principle-build-the-lever SKILL.md skillA

This file is byte-identical to the first copy the registry indexed, one of 4 indexed copies. Same content hash, so the same checks give both the same grade.

principle-build-the-lever from backnotprop/pstack is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add backnotprop/pstack/principle-build-the-lever@git:20261012.f3afb70

Pins git:20261012.f3afb70 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
backnotprop/pstack
Path
skills/principle-build-the-lever/SKILL.md
Versions recorded
4
Latest version
git:20261012.f3afb70, committed Oct 12, 2026
First version recorded
May 27, 2026
Size
2,386 bytes
Repository stars
3,337
License
MIT

Apply to any non-trivial work, not just bulk work: edits, migrations, analyses, checks. Build the tool that does it or proves it (codemod, script, generator, or a skill your subagents follow) instead of working by hand. The tool is the artifact a reviewer can rerun.

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

# Build the Lever

When the work isn't trivial, build the tool that does it instead of doing it by hand.

A codemod, generator, or script does the work the same way every time and reruns for free. The tool is one artifact a reviewer can read and rerun to check the work. Hand-done changes can only be re-verified by redoing them. A deterministic script turns "trust me" into "run this".

Default to building the lever. Skip it only when the task is trivial, a couple of obvious edits you can see at a glance.

- Do the first unit by hand to learn the recipe, then build the tool. Prove it by rerunning it on that unit and diffing against your hand-done version. Make the lever safe to rerun.
- Codemod or script for edits, generator for repetitive files, a dump-to-sqlite query for analysis, a rerunnable check for verification.
- A deterministic lever beats fan-out. If the tool can process every unit in one pass, run it yourself. Don't fan out delegates to hand-apply what a script can do.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add backnotprop/pstack/principle-build-the-lever@sha256:3434b0ad0c640c6f

The line at the top of this page pins the label git:20261012.f3afb70, 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_hucc63dp2gcilxbv.svg)](https://markdownregistry.com/a/art_hucc63dp2gcilxbv)

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

Versions

The registry has recorded 4 versions of this file, between May 27, 2026 and Oct 12, 2026, about one every 46 days.

versioncommittedcommitsizeaudit
git:20261012.f3afb70 latest2026-10-12 f3afb70 2,386 BA view · diff
git:20260914.55bfdc22026-09-14 55bfdc2 2,458 BA view · diff
git:20260819.4b32d9d2026-08-19 4b32d9d 2,655 BA view · diff
git:20260527.b3eabf12026-05-27 b3eabf1 1,541 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 (2386 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

backnotprop/pstack · 3,337 stars · license MIT · pushed 2026-10-28 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_hucc63dp2gcilxbv
GET https://markdownregistry.com/api/v1/resolve?ref=backnotprop/pstack/principle-build-the-lever
GET https://markdownregistry.com/api/v1/blob/3434b0ad0c640c6f1d7960be7a8986c3bcdc14e26060360dec29903df60074ff

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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