Power Users/Automators 折腾/讨论/分享各种开源工具/脚本/自动化工作流👥 @zhetengsha_group📌 合集 https://t.me/zhetengsha/2🎁 恰饭 https://t.me/zhetengsha/957📢 广告投放 @xream @xream_botBuy ads: https://telega.io/c/zhetengshafeedId:55438372655431680+userId:62307599601855488http://telegram.zhetengsha.eu.orghttp://telegram.zhetengsha.eu.org/posts/5232http://telegram.zhetengsha.eu.org/posts/5232Sun, 29 Mar 2026 10:03:52 GMT<u>说人话: 专注去除 AI 腔的中英文改写规则库与提示词方案</u><br /><br /><s>为了让 AI 说人话 付出了太多</s><br /><br />• 面向中文场景做了系统化治理，覆盖 210+ 中文禁用短语、工程师腔、SRE 腔、小红书 AI 腔、翻译腔等常见模式<br /><br />• 提供 12 条规则、18 种结构反模式和 7 维评分，并按聊天、文档、博客等不同场景自动调整改写强度<br /><br />• 有明确评测与误杀防护机制，最新测试中该改命中率达 94.1%，不该改文本保持 100% 不误伤，适合接入 Codex、Claude Code、Cursor 等工作流<br /><br /><a href="https://github.com/MrGeDiao/shuorenhua" target="_blank" rel="noopener" title="https://github.com/MrGeDiao/shuorenhua">https://github.com/MrGeDiao/shuorenhua</a><br /><br /><a href="/search/result?q=%23AI" title="#AI">#AI</a> 写作 <a href="/search/result?q=%23%E6%8F%90%E7%A4%BA%E8%AF%8D%E5%B7%A5%E7%A8%8B" title="#提示词工程">#提示词工程</a> <a href="/search/result?q=%23%E4%B8%AD%E6%96%87%E4%BC%98%E5%8C%96" title="#中文优化">#中文优化</a> <a href="/search/result?q=%23%E6%96%87%E6%9C%AC%E6%94%B9%E5%86%99" title="#文本改写">#文本改写</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a> <a href="/search/result?q=%23Codex" title="#Codex">#Codex</a> <a href="/search/result?q=%23ClaudeCode" title="#ClaudeCode">#ClaudeCode</a> <a href="/search/result?q=%23Cursor" title="#Cursor">#Cursor</a> <a href="/search/result?q=%23SRE" title="#SRE">#SRE</a> <a href="/search/result?q=%23%E5%BC%80%E5%8F%91%E5%B7%A5%E5%85%B7" title="#开发工具">#开发工具</a><a class="tgme_widget_message_link_preview" href="https://github.com/MrGeDiao/shuorenhua" target="_blank" rel="noopener" title="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. - MrGeDiao/shuorenhua"> <div class="link_preview_site_name accent_color">GitHub</div> <img class="link_preview_image" alt="GitHub - MrGeDiao/shuorenhua: 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…" src="/static/https://cdn4.telesco.pe/file/ScHdjht3OJJ7Qp6dZxi0e-04fM5raKLKZFs33jqH5_wwJm8kYY-zohRqJ7bZi9hGZJSToWHPz9ud7XuGA7CYCtIjHL1vae7_6ZzwjkzkzW6_e8z_U0MsSXqGvKHjhSac9L6fcsO62ygRkYcq_3zMxpT8N2nTtx3OaOHZeEyhok91SoWtYS5Qt3olWo7ix06wmMrRKQ-Ou6sJe0DfSOuQ1GoR5dfyQULSkEwu_TN4zTtCUKvytabuyO49mmTgY8750m4yXw3zUa2aGvy5B4we0L-sNrRIeekskPwGE5rqO6X2RiCxXgSIJlgjMBicoSEEBKbAltw3wVyl6fD4phmdwg.jpg" width="1200" height="630" loading="eager" /> <div class="link_preview_title">GitHub - MrGeDiao/shuorenhua: 