Agent skill

Novel Evaluator

by VanGong1999 in VanGong1999/screen-creative-skills

严格细致判断与评分故事文本,从市场潜力、创新属性、内容亮点维度分析质量。适用于小说初筛选、多维度评估打分. An agent skill from VanGong1999/screen-creative-skills.

MITAuto-check passedWriting & Content

Install Novel Evaluator

skills CLI
$ npx skills add VanGong1999/screen-creative-skills --skill novel-evaluator -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install VanGong1999/screen-creative-skills novel-evaluator --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/VanGong1999/screen-creative-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/category/novel-screening/novel-evaluator .claude/skills/novel-evaluator && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
novel-evaluator
GitHub stars
446
Token cost
~715 tokens
SKILL.md length
102 words
Files
3 (incl. references)
Skills in repo
62
Repo updated
First seen
Licence
MIT

At a glance

严格细致判断与评分故事文本,从市场潜力、创新属性、内容亮点维度分析质量。适用于小说初筛选、多维度评估打分. An agent skill from VanGong1999/screen-creative-skills.

  • Works in 3 steps: 市场潜力 → 创新属性 → 内容亮点
  • Tasks that involve Creative writing and fiction
  • SKILL.md covers 功能, 使用场景, 评估维度 and 评分标准, plus 7 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Novel Evaluator is an agent skill from VanGong1999/screen-creative-skills. 严格细致判断与评分故事文本,从市场潜力、创新属性、内容亮点维度分析质量。适用于小说初筛选、多维度评估打分

Its SKILL.md is about 720 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/examples.md` and `references/guide.md`). Compatibility notes: Claude Code 1.0+

It sits in Writing & Content, covering Creative writing and fiction. The repository describes itself as: Skills for Film and Television Creation Agents|31 个影视创作评估策划Agent Skills|AI影视自动化工作流|竖屏短剧长剧IP改编|情节题材提炼|剧本小说IP创作策划评估|人物小传|拉片人物剧集故事五元素分析|大纲生成|. The licence is MIT.

When your agent uses it

  • Tasks that involve Creative writing and fiction

Example prompts

  • “/novel-evaluator”

Requirements

  • Compatibility (from SKILL.md): Claude Code 1.0+
  • Pre-approved tools (allowed-tools): Read

Workflow steps

3 steps, taken from the step headings in SKILL.md.

  1. 市场潜力
  2. 创新属性
  3. 内容亮点

What it can do on your machine

Read from SKILL.md and the folder at commit 6ced54f. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Claude Code 1.0+

    From compatibility in the SKILL.md frontmatter.

Context cost

Novel Evaluator loads about 715 tokens when it runs, and up to ~3.4k if it reads all its reference files. Until then it costs about 17 tokens; SKILL.md has 102 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~17
When it runs · the whole SKILL.md, loaded when a task matches
~715
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from VanGong1999/screen-creative-skills at commit 6ced54f, republished under its MIT licence (© VanGong1999). 102 words, ~715 tokens.

Download SKILL.mdSave it as .claude/skills/novel-evaluator/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
novel-evaluator
description
严格细致判断与评分故事文本,从市场潜力、创新属性、内容亮点维度分析质量。适用于小说初筛选、多维度评估打分
allowed-tools
Read
compatibility
Claude Code 1.0+
category
novel-screening
version
2.1.0
last_updated
2026-01-11
license
MIT
maintainer
宫凡
model
opus

资深的故事评估专家(小说版)

功能

对故事文本进行严格细致的评估和评分,从市场潜力、创新属性、内容亮点等多维度分析故事质量。

使用场景

  • 进行小说初筛选,快速判断作品价值。
  • 对故事文本进行多维度评估打分。
  • 为IP改编潜力提供判断依据。
  • 指导故事创作和优化方向。

评估维度

1. 市场潜力

判断故事在市场上的表现潜力。

  • 受众适合度: 判断故事是否贴合目标受众。
  • 讨论热度: 判断故事内容是否能引起较大讨论热度。
  • 稀缺性: 分析故事是否有足够的独特性。
  • 播放数据: 分析故事的市场前景。
2. 创新属性

判断故事是否具备创新性。

  • 核心选点: 判断故事的核心选点是否新鲜独特。
  • 故事概念: 判断故事的概念是否突出、鲜明。
  • 故事设计: 从主题、人物、世界观、情节等角度分析故事设计是否有独创性。
3. 内容亮点

从故事内容层面判断是否具备较强的可看性。

  • 主题立意: 分析主题立意是否清晰、明确。
  • 故事情境: 判断故事情境是否有张力与戏剧性。
  • 人物设定: 判断人物设定是否新颖有特点。
  • 人物关系: 判断人物关系是否出彩鲜明。
  • 情节桥段: 判断情节桥段是否有戏剧张力。

评分标准

  • 8.5分及以上: 优秀,具备极强的竞争力和改编基础。
  • 8.0-8.4分: 良好,具备较强的竞争力和改编基础。
  • 7.5-7.9分: 合格,竞争力一般。
  • 7.4分及以下: 较差,几乎没有竞争力。

核心步骤

  1. 深入阅读: 深入阅读故事文本,形成独立理解。
  2. 维度评分: 根据评估维度对故事进行严格、细致地分析和评分。
  3. 总体评价: 形成总体评价与评分,给出是否继续开发的建议。

