ds-representation-audit SKILL.md skillA

ds-representation-audit from space-dinosaurs/dinostack is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add space-dinosaurs/dinostack/ds-representation-audit@git:20260914.89e2ce1

Pins git:20260914.89e2ce1 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
space-dinosaurs/dinostack
Path
.openclaw/skills/ds-representation-audit/SKILL.md
Versions recorded
5
Latest version
git:20260914.89e2ce1, committed Sep 14, 2026
First version recorded
Aug 9, 2026
Size
23,101 bytes
Repository stars
14
License
Apache-2.0

Performs a periodic prose quality pass over methodology files to surface Python-shaped writing and propose cleaner natural-language rewrites.

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

# /ds-representation-audit

> Run the Activation preflight from `METHODOLOGY.md` before proceeding. If inactive, no-op and exit.

Performs a periodic prose quality pass over methodology files to surface Python-shaped writing and propose cleaner natural-language rewrites.

**When to use:** After any substantial methodology addition, or quarterly. This command is analysis only. It writes a rewrite proposal document and stops. No methodology files are changed. Actual rewrites go through `/ds-update-agentic-engineering` separately, one candidate at a time.

**Do not use to:** make changes, validate a specific rule's wording, or replace editorial judgment. The output is a proposal, not a verdict.

**Motivation:** NLH's 2024 result showed that rewriting harness logic into structured natural language lifted OSWatch performance from 30.4% to 47.2%. Representation is a performance lever. Dense exception chains, nested conditional prose, and imperative pseudocode increase the probability that a model parses the structure correctly but applies the wrong meaning. This command applies representation improvement as a maintenance pass.

## Safety model
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add space-dinosaurs/dinostack/ds-representation-audit@sha256:770e9f8bbfc8df30

The line at the top of this page pins the label git:20260914.89e2ce1, 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_awfh7wtvbe6wi4vr.svg)](https://markdownregistry.com/a/art_awfh7wtvbe6wi4vr)

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

Versions

The registry has recorded 5 versions of this file, between Aug 9, 2026 and Sep 14, 2026, about one every 9 days.

versioncommittedcommitsizeaudit
git:20260914.89e2ce1 latest2026-09-14 89e2ce1 23,101 BA view · diff
git:20260826.d27ffc32026-08-26 d27ffc3 22,930 BA view · diff
git:20260825.675363c2026-08-25 675363c 22,898 BA view · diff
git:20260819.bcd0a342026-08-19 bcd0a34 22,643 BA view · diff
git:20260809.1e777842026-08-09 1e77784 19,026 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 (23101 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

space-dinosaurs/dinostack · 14 stars · license Apache-2.0 · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_awfh7wtvbe6wi4vr
GET https://markdownregistry.com/api/v1/resolve?ref=space-dinosaurs/dinostack/ds-representation-audit
GET https://markdownregistry.com/api/v1/blob/770e9f8bbfc8df300f267052df5b583856e7ae77da20a9e717a3f0a5663139ad

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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