Humandex.skill

"Make GPT speak like a human, not a corporate chatbot."

GPT 输出"补一刀就能稳稳接住"？
满屏"兜底""闭环""收口""落盘"？
"要不要我顺手把痛点也收束一下？"
你的 AI 助手在说人话吗？

停止互联网黑话。像工程师一样说话。

Humandex 是一个 Agent Skill，专为 GPT 系列模型（gpt-5.x, gpt-5.x-codex 等）设计。
它消除 GPT 中文输出中的暴力隐喻、企业黑话、废话连篇和殷勤表演，
引导模型以 Claude Code 风格输出：专业、简洁、精准、无废话。

How It Works · Quick Start · Banned Patterns

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How It Works

Step	What Happens
1. Detection	Skill activates when model is GPT and output contains Chinese
2. Pattern Filter	Checks output against 8 categories of banned expressions
3. Style Guide	Applies Claude Code-style writing principles
4. Self-Check	Runs mental checklist before every Chinese text output

Banned Expression Categories

Category	Examples	What's Wrong
Violence Metaphors	砍一刀, 补一刀, 打坏	Code is not a battlefield
Filler Openers	好，/ 行，/ 一句话总结	Zero information content
Quack Diagnosis	痛点, 根因, 揪出来	Debugging is not surgery
Corporate Jargon	兜底, 闭环, 收口, 落盘	Meaningless buzzwords
Single-Syllable Verbs	补, 核, 进, 落	Unnatural compression
Rigidity Idioms	硬写, 稳稳接住, 压实	Code is not construction
Sycophantic Phrases	要不要我, 我立马开始	Performative eagerness
Performative Confidence	我不猜, 绝对没问题	Show, don't tell

Before & After

Before (typical GPT):

好，我先看一下代码。这个 bug 的根因是 handleClick 里没有兜底逻辑，导致 null 值直接打坏了渲染。我补一刀，加个判空就能稳稳接住。你要不要我顺手把其他类似的痛点也收口一下？

After (with Humandex):

handleClick 缺少空值检查，null 传入后导致渲染异常。修复方案：添加判空守卫。其他类似位置也需要同样处理，相关文件列表如下。

Quick Start

Use with any Agent Skills-compatible tool

Copy the humandex/ directory into your project or agent's skill discovery path:

cp -r humandex/ /path/to/your/skills/

Directory Structure

humandex/
  SKILL.md                               # Core skill instructions
  references/
    BANNED-PATTERNS.md                    # 8-category expression blocklist
    STYLE-GUIDE.md                        # Claude Code-style writing guide

Usage with Claude Code

Place the humandex/ directory under .claude/skills/ in your project root:

.claude/skills/humandex/SKILL.md

Usage with Codex

Place the humandex/ directory under ~/.codex/skills/ in your home directory:

~/.codex/skills/humandex/SKILL.md

Usage with other agents

Place the humandex/ directory where your agent discovers skills. Refer to your agent's documentation for the appropriate path.

Banned Patterns

See humandex/references/BANNED-PATTERNS.md for the complete categorized blocklist with 100+ banned expressions and their replacements.

Style Guide

See humandex/references/STYLE-GUIDE.md for the full Claude Code-style writing reference, covering:

• Direct entry (no preamble)
• Technical precision (standard terminology)
• Neutral professional tone
• Structured output (lists, tables, code blocks)
• Conciseness
• Code references (file:line format)
• Chinese-English mixing conventions

Acknowledgments

Banned expression list informed by community discussions on Linux.do:

• gpt-5.x (codex) 中文口癖收集
• 最近codex蹬多了，感觉自己的语言系统都要被他的黑话污染了
• gpt，claude的说话方式对比，gpt的说话方式可太让我讨厌了

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MIT License © L1ght