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 runs as a local MCP server, so your screen recordings never leave your machine while still being fully searchable by coding agents like Claude or Cursor.
- Indexes OCR, transcript text, and exact video frames together, letting agents pinpoint the specific moment a bug appeared rather than scrubbing through footage manually.
- Supports multi-speaker meeting recordings with speaker diarization, so agents can answer "who approved that decision" with a timestamped quote as proof.
- Turns incident recordings and long planning calls into structured evidence: bug triage, spec extraction, and action item retrieval all become single agent queries.
- No cloud upload, no runtime telemetry, and no manual tagging required. Drop in a recording and wall-clock timestamps are indexed automatically for agent retrieval.
