Media Toolkit

Included Tools

• Audio:

  audio_analyzer.py

  ,

  audio_converter.py

  ,

  audio_normalizer.py

  ,

  audio_trimmer.py

  ,

  podcast_splitter.py

  ,

  sfx_generator.py

• Video:

  video_captioner.py

  ,

  video_clipper.py

  ,

  video_metadata_inspector.py

  ,

  video_thumbnail_extractor.py

  ,

  gif_workshop.py

  ,

  thumbnail_gen.py

  ,

  timelapse_creator.py

Workflow

1. Identify the medium, input format, and target output.
2. Pick the narrowest script that completes the job.
3. Keep transformations explicit: clip times, output codec, target size, caption source, or thumbnail cadence.
4. Verify output duration, dimensions, and bitrate-sensitive settings when the request depends on platform limits.

Guardrails

• Avoid recompression churn when a simple trim or extract is enough.
• Call out when generated captions or “best frame” choices are heuristic.