job_description_builder SKILL.md skillB
job_description_builder from snowflake-labs/coco-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add snowflake-labs/coco-skills/job_description_builder@git:20261104.6226d6fPins git:20261104.6226d6f in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- snowflake-labs/coco-skills
- Path
plugins/people-hydrator/skills/job_description_builder/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261104.6226d6f, committed Nov 4, 2026
- First version recorded
- Nov 2, 2026
- Size
- 23,009 bytes
- Repository stars
- 48
- License
- none declared
AI-powered job description creator for recruiters. Generates, enhances, or clones job descriptions using content from the ATS (source of truth), a saved JD library, or fresh AI generation. Includes inclusivity and bias scanning, fill rate and quality-of-hire intelligence, multi-language support, and export to HTML (external / internal modes). Saves finalized JDs to a reusable JD library. Use for: create job description, write JD, generate JD, update JD, clone JD, post to ATS, JD for…
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
# Job Description Builder (Dehydrated) ## About this skill - **What it does:** Creates, improves or clones a job description: starts from the posted description in your ATS, then your saved library, then generates one fresh only if neither exists. Checks for biased or non-inclusive wording, can translate, and exports to HTML. - **Who it's for:** Recruiters, hiring managers and TA operations. - **Works with:** The first step of the hiring flow: `job_description_builder` → interviews → `interview_debrief` → `offer_builder`. - **Before you start:** This skill runs on the data and definitions connected by **People Hydrator** (`plugins/people-hydrator/`). If it hasn't been set up for your account yet, run People Hydrator first. - **How to use it:** Say "create a JD for [requisition or role]", "improve this JD" or "bias check this JD". It always tells you where the content came from. …
Read the whole file at its exact version.
How to install
mdr add snowflake-labs/coco-skills/job_description_builder@sha256:58a44fa37fb1f508The line at the top of this page pins the label git:20261104.6226d6f, 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_6fvf7ln5bhsa4ewg)
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Versions
The registry has recorded 2 versions of this file, between Nov 2, 2026 and Nov 4, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261104.6226d6f latest | 2026-11-04 | 6226d6f | 23,009 B | B | view · diff |
| git:20261102.9dd09c1 | 2026-11-02 | 9dd09c1 | 19,970 B | B | view |
Audit of the latest version
- fail: No prompt-injection phrasing (matched: Do NOT tell the user)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (23009 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 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
snowflake-labs/coco-skills · 48 stars · license none declared · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_6fvf7ln5bhsa4ewg GET https://markdownregistry.com/api/v1/resolve?ref=snowflake-labs/coco-skills/job_description_builder GET https://markdownregistry.com/api/v1/blob/58a44fa37fb1f5080779c9d1d2f0fb88127161ace0c0e91b5091028a8d99652e
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.