ModelRefs / Tool Chain — Tool Pattern

Tool Chain — Tool Pattern

Compose multiple tools into a deterministic, declarative pipeline the model orchestrates step by step.

Overview

Declare a chain (search → fetch → summarize → write) where each step is a tool. The model is constrained to follow the chain unless it explicitly opts out.

When to use it: You need predictable multi-tool flows with clear data hand-off.

Pattern details

Pattern classworkflow
Difficultyadvanced
Invocation modesynchronous
Also known astool pipeline
Last reviewed2026-06-07

Known failure modes

  • Type mismatch — Step N output does not match step N+1 input. Mitigation: Statically validate the chain at registration time.

When not to use it

  • Building chains with implicit, unvalidated hand-off.

Continue your research

Use these connected ModelRefs sections to compare alternatives, inspect implementation paths, and review the evidence and governance boundaries relevant to Tool Chain — Tool Pattern.

Frequently asked questions

When should I use the Tool Chain tool pattern?

You need predictable multi-tool flows with clear data hand-off.

What are common failure modes of Tool Chain?

Type mismatch

Is Tool Chain production-ready?

Yes when paired with the safety controls and observability hooks documented on the pattern page.