Use casesBeyond coding agents

Support and ops agents

An agent handling a customer or an incident recalls every prior decision about that account or system.

Without Klio

Support agents greet the tenth ticket from a customer like the first. Ops agents rediscover the workaround for a flaky system every time it pages.

With Klio in the loop

  1. Each interaction records what was decided — the workaround applied, the exception granted, the root cause found.

  2. Klio is MCP-native, so the same memory works whatever the agent is built on.

  3. The next agent touching that account or system recalls its history before responding.

The call an agent makes

decide(
  {
    "content": "For ACME-Corp: gateway timeouts are their proxy, not us — confirmed 2026-07-12. Point them at their proxy logs first."
  }
)

Real tool, illustrative payload. The full contract for every tool is in the docs.

What changes

Case knowledge compounds instead of evaporating with each session.

Related use cases

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