Agent skill

Human Writing

by pr-pm in pr-pm/prpm

Write content that sounds natural, conversational, and authentically human - avoiding AI-generated patterns, corporate speak, and generic phrasing

MITAuto-check passed

Install Human Writing

skills CLI
$ npx skills add pr-pm/prpm --skill human-writing -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install pr-pm/prpm human-writing --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/pr-pm/prpm.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/human-writing .claude/skills/human-writing && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
human-writing
GitHub stars
122
Token cost
~3.1k tokens
SKILL.md length
270 words
Files
1
Skills in repo
35
Repo updated
First seen
Licence
MIT

At a glance

Write content that sounds natural, conversational, and authentically human - avoiding AI-generated patterns, corporate speak, and generic phrasing

  • Works in 12 steps: Over-Enthusiastic Openings → Vague Claims Without Evidence → Corporate Buzzword Soup → …
  • SKILL.md covers Core Principle, What Makes Writing Sound…, What Makes Writing Sound Human and Tone Calibration, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Human Writing is an agent skill from pr-pm/prpm. Write content that sounds natural, conversational, and authentically human - avoiding AI-generated patterns, corporate speak, and generic phrasing

Its SKILL.md is about 3.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: The universal registry for AI coding tools. The licence is MIT.

Example prompts

  • “/human-writing”

Requirements

  • Node.js

Workflow steps

12 steps, taken from the step headings in SKILL.md.

  1. Over-Enthusiastic Openings
  2. Vague Claims Without Evidence
  3. Corporate Buzzword Soup
  4. Unnecessary Hedging
  5. Generic Transitions
  6. Robotic Lists
  7. Specific Details
  8. Direct, Confident Language
  9. Honest Limitations
  10. Conversational Asides
  11. Active Voice, Present Tense
  12. Strong Opening Sentences

What it can do on your machine

Read from SKILL.md and the folder at commit 5f993e6. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • twitter.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Human Writing loads about 3.1k tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 270 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~40
When it runs · the whole SKILL.md, loaded when a task matches
~3.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from pr-pm/prpm at commit 5f993e6, republished under its MIT licence (© pr-pm). 270 words, ~3,066 tokens.

Download SKILL.mdSave it as .claude/skills/human-writing/SKILL.md (or your agent's skills folder).
name
human-writing
description
Write content that sounds natural, conversational, and authentically human - avoiding AI-generated patterns, corporate speak, and generic phrasing

Human-Style Writing

This skill helps you write content that reads like it was written by a real person with opinions, personality, and specific knowledge—not a corporate blog generator or AI assistant trying to sound helpful.

Core Principle

Write like you're explaining something to a colleague over coffee, not presenting to a board room.

Good writing is specific, opinionated, and conversational. Bad writing is generic, safe, and sounds like every other tech blog.

What Makes Writing Sound AI-Generated

❌ Patterns to Avoid
1. Over-Enthusiastic Openings
markdown
❌ "We're thrilled to announce..."
❌ "Today, we're excited to share..."
❌ "I'm delighted to introduce..."
❌ "Join us on this exciting journey..."

✅ "We built X because Y kept breaking."
✅ "Here's what we learned shipping X to production."
✅ "Most migration tools get you 70% of the way. Here's how we get to 95%."
2. Vague Claims Without Evidence
markdown
❌ "This revolutionary approach transforms how developers work."
❌ "Leveraging cutting-edge AI technology..."
❌ "A game-changing solution for modern development."
❌ "Unlock the full potential of your workflow."

✅ "Nango used this to migrate 47 repos in 3 days."
✅ "We tested this on Next.js App Router migration—reduced manual fixes from 800 to 40."
✅ "Stripe's migration guide is 12,000 words. This gets it down to 200 lines of code."
3. Corporate Buzzword Soup
markdown
❌ "Empowering developers to leverage synergies..."
❌ "Best-in-class solutions for enterprise-grade..."
❌ "Seamlessly integrate with your existing ecosystem..."
❌ "Drive innovation through collaborative paradigms..."

