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🎙️ Media & Publishing Systems

Transcription, subtitles, podcast workflows, chaptering, localization, loudness cleanup, and final-mile publishing prep.

Who this is for

  • Podcast, video, course, and newsroom teams that need repeatable post-production handoffs.
  • Operations leads who want transcripts, subtitles, chapters, and loudness checks before content ships.

Jobs covered

  • Transcribe long-form audio and video into reviewable text.
  • Align subtitles and narration timing after edits.
  • Normalize audio loudness and prepare publishing metadata.
  • Create searchable media archives for downstream agents.

Workflow Stacks

  • Podcast release packet: Transcribe → chapter → summarize → normalize loudness → publish feed notes
  • Subtitle repair: Extract transcript → force-align timing → sync drift → export captions
  • Source-to-repurpose pipeline: Acquire source media → extract transcript → chapter clips → normalize audio → prepare republishing notes

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Skill What it does here Persona Install Stars
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Realign drifting subtitles against finished video audio Fixes subtitle drift after final video edits without manually retiming every cue. Video editor / localization ops Medium 504
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ffsubsync Subtitle Synchronization Tool Gives teams a fast low-friction subtitle sync step before uploading captions. Video producer / publishing ops Low 7.7k
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WhisperX Speech Recognition with Word-Level Timestamps and Diarization Adds word timestamps and speaker diarization for searchable transcripts, clips, and chaptering. Media engineer / transcript ops High 21k
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Deepgram Real-Time Transcription Connector Covers live captions and streaming call transcription where batch Whisper-style workflows are too late. Live production / call intelligence engineer High 260
AssemblyAI Summarization & Chapters Skill Converts transcripts into chapter summaries for show notes, lesson outlines, and archive navigation. Podcast producer / editorial ops Medium
Self-host an OpenAI-compatible speech API for local transcription, translation, and TTS with Speaches Lets teams keep OpenAI-compatible speech workflows while self-hosting audio processing. Platform engineer / privacy-conscious media team High 3.2k
yt-dlp Feature-Rich Audio and Video Downloader CLI Adds the standard audio/video source acquisition layer before transcription, captioning, chaptering, or repurposing workflows. Media ops / content producer Medium 154.3k

Editorial Notes

  • Prioritize tools that create durable artifacts an editor can inspect.
  • Keep fully automated publishing behind human review for final titles, clips, and claims.
  • Prefer workflow-shaped entries over bare libraries when possible.

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