Home / equinor / neqsim · .github/skills/paperlab-scientific-traceability-audit/SKILL.md · GitHub

paperlab-scientific-traceability-audit skillA

paperlab-scientific-traceability-audit is agent-read markdown (skill) from equinor/neqsim: Audit PaperLab books for claim, figure, equation, notebook, citation, and unit traceability. Use when a book must become scientifically defensible and reproducible, especially for NeqSim-backed quantitative chapters..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# PaperLab Scientific Traceability Audit

## When to Use

USE WHEN: a textbook chapter contains numbers, equations, figures, tables, or
engineering recommendations that depend on calculations, simulations, standards,
or source documents. This skill turns technical content into auditable content.

Pair with:

- `neqsim-in-writing` for NeqSim claim markers,
- `neqsim-notebook-patterns` for executable notebooks,
- `neqsim-regression-baselines` for stable examples,
- `neqsim-standard-requirement-extraction` for clause-level standards evidence.

## Traceability Objects

Track six object types:

| Object | Required Evidence |
|--------|-------------------|
| Numeric claim | notebook cell, test, baseline, source table, or citation |
| Figure | source file, notebook, generated script, or approved source document |
| Equation | symbol definitions, units, source citation, and implementation link if used by NeqSim |
| Table | data source, units, and update path |
| Standard statement | standard code, revision, clause or paraphrased requirement |
| Recommendation | preceding evidence that supports the action |

## Marker Rules
…

Read the whole file at its exact version.

How to install

Latest version
mdr add equinor/neqsim/paperlab-scientific-traceability-audit@git:20260919.77c34a0
Exact content
mdr add equinor/neqsim/paperlab-scientific-traceability-audit@sha256:781ae1ebf4aa4dde

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

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Versions

versioncommittedcommitsizeaudit
git:20260919.77c34a0 latest2026-09-19 77c34a0 3,669 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (3669 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

equinor/neqsim · 155 stars · license Apache-2.0 · pushed 2026-09-24 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_adc2sebpqy6ynolg
GET https://markdownregistry.com/api/v1/resolve?ref=equinor/neqsim/paperlab-scientific-traceability-audit
GET https://markdownregistry.com/api/v1/blob/781ae1ebf4aa4dde612febe2cbd65d28485588613aeab8b4474e816aa1bda137

Your agent 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.

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