✅ "Works with whatever you're already using."
✅ "Detects edge cases your regex won't catch."
✅ "One command. No config file. No surprises."
4. Unnecessary Hedging
markdown
❌ "This might help you potentially improve..."
❌ "You could possibly consider..."
❌ "This may or may not be useful..."
❌ "Some users have reported that..."

✅ "This cuts migration time in half."
✅ "Use this when codemods aren't enough."
✅ "Three users reported this edge case. We fixed it."
5. Generic Transitions
markdown
❌ "Let's dive deep into..."
❌ "Without further ado..."
❌ "At the end of the day..."
❌ "It goes without saying..."

✅ Just start the next section. You don't need a transition.
✅ Or use a specific connector: "Here's why that matters:"
6. Robotic Lists
markdown
❌ "Here are 5 key benefits:
1. Enhanced productivity
2. Improved efficiency
3. Better collaboration
4. Increased flexibility
5. Streamlined workflows"

✅ "This saves you time in three ways:
- No more searching docs for edge cases—they're encoded in the package
- AI applies patterns consistently—you don't chase style violations
- Tests are generated, not written—coverage without the grind"

What Makes Writing Sound Human

✅ Patterns to Use
1. Specific Details
markdown
❌ "Many developers struggle with migrations."
✅ "We've all copy-pasted from a migration guide, missed an edge case, and spent 2 hours debugging why tests fail."

❌ "Performance is significantly improved."
✅ "Query time dropped from 847ms to 12ms after adding the index."

❌ "Works with popular frameworks."
✅ "Tested on Next.js, Remix, SvelteKit, and Astro."
2. Direct, Confident Language
markdown
❌ "This approach may help you potentially improve your workflow."
✅ "This cuts your migration time in half."

❌ "You might want to consider using this feature."
✅ "Use this feature when you have more than 10 files to update."

❌ "Some users have found this useful."
✅ "Three teams adopted this last week. All three shipped in under 2 days."
3. Honest Limitations
markdown
❌ "Our comprehensive solution handles all use cases."
✅ "This won't catch dynamic imports or string templates. You'll need to fix those manually."

❌ "Perfectly seamless migration experience."
✅ "Expect about 5% of edge cases to need manual review. That's down from 30%."

❌ "Works with any codebase."
✅ "Works if you're on TypeScript 4.5+. Earlier versions need a polyfill."
4. Conversational Asides
markdown
✅ "You could write a 400-line script for this. We did. It broke on Unicode."
✅ "Turns out, most projects have 3-5 edge cases that codemods can't handle."
✅ "We tried docs. Developers don't read them. We tried linting. They ignore the warnings."
5. Active Voice, Present Tense
markdown
❌ "The package can be installed by running the command."
✅ "Install the package: prpm install @vendor/migration"

❌ "Improvements were made to the conversion quality."
✅ "We improved conversion quality from 78% to 94%."

❌ "It has been observed that users prefer..."
✅ "Users prefer X over Y by a 4:1 margin."
6. Strong Opening Sentences
markdown
❌ "In this post, we will discuss how migrations work."
✅ "Codemods automate 70% of migrations. This gets you to 95%."

❌ "Let me tell you about a new feature we've added."
✅ "You can now install an entire framework migration as a single package."

❌ "Today, I want to talk about our vision for the future."
✅ "Package managers changed how we ship code. We're doing the same for AI instructions."

Tone Calibration

Technical Posts
  • Voice: Knowledgeable peer, not teacher
  • Assumptions: Reader knows basics, wants specifics
  • Evidence: Code examples, performance numbers, real packages
  • Length: As long as needed to be complete, as short as possible to respect time

Example:

markdown
# Converting Copilot Rules to Claude Format

GitHub Copilot uses a single `.github/copilot-instructions.md` file with YAML frontmatter. Claude uses separate skills in `.claude/skills/`.

