mrmps/classifier-dev · skills/resume-to-job-screen/SKILL.md

resume-to-job-screen skillA

resume-to-job-screen is agent-read markdown (skill) from mrmps/classifier-dev: Score resumes against a job description one explicit competency at a time, with a keyless classification API, ordered labels (no evidence, mentions, demonstrated, strong) and an expected value taken from the returned score distribution, producing a weighted ranked shortlist with every number shown. Use on "screen these CVs", "rank these applicants against the JD", "who is worth an interview", "build a shortlist". A reading aid only: it never decides, and it scores evidence in the text, never who.

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 mrmps/classifier-dev/resume-to-job-screen@git:20260919.33ae531
Exact content
mdr add mrmps/classifier-dev/resume-to-job-screen@sha256:59973865773f45f7

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_73tzgpct2joifc7y.svg)](https://markdownregistry.com/a/art_73tzgpct2joifc7y)

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Versions

versioncommittedcommitsizeaudit
git:20260919.33ae531 latest2026-09-19 33ae531 6,010 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 (6010 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

mrmps/classifier-dev · 416 stars · license MIT · pushed 2026-09-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_73tzgpct2joifc7y
GET https://markdownregistry.com/api/v1/resolve?ref=mrmps/classifier-dev/resume-to-job-screen
GET https://markdownregistry.com/api/v1/blob/59973865773f45f7771a97383350f08b6afc66257d5c74aff73b242a97400871

Your agent does the deals. You hear about the good ones. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.