dubery-ugc-pipeline

Automate UGC caption and image prompt generation with fidelity checks.

Updated Mar 9, 2026
One-click install
npx skills add https://github.com/RASCLAW/DuberyMNL --skill dubery-ugc-pipeline
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: dubery-ugc-pipeline
Source: https://github.com/RASCLAW/DuberyMNL/tree/main/.claude/skills/dubery-ugc-pipeline
Command: npx skills add https://github.com/RASCLAW/DuberyMNL --skill dubery-ugc-pipeline

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

End-to-end UGC content pipeline that automates caption generation and image prompt creation with fidelity checks, reducing manual toil and coordinating multiple sub-skills.

Core Features & Use Cases

  • Generates UGC captions following defined rules and themes.
  • Derives image prompts from captions with a fidelity gate before generation.
  • Orchestrates pipeline state via ugc_pipeline.json and the run_ugc.py workflow for scalable content production.

Quick Start

Provide a batch of UGC captions and prompts with fidelity validation, stopping at PROMPT_READY.

Frequently Asked Questions about dubery-ugc-pipeline

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate UGC caption generation and image prompt creation?

To automate UGC caption generation and image prompt creation, use this pipeline to coordinate sub-skills, applying fidelity checks to validate content before stopping at the PROMPT_READY state.

What is a fidelity gatekeeper in a UGC content pipeline?

A fidelity gatekeeper in a UGC content pipeline is a validation checkpoint that reviews derived image prompts against generated captions, ensuring prompt quality and thematic alignment before image generation.

How do I orchestrate a batch UGC pipeline for social proof assets?

To orchestrate a batch UGC pipeline for social proof assets, execute the run_ugc.py workflow, which manages state via the ugc_pipeline.json artifact to scale content production across campaigns.

Do I need an existing state file to start the UGC pipeline?

Yes, you need an existing .tmp/ugc_pipeline.json state file to start the UGC pipeline, as the workflow relies on this artifact to coordinate caption generation, prompt writing, and gatekeeping.

Can I use this pipeline for product launches and campaign testing?

Yes, you can use this pipeline for product launches and campaign testing, as it is specifically designed for production UGC pipelines to generate social proof assets across these contexts.

What are the limitations of using a scripted UGC content workflow?

A scripted UGC content workflow requires collaboration with specific sub-skills like caption-gen and prompt-writer, meaning it cannot operate independently and depends on predefined JSON state artifacts.