Tool use vs Function calling

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Tool use vs Function calling — Tool use is the general ability of a model to invoke external capabilities; function calling is its schema-defined implementation.

Overview

Tool use and function calling (also tool calling) describe the same underlying capability at different levels of abstraction. Tool use is the general principle that a language model can invoke external capabilities — search, code execution, APIs — to act beyond text generation. Function calling is the common implementation in which the developer supplies a structured schema of available functions, and the model emits a structured request (name plus arguments) that the application executes.[1][2]

The terminology is fragmented across vendors — "tool use," "function calling," and "tool calling" are used for the same feature — which causes developers to mistake one capability for three.

How it works

  • The application declares tools/functions with a name, description, and parameter schema.
  • The model decides whether to call a tool and emits a structured invocation (the function call).
  • The application executes the call and returns the result, which the model incorporates into its next step.

This loop is the core mechanism underlying AI agents; "tool use" names the concept, "function calling" names the schema-constrained mechanism.

Distinction from related terms

Term Level
Tool use General principle: model invokes external capabilities
Function calling Implementation: schema-defined invocations
Tool calling Vendor-neutral synonym for function calling

Function calling is not a different capability from tool use: it is the structured mechanism that realizes it. Differences between vendor APIs are interface details, not distinct features.

Examples

  • A model returning {"name": "get_weather", "arguments": {"city": "Paris"}} for the app to execute is function calling.
  • Describing that the model "can use a weather tool" is the tool-use framing of the same thing.

See also

References

  1. Anthropic. "Tool use (function calling)" — API documentation.
  2. OpenAI. "Function calling" — API documentation.