novel-evaluator

Evaluate and score story texts across market potential, innovation, and content quality dimensions.

410|79|Updated Jan 10, 2026
One-click install
npx skills add https://github.com/VanGong1999/screen-creative-skills --skill novel-evaluator-vangong1999
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: novel-evaluator
Source: https://github.com/VanGong1999/screen-creative-skills/tree/main/category/novel-screening/novel-evaluator
Command: npx skills add https://github.com/VanGong1999/screen-creative-skills --skill novel-evaluator-vangong1999

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Screening novels and story texts for film and TV adaptation requires consistent, rigorous judgment, but manual review is slow and subjective. This Skill applies a structured evaluation framework to score stories objectively and decide whether they merit further development. ## Core Features & Use Cases - Multi-Dimensional Scoring: Evaluates stories across market potential (audience fit, discussion heat, scarcity, viewership outlook), innovation (core premise, concept, story design), and content highlights (theme, setting, characters, relationships, plot). - Standardized Rating Scale: Uses a 7.4-and-below to 8.5+ scoring band with strict principles to distinguish excellent, good, passable, and weak stories. - Development Recommendations: Produces an overall verdict plus concrete follow-up suggestions for adaptation or revision. - Use Case: A content evaluator receives 50 web novel synopses for IP acquisition and uses this Skill to score each one, quickly filtering out low-potential titles and flagging the top candidates for adaptation. ## Quick Start Evaluate and score the following novel synopsis for film adaptation potential, covering market potential, innovation, and content highlights with an overall rating and development recommendation.

Frequently Asked Questions about novel-evaluator

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I evaluate a novel for film or TV adaptation potential?▼

Provide the full story text or outline along with its genre, and the evaluation covers market potential, innovation, and content highlights. Each dimension receives an analysis and score, followed by an overall rating and a development recommendation.

What criteria are used to score a story's quality?▼

Stories are scored on three dimensions: market potential (audience fit, discussion heat, scarcity, viewership outlook), innovation (core premise, concept, story design), and content highlights (theme, setting, characters, relationships, plot).

What does the story evaluation scoring scale mean?▼

Scores of 8.5 and above indicate excellent stories ready for adaptation, 8.0-8.4 means good but needing some revision, 7.5-7.9 is passable with major revisions needed, and 7.4 or below indicates weak competitiveness.

Can I evaluate a story from only a short synopsis?▼

Yes, a complete story outline or synopsis is acceptable input, though fuller texts enable deeper analysis. You should also specify the genre, such as urban romance or historical fantasy, for accurate benchmarking.

What are the limitations of automated story evaluation?▼

The evaluation is based strictly on the provided text and does not add external information or create content. It focuses on story substance rather than prose style, so literary writing quality alone will not raise scores.