Clinical Audit Summary

v1.0.0

clinical-audit-summary · released 2026-09-05

Turns raw clinical audit or quality-improvement data and notes into a structured audit summary — findings benchmarked against the standard, gaps, and recommended actions — ready for a QI committee or morbidity and mortality meeting.

Clinical Audit Summary

name:
clinical-audit-summary
description:
Turns raw clinical audit or quality-improvement data and notes into a structured audit summary — findings benchmarked against the standard, gaps, and recommended actions — ready for a QI committee or morbidity and mortality meeting. Trigger when a quality officer, coordinator, or clinician needs to write up a clinical audit, chart review, or QI cycle result.
version:
1.0.0

Clinical Audit Summary

An audit report only closes the loop if it ends in a named next action, not just a findings table. This skill structures raw audit data and notes against a stated benchmark, then drafts recommendations as a concrete next QI cycle rather than an open-ended wish list.


What this skill needs

  • The standard or benchmark the audit measures against — ask if not stated:

    "What standard or target is this audit measuring against?"

  • The raw findings: sample size, compliant/non-compliant counts, and prior cycle results if this is a repeat audit.

Step 1: State findings against the benchmark

For each measure, report the result against the named standard — percentage compliant, sample size, and trend if repeat data exists. Never characterise a result ("seemed low") without the number behind it.

Completion criterion: every finding names the benchmark it's measured against and the actual figure, not a qualitative impression alone.


Step 2: Draft recommended actions as a next PDSA cycle

For each gap, state what will change, who owns it, and when it will be re-audited — not a general "improve compliance" statement.

Completion criterion: every recommendation has an owner and a re-audit date or interval.


Output format

Findings table (measure, benchmark, result, trend) followed by a recommendations table (gap, action, owner, re-audit date), for the QI committee or M&M meeting.


Gotchas

  • This doesn't judge clinical appropriateness itself — it only structures the data and comparison the auditor supplies.

Evidence base

  • HQIP, Clinical Audit: A Simple Guide — backs the compliance-against- benchmark structure over a narrative-only findings summary.
  • IHI, Model for Improvement — backs closing every audit with a PDSA-style next-cycle action rather than a static findings list.
  • ACSQHC — backs re-audit as the mechanism that actually closes the quality loop in accredited Australian health services.

Incident Report

v1.0.0

incident-report · released 2026-09-05

Structures a clinical incident, near-miss, or hazard report into a factual timeline, contributing factors, and immediate actions taken — from a free-text account, verbal description, or rough notes.

Incident Report

name:
incident-report
description:
Structures a clinical incident, near-miss, or hazard report into a factual timeline, contributing factors, and immediate actions taken — from a free-text account, verbal description, or rough notes. Leaves severity rating, root-cause classification, and any disciplinary judgement to the reporter and reviewer. Trigger when a clinician or ward manager needs to write up an incident, near miss, or hazard for the facility's reporting system.
version:
1.0.0

Incident Report Writer

An incident report is only useful if it reconstructs what actually happened clearly enough for someone who wasn't there to understand it — and keeps fact separate from judgement. This skill turns a free-text account into a factual, timeline-based report. It never assigns severity, blame, or root cause — those calls belong to the reporter and the review committee.


What this skill needs

  • The free-text or verbal account of what happened.
  • The facility's report template or fields, if there is one — ask if unclear.
  • Patient/staff identifiers per your service's de-identification convention.

Step 1: Extract the factual timeline

Reconstruct a chronological sequence of what happened, who was involved (by role, not judgement — "the attending nurse," not "the negligent nurse"), and when each event occurred, using only what's stated. Mark timing as "approximate" rather than guessing precision the source doesn't have.

Completion criterion: every event in the account appears in the timeline in order, with uncertain timing marked as approximate.


Step 2: Separate fact from interpretation

Pull contributing factors out as neutral observations — "the call bell was out of reach" — not conclusions — "nursing was negligent." Anything that reads as a judgement rather than an observation gets flagged back to the reporter to confirm or rephrase.

Completion criterion: no sentence in the contributing-factors section assigns blame or names a cause; anything ambiguous is flagged rather than resolved.


