DESIGN.md@docsA
DESIGN.md@docs from korovin-aa97/talkthrough-mcp is a DESIGN.md file: the design rules coding agents follow in that repo.
mdr add korovin-aa97/talkthrough-mcp/docs/DESIGN.md@git:20260927.f235365Pins git:20260927.f235365 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- DESIGN.md file
- Repository
- korovin-aa97/talkthrough-mcp
- Path
docs/DESIGN.md- Versions recorded
- 7
- Latest version
- git:20260927.f235365, committed Sep 27, 2026
- First version recorded
- Sep 2, 2026
- Size
- 18,286 bytes
- Repository stars
- 33
- License
- MIT
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Design
## Shape
A deterministic media pipeline (no LLM) behind an MCP server with lazy
retrieval tools. Processing happens once per file; everything an agent asks
for afterwards is served from the on-disk manifest without re-reading the
source — except `extract_frame`, which deliberately re-decodes the source for
exact instants.
```
process_media(path)
│
┌────────────────▼─────────────────────────────────────────┐
│ 1 sha256(file) → job_id (idempotence: hit → return; │
│ explicit diarize on a stored job → amend: stage 4b │
│ only, whisper untouched) │
│ 2 ffprobe: streams, duration, tags → caps + disk check │
│ 3 wall-clock resolver (override > qt tag > tag > mtime) │
│ 4 ffmpeg → 16 kHz mono WAV → faster-whisper segments │
│ 4b (opt-in) sherpa-onnx diarization on the same WAV │
│ → S1/S2 turns → segment attribution by max overlap │
│ 5 ffmpeg ONE pass: select(scene>0.10 ∨ Δt≥floor); │
│ floor = max(1s, duration/max_frames) — the frame │
│ budget covers the WHOLE recording, head never wins │
…Read the whole file at its exact version.
How to install
mdr add korovin-aa97/talkthrough-mcp/docs/DESIGN.md@sha256:a384df4e02588dcdThe line at the top of this page pins the label git:20260927.f235365, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_u2kym23seef26y5l)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between Sep 2, 2026 and Sep 27, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260927.f235365 latest | 2026-09-27 | f235365 | 18,286 B | A | view · diff |
| git:20260906.765e96b | 2026-09-06 | 765e96b | 17,285 B | A | view · diff |
| git:20260905.0b11096 | 2026-09-05 | 0b11096 | 13,175 B | A | view · diff |
| git:20260905.7e1bacb | 2026-09-05 | 7e1bacb | 16,381 B | A | view · diff |
| git:20260905.c9ce812 | 2026-09-05 | c9ce812 | 17,082 B | A | view · diff |
| git:20260903.5fd4d8e | 2026-09-03 | 5fd4d8e | 11,203 B | A | view · diff |
| git:20260902.d0f030a | 2026-09-02 | d0f030a | 10,245 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (18286 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
korovin-aa97/talkthrough-mcp · 33 stars · license MIT · pushed 2026-10-31 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_u2kym23seef26y5l GET https://markdownregistry.com/api/v1/resolve?ref=korovin-aa97/talkthrough-mcp/docs/DESIGN.md GET https://markdownregistry.com/api/v1/blob/a384df4e02588dcdc5599b904172344b43461a91052961d4e56594aa9d21c2ac
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: what DESIGN.md is and how agents use it · which agent file does what.
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