IN

interview-system-designer

Assists in designing interview processes, generating questions, and creating hiring pipelines.

Install

mkdir -p .claude/skills/interview-system-designer && curl -L -o skill.zip "https://agentskills.codes/api/skills/download/2999" && unzip -o skill.zip -d .claude/skills/interview-system-designer && rm skill.zip

Installs to .claude/skills/interview-system-designer

Activation

This is the description your AI agent reads to decide when to run this skill — the better it matches your request, the more reliably it fires.

This skill should be used when the user asks to "design interview processes", "create hiring pipelines", "calibrate interview loops", "generate interview questions", "design competency matrices", "analyze interviewer bias", "create scoring rubrics", "build question banks", or "optimize hiring systems". Use for designing role-specific interview loops, competency assessments, and hiring calibration systems.
408 chars✓ has a “when” triggerlonger than Claude Code's old 250-char listing cap (fine on current versions)
Intermediate

Key capabilities

  • Generate interview loop plans
  • Define role-specific competency matrices
  • Create interview question banks
  • Establish scoring rubrics
  • Analyze interviewer bias

How it works

It generates a baseline interview loop plan based on role and level, providing frameworks for scoring, bias reduction, and competency assessment.

Inputs & outputs

You give it
Role title and seniority level
You get back
Structured interview loop and competency plan

When to use interview-system-designer

  • Create technical hiring pipeline
  • Generate interview question bank
  • Design competency matrices

About this skill

Interview System Designer

Comprehensive interview loop planning and calibration support for role-based hiring systems.

Overview

Use this skill to create structured interview loops, standardize question quality, and keep hiring signal consistent across interviewers.

Core Capabilities

  • Interview loop planning by role and level
  • Round-by-round focus and timing recommendations
  • Suggested question sets by round type
  • Framework support for scoring and calibration
  • Bias-reduction and process consistency guidance

Quick Start

# Generate a loop plan for a role and level
python3 scripts/interview_planner.py --role "Senior Software Engineer" --level senior

# JSON output for integration with internal tooling
python3 scripts/interview_planner.py --role "Product Manager" --level mid --json

Recommended Workflow

  1. Run scripts/interview_planner.py to generate a baseline loop.
  2. Align rounds to role-specific competencies.
  3. Validate scoring rubric consistency with interview panel leads.
  4. Review for bias controls before rollout.
  5. Recalibrate quarterly using hiring outcome data.

References

  • references/interview-frameworks.md
  • references/bias_mitigation_checklist.md
  • references/competency_matrix_templates.md
  • references/debrief_facilitation_guide.md

Common Pitfalls

  • Overweighting one round while ignoring other competency signals
  • Using unstructured interviews without standardized scoring
  • Skipping calibration sessions for interviewers
  • Changing hiring bar without documenting rationale

Best Practices

  1. Keep round objectives explicit and non-overlapping.
  2. Require evidence for each score recommendation.
  3. Use the same baseline rubric across comparable roles.
  4. Revisit loop design based on quality-of-hire outcomes.

When not to use it

  • When hiring for non-technical or non-standardized roles
  • When the organization lacks a defined competency framework

Limitations

  • Requires manual validation of scoring rubrics
  • Does not automate the actual interviewing process

How it compares

It provides a programmatic approach to hiring system design rather than relying on ad-hoc interview processes.

Compared to similar skills

interview-system-designer side by side with the closest alternatives in the catalog.

SkillInstallsUpdatedSafetyDifficulty
interview-system-designer (this skill)13moReviewIntermediate
planning-with-files2336moReviewIntermediate
trello412moReviewBeginner
pmbok-project-management389moNo flagsIntermediate

Try saying

Example prompts that trigger this skill in your AI assistant.

More by alirezarezvani

View all by alirezarezvani

ma-playbook

alirezarezvani

M&A strategy for acquiring companies or being acquired. Due diligence, valuation, integration, and deal structure. Use when evaluating acquisitions, preparing for acquisition, M&A due diligence, integration planning, or deal negotiation.