Step 3: Draft the report

Use the facility's structure if supplied; otherwise: what happened, contributing factors, immediate actions taken, immediate risk mitigation, follow-up required. Leave severity rating and root-cause fields blank or marked for the reporter/reviewer to complete.

Completion criterion: the draft has no severity rating or causal conclusion the source account didn't already state.


Output format

Match the facility's template fields if supplied. Otherwise, the structure above — each section 2–5 sentences, timeline as a bulleted, timestamped list.


Gotchas

  • Never assigns a severity rating, harm score, or root-cause classification — these require judgement and process (e.g. a formal root cause analysis) beyond what's in the raw account.
  • Flags ambiguity in the account rather than inferring what "probably" happened.

Evidence base

  • AHRQ Common Formats — backs separating factual event description from causal/severity judgement, and structuring by timeline plus contributing factors.
  • ACSQHC — backs incident reporting as a systems-focused, non-punitive process; this skill supports that by keeping the factual write-up free of blame language.
  • WHO Conceptual Framework for the ICPS — the distinction between a "contributing factor" (an observed fact) and a "root cause" (an analytical conclusion) that Step 2 relies on.

MDT Meeting Summary

v1.0.0

mdt-meeting-summary · released 2026-09-05

Structures a multidisciplinary team (MDT) meeting, ward round, or case conference — from a transcript, notes, or dictation — into a clean summary with per-patient care decisions, actions, and owners.

MDT Meeting Summary

name:
mdt-meeting-summary
description:
Structures a multidisciplinary team (MDT) meeting, ward round, or case conference — from a transcript, notes, or dictation — into a clean summary with per-patient care decisions, actions, and owners. Trigger when a clinician or coordinator needs minutes from an MDT meeting, tumour board, case conference, or ward round.
version:
1.0.0

MDT Meeting Summary

An MDT meeting has done its job when every patient discussed leaves with a clear, owned next step — not just a record that they were talked about. This skill turns a transcript, dictation, or rough notes into a per-patient summary built around decisions and actions, not a general discussion log.


What this skill needs

  • The transcript, dictation, or notes from the meeting.
  • The list of patients/cases covered, if not obvious from the notes.

Step 1: Segment by patient

Break the raw notes into one block per patient discussed, in the order they came up.

Completion criterion: every patient named in the source material has their own block.


Step 2: Capture discussion, decision, and action

For each patient, extract:

  • Discussion — a one- to two-sentence summary of what was covered.
  • Decision — what the team actually decided, stated plainly.
  • Action — what happens next, who owns it, and by when.

Completion criterion: every patient block has a stated decision (or "no decision reached") and, where a decision was made, an action with an owner.


Step 3: Flag unresolved cases

Where a patient was discussed without a clear decision or action, mark it for follow-up at the next meeting rather than inventing a plausible-sounding outcome.

Completion criterion: no patient block shows a decision or action that wasn't actually stated in the source material.


Output format

One block per patient: Patient | Discussion | Decision | Action (owner, by when).


Gotchas

  • This documents what the team decided — it does not make or suggest clinical decisions itself.

Evidence base

  • ACSQHC, Comprehensive Care Standard — backs documenting a clear, owned care-plan action per patient rather than a discussion record.
  • NHS England, Multidisciplinary Team guidance — backs the decision-plus-action-plus-owner structure as the actual point of MDT documentation, not the discussion itself.
  • WHO, Framework on Integrated People-Centred Health Services — backs continuity across disciplines as the reason a structured hand-off from the meeting to the ward matters.

Patient Letter

v1.0.0

patient-letter · released 2026-09-05

Turns clinical or administrative notes into a plain-language letter for a patient or family — appointment summary, discharge instructions, results explanation, or referral notice — pitched at an accessible reading level without dropping any action…

Patient Letter

name:
patient-letter
description:
Turns clinical or administrative notes into a plain-language letter for a patient or family — appointment summary, discharge instructions, results explanation, or referral notice — pitched at an accessible reading level without dropping any action the patient needs to take. Trigger when a clinician or administrator needs to write a patient-facing letter, discharge instructions for the patient (not the clinical handover copy), or a results letter.
version:
1.0.0

Patient Letter Writer

A patient letter has done its job only if someone reads it once and knows exactly what happened and what to do next — regardless of their health literacy or first language. This skill turns clinical or administrative notes into a plain-language letter, and treats "what does the patient need to do" as the one thing that can never get lost in simplification.

