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…
依据竖屏短剧评估标准，从核心爽点、故事类型等维度评估打分。适用于评估故事改编为竖屏短剧的潜力、分析市场竞争力. An agent skill from VanGong1999/screen-creative-skills.
MITAuto-check passed
Install Drama Evaluator
$ npx skills add VanGong1999/screen-creative-skills --skill drama-evaluator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install VanGong1999/screen-creative-skills drama-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/category/evaluation/drama-evaluator .claude/skills/drama-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 "drama-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/category/evaluation/drama-evaluator into .claude/skills/drama-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drama-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/category/evaluation/drama-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 drama-evaluator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install VanGong1999/screen-creative-skills drama-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/category/evaluation/drama-evaluator .agents/skills/drama-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 "drama-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/category/evaluation/drama-evaluator into .agents/skills/drama-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drama-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 drama-evaluator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install VanGong1999/screen-creative-skills drama-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/category/evaluation/drama-evaluator .cursor/skills/drama-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 "drama-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/category/evaluation/drama-evaluator into .cursor/skills/drama-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drama-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 category/evaluation/drama-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 drama-evaluator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install VanGong1999/screen-creative-skills drama-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/category/evaluation/drama-evaluator .gemini/skills/drama-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 "drama-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/category/evaluation/drama-evaluator into .gemini/skills/drama-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drama-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 drama-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 drama-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/category/evaluation/drama-evaluator .github/skills/drama-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 "drama-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/category/evaluation/drama-evaluator into .github/skills/drama-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drama-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 drama-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 drama-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/category/evaluation/drama-evaluator .opencode/skills/drama-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 "drama-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/category/evaluation/drama-evaluator into .opencode/skills/drama-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drama-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
drama-evaluator- GitHub stars
- 446
- Token cost
- ~760 tokens
- SKILL.md length
- 118 words
- Files
- 5 (incl. references)
- Skills in repo
- 62
- Repo updated
- First seen
- Licence
- MIT
At a glance
依据竖屏短剧评估标准，从核心爽点、故事类型等维度评估打分。适用于评估故事改编为竖屏短剧的潜力、分析市场竞争力. An agent skill from VanGong1999/screen-creative-skills.
- Works in 5 steps: 核心爽点 → 故事类型 → 人物设定 → …
- SKILL.md covers 功能, 使用场景, 评估维度 and 评分标准, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Drama Evaluator is an agent skill from VanGong1999/screen-creative-skills. 依据竖屏短剧评估标准，从核心爽点、故事类型等维度评估打分。适用于评估故事改编为竖屏短剧的潜力、分析市场竞争力
Its SKILL.md is about 760 tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `references/evaluation-standards.md`, `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.
Example prompts
- “/drama-evaluator”
Requirements
- Compatibility (from SKILL.md): Claude Code 1.0+
Workflow steps
5 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 nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
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
Drama Evaluator loads about 760 tokens when it runs, and up to ~7.1k if it reads all its reference files. Until then it costs about 18 tokens; SKILL.md has 118 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). 118 words, ~760 tokens.
Download SKILL.mdSave it as
.claude/skills/drama-evaluator/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.- name
- drama-evaluator
- description
- 依据竖屏短剧评估标准，从核心爽点、故事类型等维度评估打分。适用于评估故事改编为竖屏短剧的潜力、分析市场竞争力
