llms.txt git:20260710.107e073A

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# talkthrough-mcp

> Local-first MCP server that turns narrated screen recordings (or any
> video/audio file) into agent-ready structured data: timestamped transcript
> segments, scene-change keyframes, OCR text, and wall-clock anchoring, with
> lazy token-budgeted retrieval tools. No LLM inside the server; recordings
> never leave the machine.

## Docs

- [README](README.md): positioning, quickstart per client, tool reference,
  wall-clock ladder, configuration, CLI
- [Install guide for agents](llms-install.md): machine-followable setup steps
- [Agent skill](skills/talkthrough/SKILL.md): how to use the tools well
- [Design](docs/DESIGN.md): pipeline, manifest schema, token-budget rules
- [Findings contract](examples/output-contract.schema.json): triage output JSON Schema
- [Workflow prompts](examples/prompts/): the 5 server prompts as plain files
- [Contributing](CONTRIBUTING.md): dev setup and gates