Agent skill

Story Summarizer

by VanGong1999 in VanGong1999/screen-creative-skills

Extract main plots and key points based on story text, generate complete story summary.

MITAuto-check passedWriting & Content

Install Story Summarizer

skills CLI
$ npx skills add VanGong1999/screen-creative-skills --skill story-summarizer -a claude-code

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

GitHub CLI
$ gh skill install VanGong1999/screen-creative-skills story-summarizer --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/english-version/category/story-analysis/story-summarizer .claude/skills/story-summarizer && 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
story-summarizer
GitHub stars
446
Token cost
~1k tokens
SKILL.md length
257 words
Files
2 (incl. references)
Skills in repo
62
Repo updated
First seen
Licence
MIT

At a glance

Extract main plots and key points based on story text, generate complete story summary.

  • Works in 5 steps: Careful Reading: Carefully read story… → Main Plot Identification: Identify… → Key Point Extraction: Extract key points… → …
  • Writing & Content work in your project
  • SKILL.md covers Functionality, Use Cases, Core Steps and Input Requirements, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Story Summarizer is an agent skill from VanGong1999/screen-creative-skills. Extract main plots and key points based on story text, generate complete story summary. Suitable for quickly understanding story content, script adaptation, project promotion

Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/examples.md`). Compatibility notes: Claude Code 1.0+

It sits in Writing & Content. 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

  • Writing & Content work in your project

Example prompts

  • “/story-summarizer”

Requirements

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

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Careful Reading: Carefully read story text, understand overall content.
  2. Main Plot Identification: Identify story's main plot lines.
  3. Key Point Extraction: Extract key points of story.
  4. Development Organization: Organize story development process.
  5. Summary Generation: Generate complete story summary.

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

Story Summarizer loads about 1k tokens when it runs, and up to ~3.9k if it reads all its reference files. Until then it costs about 48 tokens; SKILL.md has 257 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~48
When it runs · the whole SKILL.md, loaded when a task matches
~1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.9k

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). 257 words, ~1,005 tokens.

Download SKILL.mdSave it as .claude/skills/story-summarizer/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
story-summarizer
description
Extract main plots and key points based on story text, generate complete story summary. Suitable for quickly understanding story content, script adaptation, project promotion
allowed-tools
Read
compatibility
Claude Code 1.0+
category
story-analysis
version
2.1.0
last_updated
2026-01-11
license
MIT
maintainer
Gong Fan
model
opus

Story Summary Generation Expert

Functionality

Extract main plots and key points based on story text content, generate complete story summary.

Use Cases

  • Quickly understand story main content and plot development.
  • Provide story summary for script adaptation or film and TV development.
  • Create story introduction for project promotion materials.
  • Provide story overview for subsequent in-depth analysis.

Core Steps

  1. Careful Reading: Carefully read story text, understand overall content.
  2. Main Plot Identification: Identify story's main plot lines.
  3. Key Point Extraction: Extract key points of story.
  4. Development Organization: Organize story development process.
  5. Summary Generation: Generate complete story summary.

Input Requirements

  • Story Text: Complete original story text (novels, scripts, story outlines, etc.).
  • Recommended Text Length: 300+ words.

Output Format

[Story Summary]

[Story Background]
[Describe background, environmental settings, etc. where story takes place]

[Main Plot]
[Describe main plot development of story]

[Story Development]
[Describe story development process in chronological order]

[Key Turning Points]
[Describe key turning points and important changes in story]

[Story Ending]
[Describe story's ending and final state]

Constraints

  • Summary should be concise and complete, usually 200-500 words.
  • Strictly summarize according to story original content, do not create on your own.
  • Maintain accuracy and completeness of plot.
  • Include core elements of story: characters, events, conflicts, endings.

Examples

See {baseDir}/references/examples.md directory for more detailed examples:

  • examples.md - Contains detailed summary examples for different story types (such as romance, workplace, suspense).

Detailed Documentation

See {baseDir}/references/examples.md for detailed guidance and cases on story summary generation.


Version History

VersionDateChanges
2.1.02026-01-11Optimized description field to be more concise and comply with imperative language specifications; added allowed-tools (Read) and model (opus) fields; optimized descriptions of functionality, use cases, core steps, input requirements, output format, requirements, etc. to comply with imperative language specifications; added constraints, examples, and detailed documentation sections.
2.0.02026-01-11Refactored according to official specifications
1.0.02026-01-10Initial version

© 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 1 other file (references) in english-version/category/story-analysis/story-summarizer of VanGong1999/screen-creative-skills.

  • SKILL.md
  • references/examples.md

Open the folder on GitHubat commit 6ced54f

Compare with similar skills

Story Summarizer 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.

Story Summarizer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Story Summarizer this skillVanGong1999/screen-creative-skills446—~1kAutomated safety check: PassMIT
Socialcoreyhaines31/marketingskills54k4 repos~4.5kAutomated safety check: PassMIT
HumanizerAzure-Samples/interview-coach-agent-framework17338 repos~5.8kAutomated safety check: PassMIT
Avoid AI Writingconorbronsdon/avoid-ai-writing4.9k3 repos~8.1kAutomated safety check: PassMIT
JavaScript Concept Fact Checkerleonardomso/33-js-concepts67k1 repos~5kAutomated safety check: PassMIT
User-Facing Text Cleanupguillaumemeyer/watermarks-remover24k—~3.5kAutomated safety check: PassMIT

Similar skills

  • Social

    coreyhaines31/marketingskills

    When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, or Facebook, or wants to do social listening and engagement triage.

