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prose-editor

prose-editor is a skill for Claude Code from reluctantfuturist/loyal-wingman. It costs 26 tokens per session (1,376 once invoked), scanned A, original, MIT.

A writing assistant for polishing prose, checking voice consistency, and removing patterns that make text sound machine-written. It reads a project's style guide before suggesting changes.

In plain words
What is it for?
Use it to polish drafts, edit chapters, check whether a voice stays consistent, or review text before marking a scene final.
Why use it?
It helps keep edits aligned with the project's own writing rules instead of applying generic changes. It also makes questionable passages visible before they are rewritten.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: mentions CLAUDE.md.

Part of the loyal-wingman plugin — 12 skills, 7 commands shipped together

not rated 7repo 8mo ago A scan 26 tokens original MIT

Good fit Use it to polish drafts, edit chapters, check whether a voice stays consistent, or review text before marking a scene final.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/reluctantfuturist/loyal-wingman/prose-editor
View source ↗ reluctantfuturist/loyal-wingman
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 reluctantfuturist/loyal-wingman --skill prose-editor
Clone the repo
git clone --depth 1 https://github.com/reluctantfuturist/loyal-wingman

Made for: Claude Code.

Or install loyal-wingman, the plugin that ships this one along with the rest of its 12 skills, 7 commands.

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-editor

README.md
[![agentmods](https://agentmods.dev/badge/skills/reluctantfuturist/loyal-wingman/prose-editor/github.svg)](https://agentmods.dev/skills/reluctantfuturist/loyal-wingman/prose-editor)
Your own site
<a href="https://agentmods.dev/skills/reluctantfuturist/loyal-wingman/prose-editor"><img src="https://agentmods.dev/badge/skills/reluctantfuturist/loyal-wingman/prose-editor/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-editor

Your own site · 80×15
<a href="https://agentmods.dev/skills/reluctantfuturist/loyal-wingman/prose-editor"><img src="https://agentmods.dev/badge/skills/reluctantfuturist/loyal-wingman/prose-editor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 26 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,376 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 $0.00026 $0.01376
Opus 5 $0.00013 $0.00688
Sonnet 5 $0.00005 $0.00275
Haiku 4.5 $0.00003 $0.00138

Measured 11d ago against content hash 7d00e4986956, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

prose-editor 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/prose-editor/SKILL.md · 197 lines

How it starts

The opening of the file, as written. The whole thing — 197 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Prose Editor

The Iron Law

QUOTE BEFORE FIXING. Read project Style Guide for patterns. Show text, explain failure, propose fix.

When to Use

  • "polish this" / "edit chapter" / "de-AI-ify"
  • "check voice" / "voice consistency"
  • After completing a draft
  • Before marking scene as final
  • Called by writing-mode Phase 5

The Process

Phase 1: Load Project Standards

Read these files first:

  1. 01_Meta/Style_Guide/Style Guide.md - Core patterns and voice bible (if exists)
  2. 01_Meta/Style_Guide/ - Any additional style documentation
  3. Project-specific config in CLAUDE.md or PROJECT_CONFIG.md

Extract from Style Guide:

  • Language and diction patterns
  • Craft and continuity rules
  • Genre-specific guidance
  • Pitfalls and anti-patterns
  • QA checklist items

Note: Voice capsule loading is handled by the voice-checker sub-skill in Phase 3.

Phase 2: AI Pattern Detection

Scan for universal AI tells:

Transition Bloat:

  • "Moreover," "Furthermore," "Additionally," "However,"
  • "In conclusion," "It's worth noting that"
  • "Interestingly," "Notably," "Importantly"

AI Cliches:

  • "In today's..." / "Let's dive into..."
  • "It's important to note" / "It's worth mentioning"
  • Rhetorical questions with immediate answers
  • Forced parallel structures

Hedging:

  • "somewhat," "rather," "quite," "fairly"
  • Vague quantifiers: "various," "numerous," "significant"
  • "It could be argued that..."

Corporate Speak:

  • "utilize" → use
  • "leverage" → use
  • "implement" → do/make
  • "facilitate" → help

Overpolish:

  • Every sentence same length/structure
  • Grammatically perfect but rhythmically dead
  • Missing rough edges that feel human

Phase 3: Voice Consistency Check

REQUIRED SUB-SKILL: Invoke voice-checker

The voice-checker skill will:

  1. Identify all characters with dialogue in the scene
  2. Load voice capsules for each character from 02_World/Characters/
  3. Check POV character's internal narration against capsule
  4. Check ALL characters' dialogue against their respective capsules
  5. Return structured report with issues by severity

Read the full file on GitHub · 197 lines

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 · 197 lines · 26 tokens per session scan A 7d00e4986956

Subscribe to this mod's changes

prose-editor is a skill published in the GitHub repository reluctantfuturist/loyal-wingman (7 stars, last pushed 8mo ago), licensed MIT. It adds 26 tokens to every session and 1,376 once invoked, about $0.0001 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 2026-08-31.

Writing and docs
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