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Content System Humanizer Zh

Name: Content System Humanizer Zh
Author: abigale-cyber

作者 Abigale-cyber · GitHub ↗ · v1.0.0 · MIT-0

cross-platform ✓ 安全检测通过

192

总下载

当前安装

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在 OpenClaw 中安装

/install content-system-humanizer-zh

功能描述

Remove obvious AI-writing traces from Chinese text in a constrained way. Use when Codex needs to reduce AI smell without changing facts, data, or the article...

使用说明 (SKILL.md)

Humanizer ZH

This repo-local skill is inspired by op7418/Humanizer-zh and blader/humanizer, but implemented for the content-system runtime.

Quick Start

.venv/bin/python -m skill_runtime.cli run-skill humanizer-zh \
  --input content-production/drafts/harness-engineering-一人公司-article.md

What It Does

Detects obvious AI-writing traces in Chinese prose
Applies a surgical rewrite pass on body paragraphs
Preserves facts, numbers, headings, structure, and article intent
Writes a humanized copy plus a JSON report

Output

content-production/drafts/\x3Cslug>-humanized.md
content-production/drafts/\x3Cslug>-humanizer-report.json

Constraints

Do not invent new facts or sources
Do not flatten strong viewpoints into neutral filler
Do not rewrite headings or titles by default
Do not pretend the text comes from personal experience if it does not

安全使用建议

This skill appears internally consistent and does not request credentials or network installs. Before using it: (1) run it on a copy of your draft (it will write files under content-production/drafts), (2) review the generated <slug>-humanizer-report.json and the humanized output before publishing, and (3) confirm that the hosting environment provides the skill_runtime.writing_core implementation (the heavy lifting is delegated to that module — inspect or trust that library). Also note README references requirements.txt which is not included; ensure any needed Python dependencies are available in your runtime. If you want additional assurance, run the skill in an isolated workspace or sandbox first.

功能分析

Type: OpenClaw Skill Name: content-system-humanizer-zh Version: 1.0.0 The skill is a text-processing utility designed to refine Chinese AI-generated text. Analysis of runtime.py and SKILL.md shows the code strictly performs file I/O within the local workspace and utilizes an internal library (skill_runtime.writing_core) for text transformation. There are no indicators of data exfiltration, unauthorized network access, or malicious prompt injection.

能力评估

✓ Purpose & Capability

Name/description match the implementation: runtime.py reads a Markdown/text input, calls humanize_markdown(mode='surgical'), writes a humanized Markdown file and a JSON report into content-production/drafts. The I/O and behavior are proportional to a content-humanizing tool.

✓ Instruction Scope

SKILL.md and README only instruct running the local skill runtime with a specific input file. The runtime only reads the provided input and writes output/report files under workspace_root/content-production/drafts; there are no instructions to read unrelated system files, environment variables, or transmit data to external endpoints.

ℹ Install Mechanism

This is an instruction-only skill with no install spec in the manifest (lowest risk). README mentions pip installing requirements.txt, but no requirements.txt is present in the file list — the skill depends on the environment providing skill_runtime.writing_core. Verify that your runtime environment already supplies that module.

✓ Credentials

The skill declares no required environment variables, credentials, or config paths. The only runtime dependency is a workspace_root path (standard for file-based tools). No secret-exposing env vars or unrelated credentials are requested.

✓ Persistence & Privilege

always is false and the skill does not modify other skills or global agent settings. It writes output files into the workspace (expected for a content tool) but does not request elevated or persistent platform privileges.

如何使用

确保已安装 OpenClaw（本地或 Docker 部署）
在对话框中输入安装命令：/install content-system-humanizer-zh
安装完成后，直接呼叫该 Skill 的名称或使用 /content-system-humanizer-zh 触发
根据 Skill 的参数说明提供必要输入，即可获得结构化输出

版本历史

v1.0.0

Initial release of humanizer-zh, a skill for de-AI-ifying Chinese text with strong content constraints: - Detects and removes obvious AI-writing traces from Chinese prose. - Surgically rewrites body paragraphs while preserving facts, structure, and author intent. - Outputs a humanized article copy and a JSON report summarizing changes. - Strictly avoids inventing facts, altering core arguments, or changing headings.

元数据

Slug content-system-humanizer-zh

版本 1.0.0

许可证 MIT-0

累计安装 1

当前安装数 1

历史版本数 1

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