Can I use this for legal or medical documentation?

While possible, it is recommended to use the 'gentle touch' mode for compliance-heavy or safety-critical documents where high personality might be inappropriate.

What is 'burstiness' in the context of this skill?

Burstiness refers to the human tendency to mix short, punchy sentences with longer, more reflective ones, which breaks the predictable and flat rhythm typical of AI output.

Does this skill change the technical meaning of my documentation?

No. The core principle of the Humanize Docs skill is to preserve total technical accuracy while only modifying the tone, rhythm, and structural presentation of the information.

Does it remove all formatting like headers and lists?

No, humans still use headers for organization. It specifically targets 'checkbox spam' and rigid templates, replacing them with more natural, narrative lists or flowing paragraphs.

How does it detect AI-written content?

It scans for specific signatures including perfect structural symmetry (even paragraph lengths), zero sentence length variation, and excessive use of robotic transition phrases.

Humanize Docs

Name: Humanize Docs
Author: rfxlamia

byrfxlamia

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Content Management

Transforms rigid, AI-generated technical documentation into engaging, human-readable prose with conversational personality.

Humanize Docs is a specialized Claude Code skill designed to strip away the tell-tale signs of AI-generated content, such as repetitive structures, excessive checklists, and robotic formalisms. It restructures technical documentation to sound like a natural conversation between colleagues, injecting burstiness, analogies, and varied sentence rhythms while strictly preserving technical accuracy. This skill is essential for developers and technical writers who want their documentation to feel authentic, readable, and approachable rather than auto-generated and sterile.

Key Features

01Vocabulary Optimization: Replaces corporate jargon like 'utilize' or 'leverage' with direct, simple language.

02Intensity Calibration: Adjusts personality levels based on document type, from READMEs to technical specs.

0342 GitHub stars

04Burstiness Injection: Varies sentence lengths and rhythms to mimic natural human thought patterns.

05AI Pattern Detection: Identifies robotic structural symmetry and repetitive 'AI-speak' vocabulary.

06Aggressive Deformalization: Converts rigid templates and checkbox lists into flowing, contextual prose.

Use Cases

01Converting auto-generated project scaffolds or API specs into developer-friendly READMEs.

02Cleaning up internal team documentation to remove 'AI smell' and improve information retention.

03Refining AI-drafted technical tutorials to sound like an authentic personal blog post or guide.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add rfxlamia/claude-skillkit humanize-docs

For use in Claude.ai and ChatGPT

Download Skill