Live Commerce Script Studio

The Problem and Context

Live commerce execution relies heavily on improvised yet structured flow. Hosts need smooth, compliant, and product-specific scripts to speak on camera. The conversion from a "product list" to a "runnable script" typically involves manual work in copywriting, scheduling, and compliance review, which is time-consuming and error-prone. Manually scripting a multi-hour session with numerous products can lead to disjointed logic, inconsistent pricing, or accidental platform rule violations. This skill addresses the core problem of structured generation from a "product list" to "live commerce scripts."

Core Workflow and Capabilities

This skill implements an automated pipeline that transforms input product themes and featured items into a complete, ready-to-use live broadcast package. Its core capabilities and steps are as follows:

• Structured Script Generation: It first establishes the session framework (platform, duration, goal) and generates a minute-level rundown, segmenting the entire broadcast into phases (e.g., warm-up, peak, closing) and scheduling each product across six standard conversion stages (e.g., traffic driving, retention, interaction, closing) at precise timestamps.
• Script Content Creation: It produces a standardized seven-step product pitch for each featured item. Concurrently, it builds a script library containing twelve categories of copy (e.g., opening, transitions, Q&A, closing) that hosts can directly invoke. All scripts are grounded in merchant-provided data (prices, specs), and the skill strictly avoids fabricating numbers.
• Compliance Assurance: Before final output, an internal compliance check reviews every line of script to mitigate broadcast risks. For original phrasing that fails checks, it provides the closest compliant alternative.
• Multimedia Asset Rendering: Upon user confirmation, it calls text_to_image and text_to_speech capabilities to generate two key media assets:
  1. Broadcast Cards: Visual graphics highlighting key prices and promotions for host display.
  2. Demo Audio: Audio samples of core script sections for host practice or direct playback.
• Delivery and Verification: The final delivery is a comprehensive package including all documents, media files, and their metadata (e.g., task IDs, return links, actual audio durations, billing details). It requires visual verification of rendered card numbers against the rundown to ensure accuracy.

Applicable Boundaries and Considerations

This skill is specifically focused on the script and audio/visual rendering workflow for live commerce. For the following, other tools should be selected:
* Live studio visual decoration (e.g., background graphics, overlays).
* Recording and editing product short videos or seeding clips.
* Dubbing for already-edited videos.

Key usage constraints include:
* Input Dependency: Product pricing (original and live price) is mandatory for script design. Inventory is only necessary if needed for closing tactics or on-camera quantity announcements.
* Billing and Confirmation: Rendering cards and audio is a paid operation following confirmation of the four written outputs (rundown, scripts, script library, compliance report). Any changes (e.g., >8 featured products, >6-hour duration) require re-confirmation.
* Data Authenticity: All product information (pricing, ingredients, certifications, etc.) must be provided by the merchant. The skill does not and should not fabricate data.
* Technical Execution: All remote tool invocations are routed through the provided scripts/mcp_client.py, not relying on other connectors. Task status can be polled and recovered via task_id.