39122

ad-creative

alirezarezvani

When the user needs to generate, iterate, or scale ad creative for paid advertising. Use when they say 'write ad copy,' 'generate headlines,' 'create ad variations,' 'bulk creative,' 'iterate on ads,' 'ad copy validation,' 'RSA headlines,' 'Meta ad copy,' 'LinkedIn ad,' or 'creative testing.' This is pure creative production — distinct from paid-ads (campaign strategy). Use ad-creative when you need the copy, not the campaign plan.

3395

content-trend-researcher

alirezarezvani

Advanced content and topic research skill that analyzes trends across Google Analytics, Google Trends, Substack, Medium, Reddit, LinkedIn, X, blogs, podcasts, and YouTube to generate data-driven article outlines based on user intent analysis

30126

cold-email

alirezarezvani

When the user wants to write, improve, or build a sequence of B2B cold outreach emails to prospects who haven't asked to hear from them. Use when the user mentions 'cold email,' 'cold outreach,' 'prospecting emails,' 'SDR emails,' 'sales emails,' 'first touch email,' 'follow-up sequence,' or 'email prospecting.' Also use when they share an email draft that sounds too sales-y and needs to be humanized. Distinct from email-sequence (lifecycle/nurture to opted-in subscribers) — this is unsolicited outreach to new prospects. NOT for lifecycle emails, newsletters, or drip campaigns (use email-sequence).

2971

content-humanizer

alirezarezvani

Makes AI-generated content sound genuinely human — not just cleaned up, but alive. Use when content feels robotic, uses too many AI clichés, lacks personality, or reads like it was written by committee. Triggers: 'this sounds like AI', 'make it more human', 'add personality', 'it feels generic', 'sounds robotic', 'fix AI writing', 'inject our voice'. NOT for initial content creation (use content-production). NOT for SEO optimization (use content-production Mode 3).

2251

aws-solution-architect

alirezarezvani

Design AWS architectures for startups using serverless patterns and IaC templates. Use when asked to design serverless architecture, create CloudFormation templates, optimize AWS costs, set up CI/CD pipelines, or migrate to AWS. Covers Lambda, API Gateway, DynamoDB, ECS, Aurora, and cost optimization.

2047

You might also like

planning-with-files

davila7

Implements Manus-style file-based planning for complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when starting complex multi-step tasks, research projects, or any task requiring >5 tool calls.

233106

trello

openclaw

Manage Trello boards, lists, and cards via the Trello REST API.

41205

pmbok-project-management

jgtolentino

Comprehensive PMP/PMBOK project management methodologies and best practices. Use this skill when users need guidance on project management processes, templates, knowledge areas, process groups, tools, techniques, or certification preparation. Covers all 10 PMBOK Knowledge Areas and 5 Process Groups with practical templates, frameworks, and industry-standard approaches. Includes risk management, stakeholder engagement, schedule management, cost control, quality assurance, and resource planning.

38183

clickup

civitai

Interact with ClickUp tasks and documents - get task details, view comments, create and manage tasks, create and edit docs. Use when working with ClickUp task/doc URLs or IDs.

37176

ma-playbook

alirezarezvani

M&A strategy for acquiring companies or being acquired. Due diligence, valuation, integration, and deal structure. Use when evaluating acquisitions, preparing for acquisition, M&A due diligence, integration planning, or deal negotiation.

39122

create-plan

antinomyhq

Generate detailed implementation plans for complex tasks. Creates comprehensive strategic plans in Markdown format with objectives, step-by-step implementation tasks using checkbox format, verification criteria, risk assessments, and alternative approaches. Use when users need thorough analysis and structured planning before implementation, when breaking down complex features into actionable steps, or when they explicitly ask for a plan, roadmap, or strategy. Strictly planning-focused with no code modifications.

36121

Search skills

Search the agent skills registry