scdenney/open-science-skills · plugin/skills/text-classification/SKILL.md

text-classification skillA

text-classification is agent-read markdown (skill) from scdenney/open-science-skills: Designs and validates LLM-based text classification for research data — codebook construction, choice of learning regime, model selection and reproducibility, prompt construction, pilot validation against human coding with agreement statistics (kappa, F1), hybrid human-LLM workflows, and reporting model-coded data. Also carries a resumable batch pipeline with a rule-based baseline for coding large sets of repeated free-text values against a closed codebook — occupation, institution, and registry.

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/text-classification@git:20260905.c12f077
Exact content
mdr add scdenney/open-science-skills/text-classification@sha256:7ab79703a1181ddf

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_wbpno6dzu3tilfs7.svg)](https://markdownregistry.com/a/art_wbpno6dzu3tilfs7)

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Versions

versioncommittedcommitsizeaudit
git:20260905.c12f077 latest2026-09-05 c12f077 23,143 BA view · diff
git:20260905.39e82762026-09-05 39e8276 23,112 BA view · diff
git:20260902.8289c422026-09-02 8289c42 22,654 BA view · diff
git:20260808.46edbfc2026-08-08 46edbfc 19,735 BA view · diff
git:20260702.539af7b2026-07-02 539af7b 19,279 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (23143 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

GitHub

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

API

GET https://markdownregistry.com/api/v1/artifacts/art_wbpno6dzu3tilfs7
GET https://markdownregistry.com/api/v1/resolve?ref=scdenney/open-science-skills/text-classification
GET https://markdownregistry.com/api/v1/blob/7ab79703a1181ddf946d2a367e091f2ace43794ea07b4800df21d5a781f7ce54