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zroeschen/Video-Production-Factory

Edit a raw talking-head video through transcription, silence trimming, mistake review, visual storytelling, motion graphics, and verified HyperFrames rendering. Use for a complete edit; route a single requested operation directly to its specialist skill.

What is Video-Production-Factory?

Video-Production-Factory is a Claude Code agent skill that edit a raw talking-head video through transcription, silence trimming, mistake review, visual storytelling, motion graphics, and verified HyperFrames rendering. Use for a complete edit; route a single requested operation directly to its specialist skill.

Works with✓Claude Code✓Codex CLI~Cursor
npx skills add https://github.com/zroeschen/Video-Production-Factory/tree/HEAD/.agents/skills/edit-video

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Documentation

Edit a video

Keep each project in video-projects/<slug>/, preserving the source recording. Read the workspace guide and the project's brief or DESIGN.md. If a direction is missing, propose a style from style-library/registry.json based on the footage.

  1. Inspect duration, streams, and source resolution with ffprobe. Copy the source into the project's assets or reference an explicitly provided local path.
  2. Read docs/TOOLS-AND-API-KEYS.md before service setup. Reuse a matching word transcript. Otherwise use the student's chosen provider; Zander defaults to node scripts/transcribe-elevenlabs.mjs <source>. OpenAI Whisper and local Whisper are supported workflow alternatives after transcript normalization. Check available credentials or local dependencies. Explain uploads and costs before any service call whose authorization is still missing.
  3. Read ../cut-silences/SKILL.md. Produce an EDL and a retimed transcript, and render the silence pass when editing is authorized.
  4. Read ../cut-mistakes/SKILL.md. Inspect candidates in context and preserve intentional emphasis. Record the reviewed cuts. If no mistakes need cutting, carry forward the silence output. Match every transcript to its actual video.
  5. Read ../video-storytelling/SKILL.md for the visual arc and ../hyperframes-video-beats/SKILL.md for overlays. Write a beat sheet with transcript anchors, one visual idea per beat, and deliberate callbacks.
  6. Read MOTION_PHILOSOPHY.md, ../hyperframes/SKILL.md, and relevant GSAP references before authoring. Use ../style-library/SKILL.md to select or adapt a card. Localize every asset used by the composition.
  7. Run preflight and HyperFrames lint from the project, plus the transcript-sync validator for anchored sub-compositions. Review Studio before the draft.
  8. Render a draft, inspect encoded frames and transitions, and listen across cut boundaries. Check face framing, text legibility, black frames, and A/V sync. Resolve failures before the final render. Follow any review approvals already provided; do not repeat approval requests for the same authorized action.

Deliver the final MP4 path, edit decisions, retimed transcript, composition, and VERIFY.md describing what was checked and any remaining limitations. An automated detector proposes edits; editorial judgment remains necessary.

Individual skills in this repo

This repo contains 4 individual skills — each has its own dedicated page.

zroeschen/Video-Production-Factory

Agent 2 of the video editing pipeline. Finds and removes spoken mistakes — stutters, repeated words, false starts, and retakes (re-recorded lines) — from a talking-head recording. Use after cut-silences, when asked to cut mistakes, remove stutters / repeats / filler restarts, clean up flubs, or keep the best take. Works review-gated: it proposes every cut with context and a reason for approval, then renders only the approved cuts via ffmpeg. Requires a word-level transcript.

zroeschen/Video-Production-Factory

Agent 1 of the video editing pipeline. Removes silences and dead air from a talking-head recording. Use when asked to cut silences, trim pauses, remove dead air / gaps, or tighten the pacing of a raw video, given a word-level transcript. Produces an edit list (EDL), a re-timed transcript for downstream agents, and optionally the cut video via ffmpeg. Does NOT cut mistakes, repeats, or false starts — that is the cut-mistakes agent.

zroeschen/Video-Production-Factory

GSAP animation reference for HyperFrames. Covers gsap.to(), from(), fromTo(), easing, stagger, defaults, timelines (gsap.timeline(), position parameter, labels, nesting, playback), and performance (transforms, will-change, quickTo). Use when writing GSAP animations in HyperFrames compositions.

zroeschen/Video-Production-Factory

HyperFrames CLI tool — hyperframes init, lint, preview, render, transcribe, tts, doctor, browser, info, upgrade, compositions, docs, benchmark. Use when scaffolding a project, linting or validating compositions, previewing in the studio, rendering to video, transcribing audio, generating TTS, or troubleshooting the HyperFrames environment.

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