neqsim-in-writing SKILL.md skillA

neqsim-in-writing from equinor/neqsim is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add equinor/neqsim/neqsim-in-writing@git:20260919.77c34a0

Pins git:20260919.77c34a0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
equinor/neqsim
Path
neqsim-paperlab/skills/neqsim-in-writing/SKILL.md
Versions recorded
1
Latest version
git:20260919.77c34a0, committed Sep 19, 2026
Size
9,817 bytes
Repository stars
167
License
Apache-2.0

Author scientifically rigorous chapters and papers where every quantitative claim is backed by a NeqSim simulation, regression test, or notebook. Covers the dual-boot setup cell, claim → test linkage, equation → Java method cross-references, units enforcement against `nomenclature.yaml`, and notebook-driven figure / results-table injection.

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

# NeqSim integration for scientific writing

This skill is loaded by `book_author.agent` and `solve.task.agent` whenever a
chapter or paper section must defend a numerical statement with a NeqSim
artifact. It complements `book-creation` (which handles structural authoring)
and `journal-formatting` (which handles paper layout).

The objective is **traceability**: a reader (or reviewer) following any number,
table, or figure in the manuscript must be able to land on a runnable NeqSim
artifact in the repo within one click.

---

## 1. Standard chapter setup cell (Jupyter)

Every chapter notebook **must** start with the dual-boot cell. It tries the
local devtools build first (so an editor sees fresh code) and falls back to
the published `neqsim` PyPI package on Colab / external readers.

```python
import importlib, subprocess, sys

try:
    from neqsim_dev_setup import neqsim_init, neqsim_classes
    ns = neqsim_init(recompile=False)
    ns = neqsim_classes(ns)
    NEQSIM_MODE = "devtools"
except Exception:
    try:
        import neqsim
    except ImportError:
        subprocess.check_call([sys.executable, "-m", "pip", "install", "-q", "neqsim"])
    from neqsim import jneqsim
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add equinor/neqsim/neqsim-in-writing@sha256:fb0245629accf82c

The line at the top of this page pins the label git:20260919.77c34a0, 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_dn32qt7zlivwxhok.svg)](https://markdownregistry.com/a/art_dn32qt7zlivwxhok)

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

Versions

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

versioncommittedcommitsizeaudit
git:20260919.77c34a0 latest2026-09-19 77c34a0 9,817 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 (9817 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 · 167 stars · license Apache-2.0 · pushed 2026-11-08 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_dn32qt7zlivwxhok
GET https://markdownregistry.com/api/v1/resolve?ref=equinor/neqsim/neqsim-in-writing
GET https://markdownregistry.com/api/v1/blob/fb0245629accf82cc95ba525919b46a8411e77b81d4ad10800cb75f42ae3c958

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 equinor/neqsim

.cursorrules Cursor rule
equinor/neqsim · .cursorrules
git:20260418.119a3f4 · audit A · 167 stars
analyze-convergence SKILL.md skill
equinor/neqsim · .github/skills/analyze-convergence/SKILL.md · Interpret flash algorithm convergence metrics, identify patterns, and produce
git:20260919.77c34a0 · audit A · 167 stars
analyze-gibbs-convergence SKILL.md skill
equinor/neqsim · .github/skills/analyze-gibbs-convergence/SKILL.md · Interpret Gibbs energy minimization convergence metrics, analyze Jacobian
git:20260919.77c34a0 · audit A · 167 stars
book-creation SKILL.md skill
equinor/neqsim · .github/skills/book-creation/SKILL.md · PaperLab skill for book creation workflows in scientific writing and book production.
git:20260919.77c34a0 · audit B · 167 stars
design-flash-benchmark SKILL.md skill
equinor/neqsim · .github/skills/design-flash-benchmark/SKILL.md · Create a structured test matrix for comparing flash algorithm performance
git:20260919.77c34a0 · audit A · 167 stars
design-reactor-benchmark SKILL.md skill
equinor/neqsim · .github/skills/design-reactor-benchmark/SKILL.md · Create a structured test matrix for evaluating Gibbs energy minimization
git:20260919.77c34a0 · audit A · 167 stars
figure-discussion SKILL.md skill
equinor/neqsim · .github/skills/figure-discussion/SKILL.md · PaperLab skill for figure discussion workflows in scientific writing and book production.
git:20260919.77c34a0 · audit A · 167 stars
generate-publication-figures SKILL.md skill
equinor/neqsim · .github/skills/generate-publication-figures/SKILL.md · Create matplotlib figures that meet journal submission standards: correct fonts,
git:20260919.77c34a0 · audit A · 167 stars
journal-formatting SKILL.md skill
equinor/neqsim · .github/skills/journal-formatting/SKILL.md · Apply journal-specific formatting rules to transform a manuscript from Markdown
git:20260919.77c34a0 · audit A · 167 stars
neqsim-acid-gas-treating SKILL.md skill
equinor/neqsim · .github/skills/neqsim-acid-gas-treating/SKILL.md · Guides NeqSim agents through acid-gas and contaminant removal with SimpleAmineAbsorber, SimpleAmineRegenerator…
git:20261004.fc23e28 · audit A · 167 stars
neqsim-advanced-control-mpc-and-virtual-sensing SKILL.md skill
equinor/neqsim · .github/skills/neqsim-advanced-control-mpc-and-virtual-sensing/SKILL.md · Guides agents through ProcessLinkedMPC, ProcessLinearizer, ModelPredictiveController, VirtualFlowMeter, SoftSensor, and…
git:20261004.fc23e28 · audit A · 167 stars
neqsim-agent-handoff SKILL.md skill
equinor/neqsim · .github/skills/neqsim-agent-handoff/SKILL.md · Agent-to-agent communication schema for NeqSim. USE WHEN: composing multi-agent pipelines where one agent's output…
git:20260926.08d0028 · audit A · 167 stars

Every file in equinor/neqsim

Other files named neqsim-in-writing

neqsim-in-writing SKILL.md skill
equinor/neqsim · .github/skills/neqsim-in-writing/SKILL.md · Author scientifically rigorous chapters and papers where every quantitative claim is backed by a NeqSim simulation…
git:20261026.b2bf93b · audit A · 167 stars

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