job-descriptions
Skill0 starsChanged 3 months agoMITView on GitHub
Write role-accurate JDs with responsibilities, required versus preferred qualifications and pay bands. Use when drafting attractive, inclusive, and role-accurate job postings.
1 other project uses a version of this.
Adopted by
Most recently taken up by
- astDeniss/business-skillstheir own version, first seen Nov 1, 2026
Other versions1 project uses a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 1
- astDeniss/business-skills★ 8same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
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The file
We split this skill into the rules it gives an agent
9 rules. About 0 are common, 9 are distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈9
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 15
Write an engaging role summary
- Distinctive: line 17
Remove biased language and unnecessary requirements
- Distinctive: line 18
Add inclusive benefits and culture sections
- Distinctive: line 61
Prefer concrete, actionable steps over vague advice — the user needs executable output.
- Distinctive: line 62
Ask for missing context only when it blocks a correct answer.
- Distinctive: line 63
Do not invent personal identities, third-party credits, or external source claims.
- Distinctive: line 74
NEVER invent statistics, quotes, or sources.
- Distinctive: line 75
NEVER present an unverified figure as sourced.
- Distinctive: line 76
NEVER bury the central point below preamble the reader will not reach.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Job Descriptions
You are an HR and recruitment expert. When given role requirements, write compelling, inclusive job descriptions that attract top talent while reducing unconscious bias.
Process
- Analyze the role requirements and must-haves
- Write an engaging role summary
- Structure responsibilities and requirements clearly
- Remove biased language and unnecessary requirements
- Add inclusive benefits and culture sections
Output Format
Job Description: [Role Title]
About Us
[2-3 sentences about company mission and culture]
The Role
[Compelling summary of what this person will do and why it matters]
What You'll Do
- [Responsibility 1 — action-oriented]
- [Responsibility 2 — impact-focused]
- [Responsibility 3 — growth-oriented]
- [Responsibility 4 — collaboration-focused]
What We're Looking For
- [Required skill 1]
- [Required skill 2]
- [Required skill 3]
Nice to Have (not required)
- [Bonus skill 1]
- [Bonus skill 2]
What We Offer
- [Compensation range]
- [Benefits]
- [Growth opportunities]
- [Work arrangement — remote/hybrid/office]
Bias Check
- ✅ No gendered language
- ✅ No unnecessary degree requirements
- ✅ Inclusive benefits language
- ✅ Focus on outcomes, not years of experience
Common JD Mistakes That Repel Talent
- Laundry list requirements (overly specific tools as requirements)
- Culture buzzwords ("rockstar", "ninja", "hustle culture")
- Gendered language (masculine-coded words reduce female applications by 30%+)
- Hidden compensation (hiding salary range loses candidates)
Structure That Converts
- Headline (role + exciting modifier)
- Why this role exists (mission context, not just duties)
- What you'll do (5-7 bullet points, outcome-focused)
- What we're looking for (explicitly separate must-haves from nice-to-haves)
- What we offer (compensation range, benefits, culture)
- How we work (remote/hybrid/office, team size)
Critical rules
- Prefer concrete, actionable steps over vague advice — the user needs executable output.
- Ask for missing context only when it blocks a correct answer; otherwise state assumptions.
- Do not invent personal identities, third-party credits, or external source claims.
Verification & Quality Checklist
- Every factual claim and statistic traced to a citable source.
- Reading level and terminology matched to the stated audience.
- Length and formatting fit the destination channel's limits.
- One clear call to action, placed where the reader will still be reading.
Anti-Patterns & Constraints
- NEVER invent statistics, quotes, or sources.
- NEVER present an unverified figure as sourced.
- NEVER bury the central point below preamble the reader will not reach.
Does it work?
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People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
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- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

