watch-and-learn SKILL.md skillA

watch-and-learn from axel-pm/watch-n-learn is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add axel-pm/watch-n-learn/watch-and-learn@git:20260712.2f5051a

Pins git:20260712.2f5051a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
axel-pm/watch-n-learn
Path
skills/watch-and-learn/SKILL.md
Versions recorded
2
Latest version
git:20260712.2f5051a, committed Jul 12, 2026
First version recorded
Jul 12, 2026
Size
7,458 bytes
Repository stars
9
License
MIT

Watch a how-to / tutorial / demo video and turn the procedure it teaches into one or more working Claude Code skills. Use when the user wants to "turn this video into a skill", "watch this tutorial and make a skill", "learn how to do X from this video", "build a skill from this screencast/demo/talk", or capture a repeatable workflow shown in a video. Sends an agent to watch the video (local file or URL) with a local, free, no-API toolchain, breaks the procedure down, authors the skill(s), and…

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

# watch-and-learn

Turn a video that *demonstrates a procedure* into a reusable Claude Code skill (or a small set of them), then prove the skill works. The video is the teacher; the output is a skill someone can invoke later without watching anything.

Watching is local and free: `scripts/watch.py` extracts keyframes (PNG) + a labelled contact sheet and transcribes the audio (PyAV + faster-whisper, no API keys, no torch). See `references/watching.md` for how the engine works and its options.

> **Placeholders:** `<this-skill>` = this skill's own directory (where this SKILL.md lives). `<file-or-URL>` = the video you're processing.

## Prerequisites (one-time per machine, usually already done)

`watch.py` **self-locates its toolchain venv and re-execs into it** — no activation, and a plain `python3` invocation is fine (it finds the venv via `$VIDEO_WATCH_TOOLS`, a `tools/venv` up the directory tree, or `~/.video-watch-tools/venv`, which is where the bundled installer puts it). You normally do **nothing** here.

Only if `watch.py` reports the toolchain is missing (a fresh machine) do you install it once:

```sh
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add axel-pm/watch-n-learn/watch-and-learn@sha256:f436a64aa16fc336

The line at the top of this page pins the label git:20260712.2f5051a, 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_62fymbco4hqphrvl.svg)](https://markdownregistry.com/a/art_62fymbco4hqphrvl)

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

Versions

The registry has recorded 2 versions of this file, all committed on Jul 12, 2026.

versioncommittedcommitsizeaudit
git:20260712.2f5051a latest2026-07-12 2f5051a 7,458 BA view · diff
git:20260712.eb4eb112026-07-12 eb4eb11 6,568 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 (7458 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

axel-pm/watch-n-learn · 9 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_62fymbco4hqphrvl
GET https://markdownregistry.com/api/v1/resolve?ref=axel-pm/watch-n-learn/watch-and-learn
GET https://markdownregistry.com/api/v1/blob/f436a64aa16fc336fb68d3690d7d984749a93ca7bfd7eaf75a5fc15b8228ec2b

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.

More from axel-pm/watch-n-learn

AGENTS.md AGENTS.md file
axel-pm/watch-n-learn · AGENTS.md
git:20260712.eb4eb11 · audit A · 9 stars
find-your-unknowns SKILL.md skill
axel-pm/watch-n-learn · examples/find-your-unknowns/SKILL.md · Before turning an agent loose on a coding task, surface the decisions you never specified — the gaps between your…
git:20260712.eb4eb11 · audit A · 9 stars

Every file in axel-pm/watch-n-learn

Browse by kind, by grade A, or by owner.