Operator Humanizer
PassAudited by VirusTotal on May 12, 2026.
Overview
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.
Findings (0)
Artifact-based informational review of SKILL.md, metadata, install specs, static scan signals, and capability signals. ClawScan does not execute the skill or run runtime probes.
Content produced with this skill may be mistaken for human-written work and could violate disclosure, academic, workplace, or platform rules.
The skill frames success as concealing AI-origin signals and making generated text appear human-authored, which can mislead downstream readers or platforms about authorship.
Eliminate AI tells. Inject authentic voice. Make it sound like a person wrote it.
Use only for legitimate style editing. Do not use it to misrepresent authorship, impersonate someone, or bypass rules that require AI disclosure.
Readers may trust the text as more personally or organically human than it really is, especially if fake imperfections or anecdotes are added.
The reference guide explicitly recommends deliberate mistakes to simulate human imperfection, which goes beyond ordinary editing and can manufacture false authenticity.
Natural typos and common misspellings that don't hurt credibility but add human imperfection.
Avoid intentional deception. Require user approval before adding typos, personal voice, anecdotes, or other humanizing details, and do not fabricate facts or experiences.
Users have less independent context for who maintains the skill or where to inspect its history.
The package has limited external provenance information. The artifacts do not show risky installation or dependency behavior, so this is a notice rather than a concern.
Source: unknown; Homepage: none
Review the bundled files before use, and inspect any packaged script before running it directly.