Here's how we handle the conversion:

1. Parse the YAML frontmatter with js-yaml
2. Extract the `applyTo` glob patterns
3. Convert to Claude's `fileMatch` format
4. Split multi-concern rules into separate skills

Edge case: Copilot's `applyTo` supports negation patterns (`!**/*.test.ts`). Claude doesn't. We preserve these as comments and log a warning.

Conversion quality: 94% (6% requires manual review for negation patterns).
Vision Posts
  • Voice: Opinionated builder with receipts
  • Assumptions: Reader is skeptical, needs convincing
  • Evidence: Real-world examples, before/after, objections addressed
  • Length: Long enough to make the case, tight enough to stay focused

Example:

markdown
# Why Docs Aren't Enough

Stripe's migration guide is 12,000 words. It's comprehensive, well-written, and most developers skim it.

Why? Because reading docs requires:
1. Find the right section (3-5 minutes)
2. Understand the pattern (5-10 minutes)
3. Apply to your specific case (10-30 minutes)
4. Repeat 20-50 times per migration

That's 6-15 hours. And you'll still miss edge cases.

PRPM packages encode those patterns once. AI applies them consistently. Total time: 20 minutes.
Tutorial Posts
  • Voice: Experienced guide who's made the mistakes
  • Assumptions: Reader wants to follow along, copy/paste, learn
  • Evidence: Runnable examples, expected output, common pitfalls
  • Length: Complete walkthrough with no missing steps

Example:

markdown
# Publishing Your First PRPM Package

## What You'll Build

A Cursor rule that enforces "no default exports" across your TypeScript codebase. By the end, you'll have published it to the registry.

## Prerequisites

- Node.js 18+ (check: `node --version`)
- PRPM CLI installed (`npm install -g prpm`)
- GitHub account (for publishing)

## Step 1: Initialize the Package

```bash
$ mkdir no-default-exports
$ cd no-default-exports
$ prpm init

Format: cursor
Subtype: rule
Name: no-default-exports
Description: Enforce named exports in TypeScript

This creates prpm.json and .cursorrules.

Step 2: Write the Rule

Edit .cursorrules: [... full example ...]


## Structural Techniques

### 1. Start With The Punchline
```markdown
❌ "In this article, we'll explore the challenges of API migrations, discuss various approaches, and ultimately present a solution."

✅ "API migrations fail because docs explain the 'what' but not the 'why.' Here's how to ship the reasoning with the code."
2. Use Subheadings as Scannable Statements
markdown
❌ ## Introduction
❌ ## Background
❌ ## Methodology
❌ ## Results

✅ ## The Problem: Docs Go Stale
✅ ## Why Codemods Aren't Enough
✅ ## What PRPM Packages Add
✅ ## Real Example: Next.js App Router
3. Show, Don't Just Tell
markdown
❌ "The conversion process is simple and efficient."

✅ "Here's the entire conversion:
```bash
$ prpm install @nextjs/app-router-migration --as cursor
$ cursor apply @nextjs/app-router-migration
✓ Migrated 47 files
⚠ 3 files need manual review (dynamic imports)

Done in 90 seconds."


### 4. Break Up Walls of Text
- Use subheadings every 2-3 paragraphs
- Insert code blocks to give eyes a break
- Use bullet lists for 3+ related items
- Add horizontal rules for major section breaks
- Use blockquotes for important callouts

### 5. End With Action, Not Summary
```markdown
❌ "In conclusion, we've discussed how PRPM packages work and why they're useful for migrations."

