talkthrough SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

talkthrough from korovin-aa97/talkthrough-mcp is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add korovin-aa97/talkthrough-mcp/talkthrough@git:20260905.1bee6c4

Pins git:20260905.1bee6c4 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
korovin-aa97/talkthrough-mcp
Path
.agents/skills/talkthrough/SKILL.md
Versions recorded
5
Latest version
git:20260905.1bee6c4, committed Sep 5, 2026
First version recorded
Aug 28, 2026
Size
7,447 bytes
Repository stars
33
License
MIT

Analyze narrated screen recordings and audio files through the talkthrough MCP server — triage feedback into findings, extract specs/backlogs/action items from recordings, and correlate spoken remarks with logs via wall-clock timestamps. Use when the user mentions a screen recording, screencast, narrated video/audio file, or asks to "watch" a recording and act on it.

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

# Analyzing narrated recordings with talkthrough

The talkthrough MCP server turns a local video/audio file into queryable
structured data: timestamped transcript segments, scene keyframes, OCR'd
on-screen text, and wall-clock anchoring. No LLM inside — you bring the
reasoning; it brings the evidence. Everything is lazy and token-budgeted:
never ask for more than the moment you are analyzing.

## Prerequisite

The `talkthrough` MCP server must be connected (tools like
`process_media` / `get_transcript` are visible). If not, tell the user to
install it: `claude mcp add -s user talkthrough -- uvx --python ">=3.11,<3.14" "talkthrough-mcp[diarization,url]"`
(see the repository README for other clients).

## Core workflow

1. **Ingest once**: `process_media(path)` — idempotent by content hash;
   re-calls on the same file return instantly. Given a public video/audio
   URL instead of a file, call `process_url(url)`: the source is downloaded
   once (the only network step; YouTube needs the `[url]` extra) and kept
   inside the job, then everything below is identical and local — never
   download twice; a repeat call serves the stored job. Long videos take minutes and
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add korovin-aa97/talkthrough-mcp/talkthrough@sha256:dffc7c8e298ae70e

The line at the top of this page pins the label git:20260905.1bee6c4, 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_rrj63ulqabysftuh.svg)](https://markdownregistry.com/a/art_rrj63ulqabysftuh)

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

Versions

The registry has recorded 5 versions of this file, between Aug 28, 2026 and Sep 5, 2026, about one every 2 days.

versioncommittedcommitsizeaudit
git:20260905.1bee6c4 latest2026-09-05 1bee6c4 7,447 BA view · diff
git:20260903.5fd4d8e2026-09-03 5fd4d8e 7,136 BA view · diff
git:20260902.d0f030a2026-09-02 d0f030a 6,353 BA view · diff
git:20260828.d56b0b02026-08-28 d56b0b0 6,068 BA view · diff
git:20260828.77be0b92026-08-28 77be0b9 5,961 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (7447 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_rrj63ulqabysftuh
GET https://markdownregistry.com/api/v1/resolve?ref=korovin-aa97/talkthrough-mcp/talkthrough
GET https://markdownregistry.com/api/v1/blob/dffc7c8e298ae70eade7443815777c7daba36e33209cc1b103deb1fccf243ea0

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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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DESIGN.md@docs DESIGN.md file
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Every file in korovin-aa97/talkthrough-mcp

Other files named talkthrough

talkthrough SKILL.md skill
korovin-aa97/talkthrough-mcp · integrations/claude-code/skills/talkthrough/SKILL.md · Analyze narrated screen recordings and audio files through the talkthrough MCP server — triage feedback into findings…
git:20260905.1bee6c4 · audit A · 33 stars
talkthrough SKILL.md skill
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