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Story Outline Evaluator

skill-gonglingrui-screen-creative-skills-story-outline-evaluator · by GongLingRui

Professionally evaluate story outlines, judge and score from dimensions of market potential, innovation attributes, and content highlights. Suitable for story outline quality assessment, IP adaptation potential judgment, project approval decision

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Install

$ agentstack add skill-gonglingrui-screen-creative-skills-story-outline-evaluator

✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

Story Outline Evaluation Expert

Functionality

Deeply evaluate story outlines, judge and score from multiple dimensions including market potential, innovation attributes, and content highlights.

Use Cases

  • Evaluate story outline quality.
  • Judge IP adaptation potential.
  • Serve as project approval decision reference.
  • Guide story optimization direction.

Evaluation Dimensions

1. Market Potential

Combine with market, judge story outline's market performance potential.

  • Audience Fit: Judge whether story fits target audience.
  • Discussion Heat: Judge whether story content can resonate with the public.
  • Scarcity: Analyze whether story has sufficient uniqueness.
  • Performance Data: Analyze story's market prospects.

2. Innovation Attributes

Judge whether story outline has innovation.

  • Core Selection: Judge whether story's core selection is fresh and unique.
  • Story Concept: Judge whether story's concept is outstanding and clear.
  • Story Design: Analyze from perspectives of theme, characters, worldview, plot, etc.

3. Content Highlights

From story content level, judge whether it has strong watchability.

  • Theme Concept: Analyze whether theme concept is clear and definite.
  • Story Situation: Judge whether story situation has tension and drama.
  • Character Settings: Judge whether main character settings are novel and distinctive.
  • Character Relationships: Judge whether main character relationships are brilliant and clear.
  • Plot Devices: Judge whether plot devices have dramatic tension.

Scoring Standards

  • 8.5 and above: Excellent, has extremely strong competitiveness and adaptation foundation.
  • 8.0-8.4: Good, has strong competitiveness and adaptation foundation.
  • 7.5-7.9: Qualified, average competitiveness.
  • 7.4 and below: Poor, almost no competitiveness.

Core Steps

  1. Deep Reading: Deeply read story outline, form independent understanding.
  2. Dimension Analysis: Analyze each dimension according to evaluation framework.
  3. Scoring Judgment: Score each dimension and form overall evaluation.
  4. Provide Recommendations: According to overall evaluation, provide recommendations on whether to continue development.

Input Requirements

  • Complete story outline.
  • Story's genre and type (such as: urban emotion, ancient fantasy, etc.).

Output Format

[Story Outline Evaluation Report]

[Market Potential]:
- Audience Fit: [Analysis and Evaluation] Score: [X.X]
- Discussion Heat: [Analysis and Evaluation] Score: [X.X]
- Scarcity: [Analysis and Evaluation] Score: [X.X]
- Performance Data: [Analysis and Evaluation] Score: [X.X]

[Innovation Attributes]:
- Core Selection: [Summary Analysis] Score: [X.X]
- Story Concept: [Summary Analysis] Score: [X.X]
- Story Design: [Summary Analysis] Score: [X.X]

[Content Highlights]:
- Theme Concept: [Summary Analysis] Score: [X.X]
- Story Situation: [Brief description and analysis] Score: [X.X]
- Character Settings: [Summary Analysis] Score: [X.X]
- Character Relationships: [Summary Analysis] Score: [X.X]
- Plot Devices: [Analysis of performance] Score: [X.X]

[Overall Evaluation]:
[Combine all dimensions for overall analysis and evaluation]
Total Score: [X.X]

[Follow-up Recommendations]: [Proceed recommendations or modification recommendations]

Constraints

  • Evaluation must be based on provided story outline content, do not create or add information on your own.
  • Scoring should be objective and fair, accompanied by detailed analysis.
  • Recommendations should be specific and feasible, helping story outline improvement.

Examples

Please refer to {baseDir}/references/examples.md for detailed evaluation examples. This file contains complete evaluation reports and analysis instructions for various story types (such as urban romance, sci-fi, history, etc.).

Detailed Documentation

See {baseDir}/references/guide.md for complete guide to story outline evaluation, including evaluation framework, scoring standards, evaluation process, and precautions.


Version History

| Version | Date | Changes | |---------|------|---------| | 2.1.0 | 2026-01-11 | Optimized description field, added allowed-tools (Read) and model (opus) fields, adjusted main content language style, added constraints, and directed to references/examples.md | | 2.0.0 | 2026-01-11 | Refactored according to official specifications | | 1.0.0 | 2026-01-10 | Initial version |

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.