Skills Compliance

Scanning for harm you have no category for

Every monitoring system in a support operation looks for things someone already thought of. Tags, alerts, complaint categories and QA criteria all encode last year's known failures.

ComplianceComplaints and conductAnalysisAny helpdeskRead-only
Installnpx rulebase-skills install cx-emerging-harm-scan

When to use it

Reach for this when someone says any of these — they are the phrases the skill itself triggers on:

  • is anything new going wrong
  • scan for emerging issues
  • early warning from support

How it works

The method, in the order the skill runs it. The full procedure — tables, worked examples and the edge cases — is in the skill itself.

  1. Where uncategorised harm actually shows up

    Six places, roughly in order of yield.

  2. What to look for specifically

    Categories of emerging harm worth an explicit pass, because they recur across industries: An automation or AI agent behaving badly in a case nobody tested, A third-party failure you are carrying, A group struggling with something new.

  3. Expect false positives, and say so

    This scan trades precision for recall deliberately. A candidate list of fifteen where two are real is a success, and framing it that way protects the exercise — a scan presented as fifteen findings will discredit itself on the thirteen.

  4. Cadence

    Run it periodically rather than continuously — this is a review, not a monitor. Once a candidate is confirmed, it graduates: it gets a category, a monitor with a volume forecast, and an owner. The scan's output is new categories and new monitors, which is how the categorised system stops being last year's.

Related skills

Free and open source, and vendor-neutral — it reads the conversations from whichever helpdesk you already run. Browse all 149 skills · connect your helpdesk over MCP · source on GitHub

Review every conversation. Act on what it finds.

AI for customer operations, built for financial services. Specialist agents chase every issue to resolution and every stalled customer to activation.

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