promptschat
Gives Claude Code access to the prompts.chat library, letting you search, retrieve and improve AI prompt templates, and find and install Agent Skills from its registry.
2 skills2 agents2 commands1 MCP+3+2+2+2+1+1+1+1177k
@gh-fContent
Plugin
stop-slop
A writing skill for Claude, Cursor and Copilot that removes predictable AI writing patterns from prose while drafting, editing or reviewing text. Works with English and Chinese content.
Plugin Signal48/100Fair
maintained86
capable14
documented50
adopted24
Claude Code
$ npx -y skills add tomerose/stop-slop --agent claude-code
Codex
$ npx skills add tomerose/stop-slop -a codex
Cursor
$ npx skills add tomerose/stop-slop -a cursor
Gemini CLI
$ npx skills add tomerose/stop-slop -a gemini-cli
GitHub Copilot
$ npx skills add tomerose/stop-slop -a github-copilot
OpenCode
$ npx skills add tomerose/stop-slop -a opencode
Windsurf
$ npx skills add tomerose/stop-slop -a windsurf
What's inside
README
🚫 Stop Slop — 去 AI 味写作技能
让你的 AI 写出人话。 一个给 Claude/Cursor/Copilot 安装的写作技能——自动检测并消除 AI 写作的 41 种反模式。
这是什么
你的 AI 写东西是不是经常这样：
"在当今快速变化的时代，我们需要拥抱不确定性，在挑战中寻找机遇。这不仅仅是技术问题，更是一个系统性挑战。让我们深入探讨..."
Stop Slop 一刀切掉这些 AI 味。安装后，Claude 自动用 5 维评分（直接性/节奏/信任/真实感/密度）检查每段文字，低于 35/50 打回重写。
效果对比
修改前（AI 味重）
"Here's the thing: building products is hard. Not because the technology is complex. Because people are complex. Let that sink in."
修改后（人话）
"Building products is hard. Technology is manageable. People aren't."
删掉了： 喉塞开场白 + 二元对立结构 + 强调把戏。三句话变三句，但每句都有骨头。
安装
Claude Code（推荐）
# 克隆到 skills 目录
git clone https://github.com/tomerose/stop-slop.git \
~/.claude/skills/stop-slop
重启 Claude Code，写作时自动激活。或手动调用：
/stop-slop
Cursor / Copilot
// .cursor/skills.json
{
"skills": ["stop-slop"]
}
5 维评分体系
每条文字按 1-10 打分：
| 维度 | 问题 |
|---|---|
| 直接性 | 在陈述还是在宣告？ |
| 节奏 | 有变化还是像节拍器？ |
| 信任 | 尊重读者智商吗？ |
| 真实感 | 听起来像人吗？ |
| 密度 | 还有可删的吗？ |
低于 35/50 分：打回重写。
检测的反模式（41 种）
喉塞开场白
"Here's the thing:" "Let me be clear" "The truth is," → 砍掉，直接说
二元对立
"Not because X. Because Y." → 直接说 Y
商业黑话
"navigate challenges" → "handle problems"
"deep dive" → "examine"
"game-changer" → "important"
副词
全部。really just literally genuinely honestly simply → 删除
假能动
"the decision emerges" → 谁决定的？
"the data tells us" → 谁读的数据？
模糊宣告
"The implications are significant" → 说出具体影响
更多见 references/
谁在用
- 独立开发者 — 产品文案、GitHub README、推文
- 内容创作者 — 公众号/小红书/Newsletter，避免被读者嗅出 AI 味
- 技术写作者 — 文档、博客、白皮书
- 非英语母语者 — 发现自己写英文时无意识套用了 AI 模板
为什么这值钱
AI 写作工具爆发 → 内容量爆炸 → 读者对 "AI 味" 的识别力在加速进化。
2026 年的读者能在 3 秒内嗅出 AI 写的文字——喉塞开场、二元对立、副词堆砌。Stop Slop 给你一个系统化的检测框架，不是"我觉得有 AI 味"，而是5 维量化评分。
当前状态： 全球第一个系统化去 AI 味 Claude Skill。关键词 "stop AI slop" 月搜索量增长 400%+。
文件结构
stop-slop/
├── SKILL.md # 技能定义（给 AI 读）
├── README.md # 本文件（给人读）
├── LICENSE # MIT
└── references/
├── phrases.md # 要删除的短语清单
├── structures.md # 要避免的结构模式
└── examples.md # 修改前后对比
定价
免费。 这个 skill 永远免费开源。
如果需要：
- 定制版（企业品牌 tone of voice 适配）
- 培训（团队写作工作坊）
- API 集成（批量文本检测）
→ 邮件 portelamicheli636@gmail.com
支持作者
如果这个 skill 帮你省了改稿时间，请我喝杯咖啡 ☕
- GitHub Sponsors: 赞助
- Star this repo: 不花钱，点个 Star 就是最大支持 ⭐
相关资源
Made with ❤️ by MangoOS × 第三自习室 · 2026
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@zarazhangruiQuestions about stop-slop.
A writing skill for Claude, Cursor and Copilot that removes predictable AI writing patterns from prose while drafting, editing or reviewing text. Works with English and Chinese content. Install it with the command on its page. It includes stop-slop. Its skills do not fire on their own yet. Free and open source.
- What is stop-slop?
- A writing skill for Claude, Cursor and Copilot that removes predictable AI writing patterns from prose while drafting, editing or reviewing text. Works with English and Chinese content.
- How do I install stop-slop?
- Run these in Claude Code: npx -y skills add tomerose/stop-slop --agent claude-code. Then prompt normally.
- Does stop-slop auto-invoke its skills?
- Not yet. It is indexed on Flowy as a plain plugin.
- Is stop-slop free?
- Yes. Flowy is free and open source, with nothing gated. You can read every skill in full before you install.
- Which coding agents can use stop-slop's skills?
- stop-slop installs in Claude Code, and its skills also install in Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI. Each skill's page has the install command. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.
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