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interview-system-designer

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.

68

Quality

85%

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SecuritybySnyk

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SKILL.md
Quality
Evals
Security

Quality

Content

75%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-structured, lean skill body whose Quick Start commands are real and verified against the bundled script, with a clearly sequenced workflow and correctly split reference material. The main weaknesses are redundancy in the purpose statements, how-to detail deferred without signposting, and a bare, unannotated References section that omits the assets files.

Suggestions

Trim the triple restatement of purpose: fold the Overview and Core Capabilities into one section, since the frontmatter description already summarizes the skill's purpose.

Annotate each reference with a one-line description (e.g., '**Competency matrices**: See references/competency_matrix_templates.md') and link them from the relevant workflow steps; mention the assets/ sample files so they are discoverable.

Add a validation feedback loop to the workflow — e.g., what to do when rubric consistency or bias-control review fails (revise which round, re-run the planner with which flags).

DimensionReasoningScore

Conciseness

The body is short and mostly lean, but purpose is restated three times — the intro line ("Comprehensive interview loop planning and calibration support"), the Overview ("Use this skill to create structured interview loops..."), and the Core Capabilities bullets overlap with each other and with the frontmatter description. This matches the 4 anchor ('efficient; minor instances... that could be trimmed') rather than the 5 anchor, where every token earns its place.

4 / 5

Actionability

The Quick Start gives two copy-paste-ready commands whose flags (--role, --level, --json) match the actual script, and the workflow opens with running that script. However, workflow steps 2–5 ('Align rounds to role-specific competencies', 'Require evidence for each score recommendation') and the Pitfalls/Best Practices sections give direction without specifying how or pointing to the reference that covers it. This sits at the 4 anchor ('mostly executable guidance... with minor gaps'), short of the 5 anchor's fully-executable coverage of common cases.

4 / 5

Workflow Clarity

The Recommended Workflow is a clear 5-step numbered sequence with checkpoints present ('Validate scoring rubric consistency with interview panel leads', 'Review for bias controls before rollout'). It is not a 5 because there are no feedback loops or recovery guidance for when validation fails, matching the 4 anchor ('clear sequence with most checkpoints present; minor validation gaps'). No destructive/batch-operation cap applies since the skill only generates plans.

4 / 5

Progressive Disclosure

The body is an appropriate overview and the References section lists four real one-level-deep files, with heavy detail correctly split into references/ and assets/. It falls short of the 5 anchor because references are bare unlabeled paths (no one-line descriptions or contextual links from the workflow steps), and the assets/ sample files (sample_interview_results.json, sample_role_definitions.json) are never mentioned in SKILL.md — matching the 4 anchor's 'minor organization gaps'.

4 / 5

Total

16

/

20

Passed

Description

88%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description: it explicitly pairs a comprehensive when-clause of nine natural trigger phrases with a clear third-person what-statement, all in the hiring/interview-design domain. The only gaps are a few missing synonyms (recruiting, candidate evaluation) and slight overlap risk from generically useful phrases like 'create scoring rubrics'.

Suggestions

Add a few natural synonyms/variations to the trigger list — e.g., "recruiting", "candidate screening", "structured interviews" — to move trigger term coverage toward comprehensive.

Qualify the generic-sounding triggers with hiring context (e.g., "create hiring scoring rubrics") to reduce overlap risk with general assessment or educational rubric-creation skills.

DimensionReasoningScore

Specificity

The description lists multiple concrete actions — "design interview processes", "create hiring pipelines", "calibrate interview loops", "generate interview questions", "design competency matrices", "analyze interviewer bias", "create scoring rubrics", "build question banks", "optimize hiring systems" — plus a concrete what-statement ("designing role-specific interview loops, competency assessments, and hiring calibration systems"). This matches the anchor 'Lists multiple specific concrete actions; comprehensive coverage'; it is not a 4 because coverage of the domain's actions is broad rather than having notable gaps.

5 / 5

Completeness

Both what and when are explicit: 'This skill should be used when the user asks to..." followed by concrete trigger phrases, and 'Use for designing role-specific interview loops, competency assessments, and hiring calibration systems' states the what with concrete artifacts. This matches the 5 anchor ('clearly and explicitly answers both what AND when with concrete trigger phrases'); the 4 anchor requires a 'when' that could be more explicit, which does not apply here.

5 / 5

Trigger Term Quality

Nine quoted, naturally phrased trigger phrases give good keyword coverage ("create hiring pipelines", "generate interview questions", "analyze interviewer bias"). It falls short of the 5 anchor because common synonyms/variations are missing — e.g., "recruiting", "candidate screening/evaluation", "structured interviews", "phone screens" — while clearly exceeding the 3 anchor's 'missing common variations' bar given how many natural phrases are present.

4 / 5

Distinctiveness Conflict Risk

The hiring-system design niche is clear and mostly distinct, but phrases like "create scoring rubrics" and "generate interview questions" carry minor overlap risk with general rubric-creation or educational-assessment skills. This matches the 4 anchor ('mostly distinct; minor overlap risk with closely related skills') rather than the 5 anchor, which demands minimal conflict risk.

4 / 5

Total

18

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

alirezarezvani/claude-skills

Path

engineering/skills/interview-system-designer/SKILL.md

Reviewed

Table of Contents

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