Arize Evaluator
github/awesome-copilot
Handles LLM-as-judge evaluation workflows on Arize including creating/updating evaluators, running evaluations on spans or experiments, managing tasks, trigger-run operations, column mapping, and…
Evaluate film and TV scripts across ideological, artistic, and entertainment value dimensions, producing structured scoring reports with follow-up recommendations.
MITAuto-check passed
Install Script Evaluator
$ npx skills add VanGong1999/screen-creative-skills --skill script-evaluator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install VanGong1999/screen-creative-skills script-evaluator --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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/evaluation/script-evaluator .claude/skills/script-evaluator && rm -rf skills-srcUse ~/.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/
Install the "script-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/evaluation/script-evaluator into .claude/skills/script-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "script-evaluator", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/evaluation/script-evaluatorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add VanGong1999/screen-creative-skills --skill script-evaluator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install VanGong1999/screen-creative-skills script-evaluator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/VanGong1999/screen-creative-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/english-version/category/evaluation/script-evaluator .agents/skills/script-evaluator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "script-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/evaluation/script-evaluator into .agents/skills/script-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "script-evaluator", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add VanGong1999/screen-creative-skills --skill script-evaluator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install VanGong1999/screen-creative-skills script-evaluator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/VanGong1999/screen-creative-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/english-version/category/evaluation/script-evaluator .cursor/skills/script-evaluator && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "script-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/evaluation/script-evaluator into .cursor/skills/script-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "script-evaluator", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/VanGong1999/screen-creative-skills.git --path english-version/category/evaluation/script-evaluator--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add VanGong1999/screen-creative-skills --skill script-evaluator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install VanGong1999/screen-creative-skills script-evaluator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/VanGong1999/screen-creative-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/english-version/category/evaluation/script-evaluator .gemini/skills/script-evaluator && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "script-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/evaluation/script-evaluator into .gemini/skills/script-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "script-evaluator", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install VanGong1999/screen-creative-skills script-evaluatorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add VanGong1999/screen-creative-skills --skill script-evaluator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/VanGong1999/screen-creative-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/english-version/category/evaluation/script-evaluator .github/skills/script-evaluator && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "script-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/evaluation/script-evaluator into .github/skills/script-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "script-evaluator", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add VanGong1999/screen-creative-skills --skill script-evaluator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install VanGong1999/screen-creative-skills script-evaluator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/VanGong1999/screen-creative-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/english-version/category/evaluation/script-evaluator .opencode/skills/script-evaluator && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "script-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/evaluation/script-evaluator into .opencode/skills/script-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "script-evaluator", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
script-evaluator- GitHub stars
- 445
- Token cost
- ~1.4k tokens
- SKILL.md length
- 430 words
- Files
- 3 (incl. references)
- Skills in repo
- 62
- Repo updated
- First seen
- Licence
- MIT
At a glance
Evaluate film and TV scripts across ideological, artistic, and entertainment value dimensions, producing structured scoring reports with follow-up recommendations.
- Works in 3 steps: Ideological Value (Positive / Neutral /… → Artistic Value (Excellent / Acceptable /… → Entertainment Value (scored 1.0–10.0)
- Assessing script development quality
- SKILL.md covers Functionality, Evaluation Dimensions, Scoring Standards and Workflow, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Script Evaluator is an agent skill from VanGong1999/screen-creative-skills. 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.
Its SKILL.md is about 1.4k 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+
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
- Assessing script development quality
- Determining modification direction
- Reviewing scripts before project approval
- Benchmarking screenwriter capabilities
Example prompts
- “/script-evaluator”
Requirements
- Compatibility (from SKILL.md): Claude Code 1.0+
- Pre-approved tools (allowed-tools): Read, Write
Workflow steps
3 steps, taken from the step headings in SKILL.md.
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:
ReadWrite
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
Script Evaluator loads about 1.4k tokens when it runs, and up to ~5.8k if it reads all its reference files. Until then it costs about 87 tokens; SKILL.md has 430 words of instructions outside code blocks.
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). 430 words, ~1,365 tokens.
Download SKILL.mdSave it as
.claude/skills/script-evaluator/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.- name
- script-evaluator
- description
- 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.
