akaszubski/autonomous-dev · plugins/autonomous-dev/skills/archived/quality-scoring/SKILL.md

quality-scoring skillA

quality-scoring is agent-read markdown (skill) from akaszubski/autonomous-dev: Multi-dimensional data assessment for training quality evaluation including IFD scoring, factuality, and reasoning validation. Use when scoring training data or evaluating dataset quality. TRIGGER when: quality scoring, data assessment, IFD, factuality, training data quality. DO NOT TRIGGER when: code quality, test coverage, documentation, non-data tasks..

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 akaszubski/autonomous-dev/quality-scoring@git:20260317.e64d556
Exact content
mdr add akaszubski/autonomous-dev/quality-scoring@sha256:bd697ebae164c71c

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_7zf2zflkqegfrhum.svg)](https://markdownregistry.com/a/art_7zf2zflkqegfrhum)

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Versions

versioncommittedcommitsizeaudit
git:20260317.e64d556 latest2026-03-17 e64d556 8,103 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 (8103 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

akaszubski/autonomous-dev · 34 stars · license none · pushed 2026-09-16 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_7zf2zflkqegfrhum
GET https://markdownregistry.com/api/v1/resolve?ref=akaszubski/autonomous-dev/quality-scoring
GET https://markdownregistry.com/api/v1/blob/bd697ebae164c71c8146f1e2f1219678999639449d09e34525d9356d75413f83

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.