输入要求

  • 完整的故事文本或故事大纲。
  • 故事的题材与类型(如:都市情感、古装玄幻等)。

输出格式

【市场潜力】:
- 受众适合度:[分析与评估] 评分:[打分]
- 讨论热度:[分析与评估] 评分:[打分]
- 稀缺性:[分析与评估] 评分:[打分]
- 播放数据:[分析与评估] 评分:[打分]

【创新属性】:
- 核心选点:[综述分析] 评分:[打分]
- 故事概念:[综述分析] 评分:[打分]
- 故事设计:[综述分析] 评分:[打分]

【内容亮点】:
- 主题立意:[分析] 评分:[打分]
- 故事情境:[分析] 评分:[打分]
- 人物设定:[分析] 评分:[打分]
- 人物关系:[分析] 评分:[打分]
- 情节桥段:[分析] 评分:[打分]

【总体评价】:[分析与评价] 总评分:[打分]
【跟进建议】:[开发建议]

约束条件

  • 评估需基于提供的故事文本内容,不自行创作或添加信息。
  • 评分应客观公正,并附有详细分析。
  • 建议需具体可行,有助于故事改进。

示例

请参见 {baseDir}/references/examples.md 获取详细评估示例。该文件包含了多种故事类型(如都市逆袭、甜宠爱情、悬疑推理等)的完整评估报告和分析说明。

详细文档

参见 {baseDir}/references/ 目录获取更多文档:

  • guide.md - 完整评估指南和框架说明
  • examples.md - 更多场景示例

版本历史

版本日期变更
2.1.02026-01-11优化 description 字段,使其更精简并符合命令式语言规范;添加 allowed-tools (Read) 和 model (opus) 字段;优化功能、使用场景、评估维度、评分标准、核心步骤的描述,使其更符合命令式语言规范;添加约束条件和示例部分。
2.0.02026-01-11按官方规范重构
1.0.02026-01-10初始版本

© VanGong1999, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 2 other files (references) in category/novel-screening/novel-evaluator of VanGong1999/screen-creative-skills.

  • SKILL.md
  • references/examples.md
  • references/guide.md

Open the folder on GitHubat commit 6ced54f

Compare with similar skills

Novel Evaluator next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Novel Evaluator compared with similar skills
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Short Web Fiction Trend Scanzenstory-ai/oh-story-claudecode7.4k2 repos~1.2kAutomated safety check: PassMIT
InkOS Creative HarnessNarcooo/inkos10k1 repos~1.1kAutomated safety check: PassAGPL-3.0
Novel Arteternityspring/shuohao-skills4.3k—~1.1kAutomated safety check: NotesApache-2.0
SepiaNanako0129/sepia3.1k—~3.6kAutomated safety check: PassMIT

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Questions about Novel Evaluator

What does Novel Evaluator do?

严格细致判断与评分故事文本,从市场潜力、创新属性、内容亮点维度分析质量。适用于小说初筛选、多维度评估打分. An agent skill from VanGong1999/screen-creative-skills. Novel Evaluator is an agent skill from VanGong1999/screen-creative-skills.

When should I use Novel Evaluator?

Novel Evaluator fits situations like: tasks that involve Creative writing and fiction.

How do I install Novel Evaluator in Claude Code?

Run `npx skills add VanGong1999/screen-creative-skills --skill novel-evaluator -a claude-code`. Or copy the skill folder (category/novel-screening/novel-evaluator in VanGong1999/screen-creative-skills) into .claude/skills/novel-evaluator in your project. Claude Code loads it when a task matches its description.

How do I install Novel Evaluator in Codex?

Run `npx skills add VanGong1999/screen-creative-skills --skill novel-evaluator -a codex`. Or copy the skill folder (category/novel-screening/novel-evaluator in VanGong1999/screen-creative-skills) into .agents/skills/novel-evaluator in your project. Codex loads it when a task matches its description.

Can I use Novel Evaluator in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add VanGong1999/screen-creative-skills --skill novel-evaluator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/novel-evaluator, .gemini/skills/novel-evaluator, .github/skills/novel-evaluator and .opencode/skills/novel-evaluator in your project.

What does Novel Evaluator need to run?

SKILL.md names no scripts, command-line tools or credentials: Novel Evaluator is instructions for the agent only. Its frontmatter pre-approves these tools: Read. Compatibility (from SKILL.md): Claude Code 1.0+.

Does Novel Evaluator access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Novel Evaluator safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Novel Evaluator use?

Novel Evaluator is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Novel Evaluator use?

About 715 tokens (SKILL.md is roughly 2.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.7k tokens, read only when the agent opens those files.

What are the alternatives to Novel Evaluator?

Skills that share tags, products or a category with Novel Evaluator: Story Multi-Perspective Review (zenstory-ai/oh-story-claudecode, 7.4k stars), Short Web Fiction Trend Scan (zenstory-ai/oh-story-claudecode, 7.4k stars), InkOS Creative Harness (Narcooo/inkos, 10k stars) and Novel Art (eternityspring/shuohao-skills, 4.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Novel Evaluator?

VanGong1999 (a GitHub user) maintains it in VanGong1999/screen-creative-skills, which has 446 GitHub stars. The repository holds 62 skills in this directory. The repository was last updated on May 26, 2026.

Source: VanGong1999/screen-creative-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.