How to extract bug evidence from a meeting recording using an MCP server?

Extract bug evidence from a meeting recording using an MCP server using Talkthrough

This task can be performed using Talkthrough

Turn recordings into searchable evidence for coding agents

Best product for this task

Talkth

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.

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What to expect from an ideal product

  1. Talkthrough runs as a local MCP server, so your screen recordings and meeting audio never leave your machine while still being fully queryable by coding agents.
  2. Agents can pinpoint the exact frame and wall-clock timestamp where a bug appears on screen, turning a vague complaint into reproducible evidence.
  3. Multi-speaker meetings get indexed with optional diarization, so you can ask who reported the issue and get a timestamped quote back as proof.
  4. OCR on every frame means text visible in a recording, like error messages or stack traces, becomes searchable without anyone manually transcribing it.
  5. Instead of scrubbing through a 90-minute call to find a spec decision, a coding agent queries Talkthrough and returns the moment, the speaker, and the exact wording in seconds.

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