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    Medical & Pharma AI Compliance Gate

    by PubsProToolkit

    2

    Audit AI-assisted medical and pharma content for compliance-readiness before it enters formal MLR review or journal submission. It checks claim substantiation and on-label scope, reference integrity (the acute AI risk: fabricated or misrepresented citations), fair balance and safety, AI-use disclosure, ICMJE authorship and GPP, COI and funding, data integrity and patient privacy, and adverse-event flags — then returns a PASS / REVISE / BLOCK verdict with the must-fix list. A readiness pre-check built for the regulated reality of medical communications — not a replacement for formal review.

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    See it in action

    You say

    "Check this AI-drafted congress abstract before it goes to MLR."

    Your agent does

    A BLOCK verdict: the "significantly outperformed" wording exceeds what a single-arm result supports (soften to the data); two citations verify but the third can't be confirmed and may be fabricated (verify against the primary source before use); AI assistance and medical-writing support aren't disclosed (add per GPP/ICMJE). A prioritized must-fix list, ending "BLOCK until the citation is verified and the claim is on-label" — with the reminder that this is a pre-check, not formal MLR sign-off.

    What you get

    Pre-check an AI-assisted publication or abstract before MLR or journal submission.Catch fabricated or misrepresented citations in AI-drafted medical content.Verify AI-use disclosure, COI, and GPP authorship practice are in place.Flag off-label claims or missing safety information before formal review.

    About this skill

    This catches the issues that get medical content rejected at MLR or by a journal — before it goes to formal review — so AI-assisted drafts don't bounce or ship something unsupportable.

    It is a readiness pre-check (not a replacement for formal MLR, qualified medical/regulatory review, or human accountability) and it defers to your applicable codes and SOPs (FDA/OPDP, ABPI, EMA, IFPMA, ICMJE, GPP 2022).

    It checks:

    • Claim substantiation & on-label scope — nothing stronger than its evidence, nothing off-label
    • Reference integrity — the acute AI risk: fabricated citations, or real ones that don't actually support the claim (verified or flagged for primary-source check, never passed blind)
    • Fair balance & safety information
    • AI-use disclosure & human accountability (AI is never an author)
    • ICMJE authorship & GPP 2022 publication practice — no ghost/guest authorship, writing support disclosed
    • COI & funding disclosure
    • Data integrity & patient privacy (no fabricated data, no PHI)
    • Adverse-event flags routed to pharmacovigilance
    • Permissions and promotional-vs-non-promotional classification

    You get a PASS / REVISE / BLOCK verdict with the must-fix list — what a reviewer would catch, caught early.

    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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