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kevjade

Operator Humanizer

cross-platform ⚠ suspicious
1413
Downloads
4
Stars
4
Active Installs
2
Versions
Install in OpenClaw
/install operator-humanizer
Description
Transform AI-generated text into authentic human writing. Detects and eliminates AI tells across 24 content/language/style/communication patterns, 500+ AI vo...
Usage Guidance
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.
Capability Analysis
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.
Capability Assessment
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.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install operator-humanizer
  3. After installation, invoke the skill by name or use /operator-humanizer
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
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
Metadata
Slug operator-humanizer
Version 2.0.0
License MIT-0
All-time Installs 4
Active Installs 4
Total Versions 2
Frequently Asked Questions

What is Operator Humanizer?

Transform AI-generated text into authentic human writing. Detects and eliminates AI tells across 24 content/language/style/communication patterns, 500+ AI vo... It is an AI Agent Skill for Claude Code / OpenClaw, with 1413 downloads so far.

How do I install Operator Humanizer?

Run "/install operator-humanizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Operator Humanizer free?

Yes, Operator Humanizer is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Operator Humanizer support?

Operator Humanizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Operator Humanizer?

It is built and maintained by Kevin Jeppesen @ TheOperatorVault.io (@kevjade); the current version is v2.0.0.

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