Skills CX operations

Auditing a knowledge base against real contacts

One question: what are customers contacting you about that your knowledge base does not cover?

CX operationsCost and contentAnalysisAny helpdeskRead-only
Installnpx rulebase-skills install cx-knowledge-base-audit

When to use it

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

  • what should we write help articles about
  • audit our knowledge base

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. What it checks

    The stale ordering matters more than the count. A stale article nobody reads is untidy. A stale article customers hit constantly is actively harmful, because agents and AI agents are grounding answers in out-of-date content.

  2. Usage

    Arguments

  3. How matching works, and why it is conservative

    Each conversation's first public customer message is compared against every article using IDF-weighted asymmetric containment: Asymmetric, because an article is far longer than a question. Jaccard.

  4. Coverage is necessary, not sufficient

    An article can exist and still deflect nothing: It is unfindable, It is out of date, so following it fails, It is wrong, It is written for the wrong reader.

  5. Troubleshooting

    Coverage looks implausibly high — check whether messages.jsonl was present. Subject-only matching inflates coverage. Also check that your articles have real body text rather than just titles.

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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