31 prompt skills that turn an LLM into a script-development desk

What it does

This repo packages 31 agent skills in the open Agent Skills format, loadable into Claude Code, Cursor, or Codex. Together they cover the screenwriting development workflow: summarizing and scoring novels for adaptation, extracting plot points and dramatic beats, generating character profiles and relationship maps, and producing structured outlines. It explicitly targets the Chinese market’s format spectrum — vertical short dramas (1–3 min episodes, 80–100 of them), mid-length and long series, and feature films.

The interesting bit

The granularity is unusual. Instead of one “write me a script” mega-prompt, the pipeline is decomposed into narrow specialists — a novel-truncator that just cuts long text at semantically safe points, a score-analyzer that aggregates multi-round evaluation scores into a rating, a story-five-elements analyzer that maps theme, characters, relationships, plot, and creative angle. That decomposition is exactly how you’d want an agent workflow to look, and the repo links to a companion multi-agent project (juben) that orchestrates all of it in batch.

Key highlights

• 31 skills organized into six stages: novel triage, story analysis, character analysis, evaluation, creative planning, and series analysis, plus 11 workflow/tooling/retrieval helpers
• Format-aware: separate skill sets for vertical short dramas (with commercial hook placement), long-form TV, and film
• IP-adaptation focus — ip-evaluator, novel-evaluator, and outline evaluators for judging adaptation potential
• Works with Claude Code, Cursor, and Codex via the open skills format
• Companion repos provide a script knowledge base and a multi-agent batch pipeline that includes everything here

Caveats

• Everything is in Chinese; if your pipeline isn’t, this is a hard fit
• The “10x efficiency” claim is marketing copy with no methodology behind it
• The README lists skills and use cases but shows no example outputs, so quality of the actual analyses is unverifiable from the repo alone

Verdict

Worth a look if you build content-evaluation or screenwriting agent workflows in Chinese — the skill decomposition is a genuinely useful reference. If you’re hoping for polished English-language script tooling, keep scrolling.