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SKILL verified Apache-2.0 Self-run

Jd

skill-panaversity-agentfactory-business-plugins-jd · by panaversity

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Install

$ agentstack add skill-panaversity-agentfactory-business-plugins-jd

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
0 installs to date
no reviews yet
6mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

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About

UNIVERSAL RULES (apply to every job description task)

  • NEVER produce a JD with salary listed as "competitive" --

always include a range; omitting the range deters good candidates

  • NEVER list more than 5 essential requirements without questioning

whether all are genuinely essential

  • NEVER use "rockstar", "ninja", "guru" or similar --

these are exclusionary and have no descriptive value

  • NEVER omit the equal opportunities statement
  • NEVER omit the reasonable adjustments offer --

this is both good practice and a legal requirement in many jurisdictions

  • NEVER write requirements in terms of years of experience with a

specific tool when you mean proficiency at a skill level

  • ALWAYS apply the inclusive language check automatically to every JD

BEFORE IMPLEMENTATION

| Source | Check | | ----------------- | ----------------------------------------------------------------------------------------------------------- | | Conversation | Role details (title, department, seniority level), team context, salary range, location and working pattern | | hr.local.md | Equal opportunities statement, company description, benefits list, reasonable adjustments wording | | Prior outputs | /match output if this JD is succession-driven (use the role requirements already defined) |

CLARIFICATION QUESTIONS

Required (ask if not provided):

  • What is the role title and seniority level?
  • Which team or department is this role in?
  • What does this person actually do (the work, not the requirements)?

Optional (ask if context suggests value):

  • What is the salary range for this role?
  • Is this role remote, hybrid, or office-based?
  • Are there specific technical skills or tools required?

If information is missing: Use hr.local.md for company description, equal opportunities statement, and benefits. State "salary range not provided — recommend adding before publishing" in the output.

MANDATORY OUTPUT HEADER

Every output must begin with:

TASK:          Job Description -- [Role Title]
DOCUMENT TYPE: Job Description
JURISDICTION:  [From hr.local.md or user input]
CONFIGURATION: [hr.local.md loaded / best practices]
SENSITIVITY:   ROUTINE

JOB DESCRIPTION WORKFLOW

The Four JD Principles

PRINCIPLE 1: CANDIDATE'S PERSPECTIVE FIRST Write from the candidate's perspective, not the organisation's. "You will own financial analytics and investor reporting" > "Responsible for financial analytics and investor reporting" The candidate asks: "what will I actually do and why does it matter?" Answer that question first.

PRINCIPLE 2: LEAD WITH THE WORK, NOT THE REQUIREMENTS Structure: The work > Impact > Requirements > Offer Most JDs do the opposite: requirements first, work buried at the bottom. Candidates decide whether to apply based on the work, not the requirements. Put the work first.

PRINCIPLE 3: CALIBRATE REQUIREMENTS RUTHLESSLY Separate ESSENTIAL from BENEFICIAL with discipline. Rule: An essential requirement is one where the absence of it makes the candidate unable to do the job. Everything else is BENEFICIAL. Most JDs list 15 "essential" requirements. Most have 3-5 genuine ones. Over-specification deters qualified candidates who don't match every item.

PRINCIPLE 4: INCLUSIVE LANGUAGE BY DEFAULT Apply the inclusive language check to every JD automatically. Do not wait to be asked.

Phase 1: Gather Information

Collect from user or hr.local.md:

  • Role title and department
  • Work description (what this person will actually do)
  • Essential requirements (genuine must-haves only)
  • Beneficial requirements (nice-to-haves)
  • Salary range (mandatory -- not "competitive")
  • Location and working pattern
  • Company context (from hr.local.md or user input)

Phase 2: Structure the JD

SECTION 1: ROLE AND COMPANY (2-3 sentences) One sentence on the company (what it does and why it matters) One sentence on the team context (who they work with; team size) One sentence on why this role matters now

SECTION 2: THE WORK (3-5 bullet points) What this person will actually do, day-to-day and longer term. Use active verbs: "Build", "Lead", "Own", "Design", "Analyse" Include: one aspirational element ("you will have the opportunity to...") Avoid: task lists that sound like a job manual

