Tools behind
the process_

Finding footage. Turning speech into text.
Building a place for research to accumulate.

Smartloader

[ Local tool · in development ]

A workspace for finding, downloading and choosing footage for an edit.

English interface adaptation of Smartloader
English adaptation of the source application. Empty queue; no live job data. Click the image to enlarge.

[ THE PROBLEM ]

The search for one useful shot can leave dozens of tabs, scattered downloads and decisions that are hard to revisit.

[ CAPABILITIES ]

  • Search jobs and download queues
  • Manual Take / Skip / Reject decisions
  • A reusable local media library

Python / Local web interface

Transcript Sucker

[ Local tool · interface concept shown ]

Local audio and video transcription, with a batch queue and optional speaker separation.

English interface adaptation of Transcript Sucker
English adaptation of the supplied interface concept. Files and progress are illustrative. Click the image to enlarge.

[ THE PROBLEM ]

Recorded conversations and long videos are difficult to search, quote and reuse while their content stays inside the media file.

[ CAPABILITIES ]

  • Whisper-based local transcription
  • Optional speaker diarization
  • Markdown, JSON and SRT output

WhisperX / FastAPI / NVIDIA CUDA

Content Extractor

[ Planning · interface concept ]

A planned research workspace that builds a reusable foundation for long-form video production.

English interface adaptation of Content Extractor
English adaptation of the supplied v2 concept. Video records, metrics and activity are illustrative. Click the image to enlarge.

[ THE PROBLEM ]

Research loses value when sources, transcripts and decisions are scattered across chats and gathered again for every new script.

[ PLANNED CAPABILITIES ]

  • Planned: channel catalogs and selected transcripts
  • Planned: niche profiles and topic research
  • Planned: agent and operator collaboration through MCP

MCP · planned integration

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