This is distinct from a clinical handover note (see shift-handover-note) — that's written for clinicians; this is written for the patient.


What this skill needs

  • The letter type: appointment summary, discharge instructions, results explanation, or referral notice.
  • The clinical/administrative notes to draft from.

If not already clear, ask:

"What's this letter for, and who's it going to — the patient directly, or a family member/carer?"


Step 1: Pull out every required action

Before drafting, list every action the patient needs to take from the source notes — medication changes, follow-up appointments, warning signs to watch for, who to contact and when. Nothing patient-facing goes out without these being explicit.

Completion criterion: every action item present in the clinical notes appears in this list before drafting begins.


Step 2: Draft in plain language

Short sentences, common words, active voice, one idea per sentence. Define or avoid jargon rather than assuming familiarity. Use "you" directly rather than passive or third-person clinical phrasing.

Completion criterion: no sentence carries more than one instruction or idea, and no undefined clinical term appears.


Step 3: Close with a clear action list

End with a short "What you need to do" list restating every item from Step 1, plus who to contact with questions and how.

Completion criterion: every action from Step 1 appears in this closing list — none silently dropped for brevity.


Output format

Short paragraphs, then a bulleted "What you need to do" section, then contact details. Keep to one page where the content allows it.


Gotchas

  • This is a draft for the clinician's review before sending, not a substitute for their judgement on what to disclose.
  • Never soften or omit a safety-relevant instruction (e.g. "seek urgent care if X") for the sake of brevity or tone.

Evidence base

  • CDC, Clear Communication Index — the plain-language criteria applied in Step 2: short sentences, common words, one idea per sentence.
  • AHRQ Health Literacy Universal Precautions Toolkit — backs assuming variable health literacy for every patient by default, not just those flagged as low-literacy, and writing with teach-back-level clarity.
  • Australian Digital Health Agency — health literacy guidance for Australian patient-facing materials, consistent with the same plain- language standard.

Policy Briefing

v1.0.0

policy-briefing · released 2026-09-05

Summarizes a new or updated clinical policy, procedure, guideline, or accreditation standard into a one-page staff briefing — what changed, why, and what staff need to do differently — citing the source document throughout rather than paraphrasing…

Policy Briefing

name:
policy-briefing
description:
Summarizes a new or updated clinical policy, procedure, guideline, or accreditation standard into a one-page staff briefing — what changed, why, and what staff need to do differently — citing the source document throughout rather than paraphrasing from memory. Trigger when a manager, educator, or quality officer needs to brief staff on a new policy, guideline update, or accreditation standard change.
version:
1.0.0

Clinical Policy Briefing

A policy briefing is only trustworthy if every line traces back to the actual policy text — not to what a standard "usually" says. This skill needs the source document itself; it never drafts clinical policy content from memory.


What this skill needs

  • The actual policy, guideline, or standard text — or the specific sections that changed.
  • The prior version, if this is an update and the diff matters.

If no source document has been provided:

"Can you paste or attach the policy or guideline text, or the specific sections that changed?"

Do not proceed to drafting without it.


Step 1: Confirm the source

Check that the supplied text is specific enough to brief from — a title or summary alone ("new infection control guideline") isn't sufficient; the actual requirements are.

Completion criterion: every claim the briefing will make can be pointed to a sentence in the supplied source.


Step 2: Extract what changed

If a prior version is available, identify what's new, removed, or tightened. If not, extract the requirements as if briefing them for the first time.

Completion criterion: every "what changed" line names the specific requirement, not a paraphrase of the policy's general intent.


Step 3: Draft the briefing

Structure: What changed / Why (cited to the source) / What to do differently / Effective date / Who to ask.

