Global Rank · of 601 Skills
content-humanizer AI Agent Skill
View Source: oakoss/agent-skills
SafeInstallation
npx skills add oakoss/agent-skills --skill content-humanizer 65
Installs
Content Humanizer
Overview
Content humanizer transforms AI-generated prose into writing that reads as natural and intentional. It covers sentence rhythm, tone calibration, audience adaptation, and systematic removal of patterns that signal machine authorship. Applies to blog posts, marketing copy, email campaigns, narrative documentation, and any long-form prose.
When to use: Polishing AI-drafted blog posts, adapting marketing copy for a specific brand voice, improving readability of narrative documentation, rewriting content that feels robotic or formulaic.
When NOT to use: On code or technical specifications where precision matters more than voice. On content that was already human-written and reads naturally. For removing AI artifacts from code comments or READMEs (use the de-slopify skill instead).
Quick Reference
| Pattern | Technique | Key Points |
|---|---|---|
| Flat rhythm | Sentence variation | Mix short (5-word) and long (20+ word) sentences |
| Passive voice | Active rewriting | Subject performs the action; aim for 80-90% active |
| Abstract claims | Concrete language | Replace "significant improvement" with specific numbers |
| Hedging phrases | Direct assertion | Delete "it's worth noting" and state the fact |
| Filler vocabulary | Plain language | "utilize" becomes "use", "leverage" becomes "use" |
| Over-qualification | Confident tone | Remove unnecessary caveats and balanced-to-a-fault phrasing |
| List addiction | Prose conversion | Convert mechanical bullet lists into flowing paragraphs |
| Generic transitions | Contextual connectors | Replace "furthermore" and "moreover" with idea-specific links |
| Uniform paragraphs | Varied structure | Break predictable paragraph lengths and opening patterns |
| Missing voice | Brand calibration | Define audience, formality level, and personality before editing |
| No E-E-A-T signals | Experience injection | Add first-person anecdotes, specific data, authoritative sources |
| Low burstiness | Length variation | Alternate 3-word and 25-word sentences to break uniformity |
| Low perplexity | Word unpredictability | Replace formulaic phrases with domain-specific, concrete language |
Common Mistakes
| Mistake | Correct Pattern |
|---|---|
| Replacing AI words with a thesaurus | Rewrite the sentence; synonym swaps create awkward phrasing |
| Removing all structure to sound casual | Keep headings and organization; rewrite prose within the structure |
| Over-correcting into choppy fragments | Read aloud after editing; recombine sentences that lost flow |
| Editing without defining target voice | Set persona, audience, and formality level before starting |
| Treating humanization as a single pass | Use multiple passes: structure, then voice, then polish |
| Making every sentence short and punchy | Vary length deliberately; monotone short sentences feel robotic too |
| Adding personality through exclamation marks | Voice comes from word choice and rhythm, not punctuation |
| Ignoring paragraph-level patterns | AI writes uniform paragraphs; vary length and opening structure |
Delegation
- Scan a repository for prose files that need humanization: Use
Exploreagent - Rewrite an entire blog or documentation site: Use
Taskagent - Define a brand voice guide and editorial standards: Use
Planagent
If the
de-slopifyskill is available, delegate code comment cleanup and technical writing artifact removal to it.
Otherwise, recommend:npx skills add oakoss/agent-skills --skill de-slopify
References
- Writing patterns: sentence variation, active voice, concrete language, and rhythm
- Tone and voice: brand consistency, audience adaptation, and formality levels
- AI pattern removal: detecting and rewriting common AI tells
- Advanced patterns: E-E-A-T signals, burstiness, perplexity variation, and structural rhythm
Installs
Security Audit
View Source
oakoss/agent-skills
More from this source
EU-Hosted Inference API Power your AI Agents with
the best open-source models.
Drop-in OpenAI-compatible API. No data leaves Europe.
Explore Inference APIGLM
GLM 5
$1.00 / $3.20
per M tokens
Kimi
Kimi K2.5
$0.60 / $2.80
per M tokens
MiniMax
MiniMax M2.5
$0.30 / $1.20
per M tokens
Qwen
Qwen3.5 122B
$0.40 / $3.00
per M tokens
How to use this skill
Install content-humanizer by running npx skills add oakoss/agent-skills --skill content-humanizer in your project directory. Run the install command above in your project directory. The skill file will be downloaded from GitHub and placed in your project.
No configuration needed. Your AI agent (Claude Code, Cursor, Windsurf, etc.) automatically detects installed skills and uses them as context when generating code.
The skill enhances your agent's understanding of content-humanizer, helping it follow established patterns, avoid common mistakes, and produce production-ready output.
What you get
Skills are plain-text instruction files — not executable code. They encode expert knowledge about frameworks, languages, or tools that your AI agent reads to improve its output. This means zero runtime overhead, no dependency conflicts, and full transparency: you can read and review every instruction before installing.
Compatibility
This skill works with any AI coding agent that supports the skills.sh format, including Claude Code (Anthropic), Cursor, Windsurf, Cline, Aider, and other tools that read project-level context files. Skills are framework-agnostic at the transport level — the content inside determines which language or framework it applies to.
Made in Europe Chat with 100+ AI Models in one App.
Use Claude, ChatGPT, Gemini alongside with EU-Hosted Models like Deepseek, GLM-5, Kimi K2.5 and many more.
