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prose-critique

prose-critique is a skill for Claude Code, Codex from BingHanOfUESTC/open_agent_team. It costs 50 tokens per session (1,208 once invoked), scanned A, original, MIT.

A fiction-review method for finding weaknesses in a story draft, such as plot gaps, weak characters, unclear voice, poor prose, or continuity errors.

In plain words
What is it for?
Use it to review or revise narrative fiction at any stage, with a chosen focus or a broad assessment.
Why use it?
It challenges the assumption that a draft works and directs attention to the areas most likely to need repair.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

not rated 106repo 4mo ago A scan SkillSpector: pass 50 tokens original MIT

Good fit Use it to review or revise narrative fiction at any stage, with a chosen focus or a broad assessment.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/binghanofuestc/open_agent_team/prose-critique
View source ↗ BingHanOfUESTC/open_agent_team
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 BingHanOfUESTC/open_agent_team --skill prose-critique
Clone the repo
git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team

Made for: Claude Code, 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-critique

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/binghanofuestc/open_agent_team/prose-critique"><img src="https://agentmods.dev/badge/skills/binghanofuestc/open_agent_team/prose-critique.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 50 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,208 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 $0.00050 $0.01208
Opus 5.5 $0.00020 $0.00483
Sonnet 5.5 $0.00010 $0.00242
Haiku 4.5 $0.00005 $0.00121

Measured 2mo ago against content hash c743b23b6002, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

prose-critique 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 2mo ago.

The scan reads SKILL.md. This mod also ships 1 executable file (resources/analyze.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

teams/story_team/skills/prose-critique/SKILL.md · 98 lines

How it starts

The opening of the file, as written. The whole thing — 98 lines — stays where its author put it; the contents beside it link to each section on GitHub.

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

Read the full file on GitHub · 98 lines

Files

What ships with it

8 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. 2mo ago First seen · 98 lines · 50 tokens per session scan A c743b23b6002

Subscribe to this mod's changes

prose-critique is a skill published in the GitHub repository BingHanOfUESTC/open_agent_team (106 stars, last pushed 4mo ago), licensed MIT. It adds 50 tokens to every session and 1,208 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 2026-09-03.

Multi-AgentWriting and docsagentagent-teamsopencode-plugin
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prose-critique next to 6 skills from other repositories
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