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GenerateLLMToolResponse[tool,req]

gives the LLMToolResponse generated by executing tool on the LLMToolRequest req.

GenerateLLMToolResponse[{tool1,tool2,…},req]

picks a tool based on req.

GenerateLLMToolResponse[config,req]

uses the tools from an LLMConfiguration.

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GenerateLLMToolResponse

This functionality requires LLM access »

GenerateLLMToolResponse[tool,req]

gives the LLMToolResponse generated by executing tool on the LLMToolRequest req.

GenerateLLMToolResponse[{tool1,tool2,…},req]

picks a tool based on req.

GenerateLLMToolResponse[config,req]

uses the tools from an LLMConfiguration.

Details

  • GenerateLLMToolResponse is typically used to compute answers to requests made by LLMs using the provided list of tools.
  • The tool must be an LLMTool.
  • The parameter values in req are interpreted according to the specification in tool.
  • If more than one tool is provided, the request is matched to whichever tooli has a name matching the one from the request. If no tooli matches, a Failure is returned.

Examples

Basic Examples  (4)

Generate the tool response for a request:

Wolfram Language code: GenerateLLMToolResponse[LLMTool[Association["Name" -> "countcharacter", "Description" -> "", "Parameters" -> {"string" -> Association["Interpreter" -> "String", "Help" -> Missing["NotSpecified"], "Required" -> True]}, "Function" -> (StringLength[#string] & ), "Options" -> {}, "LLMPacletVersion" -> "2.2.8"]], LLMToolRequest["countcharacter", {"string" -> "characters"}]]

Resolve the correct tool from a list:

Wolfram Language code: GenerateLLMToolResponse[{LLMTool[Association["Name" -> "runCode", "Description" -> "Run Wolfram Language code", "Parameters" -> {"code" -> Association["Interpreter" -> "String", "Help" -> Missing["NotSpecified"], "Required" -> True]}, "Function" -> (If[ChoiceDialog[StringJoin["Run this code?\n\n", #code]], ToString[ToExpression[#code], InputForm], "Code not allowed"] & ), "Options" -> {}, "LLMPacletVersion" -> "2.2.8"]], LLMTool[Association["Name" -> "cityPopulationFinder", "Description" -> "Get the population of cities.", "Parameters" -> {"city" -> Association["Interpreter" -> "City", "Help" -> Missing["NotSpecified"], "Required" -> True]}, "Function" -> (#city["Population"] & ), "Options" -> {}, "LLMPacletVersion" -> "2.2.8"]]}, LLMToolRequest["cityPopulationFinder", {"city" -> "Chicago"}]]

Resolve the correct tool from a LLMConfiguration:

Wolfram Language code: GenerateLLMToolResponse[LLMConfiguration[Association["Model" -> Automatic, "MaxTokens" -> Automatic, "Temperature" -> Automatic, "TotalProbabilityCutoff" -> Automatic, "Prompts" -> Automatic, "PromptDelimiter" -> Automatic, "StopTokens" -> Automatic, "ToolMethod" -> ... {"city" -> Association["Interpreter" -> "City", "Help" -> Missing["NotSpecified"], "Required" -> True]}, "Function" -> (#city["Population"] & ), "Options" -> {}, "LLMPacletVersion" -> "2.2.8"]]}, "LLMPacletVersion" -> "2.2.8"]], LLMToolRequest["cityPopulationFinder", {"city" -> "Chicago"}]]

If no matching tool is available, GenerateLLMToolResponse fails:

Wolfram Language code: GenerateLLMToolResponse[{LLMTool[Association["Name" -> "runCode", "Description" -> "Run Wolfram Language code", "Parameters" -> {"code" -> Association["Interpreter" -> "String", "Help" -> Missing["NotSpecified"], "Required" -> True]}, "Function" -> (If[ChoiceDialog[StringJoin["Run this code?\n\n", #code]], ToString[ToExpression[#code], InputForm], "Code not allowed"] & ), "Options" -> {}, "LLMPacletVersion" -> "2.2.8"]], LLMTool[Association["Name" -> "cityPopulationFinder", "Description" -> "Get the population of cities.", "Parameters" -> {"city" -> Association["Interpreter" -> "City", "Help" -> Missing["NotSpecified"], "Required" -> True]}, "Function" -> (#city["Population"] & ), "Options" -> {}, "LLMPacletVersion" -> "2.2.8"]]}, LLMToolRequest["nonexistantTool", {"parameter" -> "value"}]]
Wolfram Research (2023), GenerateLLMToolResponse, Wolfram Language function, https://reference.wolfram.com/language/ref/GenerateLLMToolResponse.html.

Text

Wolfram Research (2023), GenerateLLMToolResponse, Wolfram Language function, https://reference.wolfram.com/language/ref/GenerateLLMToolResponse.html.

CMS

Wolfram Language. 2023. "GenerateLLMToolResponse." Wolfram Language & System Documentation Center. Wolfram Research. https://reference.wolfram.com/language/ref/GenerateLLMToolResponse.html.

APA

Wolfram Language. (2023). GenerateLLMToolResponse. Wolfram Language & System Documentation Center. Retrieved from https://reference.wolfram.com/language/ref/GenerateLLMToolResponse.html

BibTeX

@misc{reference.wolfram_2026_generatellmtoolresponse, author="Wolfram Research", title="{GenerateLLMToolResponse}", year="2023", howpublished="\url{https://reference.wolfram.com/language/ref/GenerateLLMToolResponse.html}", note=[Accessed: 15-June-2026]}

BibLaTeX

@online{reference.wolfram_2026_generatellmtoolresponse, organization={Wolfram Research}, title={GenerateLLMToolResponse}, year={2023}, url={https://reference.wolfram.com/language/ref/GenerateLLMToolResponse.html}, note=[Accessed: 15-June-2026]}