skymanbp/sci-paper · skills/calibrate/SKILL.md

calibrate skillA

calibrate is agent-read markdown (skill) from skymanbp/sci-paper: Make the plugin yours. Walks the whole calibration chain for one field — corpus intake, profile extraction, per-axis calibration, optional model training, a held-out provenance measurement, and finding-level labelling against your own standard, style and target journal — then verifies the result. Every axis reports `measured`, `degraded` or `unmeasured` from its own floor; a stratum that cannot support a rate stays `unmeasured` rather than being given one. Produces evidence only: no threshold he.

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.

How to install

Latest version
mdr add skymanbp/sci-paper/calibrate@git:20260827.b2a4a9b
Exact content
mdr add skymanbp/sci-paper/calibrate@sha256:a876abc5b21e75e3

Pin 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_xn7seavs6bukbw67.svg)](https://markdownregistry.com/a/art_xn7seavs6bukbw67)

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Versions

versioncommittedcommitsizeaudit
git:20260827.b2a4a9b latest2026-08-27 b2a4a9b 14,656 BA view · diff
git:20260826.23e80b02026-08-26 23e80b0 13,645 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.

Source

GitHub

skymanbp/sci-paper · 5 stars · license NOASSERTION · pushed 2026-09-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_xn7seavs6bukbw67
GET https://markdownregistry.com/api/v1/resolve?ref=skymanbp/sci-paper/calibrate
GET https://markdownregistry.com/api/v1/blob/a876abc5b21e75e3e1f325ef2fd22b56a584220ca3d5ca095febcf3e0c5c1257