重开仓库内容：改推五个技能（browser-harness / humanizer / humanizer-zh / product-planning / session-mechanism）

按授权清空原有内容后重新提交（原 oil-ui-pro 一并移出，可从历史恢复）。 browser-harness 剔除 .venv 等运行环境；根 .gitignore 补记 .venv/ 与 node_modules/。
2026-10-07 16:06:02 +08:00
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+# Humanizer
+
+A standalone Claude Code skill that transforms AI-generated text into natural human writing. Drop it into any plugin. No dependencies, no MCP server, no configuration.
+
+## What it does
+
+- Detects **55 AI writing patterns** (P1-P55, based on Wikipedia's "Signs of AI Writing" + 2025-2026 community research + the wider humanizer ecosystem)
+- Rewrites text to sound like a specific human wrote it
+- Injects authentic voice using burstiness and perplexity principles
+- Three modes: scan-only, full rewrite, in-place file editing
+- 5 voice profiles: casual, professional, technical, warm, blunt
+- Zero dependencies. Pure Markdown. Works in every editor that reads skill files.
+
+## Installation
+
+### As a standalone skill
+
+```bash
+mkdir -p ~/.claude/skills/humanizer
+cp SKILL.md ~/.claude/skills/humanizer/
+```
+
+### Inside a plugin
+
+Copy `SKILL.md` into your plugin's `skills/humanizer/` directory. Add to your plugin's skill registry if applicable.
+
+### Usage
+
+```
+# Full rewrite (default)
+/humanizer "Your AI-sounding text goes here"
+
+# Scan only: report patterns without changing text
+/humanizer "text" --mode detect
+
+# Score the AI-tell density (0-100, lower is more human)
+/humanizer "text" --mode detect --score
+
+# Edit a file in place
+/humanizer --mode edit --file src/docs/README.md
+
+# Specify voice
+/humanizer "text" --voice casual
+
+# Aggressive mode + iterate to convergence (max 3 passes)
+/humanizer "text" --aggressive --iterate 3
+
+# Layer purpose-specific rules on top of voice
+/humanizer "text" --voice warm --purpose marketing
+```
+
+### Voice options
+
+| Voice | Best for |
+|---|---|
+| `casual` | Blog posts, social media, informal docs |
+| `professional` | Business communication, formal docs |
+| `technical` | API docs, READMEs, code comments |
+| `warm` | Tutorials, onboarding, support content |
+| `blunt` | Internal comms, reviews, direct feedback |
+
+### Purpose presets (`--purpose`)
+
+Layered on top of voice. Add content-type rules without losing voice flavor.
+
+| Purpose | Effect |
+|---|---|
+| `essay` | No contractions, formal headings, structured arguments |
+| `email` | Greetings allowed, signoff allowed, no markdown |
+| `marketing` | Short paragraphs, concrete benefits, one CTA at end |
+| `technical` | Code blocks preserved, precise jargon retained |
+| `general` | No purpose-specific overrides (default) |
+
+### Brand voice file
+
+Drop a `humanizer-context.md` at the project root with your samples and banned phrases. Auto-loaded if present.
+
+## How it works
+
+1. **Parse**: Extracts text and flags from arguments
+2. **Detect**: Scans for 55 AI patterns across 6 categories (content, language, style, communication, filler, craft/forensic) + emerging 2026 patterns
+3. **Inject**: Applies voice profile, varies sentence length (burstiness), increases word unpredictability (perplexity)
+4. **Verify**: Checks output against detection patterns, sentence variance, and the "who wrote this?" test
+5. **Output**: Clean text with change summary
+
+## Pattern categories
+
+| Category | Patterns | Examples |
+|---|---|---|
+| Content | P1-P8 | Significance inflation, notability name-dropping, -ing phrases, copula avoidance |
+| Language & Style | P9-P18 | Negative parallelisms, em dash overuse, bold abuse, list syndrome |
+| Communication | P19-P21 | Chatbot artifacts, disclaimers, sycophancy |
+| Filler & Hedging | P22-P30 | Filler phrases, hedging, generic conclusions, uniform sentence length |
+| Emerging (2026) | P31-P43 | Elegant variation, citeturn markup leaks, utm_source=chatgpt URLs, treadmill effect |
+| Craft & Forensic | P44-P55 | False agency, diff-anchored writing, reasoning-chain artifacts, unicode obfuscation, argument residue |
+
+Deep dives and provenance live in [`references/patterns.md`](references/patterns.md); the core `SKILL.md` is standalone and does not require it.
+
+## Credits
+
+Built from research across:
+- [Wikipedia: Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing)
+- William Strunk Jr., *The Elements of Style* (1918)
+- Community research from Reddit, HackerNews, and writing communities
+
+## License
+
+MIT