- allowed-tools
- Read, Write
- compatibility
- Claude Code 1.0+
- license
- MIT
- metadata.category
- evaluation
- metadata.version
- 2.1.0
- metadata.last_updated
- 2026-01-11
- metadata.maintainer
- Gong Fan
- metadata.model
- opus
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-dimension | Criteria |
|---|---|
| Values | Does the script promote a constructive value orientation? |
| Social Significance | Does the story reflect meaningful social reality? |
2. Artistic Value (Excellent / Acceptable / Lacking)
| Sub-dimension | Criteria |
|---|---|
| Detail Portrayal | Specificity and vividness of scenes, actions, and objects |
| Creativity | Originality of premise, structure, or storytelling device |
| Narrative Logic | Cause-and-effect consistency across plot events |
| Narrative Techniques | Effective use of foreshadowing, flashback, parallel storylines |
| Narrative Rhythm | Pacing balance — tension build-up vs. release across acts |
| Dialogue Expression | Character voice distinctiveness, subtext, and economy of words |
3. Entertainment Value (scored 1.0–10.0)
| Sub-dimension | Criteria |
|---|---|
| Audience Base | Alignment with target demographic expectations and genre conventions |
| Topicality | Relevance to current cultural trends or evergreen themes |
| Genre Style | Consistency and effective use of genre tropes |
| Character Shaping | Depth, arc, and memorability of characters |
| Character Relationships | Dynamic tension and evolution of interpersonal bonds |
| Plot Devices | Effectiveness 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.
Show full SKILL.md (216 more words)Show less
Workflow
- Read the full script; note genre, target audience, and stated creative intent.
- Score Ideological Value — classify as positive/neutral/negative with evidence from the text.
- Score Artistic Value — rate each of the six sub-dimensions (1.0–10.0) with one-sentence justification per score.
- Score Entertainment Value — rate each of the six sub-dimensions (1.0–10.0) with one-sentence justification per score.
- Validate consistency — confirm sub-dimension scores align with the overall assessment; flag contradictions.
- 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.
Examples
Please refer to {baseDir}/references/examples.md for detailed evaluation examples. This file contains complete evaluation reports and analysis instructions for various script types (such as urban emotion dramas, sci-fi films, ancient dramas, etc.).
Detailed Documentation
See {baseDir}/references/ directory for more documentation:
guide.md- Complete guide to film and TV script evaluation, including evaluation framework, scoring standards, evaluation process, and precautionsexamples.md- Detailed evaluation examples
© 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 english-version/category/evaluation/script-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
Script 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Script Evaluator this skillVanGong1999/screen-creative-skills | 445 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Arize Evaluatorgithub/awesome-copilot | 40k | 2 repos | ~8.1k | Automated safety check: Notes | MIT | |
| LLM Evaluationdavila7/claude-code-templates | 32k | 13 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Agent Evaluationsickn33/agentic-awesome-skills | 47k | 1 repos | ~2k | Automated safety check: Pass | MIT | |
| EvaluatorsArize-ai/phoenix | 12k | — | ~1.7k | Automated safety check: Pass | Custom licence | |
| Agent Evaluation Reportingsickn33/agentic-awesome-skills | 47k | 1 repos | ~2.1k | Automated safety check: Pass | MIT |
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Questions about Script Evaluator
What does Script Evaluator do?
Evaluate film and TV scripts across ideological, artistic, and entertainment value dimensions, producing structured scoring reports with follow-up recommendations. Script Evaluator is an agent skill from VanGong1999/screen-creative-skills. Evaluate film and TV scripts across ideological, artistic, and entertainment value dimensions, producing structured scoring reports with follow-up recommendations.
When should I use Script Evaluator?
Script Evaluator fits situations like: assessing script development quality; determining modification direction; reviewing scripts before project approval; benchmarking screenwriter capabilities.
How do I install Script Evaluator in Claude Code?
Run `npx skills add VanGong1999/screen-creative-skills --skill script-evaluator -a claude-code`. Or copy the skill folder (english-version/category/evaluation/script-evaluator in VanGong1999/screen-creative-skills) into .claude/skills/script-evaluator in your project. Claude Code loads it when a task matches its description.
How do I install Script Evaluator in Codex?
Run `npx skills add VanGong1999/screen-creative-skills --skill script-evaluator -a codex`. Or copy the skill folder (english-version/category/evaluation/script-evaluator in VanGong1999/screen-creative-skills) into .agents/skills/script-evaluator in your project. Codex loads it when a task matches its description.
Can I use Script 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 script-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/script-evaluator, .gemini/skills/script-evaluator, .github/skills/script-evaluator and .opencode/skills/script-evaluator in your project.
What does Script Evaluator need to run?
SKILL.md names no scripts, command-line tools or credentials: Script Evaluator is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write. Compatibility (from SKILL.md): Claude Code 1.0+.
Does Script 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 Script 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 Script Evaluator use?
Script 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 Script Evaluator use?
About 1.4k tokens (SKILL.md is roughly 5.5k 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 4.5k tokens, read only when the agent opens those files.
What are the alternatives to Script Evaluator?
Skills that share tags, products or a category with Script Evaluator: Arize Evaluator (github/awesome-copilot, 40k stars), LLM Evaluation (davila7/claude-code-templates, 32k stars), Agent Evaluation (sickn33/agentic-awesome-skills, 47k stars) and Evaluators (Arize-ai/phoenix, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Script Evaluator?
VanGong1999 (a GitHub user) maintains it in VanGong1999/screen-creative-skills, which has 445 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.