neqsim-notebook-patterns SKILL.md skillA

neqsim-notebook-patterns 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-notebook-patterns@git:20261016.d652b1d

Pins git:20261016.d652b1d in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
equinor/neqsim
Path
.github/skills/neqsim-notebook-patterns/SKILL.md
Versions recorded
6
Latest version
git:20261016.d652b1d, committed Oct 16, 2026
First version recorded
Apr 8, 2026
Size
22,996 bytes
Repository stars
167
License
Apache-2.0

Jupyter notebook patterns for NeqSim. USE WHEN: creating or reviewing Jupyter notebooks that use NeqSim for process simulation, thermodynamics, or PVT analysis. Covers devtools workspace setup, class imports, notebook structure, visualization requirements, and results.json schema.

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

# Jupyter Notebook Patterns for NeqSim

Standard patterns for creating Jupyter notebooks that use workspace NeqSim Java classes via devtools.

## Devtools Setup Cell (Use in Every Task Notebook)

Task notebooks under `task_solve/` MUST load NeqSim through
`devtools/neqsim_dev_setup.py`. This puts workspace Java classes from
`target/classes` on the JVM classpath, so new or modified Java classes are
available without copying a packaged JAR into the `neqsim` Python package.

```python
import os
import sys
from pathlib import Path

def find_neqsim_project_root():
    env_root = os.environ.get("NEQSIM_PROJECT_ROOT")
    candidates = []
    if env_root:
        candidates.append(Path(env_root).resolve())
    cwd = Path.cwd().resolve()
    candidates.extend([cwd] + list(cwd.parents))
    for candidate in candidates:
        if (candidate / "pom.xml").exists() and (candidate / "devtools" / "neqsim_dev_setup.py").exists():
            return candidate
    raise RuntimeError("Could not find NeqSim project root. Set NEQSIM_PROJECT_ROOT.")

PROJECT_ROOT = find_neqsim_project_root()
sys.path.insert(0, str(PROJECT_ROOT / "devtools"))

from neqsim_dev_setup import neqsim_init, neqsim_classes
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add equinor/neqsim/neqsim-notebook-patterns@sha256:f453375f64cdefe8

The line at the top of this page pins the label git:20261016.d652b1d, 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.

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[![mdr](https://markdownregistry.com/badge/art_bg7lyxppb2deeo76.svg)](https://markdownregistry.com/a/art_bg7lyxppb2deeo76)

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Versions

The registry has recorded 6 versions of this file, between Apr 8, 2026 and Oct 16, 2026, about one every 38 days.

versioncommittedcommitsizeaudit
git:20261016.d652b1d latest2026-10-16 d652b1d 22,996 BA view · diff
git:20260714.06a800d2026-07-14 06a800d 22,940 BA view · diff
git:20260709.4a016a72026-07-09 4a016a7 22,345 BA view · diff
git:20260429.82964422026-04-29 8296442 19,444 BA view · diff
git:20260418.a3c26d62026-04-18 a3c26d6 18,494 BA view · diff
git:20260408.9d44b282026-04-08 9d44b28 18,466 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 (22996 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
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  • 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_bg7lyxppb2deeo76
GET https://markdownregistry.com/api/v1/resolve?ref=equinor/neqsim/neqsim-notebook-patterns
GET https://markdownregistry.com/api/v1/blob/f453375f64cdefe80c05e7d2b3740544c8b586308ca040465103c731ba426201

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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