
from scrollclaw59
Core production doctrine and pipeline for UGC-style AI video: persona research, creator profiles, first-frame generation, and anti-polish rules to maximize nati
ScrollClaw System documents the production doctrine, format selection, and pipeline for creating user-generated-content style AI videos. It centralizes brand setup, persona research, creator profile management, first-frame generation, and an end-to-end pipeline (A-roll, B-roll, stitch, post-production, captions, and virality scoring). The skill reads and writes structured workspace artifacts and prescribes tools, encoding defaults, and QA steps.
Use this system as the backbone for any campaign that needs repeatable, high-quality UGC video production. It is ideal for teams building creator profiles, automating first-frame generation, or producing vertical social clips where "anti-polish" authenticity matters more than cinematic polish.
references/ content (format-library, taste-calibration, production-pipeline).Designed for agent toolchains that orchestrate media generation pipelines (agents with access to Nano Banana, Sora/Kling i2v, ElevenLabs, Replicate/Runway). Best for agents that manage files, run scripts, and maintain campaign workspaces.
ScrollClaw System is a comprehensive UGC-style AI video production pipeline skill. It provides detailed doctrine, format selection guidance, a multi-step production pipeline, anti-patterns, and workspace structure for persistent campaign management. No scripts were bundled for testing. The SKILL.md is well-written with clear instructions and good progressive disclosure via references/, but references several scripts (check-deps.sh, pre-flight.sh) that aren't included in the skill package.
This is a doctrine/pipeline skill (always-loaded context) rather than a tool skill. No executable code bundled, so security risk is minimal. The skill is well-structured with a clear workspace convention, context matrix, and production pipeline. The 'always: true' metadata means it injects context into every UGC conversation — this is by design but worth noting as a pattern. Overall a high-quality skill for its niche.
ScrollClaw — Assemble
Assemble UGC video campaigns: stitch A-roll, orchestrate audio, run post-production, then add mobile-friendly captions.
ScrollClaw Persona & Script
Persona research and UGC script pipeline: mine real customer language, map to format blueprints, and produce A-roll/B-roll tagged scripts ready for approval.
ScrollClaw — Virality Scorer
Scores UGC videos across seven dimensions (hook, emotion, pacing, captions, scroll-stop, completion, shareability) and issues a go/no-go publishing decision bas
ScrollClaw: Animate (A-Roll)
Generate A-roll talking-head clips from a first-frame image or script, using Sora 2 with Kling fallback; includes motion prompting guidance and provider fallbac
ScrollClaw
Orchestrates end-to-end AI-generated UGC video production: persona research, first-frame creation, A-roll/B-roll generation, assembly and virality scoring.
ScrollClaw — B‑Roll (Kling 3)
Generate environment-matched, visual-only B-roll clips using Kling 3 (fal.ai) with guidance on cut timing, environment matching, and logging.