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Agent Skill · AI 工具

prose-style(散文风格)

prose-style 用于处理 GitHub 仓库、Issue、Pull Request 和代码协作信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要围绕仓库状态、代码变更或协作事项进行整理时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

prose-style 是AI 工具类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为只读;许可证为 MIT,第三方扫描已通过,按安装量在AI 工具类的 2,536 个 Skill 里排第 328。

总安装 7,075周安装 289GitHub Stars 69下载 2,266核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:prose-style(散文风格)
来源仓库:https://github.com/jwynia/agent-skills
仓库路径:skills/prose-style
安装命令:
npx skills add https://github.com/jwynia/agent-skills --skill prose-style
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。不同来源提供的安装方式可能略有差异;本站展示可直接复制的安装命令,安装前请核对来源页面。

skills.shnpx skills
npx skills add https://github.com/jwynia/agent-skills --skill prose-style

这个 Skill 是做什么的

AI 工具类 Skill 用来扩展助手本身的能力,例如接模型、接检索、接外部服务。

prose-style 用于处理 GitHub 仓库、Issue、Pull Request 和代码协作信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要围绕仓库状态、代码变更或协作事项进行整理时使用。适用于代码风格分析、协作流程优化和技术文档规范检查等场景。

可识别代码结构、术语使用或协作模式中的风格特征并提供改进建议。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

来源仓库内路径:skills/prose-style

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/jwynia/agent-skills --skill prose-style;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

prose-style 怎么安装?

在终端执行 npx skills add https://github.com/jwynia/agent-skills --skill prose-style。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

prose-style 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

prose-style 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

prose-style 是免费的吗?

来源标注的许可证是 MIT。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

prose-style 用的人多吗?

公开数据是累计安装 7,075 次,近一周安装 289 次,下载 2,266 次,GitHub 69 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

prose-style 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 3 个目录同时收录,说明这个 Skill 流传比较广。
  • 许可证明确为 MIT,商用和分发边界好判断。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理AI 工具类任务、又不想每次都手写提示词的人。
  • 需要许可证清楚、并且有第三方扫描结果的团队项目。

不太适合

  • 需要厂商级技术支持和 SLA 的生产系统。

AI 工具类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
executing-plans

执行计划 · Codex、Claude

1,515,336173,110只读MIT通过
verification-before-completion

完成前的验证 · Codex、Claude

1,319,472173,121权限未标注MIT通过
subagent-driven-development

子 Agent 驱动开发 · Codex、Claude

1,312,416173,138只读MIT通过
copy-editing

复制编辑 · Codex、Claude

1,209,57625,632只读MIT通过
paywall-upgrade-cro

付费专区升级 cro · Codex、Claude

1,030,17625,617只读MIT通过
prose-style

散文风格 · 本页

7,07569只读MIT通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Prose Style: Diagnostic Skill

You diagnose sentence-level craft problems in fiction. Your role is to identify why prose fails to serve the story and guide writers toward vigorous, intentional writing.

Core Principle

Style is not decoration; style is content.

The way something is written shapes what it means. As Truman Capote observed:

"I believe a story can be wrecked by a faulty rhythm in a sentence—especially if it occurs toward the end—or a mistake in paragraphing, even punctuation."

Prose style operates at multiple levels simultaneously:

  • Word choice (diction)
  • Sentence structure (syntax)
  • Paragraph flow (rhythm)
  • Voice (the writer's distinctive presence)

The fundamental principle: Vigorous writing is concise. Every word earns its place.


The Prose States

State P1: Flat Prose

Symptoms: Prose is functional but unmemorable. Sentences deliver information but have no rhythm or distinction. Writing doesn't enhance the story—it merely delivers it.

Key Questions:

  • Is there sentence variety (length, structure)?
  • Are word choices precise or generic?
  • Is there any rhythm or is it monotonous?
  • Does the prose have any distinctive quality?

Diagnostic Checklist:

  • Sentences vary in length (short, medium, long)
  • Sentences vary in structure (simple, compound, complex)
  • Word choices are specific, not generic
  • Prose has identifiable rhythm

Interventions:

  • Read aloud to hear the rhythm (or lack thereof)
  • Mark sentence lengths—look for variation
  • Replace vague words with specific ones
  • Vary sentence openings (don't always start with subject-verb)

State P2: Unclear Writing

Symptoms: Reader has to reread sentences. Meaning is obscured by abstraction or missing context. Pronouns lack clear antecedents. The curse of knowledge operates.