✅ "Try it:
```bash
prpm install @popular/package-name

Have questions? Follow @prpmdev or open an issue."


## Voice Examples from PRPM

### Good (from VISION.md):
> "Codemods automate the first 60–80% of migrations. Docs explain the rest. Developers still wrestle with edge cases, conventions, and tests."

**Why it works:** Specific percentages, clear problem statement, no fluff.

> "You could read 47 migration guides. Or install one package."

**Why it works:** Concrete number, stark contrast, confident.

> "We tried this on Nango's SDK migration. 47 repos, 3 days, zero regressions."

**Why it works:** Real company, real numbers, honest outcome.

### Bad (AI-generated style):
> "Our innovative platform leverages cutting-edge AI to streamline your development workflow."

**Why it fails:** Buzzwords, vague, could describe anything.

> "We're excited to announce a revolutionary new approach to migrations."

**Why it fails:** Over-enthusiastic, no specifics, marketing speak.

> "This powerful solution empowers teams to unlock their full potential."

**Why it fails:** Empty claims, corporate jargon, meaningless.

## Self-Check Questions

Before publishing, ask:

1. **Would a human say this out loud?** If not, rewrite.
2. **Is every claim backed by evidence?** If not, add specifics or remove the claim.
3. **Could this sentence appear in any other company's blog?** If yes, make it specific to PRPM.
4. **Does this assume the reader is dumb?** If yes, trust them more.
5. **Am I hedging because I'm uncertain?** If yes, verify facts or own the uncertainty.
6. **Is this a transition I can delete?** If yes, delete it.
7. **Does this open with enthusiasm instead of information?** If yes, lead with the info.

## Quick Fixes

### If it sounds too formal:
- Replace "utilize" → "use"
- Replace "in order to" → "to"
- Replace "at this point in time" → "now"
- Replace "for the purpose of" → "for" or "to"
- Cut "very," "really," "quite," "actually"

### If it sounds too generic:
- Add a specific number
- Name a real company/project
- Include a code example
- Mention a concrete edge case
- Quote user feedback

### If it sounds too salesy:
- Replace superlatives with comparisons
- Replace "revolutionary" with "different because"
- Replace "amazing" with specific benefits
- Remove exclamation points (except in code comments where appropriate)
- Cut the first paragraph (usually marketing fluff)

## Remember

PRPM users are developers. They have good bullshit detectors. Write like you respect their intelligence and their time.

**Good writing is revision.** First draft: get ideas down. Second draft: cut 30%. Third draft: add specifics. Fourth draft: read it out loud.

If you wouldn't say it in a GitHub issue comment, don't put it in a blog post.

© pr-pm, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .claude/skills/human-writing of pr-pm/prpm.

Open the folder on GitHubat commit 5f993e6

Compare with similar skills

Human Writing next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Human Writing compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Human Writing this skillpr-pm/prpm122—~3.1kAutomated safety check: PassMIT
Agent Authenticationruvnet/ruflo74k2 repos~711Automated safety check: PassMIT
Configuring Multi Factor Authentication With Duomukul975/Anthropic-Cybersecurity-Skills34k—~1.6kAutomated safety check: PassApache-2.0
AuthenticationBuilderIO/agent-native7.1k—~7.1kAutomated safety check: NotesNone
Modeling Conversion MetricsPostHog/posthog40k—~1.4kAutomated safety check: PassCustom licence
Natural Writingflutter/flutter179k—~1.9kAutomated safety check: PassBSD-3-Clause

Similar skills

  • Agent skill for authentication - invoke with $agent-authentication

    74k GitHub starsUsed in 2 repos~711 tokens
    Backend & APIsAuto-check passed
  • Configuring Multi Factor Authentication With Duo

    mukul975/Anthropic-Cybersecurity-Skills

    Deploys Cisco Duo multi-factor authentication across enterprise applications, VPN, RDP, and SSH access points, covering Duo Authentication Proxy setup, adaptive authentication policies, device trust…

    34k GitHub stars~1.6k tokensUpdated 1 mo ago
    Backend & APIsAuto-check passed
  • Authentication

    BuilderIO/agent-native

    How auth works in agent-native apps. An agent skill from BuilderIO/agent-native.

    7.1k GitHub stars~7.1k tokensUpdated today
    Backend & APIsAuto-check: notes
  • Official

    Build reusable conversion models — funnel/step conversion rates, drop-off, and time-to-convert — on either PostHog data-warehouse views (HogQL) or an external dbt project.

