Skills CX operations

Alert and monitor specs

The pattern is always the same. Someone runs a search — every conversation where a customer threatened to go to the regulator, every ticket about a failing payment partner — finds it valuable, and asks to be told whenever it happens again.

CX operationsReportingPlaybookAny helpdeskRead-only
Installnpx rulebase-skills install cx-alert-monitor-spec

When to use it

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

  • alert me when a customer mentions X
  • notify the team when complaints spike
  • keep watching for this
  • set up a daily monitor for

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. Step 1: forecast the alert volume before building anything

    Run the detection rule over a historical window and count how often it would have fired, per day and per week. Then check that number against the reality of who is meant to act on it.

  2. Step 2: pick the precision target deliberately

    Precision and recall trade off, and the right point depends entirely on what happens when the alert fires.

  3. Step 3: threshold detection or spike detection?

    These are different mechanisms and people conflate them.

  4. Step 4: state, dedup and escalation

    The mechanics that separate a monitor from a firehose.

  5. Step 5: schedule its own review

    Monitors rot. The phrasing customers use changes, the product changes, the partner gets fixed, and the rule quietly stops matching or starts matching everything.

  6. Never automate these

    A monitor's job is to put the right conversation in front of the right person quickly. The moment it acts, its false-positive rate becomes a business risk rather than an annoyance.

  7. Spec template

    detection: type: threshold # or spike rule: <the matching logic, precisely> languages: [<every language your team works in>] scope: <channels, queues, markets>

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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