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    Resume & Application Claim Audit

    by PubsProToolkit

    2

    An adversarial gate that audits a resume or cover letter for overclaims, unverifiable metrics, vague impact, and ATS keyword gaps, then returns one PASS/REVISE/FAIL verdict.

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    See it in action

    You say

    Audit this bullet before I send my resume for a Senior Data Analyst role (JD requires SQL, dbt, and stakeholder reporting): "Single-handedly revolutionized company analytics, increasing revenue by 300% and saving millions through expert-level data work."

    Your agent does

    WEAKEST CLAIM: "increasing revenue by 300%" is the most exposed line — a number that large, with no timeframe, baseline, or attribution, invites disbelief and a hard interview follow-up. OVERCLAIMS:

    • "Single-handedly revolutionized company analytics" -> "Led the rebuild of the company's analytics reporting" (analytics work is rarely solo).
    • "expert-level data work" -> name the actual tools and let the work speak ("built SQL/dbt models"). UNVERIFIABLE METRICS:
    • "increasing revenue by 300%" -> add timeframe, baseline, and your specific contribution, or remove.
    • "saving millions" -> quantify with a defensible figure and method, or cut. VAGUE IMPACT:
    • "expert-level data work" -> replace with a concrete outcome (e.g., "cut reporting time from 3 days to 4 hours"). KEYWORD / ATS GAPS: JD requires SQL, dbt, and stakeholder reporting — none appear explicitly. Add them where true. TOUGHEST INTERVIEW QUESTIONS:
    1. How did you measure the 300% revenue increase and what was your specific role? (not defensible as written)
    2. Which parts were yours versus the team's? (not defensible)
    3. Walk me through the SQL/dbt work behind this. (unknown — not stated) DECISION: FAIL — replace the unverifiable 300% and "single-handedly" claims and surface the required SQL/dbt/reporting keywords before submitting.

    What you get

    Final check before submitting a resume or cover letterTailoring a resume to a specific job descriptionCatching unverifiable claims before an interview

    About this skill

    Resume & Application Claim Audit

    A pre-submission quality gate that makes your agent a skeptical hiring manager and ATS screener of a resume or cover letter before it is sent.

    What this skill does

    Most resume tools rewrite or generate — they make text sound more impressive, which often adds the exact inflated, unverifiable claims that get a candidate caught in an interview. A skeptical reviewer does the opposite: they assume every metric is unsupported and every "led" or "spearheaded" is padding, then test whether the document survives scrutiny. This skill installs that posture as a final pass. The agent stops being the writer and becomes an adversarial auditor of the application.

    The output is not a rewritten resume. It is a structured verdict: the weakest claim, every overclaim or unverifiable metric, every vague impact statement, the keyword gaps against the target role, and a clear decision — PASS, REVISE, or FAIL.

    When to use it

    Run the audit as the last step before submitting any application: a resume, a cover letter, a LinkedIn summary, or a written application answer. It is most valuable when the document has been polished or AI-generated, because that is exactly where unearned confidence and untestable claims accumulate.

    The five audit passes

    1. Overclaim scan. Flag inflated verbs and absolutes (single-handedly, revolutionized, expert in) and ownership claims a team likely shared, then downgrade each to a defensible version.
    2. Unverifiable-metric check. Flag numbers with no defensible basis (300% increases, millions saved) and mark which need a source, timeframe, or scope before they are safe to keep.
    3. Vague-impact audit. Find responsibilities written as duties rather than outcomes and mark where a concrete, measurable result is missing.
    4. ATS & keyword-gap check. Against a target job description, list the required hard skills, tools, and titles that are absent or only implied, and flag formatting that breaks ATS parsing.
    5. Interview-exposure rehearsal. Generate the three toughest questions an interviewer would ask to test the biggest claims, and flag any the candidate could not currently answer.

    The verdict format

    A compact, consistent block: the weakest claim, overclaims (each with a defensible rewrite), unverifiable metrics (with what is needed to defend them), vague impact, keyword/ATS gaps, the three toughest interview questions, and a final decision — PASS, REVISE, or FAIL — with a one-line justification.

    Why it works

    It separates the writing role from the reviewing role. The same model is far more critical when told to attack a resume's claims as a hiring manager would, rather than to make the candidate "sound good." The structured passes stop the review from collapsing back into flattery — the failure mode of every generate-and-rewrite tool.

    What it is not

    This is a reasoning-and-prompting skill, not a resume builder, an ATS, or a background-check service. It cannot rewrite your resume, score it against a live ATS, or verify that your claims are true. It surfaces what is indefensible, vague, or missing in the text you already have. Pair it with a writing skill if you want help fixing what it flags.

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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    Creator

    PubsProToolkit builds rigor-first skills for AI agents — they write your docs and content properly, then adversarially review them to catch what's wrong before it ships. The result: cleaner output and a hard quality gate in one toolkit. Built by a CMPP-certified, PhD medical writer who brings regulated-industry standards to developer docs, content, compliance, and research integrity.

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