AGENTS.mdA

AGENTS.md from korovin-aa97/talkthrough-mcp is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add korovin-aa97/talkthrough-mcp/AGENTS.md@git:20260927.f235365

Pins git:20260927.f235365 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
korovin-aa97/talkthrough-mcp
Path
AGENTS.md
Versions recorded
6
Latest version
git:20260927.f235365, committed Sep 27, 2026
First version recorded
Jul 27, 2026
Size
3,806 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

# AGENTS.md

Instructions for AI coding agents working in this repository. Humans: see
[CONTRIBUTING.md](CONTRIBUTING.md).

## What this is

A local-first MCP server (Python) that turns narrated screen recordings into
agent-ready data: local Whisper transcript, scene keyframes, OCR text,
wall-clock anchoring. No LLM inside the server. Recordings never leave the
machine — keep it that way.

## Commands

```bash
uv sync --extra diarization --extra url   # env (python pinned via .python-version)
uv run pytest tests/unit -q    # fast suite — run on every change
uv run pytest -q               # full suite (downloads whisper tiny once)
uv run ruff check              # lint (must be clean)
uv run mypy src                # strict typing (must be clean)
uv run python scripts/gen_integrations.py   # regenerate ALL engine artifacts
```

CI: Ubuntu runs ruff + strict mypy + unit/integration/e2e. macOS runs
ruff + unit; Windows adds real CLI/reuse/diarization smokes to ruff + unit.
Python 3.11/3.12/3.13 run unit + inventory (3.13 also real CLI). Fresh wheel
installs with both extras are checked on all three OSes; Ubuntu also runs
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add korovin-aa97/talkthrough-mcp/AGENTS.md@sha256:f8faa7ce2f0601ae

The 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_63if6pkcu53aommn.svg)](https://markdownregistry.com/a/art_63if6pkcu53aommn)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Jul 27, 2026 and Sep 27, 2026, about one every 12 days.

versioncommittedcommitsizeaudit
git:20260927.f235365 latest2026-09-27 f235365 3,806 BA view · diff
git:20260905.7e1bacb2026-09-05 7e1bacb 3,498 BA view · diff
git:20260905.c6502842026-09-05 c650284 3,509 BA view · diff
git:20260828.77be0b92026-08-28 77be0b9 3,056 BA view · diff
git:20260827.ac9b1652026-08-27 ac9b165 3,056 BA view · diff
git:20260727.e695dbf2026-07-27 e695dbf 3,054 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (3806 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

GitHub

korovin-aa97/talkthrough-mcp · 33 stars · license MIT · pushed 2026-10-31 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_63if6pkcu53aommn
GET https://markdownregistry.com/api/v1/resolve?ref=korovin-aa97/talkthrough-mcp/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/f8faa7ce2f0601aec48d4120207b9313b62ffb2eba2a4584a96dbb103f7b6233

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: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.

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llms.txt llms.txt file
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