prose-quality

prose-quality is a skill for Codex from macintog/codex-spine. It costs 60 tokens per session (389 once invoked), scanned A, original, MIT.

An editing and review workflow for substantial writing, including documentation, reports, public copy, and style critiques. It improves wording while preserving the original meaning, facts, commands, measurements, and citations.

In plain words
What is it for?
Use it to draft, revise, shorten, or review documentation, reports, public text, and other deliverables where writing quality matters.
Why use it?
It helps make important writing clearer without silently changing what it says. It also keeps ordinary engineering explanations from being treated as a separate copy-editing task.

Skill for Codex

Written for Codex: agents/openai.yaml present.

Good fit Use it to draft, revise, shorten, or review documentation, reports, public text, and other deliverables where writing quality matters.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/macintog/codex-spine/prose-quality
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 macintog/codex-spine --skill prose-quality
Clone the repo
git clone --depth 1 https://github.com/macintog/codex-spine

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 prose-quality

README.md
[![agentmods](https://agentmods.dev/badge/skills/macintog/codex-spine/prose-quality/github.svg)](https://agentmods.dev/skills/macintog/codex-spine/prose-quality)
Your own site
<a href="https://agentmods.dev/skills/macintog/codex-spine/prose-quality"><img src="https://agentmods.dev/badge/skills/macintog/codex-spine/prose-quality/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 prose-quality

Your own site · 80×15
<a href="https://agentmods.dev/skills/macintog/codex-spine/prose-quality"><img src="https://agentmods.dev/badge/skills/macintog/codex-spine/prose-quality.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 60 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 389 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.
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 $0.00060 $0.00389
Opus 5.5 $0.00024 $0.00156
Sonnet 5.5 $0.00012 $0.00078
Haiku 4.5 $0.00006 $0.00039

Measured 19d ago against content hash 08398c7d2b7f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

prose-quality 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 19d 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/prose-quality/SKILL.md · 25 lines

What it actually says

Prose quality

An edit succeeds only if readers draw the same conclusions from the new text, with less effort.

Keep meaning fixed

  • Keep each claim at its original strength and scope. Carry over hedges, conditions, sample sizes, units, hardware, baselines, and "experimental" or "may not" limits. Never turn "did not measure X" into "X was unchanged."
  • Add no facts, numbers, or benefits the source lacks. Ask, or leave a marked gap.
  • Preserve commands, paths, flags, symbols, quotations, and normative text (MUST, SHOULD) exactly.
  • When the text describes code or a tool you can read, check its behavioral claims against it. Fix or flag mismatches and say what you checked.

Edit to the requested depth

  • Review only: return findings ranked by reader impact, errors (wrong, ambiguous, out of order) before style. No rewrite.
  • Editing: keep the author's voice, terms, structure, and the document's conventions (heading case, quote style, spelling). One name per concept.

Remove generated-sounding patterns

Cut puffery, signposting, filler, stacked hedges, summary closers, and decorative bold, emoji, or headers. Thin out em-dash chains, "not X but Y" contrasts, and forced triplets without substituting another tic. Keep a negation that states a real limit or hazard.

Before returning

Compare old and new for any claim that got stronger, weaker, or lost a qualifier. Name material ambiguities instead of writing around them.

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. 19d ago Changed · -48 lines · -8 tokens per session 08398c7d2b7f
  2. 1mo ago First seen · 73 lines · 68 tokens per session scan A 339672df9da8

Subscribe to this mod's changes

prose-quality is a skill published in the GitHub repository macintog/codex-spine (12 stars, last pushed yesterday), licensed MIT. It adds 60 tokens to every session and 389 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-09-19.