- compatibility
- Claude Code 1.0+
- category
- evaluation
- version
- 2.1.0
- last_updated
- 2026-01-11
- license
- MIT
- maintainer
- 宫凡
- model
- opus
竖屏短剧评估专家
功能
依据竖屏短剧的专业评估标准，从核心爽点、故事类型、人物设定、人物关系、情节桥段等维度对故事文本进行深度评估与打分，分析IP孵化为爆款竖屏短剧的可能性。
使用场景
- 评估故事改编为竖屏短剧的潜力
- 分析故事的市场竞争力
- 识别故事的优劣势
- 为故事优化提供专业建议
评估维度
1. 核心爽点
评估故事是否具备足够强烈的核心爽点
- 普世化程度: 爽点是否根植于社会大众的普遍渴望或压抑
- 清晰具体化: 爽点是否具象、可视化
- 节奏递进: 是否有小爽点、中爽点、大爽点的层层递进
2. 故事类型
评估故事类型的市场竞争力
- 强设定: 是否有极具吸引力的超现实设定
- 经典+创新: 是否用经典模式吸引观众，并融入创新元素
- 极致化: 是否将观众熟知的套路极致化
3. 人物设定
评估人物设定的有效性和吸引力
- 反差感: 主角形象反差是否极致
- 欲望明确: 主角欲望是否单一且明确
- 功能化: 反派是否高度脸谱化，功能明确
4. 人物关系
评估人物关系的戏剧张力
- 强冲突: 人物关系是否极致二元对立
- 强绑定: 人物关系是否极度紧密
- 权力结构: 是否有明确的权力阶层划分
5. 情节桥段
评估情节桥段的爽感营造
- 切入矛盾: 是否省略过程，直接切入核心矛盾
- 情绪极致: 每一桥段是否只服务于一种极致情绪
- 视觉转化: 是否能转化为夸张的表情、戏剧性的动作
- 悬念设置: 每一集结尾是否设置强悬念
评分标准
- 8.5分及以上: 优秀，极强的竞争力和开发价值
- 8.0-8.4分: 有潜力，较强的竞争力，需要一定修改
- 7.5-7.9分: 一般，竞争力一般，需要较大修改
- 7.4分及以下: 较差，竞争力不足
工作流程
- 深入阅读: 充分阅读和理解故事文本，把握整体结构和核心要素
- 多维度分析: 从五个评估维度进行专业分析和打分
- 对标分析: 对标市场爆款剧集，分析优势和不足
- 优化建议: 提供具体可落地的优化建议
- 综合评估: 形成总体评价和开发建议
输出格式
评估报告格式
【竖屏短剧改编潜力评估报告】
【核心爽点】：评分：[X.X]
[概括核心爽点]
[分析与评估，阐述理由与依据]
[对标市场爆款剧集的优势与不足]
[至少2条具体的、可落地执行的优化建议]
【故事类型】：评分：[X.X]
[概括故事类型]
[分析与评估，阐述理由与依据]
[对标市场爆款剧集的优势与不足]
[至少2条具体的、可落地执行的优化建议]
【人物设定】：评分：[X.X]
[梳理主要角色人设]
[分析与评估，阐述理由与依据]
[对标市场爆款剧集的优势与不足]
[至少2条具体的、可落地执行的优化建议]
【人物关系】：评分：[X.X]
[梳理主要人物关系]
[分析与评估，阐述理由与依据]
[对标市场爆款剧集的优势与不足]
[至少2条具体的、可落地执行的优化建议]
【情节桥段】：评分：[X.X]
[梳理所有能够体现核心爽点的情节桥段]
[分析与评估，阐述理由与依据]
[对标市场爆款剧集的优势与不足]
[至少2条具体的、可落地执行的优化建议]
【综合评估】：
[综合上述分析，给出是否建议推进该项目的判断]
[简要说明后续开发的核心风险点与机遇点]最佳实践
- 文本完整性: 提供完整的故事文本，确保评估全面准确
- 客观公正: 基于专业标准进行评估，不受个人喜好影响
- 对标学习: 积极对标市场爆款，学习成功经验
- 建议可落地: 提供的优化建议要具体可执行，避免空泛
详细文档
参见 {baseDir}/references/ 目录获取更多文档:
examples.md- 详细评估示例（都市逆袭、古装宫斗、现代情感等各类题材）guide.md- 详细评估标准和评分细则
版本历史
| 版本 | 日期 | 变更 |
|---|---|---|
| 2.1.0 | 2026-01-11 | 优化 description 字段，使其更精简并符合命令式语言规范；模型更改为 opus；优化功能、使用场景、核心步骤、输入要求、输出格式的描述，使其更符合命令式语言规范；添加约束条件、示例和详细文档部分。 |
| 2.0.0 | 2026-01-11 | 按官方规范重构，添加 references 结构 |
| 1.0.0 | 2026-01-10 | 初始版本 |
© 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 4 other files (references) in category/evaluation/drama-evaluator of VanGong1999/screen-creative-skills.
- SKILL.md
- references/evaluation-standards.md
- references/examples.md
- references/guide.md
- references/market-analysis.md
Open the folder on GitHubat commit 6ced54f
Compare with similar skills
Drama 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 |
|---|---|---|---|---|---|---|
| Drama Evaluator this skillVanGong1999/screen-creative-skills | 446 | — | ~760 | Automated safety check: Pass | MIT | |
| Arize Evaluatorgithub/awesome-copilot | 40k | 1 repos | ~8.1k | Automated safety check: Notes | MIT | |
| LLM Evaluationdavila7/claude-code-templates | 33k | 12 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 Drama Evaluator
What does Drama Evaluator do?
依据竖屏短剧评估标准，从核心爽点、故事类型等维度评估打分。适用于评估故事改编为竖屏短剧的潜力、分析市场竞争力. An agent skill from VanGong1999/screen-creative-skills. Drama Evaluator is an agent skill from VanGong1999/screen-creative-skills.
How do I install Drama Evaluator in Claude Code?
Run `npx skills add VanGong1999/screen-creative-skills --skill drama-evaluator -a claude-code`. Or copy the skill folder (category/evaluation/drama-evaluator in VanGong1999/screen-creative-skills) into .claude/skills/drama-evaluator in your project. Claude Code loads it when a task matches its description.
How do I install Drama Evaluator in Codex?
Run `npx skills add VanGong1999/screen-creative-skills --skill drama-evaluator -a codex`. Or copy the skill folder (category/evaluation/drama-evaluator in VanGong1999/screen-creative-skills) into .agents/skills/drama-evaluator in your project. Codex loads it when a task matches its description.
Can I use Drama 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 drama-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/drama-evaluator, .gemini/skills/drama-evaluator, .github/skills/drama-evaluator and .opencode/skills/drama-evaluator in your project.
What does Drama Evaluator need to run?
SKILL.md names no scripts, command-line tools or credentials: Drama Evaluator is instructions for the agent only. Compatibility (from SKILL.md): Claude Code 1.0+.
Does Drama 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 Drama 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 Drama Evaluator use?
Drama 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 Drama Evaluator use?
About 760 tokens (SKILL.md is roughly 3k 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 6.4k tokens, read only when the agent opens those files.
What are the alternatives to Drama Evaluator?
Skills that share tags, products or a category with Drama Evaluator: Arize Evaluator (github/awesome-copilot, 40k stars), LLM Evaluation (davila7/claude-code-templates, 33k 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 Drama Evaluator?
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.