figure-discussion SKILL.md skillC

figure-discussion 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/figure-discussion@git:20260919.77c34a0

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

Audit grade
C, 14 of 17 checks passed
Kind
SKILL.md skill
Repository
equinor/neqsim
Path
neqsim-paperlab/skills/figure-discussion/SKILL.md
Versions recorded
2
Latest version
git:20260919.77c34a0, committed Sep 19, 2026
First version recorded
Apr 28, 2026
Size
8,212 bytes
Repository stars
167
License
Apache-2.0

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

# Skill: Figure Discussion (observation → mechanism → implication → recommendation)

## When to Use

USE WHEN: writing the discussion of a figure in a paper, book chapter, or
task report. Every figure that appears in a deliverable MUST have an
accompanying discussion block that follows this contract. Loaded by
`scientific-writer`, `book-author`, `narrative-framer`, and the
`solve.task.agent` workflow.

DO NOT USE for: figure generation (use `generate-publication-figures`),
captions only (captions are a separate, terser artefact).

---

## Core principle

A figure that appears in a deliverable without a corresponding discussion
block is a wasted figure. Reviewers and readers should be able to read
the figure → discussion pair and walk away knowing **what the figure
shows, why it shows that, what it means, and what to do about it**, in
that order, without having to reverse-engineer the conclusion from the
plot.

This skill ports the contract from `task_solve/` `results.json`
`figure_discussion[]` blocks to the paper / book authoring pipeline.

---

## The four-part contract

Every figure discussion block has exactly four parts. Each is one to
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add equinor/neqsim/figure-discussion@sha256:6c8d9434d47b4ecc

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_vgt5gvhkv6mvwngy.svg)](https://markdownregistry.com/a/art_vgt5gvhkv6mvwngy)

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

Versions

The registry has recorded 2 versions of this file, between Apr 28, 2026 and Sep 19, 2026, about one every 144 days.

versioncommittedcommitsizeaudit
git:20260919.77c34a0 latest2026-09-19 77c34a0 8,212 BC view · diff
git:20260428.1d2e8312026-04-28 1d2e831 8,212 BC view

Audit of the latest version

C  14 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: Frontmatter block present
  • fail: Frontmatter declares a name
  • fail: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8212 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

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

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_vgt5gvhkv6mvwngy
GET https://markdownregistry.com/api/v1/resolve?ref=equinor/neqsim/figure-discussion
GET https://markdownregistry.com/api/v1/blob/6c8d9434d47b4eccf7da8084699cbd0d5a39a04a090afe2b1f8f7a091647ae18

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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Every file in equinor/neqsim

Other files named figure-discussion

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.
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