Agent Skills › QuixiAI/Hexis › humanizer

humanizer

GitHub

检测并消除AI写作模式，通过重写使文本更自然、多样化且像人类作者。适用于去除AI语气、起草非AI生成的通信内容或编辑以用户名义发布的内容。

skills/installed/humanizer/SKILL.md QuixiAI/Hexis

Trigger Scenarios

用户要求“humanize”或让文本更自然起草不应像AI生成的邮件或帖子编辑以用户名义发布的内容用户指出文本听起来太像AI

Install

npx skills add QuixiAI/Hexis --skill humanizer -g -y

More Options

Non-standard path

npx skills add https://github.com/QuixiAI/Hexis/tree/main/skills/installed/humanizer -g -y

Use without installing

npx skills use QuixiAI/Hexis@humanizer

指定 Agent (Claude Code)

npx skills add QuixiAI/Hexis --skill humanizer -a claude-code -g -y

安装 repo 全部 skill

npx skills add QuixiAI/Hexis --all -g -y

预览 repo 内 skill

npx skills add QuixiAI/Hexis --list

SKILL.md

Frontmatter

{
    "name": "humanizer",
    "aliases": [
        "humanize",
        "natural",
        "rewrite",
        "prose",
        "tone",
        "polish"
    ],
    "category": "creative",
    "contexts": [
        "heartbeat",
        "chat"
    ],
    "bound_tools": [
        "humanize_text",
        "post_process_output"
    ],
    "description": "Detect and remove AI writing patterns to produce natural, human-sounding prose"
}

AI Writing Pattern Detection and Removal

Analyze text for telltale AI-generated writing patterns and rewrite it to sound natural, varied, and human-authored.

When to Use

When the user asks to "humanize" or "make this sound more natural" or "remove the AI voice"
When drafting outgoing communications (emails, posts, messages) that should not read as AI-generated
When editing content that will be published under the user's name
When the user flags specific text as "sounding too AI"

Step-by-Step Methodology

Analyze the input: Before rewriting, identify the specific AI patterns present. Common tells include:
- Hedging openers: "It's important to note that", "It's worth mentioning", "Interestingly"
- Formulaic structure: Intro paragraph, three body paragraphs, conclusion that restates the intro
- Exhaustive listing: Every possible angle covered with equal weight, nothing omitted or prioritized
- Sycophantic tone: "Great question!", "Absolutely!", "That's a fantastic point"
- Hollow intensifiers: "Incredibly", "Remarkably", "Fundamentally", "Essentially"
- Emoji and exclamation overuse: Forced enthusiasm that reads as performative
- Symmetrical phrasing: "Not only X, but also Y", parallel constructions repeated throughout
- Meta-commentary: "Let me break this down", "Here's the thing", "To put it simply"
Determine the target voice: Ask or infer the desired tone. Options include:
- Casual conversational (texting a friend)
- Professional but warm (work email)
- Authoritative and concise (executive brief)
- The user's own voice (if prior writing samples exist in memory, match them)
Rewrite with human patterns: Apply transformations that mimic natural writing:
- Vary sentence length dramatically. Mix 4-word fragments with 30-word run-ons. Real people do not write in uniform 15-word sentences.
- Use contractions and colloquialisms appropriate to the register.
- Cut the throat-clearing. Start sentences with the point, not a preamble.
- Allow imperfection. Occasional sentence fragments, starting with "And" or "But", ending with prepositions -- these are features of natural prose, not bugs.
- Prioritize ruthlessly. Real writers omit what does not matter. Drop the "comprehensive" instinct.
- Use specific details instead of generic descriptors. "The 3pm demo" not "the upcoming presentation."
Call the tool: Pass the original text and target voice to humanize_text, which applies rule-based pattern removal and optionally an LLM rewrite pass.
Review the output: Check that the rewrite preserved the original meaning and key information. Humanizing should change the voice, not the substance.

Quality Guidelines

The goal is natural prose, not dumbed-down prose. Sophisticated vocabulary and complex ideas are fine; robotic cadence and formulaic structure are not.
Never add falsehoods or change factual claims during humanization. This is a voice transformation, not a content edit.
When the user's own writing samples exist in memory, use them as the gold standard for voice matching.
If the input text is already natural-sounding, say so rather than rewriting for the sake of it.
Do not over-correct. Some AI patterns (clear structure, logical flow) are also features of good writing. Remove the tells, keep the clarity.
Respect the register. A legal brief should not sound like a blog post, and a casual message should not sound like a press release.