natural-writing

natural-writing is a skill for Codex from Rylaispirit/rylai-codex-hermes-skills. It costs 33 tokens per session (3,189 once invoked), scanned A, original, MIT.

A writing guide for making text sound more natural while preserving its meaning, voice, facts, and required format. It focuses on replacing vague, exaggerated wording with specific details.

In plain words
What is it for?
Use it when revising prose to improve specificity, preserve a chosen voice, and avoid repetitive or overly promotional writing patterns.
Why use it?
It helps reduce generic or obviously machine-written phrasing without changing the underlying message or inventing information.

Skill for Codex

Written for Codex: agents/openai.yaml present. Also seen: reads .claude/ paths; mentions Claude Code; mentions Codex.

Good fit Use it when revising prose to improve specificity, preserve a chosen voice, and avoid repetitive or overly promotional writing patterns.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/rylaispirit/rylai-codex-hermes-skills/natural-writing
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Rylaispirit/rylai-codex-hermes-skills --skill natural-writing
Clone the repo
git clone --depth 1 https://github.com/Rylaispirit/rylai-codex-hermes-skills

Made for: Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for natural-writing

README.md
[![agentmods](https://agentmods.dev/badge/skills/rylaispirit/rylai-codex-hermes-skills/natural-writing/github.svg)](https://agentmods.dev/skills/rylaispirit/rylai-codex-hermes-skills/natural-writing)
Your own site
<a href="https://agentmods.dev/skills/rylaispirit/rylai-codex-hermes-skills/natural-writing"><img src="https://agentmods.dev/badge/skills/rylaispirit/rylai-codex-hermes-skills/natural-writing/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for natural-writing

Your own site · 80×15
<a href="https://agentmods.dev/skills/rylaispirit/rylai-codex-hermes-skills/natural-writing"><img src="https://agentmods.dev/badge/skills/rylaispirit/rylai-codex-hermes-skills/natural-writing.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 33 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,189 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00033 $0.03189
Opus 5 $0.00016 $0.01595
Sonnet 5 $0.00007 $0.00638
Haiku 4.5 $0.00003 $0.00319

Measured 11d ago against content hash f63eef3a8d4f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

natural-writing scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/natural-writing/SKILL.md · 350 lines

How it starts

The opening of the file, as written. The whole thing — 350 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Rylai Codex-Hermes-Claude Edition | Maintained and adapted by Rylai

Runtime Compatibility

  • Codex: install under ~/.agents/skills/natural-writing.
  • Hermes: install under ~/.hermes/skills/natural-writing or expose the bundle through skills.external_dirs.
  • Claude Code: install under ~/.claude/skills/natural-writing or <project>/.claude/skills/natural-writing.
  • Claude.ai and Cowork: upload and enable the matching per-skill ZIP.
  • Resolve bundled files relative to this skill directory; do not depend on paths from another machine.
  • Check tools, packages, credentials, network access, and runtime capabilities before execution.

Natural Writing

LLM text is detectable because it regresses to the mean: it replaces specific, surprising, concrete details with generic, positive-sounding language that could apply to almost anything. The subject becomes simultaneously less specific and more exaggerated — like a portrait fading from a sharp photograph into a blurry, generic sketch while someone shouts louder and louder that the person in it is important.

Every pattern below is a concrete manifestation of that tendency. The fix is almost always the same: be specific, be plain, and trust the reader.


1. Cut the Significance Inflation

The single most recognizable AI pattern is stuffing sentences with claims about how important, pivotal, or transformative something is.

What it looks like:

  • "marking a pivotal moment in the evolution of..."
  • "representing a significant shift toward..."
  • "part of a broader movement across..."
  • "highlighting the enduring legacy of..."
  • "reflecting the transformative power of..."
  • "contributing to the rich tapestry of..."
  • "underscoring its role as a dynamic hub of..."

Why it happens: LLMs are trained on text where notable things are described with notable-sounding language. The model pattern-matches "thing being discussed" → "must emphasize its importance" regardless of whether the thing actually warrants it.

Read the full file on GitHub · 350 lines

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 350 lines · 33 tokens per session scan A f63eef3a8d4f

Subscribe to this mod's changes

natural-writing is a skill published in the GitHub repository Rylaispirit/rylai-codex-hermes-skills (55 stars, last pushed 28d ago), licensed MIT. It adds 33 tokens to every session and 3,189 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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