walk-the-job SKILL.md skillA

walk-the-job from pixeltable/pixeltable is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add pixeltable/pixeltable/walk-the-job@v0.7.0

Pins v0.7.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
pixeltable/pixeltable
Path
.claude/skills/walk-the-job/SKILL.md
Versions recorded
1
Latest version
v0.7.0, committed Oct 19, 2026
Size
3,982 bytes
Repository stars
1,640
License
Apache-2.0

Walk one person through one job in a product, quote what the product shows, and note where the job breaks. Use when asked to walk a flow, dogfood a feature, try an empty state or an error, say who it is for, research a fact the job depends on, criticise the writeup, or write the decision from what survived. Commands: walk, cast, trouble, research, critic, brief. The product supplies the words. Do not use for a PRD, a roadmap, lifecycle email, or account administration.

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

# Walk the job

Sit with one person while they try to do a job. You are the product manager. The product in front of you is the one that was built. Every word they follow is a word the product shows. They cannot see a sentence you wrote for them.

The commands share one job card. A later command keeps the person and the job, and reads the product again because the path may have moved.

A good product solves the problem this person arrived with. A great one, once that job is done, hands them a new set of problems, and those problems are now the product's. [references/questions.md](references/questions.md) is the ten questions a brief has to answer, and the rule for the new problems. An open question stays open.

## Commands

| Command | What it does | Reference |
| --- | --- | --- |
| `walk` | Full session, from arrival until they finish or give up | [references/walk.md](references/walk.md) |
| `cast` | The job card only | [references/cast.md](references/cast.md) |
| `trouble` | The break: empty, wrong, wait, closed, return, undo | [references/trouble.md](references/trouble.md) |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add pixeltable/pixeltable/walk-the-job@sha256:1483e564f1754dbd

The line at the top of this page pins the label v0.7.0, 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_ext3qq77exp6qla2.svg)](https://markdownregistry.com/a/art_ext3qq77exp6qla2)

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

Versions

The registry has recorded 1 version of this file, committed on Oct 19, 2026.

versioncommittedcommitsizeaudit
v0.7.0 latest2026-10-19 031953b 3,982 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 (3982 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

pixeltable/pixeltable · 1,640 stars · license Apache-2.0 · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ext3qq77exp6qla2
GET https://markdownregistry.com/api/v1/resolve?ref=pixeltable/pixeltable/walk-the-job
GET https://markdownregistry.com/api/v1/blob/1483e564f1754dbdab30a06fbde3f8ccb4ff887409e2fc685f505ebe03664d55

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 pixeltable/pixeltable

articulate-the-abstraction SKILL.md skill
pixeltable/pixeltable · .claude/skills/articulate-the-abstraction/SKILL.md · Review a Pixeltable pull request, branch or diff the way Marcel Kornacker reviews it. The review asks what the change…
git:20261019.031953b · audit A · 1,640 stars
blast-radius SKILL.md skill
pixeltable/pixeltable · .claude/skills/blast-radius/SKILL.md · Find what a change could break somewhere else before it ships, beyond the diff, and prove the one fact it's safe…
git:20261019.031953b · audit A · 1,640 stars
challenge-the-design SKILL.md skill
pixeltable/pixeltable · .claude/skills/challenge-the-design/SKILL.md · Review a PR, PR stack, diff, or proposed software design from first principles. Review each PR as an ensemble…
v0.2.0 · audit A · 1,640 stars
AGENTS.md AGENTS.md file
pixeltable/pixeltable · AGENTS.md
git:20260930.76de584 · audit A · 1,640 stars
CLAUDE.md CLAUDE.md file
pixeltable/pixeltable · CLAUDE.md
git:20260930.76de584 · audit B · 1,640 stars
DESIGN.md@dashboard DESIGN.md file
pixeltable/pixeltable · dashboard/DESIGN.md
git:20260902.782c3de · audit A · 1,640 stars

Every file in pixeltable/pixeltable

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