audit-choices SKILL.md skillA

audit-choices from dzhng/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add dzhng/skills/audit-choices@git:20260813.dbb1aa5

Pins git:20260813.dbb1aa5 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
dzhng/skills
Path
skills/engineering/audit-choices/SKILL.md
Versions recorded
5
Latest version
git:20260813.dbb1aa5, committed Aug 13, 2026
First version recorded
Jul 19, 2026
Size
10,198 bytes
Repository stars
1,377
License
MIT

Audit the choices an implementing agent made, not its diff — a pure decision audit that traces the session's history into a choices ledger, changes no code, and never blocks an unsupervised run. Working code still embeds architecture the user never chose; surface it because future work inherits it. Use when the user wants to review the decisions the AI made on their behalf, before merging or committing AI-implemented work, when integrating a delegated subagent's pass, or when a fix "works" but…

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

# Audit Choices

Given a good decision, an agent implements it faithfully; wherever the task is
underspecified, it makes the decision itself — silently, and the diff won't
flag it. Reviewing thousands of changed lines doesn't scale, and it inspects
the execution, which was probably fine. The audit that scales is of the
**choices**: surface every decision the implementer made on its own, judge
that list, and record the verdicts.

This is about architecture more than bugs. An implementation can work
perfectly and still rest on decisions the user never made — a data shape, a
storage location, a dependency, an API contract, a tradeoff of memory for
speed — and every one of them is load-bearing for future work. The user needs
to know them not because they're wrong, but because they now own them.

This is purely a decision audit — it is not about modifying code, and it can
be called at any time. The job is to **trace back**: walk every step this
session has taken, and every step each subagent took (a live implementer
traces its own; otherwise reconstruct from its reports, transcripts, and
diffs), and surface every single decision that was made on the user's behalf
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add dzhng/skills/audit-choices@sha256:93410f8d91b538f4

The line at the top of this page pins the label git:20260813.dbb1aa5, 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_ilzfq2ubmcg2rdj4.svg)](https://markdownregistry.com/a/art_ilzfq2ubmcg2rdj4)

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

Versions

The registry has recorded 5 versions of this file, between Jul 19, 2026 and Aug 13, 2026, about one every 6 days.

versioncommittedcommitsizeaudit
git:20260813.dbb1aa5 latest2026-08-13 dbb1aa5 10,198 BA view · diff
git:20260727.5ccd3f02026-07-27 5ccd3f0 11,050 BA view · diff
git:20260726.f7e315c2026-07-26 f7e315c 10,482 BA view · diff
git:20260719.cffc52f2026-07-19 cffc52f 9,410 BA view · diff
git:20260719.176981b2026-07-19 176981b 8,281 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 (10198 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

dzhng/skills · 1,377 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ilzfq2ubmcg2rdj4
GET https://markdownregistry.com/api/v1/resolve?ref=dzhng/skills/audit-choices
GET https://markdownregistry.com/api/v1/blob/93410f8d91b538f49836dfc891a1dd64844052ffa84376b8e78301f616aed03e

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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Every file in dzhng/skills

Other files named audit-choices

audit-choices SKILL.md skill
dzhng/duet-agent · .agents/skills/audit-choices/SKILL.md · Audit the choices an implementing agent made, not its diff — a pure decision audit that traces the session's history…
git:20260813.f2a4f7b · audit A · 50 stars

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