paperlab-notebook-regression-baselines skillA
paperlab-notebook-regression-baselines is agent-read markdown (skill) from equinor/neqsim: Define notebook baseline, tolerance, and stale-figure rules for PaperLab computational books. Use when notebooks generate figures, tables, or numeric claims that must remain stable as NeqSim and dependencies evolve..
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
# PaperLab Notebook Regression Baselines ## When to Use USE WHEN: a book has notebooks whose outputs support chapter figures, tables, worked examples, or quantitative claims. Pair with: - `neqsim-notebook-patterns` for notebook execution structure, - `neqsim-regression-baselines` for numerical drift principles, - `paperlab-scientific-traceability-audit` for claim provenance. ## Baseline Types | Type | Example | Tolerance Pattern | |------|---------|-------------------| | scalar | pressure drop, NPV, water dew point | absolute + relative tolerance | | table | stream table, sensitivity output | per-column tolerance | | figure | generated PNG path | existence + freshness + optional hash | | environment | NeqSim version, Python package list | recorded metadata | | claim | chapter number tied to notebook output | text-value match tolerance | ## Classification - `pass`: outputs are within tolerance and figures are fresh. - `stale`: notebook likely runs, but figure or claim output is outdated. - `broken`: execution or import fails. - `missing-baseline`: notebook has important outputs but no baseline yet. - `expensive-skip`: execution is known expensive and requires manual review. …
Read the whole file at its exact version.
How to install
mdr add equinor/neqsim/paperlab-notebook-regression-baselines@git:20260919.77c34a0mdr add equinor/neqsim/paperlab-notebook-regression-baselines@sha256:49e41045ae277e90Pin 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_hnxnwg2sgvvwfrij)
1 badge views in 30 days
Versions
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2099 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_hnxnwg2sgvvwfrij GET https://markdownregistry.com/api/v1/resolve?ref=equinor/neqsim/paperlab-notebook-regression-baselines GET https://markdownregistry.com/api/v1/blob/49e41045ae277e90542af28b0eac0d11dcd203383fe85a5322a6793d061c1b07
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.