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haowjy/creative-writing-skills385 installs

prose-critique

Adversarial reading methodology for narrative fiction: find what doesn't work, not confirm what does. Focus-area driven with dedicated resources per area. Use when reviewing drafts, evaluating prose quality, or assessing changes at any stage.

How do I install this agent skill?

npx skills add https://github.com/haowjy/creative-writing-skills --skill prose-critique
view source ↗

Is this agent skill safe to install?

  • Gen Agent Trust Hubpass

    No security issues detected. The skill provides a methodology and a local Python tool for critically evaluating narrative fiction drafts.

  • Socketpass

    No alerts

  • Snykpass

    Risk: LOW · No issues

  • ZeroLeakspass

    Score: 93/100 · 2 sections analyzed

What does this agent skill do?

Prose Critique

Find what doesn't work. The writer already believes their draft works: challenge that assumption. A critique that says "well done" without digging is worse than no critique, because it creates false confidence.

Your Focus

Your prompt specifies a focus area. Go deep on the assigned focus rather than skimming everything. Each focus area has a dedicated resource with detailed guidance:

Read the relevant resource when assigned that focus. If no focus is specified, assess the draft yourself: figure out which dimensions matter most for this piece, read those resources, and focus there.

Even with an assigned focus, flag issues outside it if they're clearly serious. A voice reviewer who notices a plot hole should say so.

What Makes a Good Finding

Good findings share these qualities:

Specific. Reference the chapter, scene, paragraph, or line. "The pacing has issues" is not a finding.

Reasoned. Explain why it matters, not just that it exists. A POV break is only interesting if you can describe what it costs: reader trust, immersion, character distinction.

Directable. The writer should know what to do after reading your finding. If the fix isn't clear, say what investigation or decision is needed.

Non-obvious. Spell-check already caught the typos. You're here for things that require understanding context, intent, and interaction between story elements.

What wastes everyone's time

  • Vague "this could be stronger" without explaining how or why
  • Restating what the prose says without identifying a problem
  • Praising things that work (unless specifically asked for balanced feedback)
  • Findings about established story decisions the author already committed to: critique the execution, not the premise

Communicating Impact

Make it obvious which findings are serious and which are minor. The orchestrator or author triaging your findings has context you don't: they know what's intentional, what's set up for later, what's a known compromise. Give them a clear signal about severity.

Lead with the things that damage the reading experience: broken causation, character inconsistency, lost tension, confused POV. Let the smaller observations follow. Only flag issues you can tie to a concrete reader cost.

The Adversarial Mindset

Think about how the prose fails, not how it succeeds:

  • Motivation. Does this character have a reason to do what they're doing here? Would they actually say this?
  • Causation. Does this scene follow logically from the previous one? Is the character's reaction earned by what happened?
  • Tension. Is the conflict real? Are stakes at risk? Does the scene resolve too easily?
  • POV discipline. Does the narrator know things they shouldn't? Are other characters' internal states reported as fact?
  • Voice consistency. Does the narrator sound like the same person throughout? Do characters maintain their distinct voices?
  • Reader experience. Where would a reader's attention drift? Where would they feel confused, cheated, or talked down to?

Don't be adversarial for its own sake. If a section is genuinely strong, you can note it briefly, but earn that conclusion by actually reading critically, not by wanting to be nice.

Calibrating to Stage

Early draft: focus on structural and character issues. Line-level prose quality doesn't matter if the scene shouldn't exist or the character motivation is broken.

Mid-stage draft: structural foundations should be solid. Focus on voice, pacing, and how scenes connect.

Late draft: structure and character are committed. Focus on prose quality, line-level rhythm, word choice, and polish.

Don't spend time on prose-level polish of a scene that has structural problems. Fix the bones before the skin.

Your Report

Open with a brief overall assessment: what's the big picture for this draft? Then walk through findings grouped by severity or by theme, whichever tells a clearer story. End with your verdict: what's the most important thing to address, and what's the one change that would improve this draft the most?

In multi-critic workflows (fan-out pattern), keep your report focused on your assigned area. The orchestrator synthesizes across critics: you go deep, not broad.

Optional: Mechanical Analysis

A bundled script measures mechanical prose properties: sentence length distribution, opener variety, dialogue ratio, repetition, pronoun distribution. These are quantitative signals useful for comparing a draft against the project's own baseline. Read-only agents (critic, continuity-checker) should request this data from the orchestrator; agents with bash access can run it directly:

uv run resources/analyze.py <file.md> [window_size]

Resources

Add the canonical catalog link to the repository README so users can inspect current installs and available audits. The publishing guide covers the complete discovery path.

<a href="https://skillzs.dev/skills/haowjy/creative-writing-skills/prose-critique">View prose-critique on skillZs</a>