Completion criterion: every "what to do differently" line traces to text actually supplied, not inferred from what a similar policy elsewhere typically requires.


Output format

One page, five short sections as above, plain language, no more than one screen of reading per section.


Gotchas

  • Recalled-policy risk: never draft a briefing about clinical policy content from memory alone. If no source document is available, ask for it rather than guessing at what a standard "probably" says — a plausible-sounding wrong briefing is worse than an unfinished one.

Evidence base

  • ACSQHC, National Safety and Quality Health Service Standards — accreditation standards this skill helps translate into staff-facing action.
  • The Joint Commission — the same source-document discipline applies to US accreditation updates; both back requiring the actual text over a recalled summary.

Shift Handover Note

v1.0.0

shift-handover-note · released 2026-09-05

Structures a clinical shift handover into SBAR format (Situation, Background, Assessment, Recommendation) from rough notes, a verbal account, or a partial handover sheet — flagging any of the four sections left thin so nothing falls through at shift…

Shift Handover Note

name:
shift-handover-note
description:
Structures a clinical shift handover into SBAR format (Situation, Background, Assessment, Recommendation) from rough notes, a verbal account, or a partial handover sheet — flagging any of the four sections left thin so nothing falls through at shift change. Trigger when a nurse, midwife, or allied health clinician needs to write or tidy up a handover note, ward round summary, or patient handoff for the incoming shift.
version:
1.0.0

Shift Handover Note (SBAR)

Poor handover communication is one of the most consistently cited contributing factors in preventable clinical incidents. This skill turns rough notes, dictation, or a partial handover sheet into a complete SBAR handover — Situation, Background, Assessment, Recommendation — so the incoming shift has everything it needs to pick up each patient safely.


What this skill needs

  • The patient identifier convention your service uses (bed number, initials, MRN — never record identifying detail beyond what your service's own handover process already uses).
  • Rough notes, dictation, or a partial handover sheet for each patient.
  • Working mode: one patient at a time, or a full ward list in one pass.

If any of this isn't already established:

"How many patients are we handing over, and do you have notes for each, or would you like to talk through them one at a time?"


Step 1: Sort the raw notes into SBAR

For each patient, map whatever was provided into:

  • Situation — who the patient is, why they're here, current status in one line.
  • Background — relevant history, admission reason, treatment so far.
  • Assessment — current clinical picture: vitals trend, response to treatment, active concerns.
  • Recommendation — what the incoming shift needs to do, watch for, or escalate, and by when.

Completion criterion: every patient has content in all four sections, or an explicit flag on the ones that don't.


Step 2: Flag the gaps

If the source material doesn't cover one of the four sections for a patient, don't invent it. Mark it clearly instead:

[Recommendation not specified — confirm with outgoing shift before handover]

This is the point of the exercise — a handover that silently drops a missing recommendation is worse than one that visibly flags it.


Step 3: Produce the handover sheet

Output one SBAR block per patient, in the order the outgoing shift will hand over.

Completion criterion: every patient in the list has a labelled SBAR block, and every flagged gap from Step 2 is visible in the output, not silently dropped.


Output format

One Markdown block per patient, headed by bed/identifier, with the four SBAR labels bolded. Keep each section to 1–3 lines — a handover note is a prompt for the verbal handover, not the full chart.


Gotchas

  • This drafts the handover note only. Clinical judgement — what's actually urgent, what can wait — stays with the clinicians handing over and receiving care.
  • Don't paste patient-identifying information beyond what your service's own handover process already uses.

Evidence base

  • WHO Patient Safety Solutions, Communication During Patient Hand-Overs (2007) — backs SBAR as the structure, and names incomplete or inconsistent handover communication as a leading contributor to preventable harm.
  • Institute for Healthcare Improvement, SBAR Tool — the structure this skill outputs to.
  • ACSQHC, National Safety and Quality Health Service Standards — Communicating for Safety standard, backs complete, structured handover as an accreditation requirement in Australian health services.
  • The Joint Commission, National Patient Safety Goals — handoff communication requirement, backs flagging gaps rather than leaving them implicit.