技能详情（站内镜像，无评论）
作者：Host Hobbit @hosthobbit
许可证：MIT-0
MIT-0 ·免费使用、修改和重新分发。无需归因。
版本：v0.1.0
统计：⭐ 0 · 548 · 4 current installs · 5 all-time installs
⭐ 0
安装量（当前） 5
🛡 VirusTotal ：良性 · OpenClaw ：良性
Package：ai-writing-humanizer
安全扫描（ClawHub）
- VirusTotal ：良性
- OpenClaw ：良性
OpenClaw 评估
The skill's code, instructions, and requirements are consistent with a local text-processing 'humanizer' — it has no network calls or secret requirements — but its regexes are aggressive and automatic invocation could alter sensitive text without explicit user consent.
目的
Name/description match the delivered artifacts: a small Python script plus reference and tests implement regex-based humanization. No unrelated binaries, env vars, or install steps are requested, so the capability is proportional to the stated purpose.
说明范围
SKILL.md instructs local use (CLI or import) and to 'load automatically for any user-facing prose longer than ~150 words.' The runtime instructions do not read external files or env vars beyond the explicit input file, nor do they send data outside. However, the automatic-loading instruction and the script's aggressive pattern removals (e.g., removing all occurrences of 'was', 'were', 'has been') could unintentionally change meaning or act on …
安装机制
No install spec (instruction-only plus bundled scripts). No downloads or external installers — code is provided in the bundle and runs locally, which is low risk from an install perspective.
证书
No environment variables, credentials, or config paths are requested. The skill does not attempt to access unrelated secrets or system configuration.
持久
always is false and the skill doesn't modify other skills or system-wide settings. It can be invoked autonomously by the agent (platform default), but no elevated persistence or cross-skill config changes are requested.
综合结论
This skill appears to do what it says and runs locally with no network or secret access. Before installing, review whether you want it to be auto-invoked on longer user-facing text (it may process content you didn't intend it to). Also inspect and test the regex behavior on representative texts — the script removes simple tokens like 'was' and 'were' which can change meaning or break grammar. If you handle sensitive or legal text, require expl…
安装（复制给龙虾 AI）
将下方整段复制到龙虾中文库对话中，由龙虾按 SKILL.md 完成安装。
请把本段交给龙虾中文库（龙虾 AI）执行：为本机安装 OpenClaw 技能「Ai Writing Humanizer」。简介：Automatically strip AI writing patterns and stock phrases from user-facing pros…。
请 fetch 以下地址读取 SKILL.md 并按文档完成安装：https://raw.githubusercontent.com/openclaw/skills/refs/heads/main/skills/hosthobbit/ai-writing-humanizer/SKILL.md
（来源：yingzhi8.cn 技能库）SKILL.md
---
name: ai-writing-humanizer
description: Automatically strip AI writing patterns and stock phrases from user-facing prose before sending. Use when preparing longer texts to ensure a natural, human tone without obvious AI tells.
---
# AI Writing Humanizer
Provide a cleaned, human-sounding version of input text by removing or rewriting common AI-generated writing patterns. Load this skill automatically for any user-facing prose longer than ~150 words.
## Patterns Covered
- Overuse of hedging phrases: "At the end of the day", "It's worth noting", "It is important to remember"
- Stock transitions and signposts: "First", "Secondly", "Finally"
- Structural markers: em dashes (—), parentheses for side notes, bullet-like serial lists
- Predictable rule-of-three constructs: "X, Y, and Z" used as checklist language
- Passive voice sections flagged by "was", "were", "has been"
- Performed authenticity cues: "I hope this helps", "Let me know if you have any questions"
## Usage
1. Pass input text to `scripts/humanize.py --input text.txt --output cleaned.txt`.
2. For integrations, import `humanize_text()` from the script and apply before sending.
## Bundled Resources
- scripts/humanize.py — Python script implementing regex-based pattern removal and light rewriting
- references/signs-of-ai-writing.md — List of AI writing signs based on Wikipedia
- tests/test_humanizer.py — Regression tests to detect patterns