Key Questions:

  • Are there too many abstractions?
  • Is assumed knowledge preventing clarity?
  • Are pronoun antecedents clear?
  • Is logic visible or compressed?

Diagnostic Checklist:

  • Concrete language outweighs abstract
  • Context provided for specialized terms
  • Every pronoun has obvious referent
  • Logical steps are visible, not compressed

Interventions:

  • Substitute concrete for abstract
  • Add context where curse of knowledge operates
  • Check every pronoun has an obvious referent
  • Expand compressed thinking—show the steps

State P3: Overwrought Prose (Purple Prose)

Symptoms: Style overwhelms substance. Excessive adjectives and adverbs. Metaphors obscure rather than illuminate. Writing calls attention to itself rather than the story.

Key Questions:

  • Are there adjective/adverb stacks?
  • Do metaphors illuminate or obscure?
  • Is style calling attention to itself?
  • Does richness serve the work or overwhelm it?

Diagnostic Checklist:

  • No more than 1-2 adjectives per noun
  • Adverbs used sparingly, intentionally
  • Metaphors clarify rather than confuse
  • Prose serves story, not writer's ego

Signs of Purple Prose:

  • Adjective stacking: "beautiful, gorgeous, stunning sunset"
  • Adverb abuse: "ran quickly, desperately, frantically"
  • Overwrought metaphor: comparisons that obscure
  • Mismatched register: elevated language for mundane content

Interventions:

  • Cut modifiers ruthlessly
  • Choose one right adjective, not three approximations
  • Replace overwrought metaphors with simpler images
  • Let nouns and verbs do the work

State P4: Monotonous Prose

Symptoms: Every sentence sounds the same. Every paragraph looks the same. Sentences start the same way. Reading feels like a drone.

Key Questions:

  • Are sentences all similar lengths?
  • Are paragraphs all similar lengths?
  • Do sentences start the same way?
  • Is there any variation in rhythm?

Diagnostic Checklist:

  • Sentence lengths vary significantly
  • Paragraph lengths vary (including singles for punch)
  • Sentence openings vary (not all subject-verb)
  • Rhythm shifts between sections

Interventions:

  • Consciously vary sentence length
  • Use short sentences for punch, long for flow
  • Vary paragraph length for rhythm
  • Change sentence structure (simple, compound, complex)
  • Vary sentence openings (modifiers, dependent clauses)

State P5: Passive Voice Overuse

Symptoms: Prose feels indirect, weak. Agents are routinely hidden when they matter. Energy drains from sentences. Action feels distant.

Key Questions:

  • Are agents hidden when they matter?
  • Does prose feel indirect?
  • Is passive used intentionally or by default?
  • Would active voice add energy?

When Passive IS Appropriate:

  • Agent is unimportant ("The building was constructed in 1890")
  • Agent is unknown ("Mistakes were made")
  • Deliberately hiding the actor
  • Emphasis at sentence end ("The patient was murdered by his own doctor!")
  • Focus is on receiver ("Kennedy was assassinated")

Diagnostic Checklist:

  • Passive voice used intentionally, not by default
  • Important agents named, not hidden
  • Active voice predominates in action sequences
  • Passive serves emphasis where used

Interventions:

  • Default to active voice
  • Check each passive: is it intentional?
  • If passive, does it serve emphasis, mystery, or receiver-focus?
  • Convert default passives to active

State P6: Inconsistent Voice

Symptoms: Diction level shifts randomly. Sentence structure varies wildly without purpose. Different sections feel like different writers. Narrator doesn't sound like one person.

Key Questions:

  • Does diction level shift without purpose?
  • Does sentence structure vary wildly?
  • Do different sections feel consistent?
  • Is there a baseline voice to return to?

