scdenney/open-science-skills · plugin/skills/model-council-voting/SKILL.md

model-council-voting skillA

model-council-voting is agent-read markdown (skill) from scdenney/open-science-skills: Runs several language models as independent coders on the same labeling or discovery task and reads their disagreement as data — panel assembly for model diversity, keeping votes independent, consensus rules, agreement statistics (Cohen's and Fleiss kappa, Krippendorff's alpha), the correlated-errors caveat that stops agreement being mistaken for validity, human validation beyond the panel, and reporting. Use when the user asks about a council, panel, ensemble, or jury of models, asks how to com.

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 scdenney/open-science-skills/model-council-voting@git:20260905.c12f077
Exact content
mdr add scdenney/open-science-skills/model-council-voting@sha256:0aa53d2513f770d0

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_5pagbd2wv47wvl65.svg)](https://markdownregistry.com/a/art_5pagbd2wv47wvl65)

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Versions

versioncommittedcommitsizeaudit
git:20260905.c12f077 latest2026-09-05 c12f077 17,983 BA view · diff
git:20260905.39e82762026-09-05 39e8276 17,952 BA view · diff
git:20260902.da5a2632026-09-02 da5a263 17,952 BA view · diff
git:20260808.46edbfc2026-08-08 46edbfc 17,388 BA view · diff
git:20260726.ec471db2026-07-26 ec471db 17,186 BA view

Audit of the latest version

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

Source

GitHub

scdenney/open-science-skills · 54 stars · license NOASSERTION · pushed 2026-09-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5pagbd2wv47wvl65
GET https://markdownregistry.com/api/v1/resolve?ref=scdenney/open-science-skills/model-council-voting
GET https://markdownregistry.com/api/v1/blob/0aa53d2513f770d025ca5324997d284b162b94b5b056755aad6963f3fc4136e2