This task can be performed using Talkthrough
Turn recordings into searchable evidence for coding agents
Best product for this task
Talkthrough
dev-tools
Talkthrough is a local-first MCP server that turns screen recordings, audio, and long multi-speaker meetings into searchable evidence for coding agents. It indexes transcripts, exact frames, OCR, wall-clock timestamps, and optional speaker diarization, so agents can triage bugs, analyze incidents, extract specifications, decisions, and action items, and answer who said what with timestamped proof. Recordings stay on your machine, with no runtime telemetry.
What to expect from an ideal product
- Talkthrough's MCP server extracts speaker-labeled quotes with exact wall-clock timestamps, so your coding agent knows who said what and when without scrubbing through hours of footage.
- Works with screen recordings, audio files, and long multi-speaker meetings, then indexes everything locally so no call audio ever leaves your machine.
- Speaker diarization ties every quote to a specific participant, letting agents pull attributed decisions, bug reports, or spec changes straight from the transcript.
- Coding agents can query timestamped speaker quotes as searchable evidence to triage incidents, confirm requirements, or trace when a design decision was made and by whom.
- Because Talkthrough runs as a local-first server with no runtime telemetry, teams can process confidential calls without routing sensitive conversations through third-party cloud pipelines.
