technical-figure-understanding SKILL.md skillC
technical-figure-understanding from equinor/neqsim is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add equinor/neqsim/technical-figure-understanding@git:20260919.77c34a0Pins 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/technical-figure-understanding/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260919.77c34a0, committed Sep 19, 2026
- Size
- 5,362 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: Technical Figure Understanding ## Purpose Read engineering figures deeply enough that a book, paper, or report can explain what the figure shows and why it matters. This skill complements `figure-discussion`: this skill extracts and classifies visual evidence; `figure-discussion` turns that evidence into observation, mechanism, implication, and recommendation prose. Use this skill for lecture slides, notebook plots, process diagrams, flow maps, equipment sketches, case-study layouts, decision matrices, and source-document figures that need to be placed into textbook or engineering-report context. ## Inputs For every figure, gather as many of these inputs as available: | Input | Examples | |-------|----------| | Image file | `figures/ch04_s06_ipr_vlp.png` | | Existing caption or alt text | Markdown image alt text, `results.json.figure_captions` | | Source metadata | lecture folder, PPTX slide, PDF page, notebook path, generated script | | Surrounding text | preceding and following chapter paragraphs | | Chapter plan | `chapter_outlines.yaml`, learning objectives, section heading | | Computed data | notebook outputs, `results.json`, CSV tables | ## Figure Classes …
Read the whole file at its exact version.
How to install
mdr add equinor/neqsim/technical-figure-understanding@sha256:dbf4393745b62cc1The 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.
[](https://markdownregistry.com/a/art_hriwk7klh3hspetc)
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.
Audit of the latest version
- fail: Frontmatter block present
- fail: Frontmatter declares a name
- fail: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5362 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
equinor/neqsim · 167 stars · license Apache-2.0 · pushed 2026-11-08 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_hriwk7klh3hspetc GET https://markdownregistry.com/api/v1/resolve?ref=equinor/neqsim/technical-figure-understanding GET https://markdownregistry.com/api/v1/blob/dbf4393745b62cc16ddd655c2f3d6440895a6852406b4567935c3a84a763f348
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.