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from scrollclaw59
Orchestrates end-to-end AI-generated UGC video production: persona research, first-frame creation, A-roll/B-roll generation, assembly and virality scoring.
ScrollClaw is a routing and orchestration skill that runs an end-to-end pipeline for AI-generated UGC (user-generated content) videos. Given brand context or a campaign brief, it guides the agent through persona research, canonical face generation, A-roll talking-head animation, B-roll production, assembly/post-production, and a virality scoring gate so only high-potential clips are published.
Use ScrollClaw when you need to produce short-form UGC-style video at scale for a brand or marketing campaign — for example: "Make me a product review video", "Start a UGC campaign", or "Generate a talking-head ad." Invoke the root for broad outcomes or target sub-skills (e.g. /first-frame, /animate) for stage-specific tasks.
_system/ and campaign templates in assets/ for brand setup and brief templates.Agents that can run multi-step orchestration and call external model APIs (Claude/Code-style or agents with script execution and API key support).
ScrollClaw is a comprehensive UGC video production pipeline orchestrator with 14 scripts covering brand setup, persona research, first-frame generation, A-roll/B-roll generation, video assembly, captioning, and QA. Scripts are well-structured with proper error handling, argument parsing, and usage messages. The skill requires external API keys (FAL_KEY, REPLICATE_API_TOKEN) and ffmpeg/ffprobe to actually run. The root SKILL.md acts as a router for sub-skills with clear pipeline stages. No security concerns beyond a font auto-download without checksum verification.
ffmpegffprobeFAL_KEYREPLICATE_API_TOKENWell-built skill for a specific niche. The curl-based font download in check-deps.sh is the only notable security concern — no checksum verification of the downloaded zip. Shell scripts use proper quoting throughout. API keys are read from env vars, not hardcoded. No telemetry or phone-home behavior.
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 System
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 — 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.
Starlark Dev
Create, debug, and test Kurtosis Starlark packages — write package structure, run dry-runs, and inspect plan execution for reliable orchestration.
Seq Wrangler
Sequence data QC, trimming, alignment, and BAM processing pipeline helper — wraps FastQC, fastp/Trimmomatic, BWA/Bowtie2/Minimap2, and SAMtools for automated re
Maestro Orchestrate
Orchestrates complex engineering workflows with enforced design and approval gates, child-agent delegation, and session state management.
Run Execute
Orchestrates execution of work items across modes (autopilot, confirm, validate) with scripted init/complete tooling, plan/test/report artifacts and strict gati
Retriever (Membrane) Integration
Integrate with Retriever via the Membrane CLI to search, query, and proxy Retriever data (documents, snippets, queries) with built-in auth and pagination.
Overnight — Autonomous Long-Running Coding
Orchestrates long-running coding goals: decomposes objectives into atomic tasks, dispatches isolated worktree workers, verifies acceptance criteria, and merges
tmux Remote Control
Control tmux sessions for interactive TTYs: send keystrokes, capture panes, orchestrate parallel coding agents, and monitor output safely.
Build Unplanned Feature
Orchestrates ad-hoc feature development: requirement gathering, planning, implementation and validation across task-planning, implementation, and validation loo