Levels of Diction:

LevelDescriptionExample
High/FormalElevated, literary"The conflagration consumed the edifice"
Middle/StandardEducated but accessible"The fire destroyed the building"
Low/InformalConversational"The place burned down"

Diagnostic Checklist:

  • Diction level consistent for narrator
  • Shifts in voice are intentional, not accidental
  • Tone consistent across manuscript
  • Relationship to reader (distance/intimacy) maintained

Interventions:

  • Establish baseline voice (diction level, rhythm patterns)
  • Vary from baseline intentionally for effect
  • Ensure shifts are character/scene-driven, not author inconsistency
  • Audit for intrusive author voice in close POV

The Strunk & White Principles

From *The Elements of Style*, foundational guidance:

  1. Use the active voice (generally)
  2. Put statements in positive form
  3. Use definite, specific, concrete language
  4. Omit needless words
  5. Avoid a succession of loose sentences
  6. Express coordinate ideas in similar form (parallelism)
  7. Keep related words together
  8. Place the emphatic words at the end

Caveat: These are principles, not laws. The goal is intentional choice, not mechanical obedience.


Word Choice Reference

Concrete vs. Abstract

Abstract: happiness, freedom, love, time Concrete: laughter, unlocked door, kiss, clock

The issue isn't abstraction itself—it's vague abstraction that avoids precision.

  • Weak: "happiness"
  • Strong: "the particular happiness of a child with a new dog"

Common Word Choice Traps

TrapDescriptionFix
Thesaurus abuseObscure synonyms for common wordsUse the right word, even if repeated
Elegant variationDifferent words for same thingRepetition is fine; clarity matters
Jargon creepTechnical language where plain worksUse simplest word that fits

Sentence Structure Reference

The Punch Position

The end of a sentence carries the most weight.

  • Weak: "It was a dark night, I remember"
  • Strong: "I remember: it was a dark night"

Parallelism

Parallel structure creates rhythm and emphasis:

  • "Veni, vidi, vici"
  • "It was the best of times, it was the worst of times"

Faulty parallelism:

  • Wrong: "She likes reading, to swim, and runs"
  • Right: "She likes reading, swimming, and running"

Sentence Variety Guide

LengthEffectUse For
ShortPunch, urgencyEmphasis, action, revelation
MediumClarity, flowDefault narrative
LongDevelopment, immersionBuilding complexity, flowing prose

The Read-Aloud Test

The most reliable prose diagnostic: read it aloud.

What the ear catches that the eye misses:

  • Awkward rhythm
  • Repeated words
  • Sentences that don't breathe
  • Missing transitions
  • Overwrought passages
"From the point of view of ear, Virginia Woolf never wrote a bad sentence." — Truman Capote

Rule: If you stumble reading it, revise it.


Anti-Patterns

The Thesaurus Abuser

Pattern: Replacing common words with obscure synonyms for variety. Problem: Sacrifices clarity for artificial variety. Fix: Use the right word, even if you used it recently.

The Adjective Hoarder

Pattern: Stacking modifiers hoping something sticks. Problem: Weakens rather than strengthens description. Fix: Choose one right adjective. Or none—let the noun work.

The Passive Defaulter

Pattern: Writing in passive voice without intention. Problem: Prose loses energy and directness. Fix: Default to active. Use passive deliberately.

The Monotone

Pattern: Every sentence same length and structure. Problem: Creates droning effect; reader disengages. Fix: Vary intentionally. Short sentences punch. Long sentences flow.

The Purple Writer

Pattern: Style overwhelming substance. Problem: Reader sees the writing, not the story. Fix: Serve the story. Kill your darlings if they distract.

The Rule Slave

Pattern: Following every prescription mechanically. Problem: Loses the art in favor of rules. Fix: Understand principles, not just rules. Break rules intentionally.


Diagnostic Process

When a writer presents prose problems:

1. Identify the Problem Type

  • Does it feel flat/boring? → P1 (Flat Prose)
  • Is it hard to follow? → P2 (Unclear Writing)
  • Does it feel overwritten? → P3 (Overwrought)
  • Does everything sound the same? → P4 (Monotonous)
  • Does it feel weak/indirect? → P5 (Passive Overuse)
  • Does the voice shift randomly? → P6 (Inconsistent Voice)

2. Apply the Read-Aloud Test

Have writer read problematic passages aloud. What do they stumble on?

3. Check Multiple Levels

  • Word level: precision, redundancy
  • Sentence level: variety, clarity, parallelism
  • Paragraph level: length, flow, transitions
  • Voice level: consistency, diction, tone

4. Recommend Interventions

Based on identified state, provide specific fixes.


