated claims, translation-like phrasing, and unsupported conclusions while preserving the original facts. It is for developers, maintainers, and writers preparing READMEs, release notes, work updates, issue replies, forum posts, and technical writing with coding agents or ChatGPT. The catalogue entries are its instructions, plugin, and skill integrations for supported agents.
Borrowing it
Nothing to install: this file belongs to MrGeDiao/shuorenhua. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/MrGeDiao/shuorenhua/main/AGENTS.mdgit clone --depth 1 https://github.com/MrGeDiao/shuorenhuaWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/mrgediao/shuorenhua/agents-md)<a href="https://agentmods.dev/instructions/mrgediao/shuorenhua/agents-md"><img src="https://agentmods.dev/badge/instructions/mrgediao/shuorenhua/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/mrgediao/shuorenhua/agents-md"><img src="https://agentmods.dev/badge/instructions/mrgediao/shuorenhua/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00367 | $0.00367 |
| Opus 5 | $0.00183 | $0.00183 |
| Sonnet 5 | $0.00073 | $0.00073 |
| Haiku 4.5 | $0.00037 | $0.00037 |
Grade A, and why
shuorenhua AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
仓库说明
语言
- 本仓库中文优先。标题、摘要、建议、线程名、面向用户的解释默认用简体中文，除非源材料明显是英文语境。
- 代码、文件路径、命令名、API 名和约定俗成的技术术语保持原文；翻译反而降低清晰度的不翻。
风格
- 跟随仓库现有文风：直接、具体、低套路，不带翻译腔。
- 中英混排内容以中文为框架，只保留必要的英文术语。
布局
SKILL.md是 skill 入口；evals/放评测用例；automation/放评测与自动化脚本。tasks/是 gitignored 工作区（current/进行中、archive/已完成、external-inputs/外部收集材料）。规划和过程文档只进这里，永不进提交历史。
协作
- 提交一律以仓库所有者名义，不加 AI 署名行（不写
Co-Authored-By），这是既定约定。 - 文档类工作直接做；功能类工作的常规流程是把自包含的规格写进
tasks/current/，交给更便宜的模型执行。 - 已安装的 Claude Code skill
~/.claude/skills/shuorenhua是指向本仓库的软链：在这里改SKILL.md会立即改变线上 skill，升级走git pull——永远不要往 skills 目录拷贝文件。
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 23 lines · 367 tokens per session scan A f55cb3cbf4a7
shuorenhua AGENTS.md is an instructions file published in the GitHub repository MrGeDiao/shuorenhua (1,478 stars, last pushed yesterday), licensed MIT. It adds 367 tokens to every session, about $0.0018 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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deepseek-harness AGENTS.md
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