technical-figure-understanding skillC
technical-figure-understanding is agent-read markdown (skill) from equinor/neqsim.
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
# 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@git:20260919.77c34a0mdr add equinor/neqsim/technical-figure-understanding@sha256:dbf4393745b62cc1Pin 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.
[](https://markdownregistry.com/a/art_hriwk7klh3hspetc)
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Versions
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
Source
equinor/neqsim · 155 stars · license Apache-2.0 · pushed 2026-09-24 · 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
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