paperlab-notebook-regression-baselines SKILL.md skillA
paperlab-notebook-regression-baselines 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/paperlab-notebook-regression-baselines@git:20260919.77c34a0Pins git:20260919.77c34a0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- equinor/neqsim
- Path
neqsim-paperlab/skills/paperlab-notebook-regression-baselines/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260919.77c34a0, committed Sep 19, 2026
- Size
- 2,099 bytes
- Repository stars
- 167
- License
- Apache-2.0
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.
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
# 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 - `stale`: notebook likely runs, but figure or claim output is outdated.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@sha256:49e41045ae277e90The 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_hnxnwg2sgvvwfrij)
1 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
- 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 · 167 stars · license Apache-2.0 · pushed 2026-11-08 · 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 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.