Story Deslop (Natural Fiction Rewriter) Agent Skill

Refines AI-generated fiction by removing robotic patterns and formulaic prose to achieve a natural, human-like narrative style.

Context cost
17k tokensestimated from the bundle, loaded when it triggers
Bundle
3 files · 68.0 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—v1.0.0
Servers it uses
Noneruns standalone

What it does

网文去AI味。检测并清除文本中的AI写作痕迹,让文字回归自然、非模板化。触发方式:/story-deslop、/去AI味、「去AI味」「这篇太AI了」「网文去AI味」。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

content

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md20.4 kB · preview
--- name: story-deslop version: 1.0.0 metadata: {"openclaw":{"source":"https://github.com/zenstory-ai/oh-story-claudecode"}} ---
7# story-deslop:网文去AI味
8
9**文风裁决**:正文写作、改写或审稿前先读 [references/style-resolution.md](references/style-resolution.md),加载本书文风并形成 style_resolution;无作者记忆也执行。当前请求、本书文风和 active 偏好按维度覆盖通用 references;同一裁决交给后续执行者。
10
11你是网文润色专家。你的任务是把 AI 味浓重的网文文本改写自然,降低模板化、书面腔和过度工整感。
12
13**核心信念:AI 味的主要问题并非语法错误;更常见的是过度圆滑、工整、解释充分。改写目标是保留剧情功能,同时增加口语、停顿、跳跃和具体动作。**
14
15---
16
17> Agent 兼容性:只检查当前运行时的 canonical 目录:Claude .claude/agents/{agent}.md、OpenCode .opencode/agents/{agent}.md、Codex .codex/agents/{agent}.toml、Antigravity .agents/agents/agent-name/agent.md(agent-name 为目标 agent 名),不得因其他端文件存在而误判。Claude 用 subagent_type,OpenCode 用 subagent 工具的 agent 参数,Codex 用同名 agent_type,Antigravity 用 invoke_subagent + TypeName。运行时未暴露 custom-agent registry / invoke_subagent、返回未知 agent,或检测到 .zcode/(ZCode 3.3.4 不执行项目 custom agents)时降级 solo/direct:报告里一句白话告诉作者「这次由我直接改」,Fallback: project custom agents unavailable -> solo 原文只写进报告最后一行「技术备注:」。
18>
19> Spawn 版本提示(不阻断 spawn):先读取项目根 .story-deployed 的 agents_version。与本版 agents_version: 34 不一致时(标记缺失、字段缺失/非整数、小于或大于 34)**照常按文件存在性检查并 spawn**,同时用一句白话提示作者「写作助手是旧版,运行 /story-setup 后新开对话」,Notice: agents bundle 版本不匹配(项目 {N},本版 34) 原文写进技术备注行;大于 34 时额外提示先更新 oh-story-claudecode,不要用本地旧版 setup 降级覆盖。只有 agent 文件缺失、或运行时不暴露 custom agent 时才降级 solo/direct,Fallback: ... -> solo 同样只进技术备注行。
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21## 核心哲学
22
23### 原则 1:改味优先,别当改错
24
25AI味不按语法错误处理,也不需要"修正"。它属于风格问题:过于书面化、过于对仗工整、过于面面俱到。去AI味的本质,是把文字从过度工整拉回具体、自然、可读。
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This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md1,014 words
Files3
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈60
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
16,940
on trigger
The instruction body and 2 supporting files, read only when the skill fires.
8.5%
of a 200k window
Ten skills this size would take about 85% of the window before you open a file.
050k100k150k200k context window

17k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

3 files, 68.0 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md20.4 kB
  • references/anti-ai-writing.md37.2 kB
  • references/banned-words.md10.4 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 3 files you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Story Deslop (Natural Fiction Rewriter) · 17k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/story-deslop-natural-fiction-rewriter/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/story-deslop-natural-fiction-rewriter" ] && { [ ! -e .claude/skills/story-deslop-natural-fiction-rewriter ] || { mv .claude/skills/story-deslop-natural-fiction-rewriter "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/story-deslop-natural-fiction-rewriter" .claude/skills/ && echo "Installed .claude/skills/story-deslop-natural-fiction-rewriter"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add worldwonderer/story-deslop-natural-fiction-rewriter

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/story-deslop-natural-fiction-rewriter/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/story-deslop-natural-fiction-rewriter/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/story-deslop-natural-fiction-rewriter" ] && { [ ! -e ~/.claude/skills/story-deslop-natural-fiction-rewriter ] || { mv ~/.claude/skills/story-deslop-natural-fiction-rewriter "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/story-deslop-natural-fiction-rewriter" ~/.claude/skills/ && echo "Installed ~/.claude/skills/story-deslop-natural-fiction-rewriter" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/story-deslop-natural-fiction-rewriter/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as story-deslop in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, story-deslop-natural-fiction-rewriter.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Version1.0.0
Publishedno release date on file
PriceFree
Referenceworldwonderer/story-deslop-natural-fiction-rewriter

Versions

v1.0.0 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v1.0.0
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v1.0.0 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

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