    54k GitHub starsUsed in 4 repos~4.5k tokens
    Writing & ContentAuto-check passed
  • Humanizer

    Azure-Samples/interview-coach-agent-framework

    Official

    Remove signs of AI-generated writing from text. An agent skill from Azure-Samples/interview-coach-agent-framework.

    173 GitHub starsUsed in 38 repos~5.8k tokens
    Writing & ContentAuto-check passed
  • Avoid AI Writing

    conorbronsdon/avoid-ai-writing

    Audit and rewrite content to remove AI writing patterns ("AI-isms").

    4.9k GitHub starsUsed in 3 repos~8.1k tokens
    Writing & ContentAuto-check passed
  • JavaScript Concept Fact Checker

    leonardomso/33-js-concepts

    Verifies the technical accuracy of JavaScript concept pages by checking code examples, MDN and ECMAScript claims and external links through a five-phase method.

    67k GitHub starsUsed in 1 repo~5k tokens
    Writing & ContentAuto-check passed
  • User-Facing Text Cleanup

    guillaumemeyer/watermarks-remover

    Audits prose for invisible Unicode characters and rewrites it while keeping facts, citations, code and required disclosures unchanged and the writer's voice intact.

    24k GitHub stars~3.5k tokensUpdated 2 days ago
    Writing & ContentAuto-check passed
  • Install Anti Slop

    trycompai/crm

    Install and configure the anti-slop Oxlint plugin in a local TypeScript or JavaScript repository.

    11k GitHub starsUsed in 1 repo~881 tokens
    Writing & ContentAuto-check passed

More from VanGong1999/screen-creative-skills

All 62 skills in this repo
  • Drama Creator

    VanGong1999/screen-creative-skills

    Create vertical short drama scripts covering macro construction, episode writing, precise optimization, and creative ideation using Emotional Spring Theory.

    446 GitHub stars~2.1k tokensUpdated 4 mo ago
    Auto-check passed
  • Drama Workflow

    VanGong1999/screen-creative-skills

    Orchestrate the full plot-point dramatic function analysis pipeline — text preprocessing, parallel segment analysis, result integration, and report generation — for long-form story content.

    446 GitHub stars~850 tokensUpdated 4 mo ago
    Auto-check passed
  • Novel Evaluator

    VanGong1999/screen-creative-skills

    Evaluate and score story text across market potential, innovation attributes, and content highlights dimensions, producing structured scoring reports with development recommendations.

    446 GitHub stars~1.2k tokensUpdated 4 mo ago
    Auto-check passed
  • Script Evaluator

    VanGong1999/screen-creative-skills

    Evaluate film and TV scripts across ideological, artistic, and entertainment value dimensions, producing structured scoring reports with follow-up recommendations.

    446 GitHub stars~1.4k tokensUpdated 4 mo ago
    Auto-check passed
  • Story Five Elements

    VanGong1999/screen-creative-skills

    Analyze five core story elements — genre type, story summary, character biographies, character relationships, and major plot points — producing a structured comprehensive report with optional mind…

    446 GitHub stars~781 tokensUpdated 4 mo ago
    Auto-check passed
  • Character Profile

    VanGong1999/screen-creative-skills

    基于故事文本分析人物特征,生成详细的人物小传。适用于深度理解故事人物设定、为演员塑造角色提供参考、为剧本创作建立人物档案

    446 GitHub stars~609 tokensUpdated 4 mo ago
    Auto-check passed

Questions about Story Summarizer

What does Story Summarizer do?

Extract main plots and key points based on story text, generate complete story summary. Story Summarizer is an agent skill from VanGong1999/screen-creative-skills. Extract main plots and key points based on story text, generate complete story summary.

When should I use Story Summarizer?

Story Summarizer fits situations like: writing & Content work in your project.

How do I install Story Summarizer in Claude Code?

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

How do I install Story Summarizer in Codex?

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

Can I use Story Summarizer 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 story-summarizer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/story-summarizer, .gemini/skills/story-summarizer, .github/skills/story-summarizer and .opencode/skills/story-summarizer in your project.

What does Story Summarizer need to run?

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

Does Story Summarizer 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 Story Summarizer 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 Story Summarizer use?

Story Summarizer 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 Story Summarizer use?

About 1k tokens (SKILL.md is roughly 4k 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 2.9k tokens, read only when the agent opens those files.

What are the alternatives to Story Summarizer?

Skills that share tags, products or a category with Story Summarizer: Social (coreyhaines31/marketingskills, 54k stars), Humanizer (Azure-Samples/interview-coach-agent-framework, 173 stars), Avoid AI Writing (conorbronsdon/avoid-ai-writing, 4.9k stars) and JavaScript Concept Fact Checker (leonardomso/33-js-concepts, 67k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Story Summarizer?

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.