resume-to-job-screen SKILL.md skillA
resume-to-job-screen from mrmps/classifier-dev is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mrmps/classifier-dev/resume-to-job-screen@git:20260919.33ae531Pins git:20260919.33ae531 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mrmps/classifier-dev
- Path
skills/resume-to-job-screen/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260919.33ae531, committed Sep 19, 2026
- Size
- 6,010 bytes
- Repository stars
- 436
- License
- MIT
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…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Screen resumes against a job description, one competency at a time `classifier.dev` picks one of your labels for a text and returns the whole score distribution with it. No key. That gives you a defensible first pass: each competency scored on its own, every number visible, the ranking reproducible. It writes nothing and decides nothing. ## What this must not be used for - Never classify or infer a protected characteristic: age, sex, race, religion, disability, pregnancy, nationality, marital status, or a proxy for one such as graduation year, name, photo, or a gap in employment. Do not put such a label in `labels` or a hint in `instructions`. - Never auto-reject. The output ranks and shows evidence; a person reads every resume before anyone is turned down, and decides. - Do not use it where local law regulates automated decisions in hiring (the EU AI Act treats hiring as high risk; New York City Local Law 144 requires a bias audit and notice). Confirm what applies before it touches a real applicant. - Do not score "culture fit", "communication skills" or "attitude" from a resume. The text does not carry them, so the answer is noise with a number. …
Read the whole file at its exact version.
How to install
mdr add mrmps/classifier-dev/resume-to-job-screen@sha256:59973865773f45f7The line at the top of this page pins the label git:20260919.33ae531, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_73tzgpct2joifc7y)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 19, 2026.
Audit of the latest version
- 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
mrmps/classifier-dev · 436 stars · license MIT · pushed 2026-11-06 · 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 AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.