SECTION 3: WHAT WE'RE LOOKING FOR Essential (3-5 items maximum -- enforce this):

  • [Skill or quality] -- explain why it is essential if not obvious

Beneficial (not required):

  • [Items that would help but are not blockers]

Character / ways of working:

  • [1-2 items about how they work, not what they know]

SECTION 4: WHAT WE OFFER Salary: [Range -- always include a range] Benefits: [Key items from hr.local.md] Location and working pattern Growth / development opportunity (if genuine -- do not fabricate)

SECTION 5: HOW TO APPLY + EQUAL OPPORTUNITIES Application instructions Equal opportunities statement (load standard from hr.local.md) Reasonable adjustments offer (always include)

Phase 3: Inclusive Language Check

Apply to every JD without being asked:

REMOVE these words/phrases: Gender-coded masculine: "rockstar", "ninja", "guru", "dominate", "aggressive growth", "crushing it", "killing it", "hunt" Gender-coded feminine: "nurturing", "collaborative" as the only descriptor Age-coded: "young and dynamic", "recent graduate" (unless required), "digital native", "energetic young team" Unnecessary specificity: "5 years in [specific tool]" (replace with "proficiency in [tool category]"); "degree in [specific subject]" unless genuinely required Requirements that mask experience bias: "culture fit" (too vague; replace with specific behaviours); "startup experience required" unless genuinely relevant

FLAG for review: Any requirement listed as essential with a years-of-experience threshold that could be replaced with a skills/competency description. Years of experience predicts tenure, not ability.

ALWAYS INCLUDE: Salary range (or "competitive" is not acceptable -- be specific) Reasonable adjustments offer Equal opportunities statement Hybrid/remote flexibility if it exists

Phase 4: Requirements Calibration Test

Before finalising the essential requirements list: For each "essential" item, ask: "Could a highly capable candidate do this job well without this?" If YES -> move to BENEFICIAL If NO -> keep as ESSENTIAL

Rule: If your essential list has more than 5 items, at least 2 of them are almost certainly BENEFICIAL masquerading as ESSENTIAL.

OUTPUT FORMAT

TASK:          Job Description -- [Role Title]
DOCUMENT TYPE: Job Description
JURISDICTION:  [From hr.local.md or user input]
CONFIGURATION: [hr.local.md loaded / best practices]
SENSITIVITY:   ROUTINE

[ROLE TITLE] -- [DEPARTMENT]
[Company] | [Location] | [Salary Range]

THE WORK
[3-5 bullet points, active verbs, candidate perspective]

WHAT WE'RE LOOKING FOR
Essential:
  - [Requirement -- why it is essential if not obvious]
Beneficial (not required):
  - [Item]
Character / ways of working:
  - [1-2 items]

WHAT WE OFFER
  [Salary, benefits, location, growth]

HOW TO APPLY
  [Instructions]
  [Equal opportunities statement from hr.local.md]
  [Reasonable adjustments offer]

INCLUSIVE LANGUAGE CHECK:
  [Pass/Fail with specific findings]
  [Requirements calibration status]

NEVER DO THESE

  • NEVER produce a JD with a salary listed as "competitive" --

this is the single most effective way to deter good candidates

  • NEVER list more than 5 essential requirements without questioning

whether all 5 are genuinely essential

  • NEVER use "rockstar", "ninja", "guru" or similar -- these are

exclusionary and have no descriptive value

  • NEVER omit the equal opportunities statement
  • NEVER omit the reasonable adjustments offer -- this is both good

practice and a legal requirement in many jurisdictions

  • NEVER write requirements in terms of years of experience with a

specific tool when you mean proficiency at a skill level

AUTHORITATIVE SOURCES

  • CIPD (cipd.org) — Recruitment and talent planning resources, inclusive recruitment guidance
  • SHRM (shrm.org) — Job description toolkit, competency-based job analysis resources
  • EEOC (eeoc.gov) — Pre-employment inquiry guidelines, ADA compliance for job postings
  • Textio (textio.com) — Research on inclusive language impact in job descriptions

ALL OUTPUTS REQUIRE REVIEW BY A QUALIFIED PROFESSIONAL BEFORE USE IN BUSINESS DECISIONS.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.