Writing Prose Like A Human

Strips AI writing tells: significance inflation, inflated verbs, trailing -ing editorializing, rule-of-three.

Tested · Works

Test report

Verdict
Tested · Works
Score
9.6/10
Tested
Jul 16, 2026
Environment
Claude Code 2.x (agent harness)
Upstream re-checked
Aug 10, 2026 · 41a1564

Baseline about-page paragraph, written without the skill, landed on almost every word in the skill's own watchlist ('cherished cornerstone', 'testament', 'nestled in the heart of', 'vibrant hub') -- the skill-guided rewrite following the five rules replaced it with dated, concrete, specific sentences and zero watchlist hits, a stark and directly falsifiable before/after.

Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works

  • Installs cleanly 5/5
  • Triggers reliably 5/5
  • Output vs. baseline 9/10
  • Docs & honesty 5/5

What Writing Prose Like A Human does

A vocabulary watchlist and five concrete editing rules (be specific not significant, plain verbs, end sentences at the fact, vary rhythm, earn every adjective) for making prose read as human-written rather than LLM-generated, adapted from Wikipedia's 'Signs of AI writing' guide. Triggers when writing or editing prose, documentation, READMEs, or PR descriptions where the output must not read like AI content; ships with a companion prose-humanizer subagent that applies the rules in-place.

How to install Writing Prose Like A Human

git clone https://github.com/kylehughes/writing-prose-like-a-human-for-agents.git
mkdir -p ~/.claude/skills
cp -r writing-prose-like-a-human-for-agents/skills/writing-prose-like-a-human ~/.claude/skills/writing-prose-like-a-human

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger Writing Prose Like A Human

  • /writing-prose-like-a-human Strips AI writing tells: significance inflation, inflated verbs, trailing -ing editorializing, rule-of-three.

It also activates on plain-language prompts like these:

  • Rewrite this bakery about-page paragraph so it sounds less AI-written
  • Edit my README so it doesn't read like ChatGPT wrote it
  • Check this PR description for inflated verbs and rule-of-three filler

Frequently asked questions

Is the Writing Prose Like A Human skill free?
Yes. The skill itself is free from kylehughes/writing-prose-like-a-human-for-agents. SkillProof publishes the install command and an independent test verdict at no cost.
Does Writing Prose Like A Human work with Claude Code?
We tested it with Claude Code 2.x (agent harness) on Jul 16, 2026. Verdict: Tested · Works. Baseline about-page paragraph, written without the skill, landed on almost every word in the skill's own watchlist ('cherished cornerstone', 'testament', 'nestled in the heart of', 'vibrant hub') -- the skill-guided rewrite following the five rules replaced it with dated, concrete, specific sentences and zero watchlist hits, a stark and directly falsifiable before/after.
What is the Writing Prose Like A Human SkillProof Score?
9.6/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 5/5.
How do I install Writing Prose Like A Human?
Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use Writing Prose Like A Human with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.