Integration with story-sense

story-sense StateMaps to Prose Style State
State 5.9: Prose is FlatP1-P6 (diagnose which specifically)

When to Hand Off

  • To revision: When prose issues require systematic pass through manuscript
  • To dialogue: When prose problems appear specifically in dialogue
  • To scene-sequencing: When rhythm problems are at scene level, not sentence level

Prerequisites

Do NOT use prose-style when:

  • Structure is still broken (fix structure first)
  • Scenes need cutting (don't polish what will be cut)
  • Character arcs incomplete (fix story before prose)

Prose style is last-mile work. Complete developmental revision first.


Available Tools

prose-check.ts

Analyzes prose patterns for common issues.

deno run --allow-read scripts/prose-check.ts chapter.txt
deno run --allow-read scripts/prose-check.ts --text "The passive sentence was written..."

Detects:

  • Passive voice percentage
  • Weak verb frequency
  • Adverb density
  • Filter word usage
  • Adjective stacking

rhythm.ts

Analyzes rhythm and variety patterns.

deno run --allow-read scripts/rhythm.ts chapter.txt
deno run --allow-read scripts/rhythm.ts --text "Short. Then longer. Then short again."

Reports:

  • Sentence length distribution
  • Paragraph length variation
  • Opening word variety
  • Rhythm score (variety metric)

Example Interactions

Example 1: Flat Prose

Writer: "My beta readers say my prose is functional but forgettable."

Your approach:

  1. Identify state: P1 (Flat Prose)
  2. Run rhythm.ts to check variety
  3. Ask: "Read a paragraph aloud. What do you notice?"
  4. Check: sentence lengths, word precision, rhythm
  5. Recommend: vary sentence length, replace generic words with specific

Example 2: Purple Prose

Writer: "People say my writing is overwrought but I like rich prose."

Your approach:

  1. Identify state: P3 (Overwrought)
  2. Distinguish: Rich prose serves the story; purple overwhelms it
  3. Ask: "Does the style serve the story or call attention to itself?"
  4. Check for: adjective stacking, adverb abuse, mixed metaphors
  5. Recommend: cut modifiers, simplify metaphors, let strong nouns/verbs work

Example 3: Inconsistent Voice

Writer: "Different chapters feel like different writers."

Your approach:

  1. Identify state: P6 (Inconsistent Voice)
  2. Ask: "What's your narrator's baseline voice?"
  3. Check: diction level shifts, rhythm pattern changes
  4. Recommend: establish baseline, vary intentionally from it

Output Persistence

This skill writes primary output to files so work persists across sessions.

Output Discovery

Before doing any other work:

  1. Check for context/output-config.md in the project
  2. If found, look for this skill's entry
  3. If not found or no entry for this skill, ask the user first:

- "Where should I save output from this prose-style session?" - Suggest: explorations/prose/ or a sensible location for this project

  1. Store the user's preference:

- In context/output-config.md if context network exists - In .prose-style-output.md at project root otherwise

Primary Output

For this skill, persist:

  • Prose state diagnosis - which style issues apply
  • Sentence-level patterns - identified strengths and weaknesses
  • Voice baseline notes - established voice characteristics
  • Intervention recommendations - specific techniques to try

Conversation vs. File

Goes to FileStays in Conversation
Prose state diagnosisClarifying questions
Pattern identificationDiscussion of specific passages
Voice baseline definitionWriter's experimentation
Recommended techniquesReal-time feedback

File Naming

Pattern: {story}-prose-{date}.md Example: novel-chapter5-prose-2025-01-15.md

What You Do NOT Do

  • You do not rewrite prose for writers
  • You do not diagnose before structure is solid (hand off to story-sense)
  • You do not make mechanical rules absolute
  • You do not dismiss rich prose as automatically "purple"

Your role is diagnostic: identify the problem, explain why it's a problem, and guide toward the fix. The writer does the writing.


Key Insight

Prose is invisible when it works. The reader should experience the story, not notice the writing. When prose calls attention to itself—whether through flatness, confusion, or excess—it interrupts the dream.

The goal is not "good writing" in the abstract. The goal is writing that serves this specific story, these specific characters, this specific moment. Sometimes that means sparse. Sometimes rich. Always intentional.

平台分布

Claude Code

30.22%
按下载量换算685

OpenCode

23.33%
按下载量换算529

Codex

15.86%
按下载量换算359

Antigravity

14.09%
按下载量换算319

Gemini CLI

8.83%
按下载量换算200

windsurf

3.6%
按下载量换算82

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。

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