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Operator Humanizer
作者
Kevin Jeppesen @ TheOperatorVault.io
· GitHub ↗
· v2.0.0
· MIT-0
1413
总下载
4
收藏
4
当前安装
2
版本数
在 OpenClaw 中安装
/install operator-humanizer
功能描述
Transform AI-generated text into authentic human writing. Detects and eliminates AI tells across 24 content/language/style/communication patterns, 500+ AI vo...
安全使用建议
What to consider and next steps before installing or using this skill:
- Review the included script (scripts/humanize.js) before enabling the skill. Look for any network requests, telemetry, or access to process.env / filesystem and confirm they are necessary and safe.
- Remove or neutralize the detected unicode control characters in SKILL.md (and any other files) before use; treat them as potential prompt-injection payloads.
- Be aware the instructions explicitly encourage adding invented personal anecdotes, specific but unsupported facts, and strategic misspellings. Do NOT use this skill for content that must be factual, legally binding, audited, or customer-facing without human editorial review.
- If you plan to let the agent invoke the skill autonomously, restrict the agent's permission scope and test on non-sensitive sample text first. Consider disabling autonomous invocation for high-risk workflows.
- Ask the publisher for provenance: where the code was sourced, a homepage, and a repo link. Lack of source/origin increases risk — prefer skills with transparent repositories and clear authorship.
- If you lack the ability to audit the JS, run the skill in an isolated sandbox and monitor network and file activity during a test run.
If you want, I can: (1) scan the contents of scripts/humanize.js for network calls and suspicious patterns, (2) strip unicode hidden chars from SKILL.md and show a cleaned version, or (3) suggest safer rule modifications to avoid encouraging fabricated claims.
功能分析
Type: OpenClaw Skill
Name: operator-humanizer
Version: 2.0.0
The 'operator-humanizer' skill bundle is a comprehensive text analysis and stylistic transformation tool designed to detect and mitigate AI-generated writing patterns. It includes a Node.js CLI utility (scripts/humanize.js) that performs statistical analysis (burstiness, vocabulary diversity) and pattern matching without any external dependencies, network calls, or risky execution logic. The extensive documentation and instructions in SKILL.md and the references directory are strictly focused on linguistic humanization techniques and do not contain any evidence of malicious intent, data exfiltration, or prompt-injection attacks.
能力评估
Purpose & Capability
Name/description, the many reference docs, and the single helper script (scripts/humanize.js) line up with a text-transformation/humanization tool. There are no declared binaries, env vars, or external credentials that would be unexpected for this purpose.
Instruction Scope
SKILL.md gives granular rules for removing AI tells and injecting 'personality' — that is coherent — but also explicitly recommends adding parenthetical asides, tangents, strategic typos, and invented-seeming personal anecdotes and unverifiable details (e.g., 'I talked to a grid engineer last month'). That encourages fabrication of facts and personal claims beyond mere stylistic edits. Additionally, a pre-scan found unicode-control-chars in the SKILL.md which can be used for prompt-injection; this is a significant red flag in the instruction text itself.
Install Mechanism
No install spec is provided (instruction-only + included files). That's lower-risk because nothing is downloaded at install time. However, the skill does include a JS file that will run when invoked; its behavior should be reviewed (no install process to inspect network or runtime calls at install time).
Credentials
The skill requests no environment variables, binaries, or credentials — appropriate and proportional. Caveat: because a runtime script (scripts/humanize.js) is included, the script could access the runtime environment (filesystem, network, process env) if permitted; its contents were not provided for review, so this is an unknown that should be inspected before trusting the skill with sensitive data.
Persistence & Privilege
Skill flags show always:false and no special privileges. It does not request permanent presence or system-level configuration. Autonomous invocation is allowed (default) but not combined with other high-risk signals here.
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 operator-humanizer - 安装完成后,直接呼叫该 Skill 的名称或使用
/operator-humanizer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
v2.0.0
Combined stop-slop structural rules with original 24-pattern detection. Added phrases.md (banned phrases, throat-clearing, adverbs, jargon) and structures.md (binary contrasts, false agency, dramatic fragmentation, passive voice, Wh- starters). Rebuilt SKILL.md as unified system with pre-delivery checklist and scoring matrix.
v1.0.0
Initial release: 24 AI pattern detectors, 500+ vocabulary database, statistical signals (burstiness, TTR, CoV), personality injection (parentheticals, typos, tangents, random thoughts), and CLI tool for scoring and humanization
元数据
常见问题
Operator Humanizer 是什么?
Transform AI-generated text into authentic human writing. Detects and eliminates AI tells across 24 content/language/style/communication patterns, 500+ AI vo... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 1413 次。
如何安装 Operator Humanizer?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install operator-humanizer」即可一键安装,无需额外配置。
Operator Humanizer 是免费的吗?
是的,Operator Humanizer 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Operator Humanizer 支持哪些平台?
Operator Humanizer 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Operator Humanizer?
由 Kevin Jeppesen @ TheOperatorVault.io(@kevjade)开发并维护,当前版本 v2.0.0。
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