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Script Evaluator

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VanGong1999
script-evaluator

Evaluate film and TV scripts across ideological, artistic, and entertainment value dimensions, producing structured scoring reports with follow-up recommendations. Use when assessing script development quality, determining modification direction, reviewing scripts before project approval, or benchmarking screenwriter capabilities.

Overview

PublisherVanGong1999
Repositoryscreen-creative-skills
Skill namescript-evaluator
Stars
474
Forks
85
Bundled files
2
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 2 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by VanGong1999 on GitHub. Read the source before you install it.

Installation

Install the Script Evaluator AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/evaluation/script-evaluator
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/VanGong1999/screen-creative-skills.git /tmp/screen-creative-skills
mkdir -p .claude/skills
cp -r /tmp/screen-creative-skills/english-version/category/evaluation/script-evaluator .claude/skills/script-evaluator
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Script Evaluator in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Script Evaluator on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Script Evaluator is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Film and TV Script Evaluation Expert

Functionality

Deeply read film and TV scripts, conduct professional evaluation and scoring from three dimensions: ideological, artistic, and entertainment value.

Evaluation Dimensions

1. Ideological Value (Positive / Neutral / Negative)

Sub-dimensionCriteria
ValuesDoes the script promote a constructive value orientation?
Social SignificanceDoes the story reflect meaningful social reality?

2. Artistic Value (Excellent / Acceptable / Lacking)

Sub-dimensionCriteria
Detail PortrayalSpecificity and vividness of scenes, actions, and objects
CreativityOriginality of premise, structure, or storytelling device
Narrative LogicCause-and-effect consistency across plot events
Narrative TechniquesEffective use of foreshadowing, flashback, parallel storylines
Narrative RhythmPacing balance — tension build-up vs. release across acts
Dialogue ExpressionCharacter voice distinctiveness, subtext, and economy of words

3. Entertainment Value (scored 1.0–10.0)

Sub-dimensionCriteria
Audience BaseAlignment with target demographic expectations and genre conventions
TopicalityRelevance to current cultural trends or evergreen themes
Genre StyleConsistency and effective use of genre tropes
Character ShapingDepth, arc, and memorability of characters
Character RelationshipsDynamic tension and evolution of interpersonal bonds
Plot DevicesEffectiveness of hooks, reversals, and climax construction

Scoring Standards

  • 8.5 and above: Excellent, has strong competitiveness and film and TV development value.
  • 8.0-8.4: Good, has strong competitiveness and film and TV development value.
  • 7.5-7.9: Qualified, average competitiveness.
  • 7.4 and below: Poor, almost no competitiveness.

Workflow

  1. Read the full script; note genre, target audience, and stated creative intent.
  2. Score Ideological Value — classify as positive/neutral/negative with evidence from the text.
  3. Score Artistic Value — rate each of the six sub-dimensions (1.0–10.0) with one-sentence justification per score.
  4. Score Entertainment Value — rate each of the six sub-dimensions (1.0–10.0) with one-sentence justification per score.
  5. Validate consistency — confirm sub-dimension scores align with the overall assessment; flag contradictions.
  6. Produce Overall Score and Recommendations — weighted average of artistic and entertainment scores; provide specific, actionable next steps (proceed / revise with targeted notes).

Input Requirements

  • Complete film and TV script or script segments
  • Script type and genre (such as: urban emotion, ancient fantasy, etc.)

Output Format

[Script Evaluation Report]

[Ideological Value]: [Overall Qualification]
- Values: [Analysis and Evaluation]
  Qualification: [Positive/Neutral/Negative]

- Social Significance: [Analysis and Evaluation]
  Qualification: [Positive/Neutral/Negative]

[Artistic Value]: [Overall Qualification]
- Detail Portrayal: [Analysis and Evaluation] Score: [X.X]
- Creativity Presentation: [Analysis and Evaluation] Score: [X.X]
- Narrative Logic: [Analysis and Evaluation] Score: [X.X]
- Narrative Techniques: [Analysis and Evaluation] Score: [X.X]
- Narrative Rhythm: [Analysis and Evaluation] Score: [X.X]
- Dialogue Expression: [Analysis and Evaluation] Score: [X.X]

[Entertainment Value]:
- Audience Base: [Analysis and Evaluation] Score: [X.X]
- Topicality: [Analysis and Evaluation] Score: [X.X]
- Genre Style: [Analysis and Evaluation] Score: [X.X]
- Character Shaping: [Analysis and Evaluation] Score: [X.X]
- Character Relationships: [Analysis and Evaluation] Score: [X.X]
- Plot Devices: [Analysis and Evaluation] Score: [X.X]

[Overall Evaluation]: Score: [X.X]
[Overall analysis and evaluation]

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

Constraints

  • Evaluation must be based on provided script 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 script improvement.

Resources

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Script Evaluator AI skill do?

Evaluate film and TV scripts across ideological, artistic, and entertainment value dimensions, producing structured scoring reports with follow-up recommendations. Use when assessing script development quality, determining modification direction, reviewing scripts before project approval, or benchmarking screenwriter capabilities.

Why use Script Evaluator on TypingMind?

Because you install it once and use it with any model. Script Evaluator is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Script Evaluator in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/evaluation/script-evaluator. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Script Evaluator?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Script Evaluator?

As many as you like. As long as a model supports skills, you can use Script Evaluator with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Script Evaluator AI skill free?

Yes. It is published on GitHub by VanGong1999 under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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