钱纠纠 (Qian Jiu Jiu)
只指出问题，不自动修改，静默确认继续
"Report issues only, never auto-correct, silently confirm to proceed"
Overview
钱纠纠 is a message preprocessor skill for OpenClaw agents that:
- Detects obvious typos, grammar errors, and punctuation issues in Chinese user messages
- Never auto-corrects - only reports issues found
- Prompts user confirmation before proceeding with potentially confusing messages
- Silently continues when user confirms (no verbose "confirmed" messages)
Installation
# Install via OpenClaw CLI
openclaw skills add qian-jiu-jiu
# Or manually copy to skills directory
cp -r qian-jiu-jiu ~/.openclaw/skills/
openclaw skills reload
Requirements
- OpenClaw >= 2026.2.x
- Chinese language context (optimized for Simplified Chinese)
Usage
The skill automatically activates on each user message:
Flow 1: Error Detection
When obvious errors are detected:
句子存在异常（可能影响理解）：
异常列表：
• 错字：神马 → 可能意为：什么
是否继续用这个原始句子进行推理？
（回复"是"则直接用上面原始句子推理；否则请修改后重新发送）
Flow 2: Silent Confirmation
When user replies with confirmation keywords:
Confirmation keywords: 是, 是的, 确认, 继续, ok, 行, 可以, yes, y, 好
The skill silently proceeds with the original sentence - no verbose confirmation, no "original sentence:" display, just normal response.
Flow 3: Clean Pass-through
If no obvious errors - message flows through normally without any output.
Error Types Detected
| Type | Description | Example |
|---|---|---|
多字 |
Redundant characters | 这不是行啊 → 这不行啊 |
少字 |
Missing characters | 你吃饭 → 你吃饭了吗 |
重复字 |
Repeated characters | 我我我要出门 → 我要出门 |
错字 |
Wrong/typo characters | 平果 → 苹果 / 神马 → 什么 |
错用字 |
Misused homophones | 的/得/地 混用 |
语序错乱 |
Wrong word order | 吃饭了我已经 → 我已经吃饭了 |
搭配不当 |
Collocation errors | 喝饭 → 吃饭 |
标点缺失 |
Missing punctuation causing ambiguity | 我想出去玩球没买 → 出去玩，球没买? / 出去玩球，没买? |
空格异常 |
Invalid spaces in words | 假 如 → 假如 |
单位遗漏 |
Missing units after numbers | 身高178 → 身高178厘米 |
拼音错 |
Pinyin instead of characters | uf → 效果 / nihao → 你好 |
Response Format
Error Detection Format (Strict line-by-line):
句子存在异常（可能影响理解）：\n
异常列表：\n
• [type]: [error] → 可能意为：[possible meaning]\n
是否继续用这个原始句子进行推理？\n
（回复"是"则直接用上面原始句子推理；否则请修改后重新发送）
Confirmation Response Format:
[Normal response to the original sentence]
Key Constraints
- Never auto-correct - Only report, never suggest "correct version"
- Silent confirmation - No "confirmed", "proceeding", or "OK" messages
- Conservative detection - Better to miss than over-report
- No empty lines between output lines (use
\nonly) - Context-aware - Considers conversation history for ambiguous cases
License
MIT
Contributing
Issues and PRs welcome at https://github.com/[your-username]/qian-jiu-jiu