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    Claude CodeClaude CodeCursorCursorCodex CLICodex CLIGitHub CopilotGitHub CopilotGemini CLIGemini CLI+20 more

    📋 Interview Loop Consistency Auditor

    1

    Audit interview coverage, repeated questions, scorecard gaps and feedback timing against a supplied approved rubric without ranking candidates.

    $19

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    📋 Interview Loop Consistency Auditor

    📋 Interview Loop Consistency Auditor

    Example session with this skill installed

    Synthetic worked example

    {
  "as_of": "2026-09-09T12:00:00Z",
  "rubric_approved": true,
  "skills": [
    {
      "id": "s1"
    },
    {
      "id": "s2"
    }
  ],
  "required_scorecard_fields": [
    "conclusion",
    "evidence"
  ],
  "interviews": [
    {
      "id": "i1",
      "interviewer": "reviewer-1",
      "skill_ids": [
        "s1"
      ],
      "questions": [

        "Describe a support triage example.",
    " Describe a support triage example. "

          ],
      "feedback_due_at": "2026-09-08T12:00:00Z",
      "submitted_at": null,
      "discussion_at": "2026-09-09T12:00:00Z",
      "scorecard": {
        "conclusion": "Seems excellent"
      }
    }
  ]
}
    • Read your context and instructions
    • Compiled the interview loop consistency

    Interview process consistency

    REVIEW — HUMAN REVIEW REQUIRED

    Supplied records only; human review required. Not an employment decision.

    • CONCLUSION_WITHOUT_EVIDENCE [i1]: Conclusion lacks a source locator; no candidate recommendation made.
    • DISCUSSION_BEFORE_SCORING [i1]: Discussion precedes submitted independent scoring; review sequence.
    • LATE_FEEDBACK [i1]: Feedback deadline exceeded.
    • REPEATED_QUESTION [i1]: Exact normalized repeat of question in i1
    • SCORECARD_FIELD_MISSING [i1]: Missing evidence
    • UNSUBMITTED_EVALUATION [i1]: Feedback not submitted in supplied records.
    • UNCOVERED_COMPETENCY [s2]: No interview covers approved competency.

    Connects securely to your tools. The creator never sees your data.

    What you get

    For recruiting operations reviewing an interview loop, reconcile approved competencies, questions and feedback timestamps; unlike broad hiring judgment review, replay precise coverage and sequence findings without candidate ranking.Review a synthetic example before supplying authorized records.Repeat the review after owners resolve source gaps.

    About this skill

    Audit interview coverage, repeated questions, scorecard gaps and feedback timing against a supplied approved rubric without ranking candidates. Supply the normalized local JSON described in the included input contract. Run the Python helper to receive stable findings, an evidence summary and a human-readable review. The download includes synthetic clean and risky examples, executable tests and actual sample output. Repeated-question detection is exact after case and whitespace normalization. Timestamp order does not prove feedback contamination or unlawful bias. The helper audits the process, never ranks candidates or recommends hire/no-hire.

    Version 1.0.0. Includes the JustHandled Labs paid skill license for personal and internal organizational use; see LICENSE.txt for full terms.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

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    2. 2

      Unzip into your skills folder

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    3. 3

      Ask your agent to use it

      Restart the agent if it was already running. It picks the skill up automatically - no config needed.

    Skills folder by agent

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    Recently published to Agensi

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    Trust & safety

    Security scanned

    Verified clean 13 days ago

    • Passed all security checks, Safe to install

    Listed13 days ago

    What's inside

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