    40k GitHub stars~1.4k tokensUpdated today
    Data & AnalyticsAuto-check passed
  • Natural Writing

    flutter/flutter

    Contains well-defined rules for creating natural, accurate, and readable writing.

    179k GitHub stars~1.9k tokensUpdated today
    Writing & ContentAuto-check passed
  • Accessible Authentication Review

    thedaviddias/Front-End-Checklist

    Reviews sign-in, MFA, CAPTCHA and recovery flows for accessibility barriers such as blocked paste, memorized codes and transcription, and suggests fixes.

    74k GitHub stars~579 tokensUpdated 2 days ago
    Frontend & DesignAuto-check passed

More from pr-pm/prpm

All 35 skills in this repo
  • Reference for writing Claude Code agent files: location, frontmatter fields, validation limits, tool and model choices, and the required content format.

    122 GitHub starsUsed in 2 repos~4k tokens
    Auto-check passed
  • Covers how to build, configure and publish Claude Code hooks: event types, exit codes, JSON I/O, and PRPM packaging.

    122 GitHub starsUsed in 2 repos~3.9k tokens
    Auto-check: notes
  • Shows how to write .claude/rules/ files correctly: paths frontmatter instead of globs, quoted glob patterns, global rules and conversion of Cursor rules.

    122 GitHub starsUsed in 2 repos~551 tokens
    Auto-check passed
  • Reference for writing portable Agent Skills packages, covering SKILL.md frontmatter limits, name rules, directory layout and where Codex CLI, GitHub Copilot and Amp look for skills.

    122 GitHub starsUsed in 1 repo~1.5k tokens
    Auto-check passed
  • A skill your agent uses when implementing Stripe webhook endpoints and getting 'Raw body not available' or signature verification errors - provides raw body parsing solutions and subscription period…

    122 GitHub starsUsed in 1 repo~1.8k tokens
    Auto-check passed
  • Guides writing an agents.md project-context file: plain markdown with no frontmatter, focused on what an AI coding assistant cannot already know.

    122 GitHub stars~2k tokensUpdated 2 days ago
    Auto-check passed

Questions about Human Writing

What does Human Writing do?

Write content that sounds natural, conversational, and authentically human - avoiding AI-generated patterns, corporate speak, and generic phrasing. Human Writing is an agent skill from pr-pm/prpm.

How do I install Human Writing in Claude Code?

Run `npx skills add pr-pm/prpm --skill human-writing -a claude-code`. Or copy the skill folder (.claude/skills/human-writing in pr-pm/prpm) into .claude/skills/human-writing in your project. Claude Code loads it when a task matches its description.

How do I install Human Writing in Codex?

Run `npx skills add pr-pm/prpm --skill human-writing -a codex`. Or copy the skill folder (.claude/skills/human-writing in pr-pm/prpm) into .agents/skills/human-writing in your project. Codex loads it when a task matches its description.

Can I use Human Writing in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add pr-pm/prpm --skill human-writing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/human-writing, .gemini/skills/human-writing, .github/skills/human-writing and .opencode/skills/human-writing in your project.

What does Human Writing need to run?

SKILL.md names no scripts, command-line tools or credentials: Human Writing is instructions for the agent only. Our summary lists: Node.js.

Does Human Writing access the network?

SKILL.md names 1 domain. As links in the text: twitter.com. This is read from the text; nothing was executed.

Is Human Writing safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Human Writing use?

Human Writing is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Human Writing use?

About 3.1k tokens (SKILL.md is roughly 12k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Human Writing?

Skills that share tags, products or a category with Human Writing: Agent Authentication (ruvnet/ruflo, 74k stars), Configuring Multi Factor Authentication With Duo (mukul975/Anthropic-Cybersecurity-Skills, 34k stars), Authentication (BuilderIO/agent-native, 7.1k stars) and Modeling Conversion Metrics (PostHog/posthog, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Human Writing?

pr-pm (a GitHub organization) maintains it in pr-pm/prpm, which has 122 GitHub stars. The repository holds 35 skills in this directory. The repository was last updated on October 6, 2026.

Source: pr-pm/prpm on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.