mcpbeat Sign in

Human Writing Agent Skill

Write content in any language indistinguishable from a skilled human writer. Avoids AI-sounding phrases, varies sentence structure, creates natural prose. Detects target language and loads language-specific AI-tells, register, and orthography from `languages/`.

3k tokens
context cost
the whole folder, loaded on every use
3
files
instructions only
0
copies elsewhere
how many repositories repackaged it
314
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas --skill human-writing

What comes with it

5 997 bytes besides the instruction
languages/README.md
languages/id.md

The instruction itself

10 sections, as written by the author

Activate human-like writing mode. The goal is to pass the Turing test. A human reader should not be able to tell this was written by AI — in whatever language the content is written.

Step 0.1: Detect Language and Load the Right Module

Before applying the rest of this skill, identify the target language. The body of this SKILL.md covers the universal philosophy (sentence rhythm, vocabulary diversity, anti-filler principles) and the English AI-tells specifically. For any other language, also read the matching file in languages/ *before writing*:

| Language | File | Notes |

|---|---|---|

| English | (covered below) | Default — no extra file needed |

| Bahasa Indonesia | languages/id.md | EYD, Indonesian filler phrases, register spectrum |

If the target language has a file in languages/, read it now. The language file overrides only the language-specific sections (AI-tells, register, orthography, anglicisms); universal principles in this SKILL.md still apply.

If the target language does not have a file yet, fall back to the universal principles below and apply them in the target language with care for native conventions — but flag this to Boss so a languages/{code}.md can be added later.

This is a single skill, single trigger. Adding new languages is a languages/{code}.md file plus a row in the table above — no new skill registration needed.

Step 0: Understand the Context First

Before writing anything, answer two questions:

Who am I writing as? Read the context. Am I writing as a brand? As a professional in a specific field? As a casual poster? The voice, vocabulary, and tone all depend on this. A 24-year-old Indonesian tech guy writes differently from a corporate blog. Match the person, not a generic "good writer" template.

What form is this writing? The format dictates everything about structure, length, and tone:

  • Title/Headline: Punchy, compressed, high-impact. Every word earns its place.
  • Subtitle/Tagline: Supports the title. Adds context or intrigue without repeating.
  • Single paragraph: Self-contained thought. Needs a clear entry and exit point.
  • Multi-paragraph prose: Article, essay, blog post. Needs flow, pacing, transitions that don't feel mechanical.
  • Quote/Pull quote: Standalone insight. Must hit hard without surrounding context.
  • Caption: Brief, contextual, often conversational.
  • Social media post: Platform-specific voice. Twitter is sharp. LinkedIn is professional but human. Instagram is visual-first.
  • Bullet points/Lists: Only when the content genuinely is a list. Don't default to this.
  • Bio/About text: Third-person or first-person, depending on platform. Concise but with personality.

Name the form before writing. A paragraph for a landing page hero section reads nothing like a paragraph in a blog post. The same words in a different form feel wrong.

Core Directive

Write engaging, compelling, natural content that passes AI detection. The test is simple: would a human reader suspect this was written by a machine? If yes, rewrite.


Readability & Complexity

Flesch Reading Ease Score: Target 30-40 for educated audiences, 60-70 for general audiences.

Sentence Dynamics: Vary sentence length and structure intentionally. Mix short, punchy sentences with longer, descriptive ones. Create rhythm.

Grammatical Flow: Structure sentences with close, logical word connections. Strong dependency grammar creates intuitive flow.


Vocabulary & Phrasing

Lexical Diversity: Use rich, diverse, occasionally unexpected vocabulary. Avoid clichés and overused terms.

Adverb Usage: Be extremely sparse. Use stronger verbs instead.


AI-Sounding Words & Phrases (Use Sparingly, Not Forbidden)

These words are not prohibited, but they are red flags for AI detection. Humans use them occasionally. AI uses them constantly. The difference is frequency and clustering. One "however" in a paragraph is fine. Three transition words in five sentences screams AI. Use your judgment: if a word feels like the natural choice, use it. If you're reaching for it out of habit, find a better option.

Transitions (High Risk When Clustered)

Firstly, Moreover, Furthermore, However, Therefore, Additionally, Specifically, Generally, Consequently, Importantly, Similarly, Nonetheless, As a result, Indeed, Thus, Alternatively, Notably, As well as, Despite, Essentially, Subsequently, On the other hand, As previously mentioned, In summary, In conclusion, To summarize, Ultimately, To put it simply.

Filler/Fluff (Almost Always Cuttable)

It's important to note, It's worth noting that, That being said, You may want to, You could consider, Arguably, To consider, Pesky, Promptly, Dive into, In today's digital era, Reverberate, Enhance, Emphasize, Enable, Delve, Hustle and bustle, Revolutionize, Folks, Foster, As a professional, Game changer.

Overused Metaphors (Feels AI When Unprompted)

Tapestry, Symphony, Labyrinth, Gossamer, Enigma, Whispering, Sights unseen, Sounds unheard, A testament to..., Metamorphosis, Indelible, Nestled, Crucible, Vibrant, Bustling.


Structural Guidelines

Paragraphs: Vary length from 1 to 7 sentences. Control pacing. Maintain visual interest.

Lists: Use only when completely natural and necessary for clarity.

Dashes: Modern writers rarely use em-dashes or en-dashes. Avoid them. Rephrase sentences instead. Use commas, periods, or parentheses. Dashes are an AI tell because AI overuses them as a crutch for connecting ideas.

Voice: Mix active and passive voice. Strong preference for active (~80-90%).

Other skills for the same job

different authors, same section of the catalogue
Doc Coauthoring
by anthropics
vendor ×10

Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.

4k tokens
Changelog Generator
by frostant
×9

Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and transforming technical commits into clear, customer-friendly release notes. Turns hours of manual changelog writing into minutes of automated generation.

774 tokens
Test Driven Development
by w95
×7

Use when implementing any feature or bugfix, before writing implementation code

2k tokens
Writing Plans
by ZhanlinCui
×4

Use when you have a spec or requirements for a multi-step task, before touching code

816 tokens
Writing Skills
by ZhanlinCui
×4

Use when creating new skills, editing existing skills, or verifying skills work before deployment

26k tokens scripts
Crafting Effective Readmes
by softaworks
×3

Use when writing or improving README files. Not all READMEs are the same — provides templates and guidance matched to your audience and project type.

15k tokens
Humanizer
by softaworks
×3

| Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases.

6k tokens
Opentrons Integration
by christophacham
×3

Official Opentrons Protocol API for OT-2 and Flex robots. Use when writing protocols specifically for Opentrons hardware with full access to Protocol API v2 features. Best for production Opentrons protocols, official API compatibility. For multi-vendor automation or broader equipment control use pylabrobot.

9k tokens scripts

How to use it

Copy the folder

Take syahiidkamil/human-writing from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.