Video Script Generator
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Please refer to https://skillhub.cn/install/skillhub.md to install @kunlungrowth/kunlun-video-script-gen.
About this skill
The Problem It Solves
Short-form video creators often hit friction at specific stages: topic drought, structural disarray, an obvious "AI-generated" tone in drafts, and low click-through rates for titles. The Video Script Generator is fundamentally a structured writing methodology and template library. It translates vague creative intent into an executable script framework rather than producing a finished script. Its focus is on overcoming concrete roadblocks in the ideation-to-drafting process.
Core Capabilities & Workflow
The skill features six intent-triggered capability modules:
- Topic Generation: Input your domain, audience, and goal to receive a pool of topic angles and their potential value, solving the "what to write" dilemma.
- Outline Building: Based on a theme and target platform, produce a segmented outline with key points for each section, addressing the "how to structure" question.
- Drafting: Generate a complete, editable first draft based on the outline and specified tone, breaking through the "blank page" barrier.
- Rewriting & Polishing: Specifically targets removing "AI flavor" by marking hollow phrases, adding concrete details, changing perspectives, and rewriting accordingly.
- Title Optimization: Provide multiple title versions for the same content along with rationale, tackling the "low click-through" bottleneck.
- Style Calibration: Analyze reference examples to output a consistent style profile, ensuring stability in persona and tone.
Key Workflow Example:
1. Anti-AI Flavor Workflow: A five-step process to refine a draft—flag symbolic/rhetorical language, replace generic "we" with specific subjects, insert numbers/scenarios/dialogue, break long clichéd sentences, and final-pass for "does this sound like a real person speaking?".
2. From Topic to Publication Workflow: Starting from a vague direction, sequentially define the audience and pain points, determine an angle (e.g., contrarian, pitfall-avoidance), build a "hook → thesis → evidence → action" structure, draft and polish, then finally adapt the format for different platforms.
Boundaries & Important Notes
This skill provides methodologies, templates, and checklists, not professional judgment or external services. Core boundaries include:
- It does not fabricate data, cases, or citations; unverified facts are not included in outputs.
- Generated suggestions and templates must adhere to platform content policies, avoiding clickbait and misinformation.
- Output quality is highly dependent on the specificity of input. Adding details about the target audience, scenario, and constraints yields more precise results.
- It assists the creative workflow, not automates content publishing.
Use Cases
- When a creator has no ideas, quickly generate multiple topic angles and their value based on domain, audience, and goals.
- After defining a video theme, rapidly build a segmented outline with key points to structure the upcoming writing.
- With an outline ready, draft a complete initial script following a specified tone for subsequent in-depth editing and polishing.
- When working with an AI-generated draft, use a checklist to flag and fix artificial tone, then add specific details to make it more natural and credible.
Best For
- Self-media authors who manage a Xiaohongshu account but often struggle with topic selection and content homogenization.
- Corporate copywriters who need to regularly produce WeChat Official Account articles but get stuck on drafting or struggle with an overly robotic AI tone.
- Students who need to quickly produce short video scripts for course assignments or club activities.
- Operations staff managing multiple social media accounts who need to ensure a consistent voice and style across different platforms.
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