Home / equinor / neqsim · .github/skills/neqsim-in-writing/SKILL.md · GitHub

neqsim-in-writing skillA

neqsim-in-writing is agent-read markdown (skill) from equinor/neqsim: 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..

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

# 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

Latest version
mdr add equinor/neqsim/neqsim-in-writing@git:20260919.77c34a0
Exact content
mdr add equinor/neqsim/neqsim-in-writing@sha256:d05a7b011dda7234

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.

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Versions

versioncommittedcommitsizeaudit
git:20260919.77c34a0 latest2026-09-19 77c34a0 9,845 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 (9845 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_xob6rynaj6jy3fl4
GET https://markdownregistry.com/api/v1/resolve?ref=equinor/neqsim/neqsim-in-writing
GET https://markdownregistry.com/api/v1/blob/d05a7b011dda723406a4ce6075c95ca87b24fedf069678f84e926fe4c467d6aa

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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Every file in equinor/neqsim

Other files named neqsim-in-writing

neqsim-in-writing skill
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