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…</div> <div class="link_preview_description">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. - MrGeDiao/shuorenhua</div> </a>http://telegram.zhetengsha.eu.org/posts/4939http://telegram.zhetengsha.eu.org/posts/4939Sun, 01 Mar 2026 07:02:11 GMT<u>Humanizer-zh: 面向中文场景的 AI 写作去痕与人性化改写工具</u><br /><br />• 覆盖 24 种常见 AI 写作痕迹，按内容、语法、风格、交流模式四类进行识别与修复 <br />• 适配 Claude Code 工作流，支持 /humanizer-zh 指令调用与文件级改写，安装可用 npx 一键完成 <br />• 提供中文语境优化规则与示例，在保留原意的前提下提升文本自然度、可读性与真实人类表达感<br /><br /><a href="https://github.com/op7418/humanizer-zh" target="_blank" rel="noopener" title="https://github.com/op7418/humanizer-zh">https://github.com/op7418/humanizer-zh</a><br /><br />相关:<br /><br />英文版 <a href="https://github.com/blader/humanizer" target="_blank" rel="noopener" title="https://github.com/blader/humanizer">https://github.com/blader/humanizer</a><br /><br /><a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23%E5%86%99%E4%BD%9C" title="#写作">#写作</a> <a href="/search/result?q=%23%E4%B8%AD%E6%96%87%E5%86%99%E4%BD%9C" title="#中文写作">#中文写作</a> <a href="/search/result?q=%23%E5%86%99%E4%BD%9C%E4%BC%98%E5%8C%96" title="#写作优化">#写作优化</a> <a href="/search/result?q=%23ClaudeCode" title="#ClaudeCode">#ClaudeCode</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a> <a href="/search/result?q=%23%E6%8F%90%E7%A4%BA%E8%AF%8D%E5%B7%A5%E7%A8%8B" title="#提示词工程">#提示词工程</a> <a href="/search/result?q=%23Prompt" title="#Prompt">#Prompt</a><a class="tgme_widget_message_link_preview" href="https://github.com/op7418/humanizer-zh" target="_blank" rel="noopener" title="Humanizer 的汉化版本，Claude Code Skills，旨在消除文本中 AI 生成的痕迹。 - op7418/Humanizer-zh"> <div class="link_preview_site_name accent_color">GitHub</div> <img class="link_preview_image" alt="GitHub - op7418/Humanizer-zh: Humanizer 的汉化版本，Claude Code Skills，旨在消除文本中 AI 生成的痕迹。" src="/static/https://cdn4.telesco.pe/file/Jv1uv4gyKHVmGxDgyGwdCshT1HFS4cCI2xWct9a7WgxacAFbOTUuz68XP3o6it9DmNjpVG7vXXyeax4KHW4O4LLRED_rG9Mf9eaqbFfadT7KLmXJbn1nq9cE-DG617yD3korH-9K5qO0ogt36-WQd-k7ww5VjuImUFMH2E98g8Uys9yiy6VTVsgSTBTZUI44V0Gwxs37YzT1sODvZRWPsU_UP2NQbV8pE87J1FFfDz-eWrSSrnb8unuWo8rLPWYLIvGuSswtvkhqlRVcS8KTkHRZtqeaDYnnx4YYPPc-X0yW-AdoQ0Q3lBf780BZ7X0BpkZeOq3-r9m3WzaRh0on0A.jpg" width="1200" height="630" loading="eager" /> <div class="link_preview_title">GitHub - op7418/Humanizer-zh: Humanizer 的汉化版本，Claude Code Skills，旨在消除文本中 AI 生成的痕迹。</div> <div class="link_preview_description">Humanizer 的汉化版本，Claude Code Skills，旨在消除文本中 AI 生成的痕迹。 - op7418/Humanizer-zh</div> </a>