humanizer

项目简介

基于 Markdown 的 Agent 技能，识别常见 AI 写作模式并改写为自然人类风格。参考维基百科 35 种写作痕迹模式，保留事实细节，可匹配用户的个人文风，适用于支持技能机制的各类 Agent。

README 预览

# Humanizer\n\n[](https://skills.sh/blader/humanizer)\n\nHumanizer rewrites AI-sounding text so it reads like a person wrote it, without changing what it says. Because it is just Markdown, it works with any agent that supports skills.\n\n## How it works\n\nHumanizer uses 35 patterns from Wikipedia's ["Signs of AI writing"](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing), maintained by WikiProject AI Cleanup. It makes a first pass without treating the original structure as fixed. Then it checks the draft against those patterns and the original claims before rewriting whatever still needs work.\n\n> "LLMs use statistical algorithms to guess what should come next. The result tends toward the most statistically likely result that applies to the widest variety of cases."\n\nIt does not make things up. A name, number, date, quote, citation, or other factual detail must come from the source or the writer. For personal writing, Humanizer keeps the writer's style. Technical and reference prose stays neutral and plain. If you provide a writing sample, Humanizer follows that sample instead of its default style rules.\n\nWhen you paste text, Humanizer shows its work before giving you the final version. You see the first rewrite and a short critique of anything that still sounds artificial. Point it at a file and it changes only the prose, leaving code, data, frontmatter, and link targets alone.\n\n## Usage\n\nCall the skill directly:\n\n```\n/humanizer\n\n[paste your text here]\n```\n\nOr ask in plain language:\n\n```\nPlease humanize this text: [your text]\n```\n\nTo rewrite a file, give Humanizer its path:\n\n```\nHumanize the prose in docs/launch-post.md\n```\n\n### Match your voice\n\nIf you want the rewrite to sound more like you, include a sample:\n\n```\n/humanizer\n\nHere's a sample of my writing for voice matching:\n[paste 2-3 paragraphs of your own writing]\n\nNow humanize this text:\n[paste AI text to humanize]\n```\n\nHumanizer follows the sample's rhyt

常见问题 (3)

import fs from 'fs';
import path from 'path';
import { fileURLToPath } from 'url';

const __dirname = path.dirname(fileURLToPath(import.meta.url));
const skillPath = path.resolve(__dirname, '../../SKILL.md');

export default async () => ({
  'experimental.chat.system.transform': async (_input, output) => {
    const body = fs.readFileSync(skillPath, 'utf8')
      .replace(/^---[^\S\r\n]*\r?\n[\s\S]*?\r?\n---[^\S\r\n]*(?:\r?\n|$)/, '')
      .replace(/(?:\r?\n)+$/, '');

    output.system.push(
      'HUMANIZER MODE ACTIVE. Apply these rules to assistant prose while preserving code, commands, paths, structured data, URLs, quoted text, and exact-output requests.\n\n' + body
    );
  },
});