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Tools let your agent call custom functions — like fetching weather data, querying a database, or calling an API.
Define a tool as any method with a [Description] attribute:
using System.ComponentModel;
[Description("Get the weather for a given location.")]
static string GetWeather([Description("The location to get the weather for.")] string location)
=> $"The weather in {location} is cloudy with a high of 15°C.";
Create an agent with the tool:
using System;
using Azure.AI.Projects;
using Azure.Identity;
using Microsoft.Agents.AI;
using Microsoft.Extensions.AI;
var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT")
?? throw new InvalidOperationException("Set AZURE_OPENAI_ENDPOINT");
var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-4o-mini";
AIAgent agent = new AIProjectClient(new Uri(endpoint), new DefaultAzureCredential())
.AsAIAgent(
model: deploymentName,
instructions: "You are a helpful assistant.",
tools: [AIFunctionFactory.Create(GetWeather)]);
Warning
DefaultAzureCredential is convenient for development but requires careful consideration in production. In production, consider using a specific credential (e.g., ManagedIdentityCredential) to avoid latency issues, unintended credential probing, and potential security risks from fallback mechanisms.
The agent will automatically call your tool when relevant:
Console.WriteLine(await agent.RunAsync("What is the weather like in Amsterdam?"));
Tip
See here for a full runnable sample application.
The complete sample defines a tool with the @tool decorator, creates an agent with the tool, and runs the agent:
# Copyright (c) Microsoft. All rights reserved.
import asyncio
from random import randint
from typing import Annotated
from agent_framework import Agent, tool
from agent_framework.foundry import FoundryChatClient
from azure.identity import AzureCliCredential
from pydantic import Field
"""
Add Tools — Give your agent a function tool
This sample shows how to define a function tool with the @tool decorator
and wire it into an agent so the model can call it.
"""
# <define_tool>
# NOTE: approval_mode="never_require" is for sample brevity.
# Use "always_require" in production for user confirmation before tool execution.
# For tools processing untrusted external data or performing privileged operations,
# review the Agent Safety guidance at
# https://learn.microsoft.com/en-us/agent-framework/concepts/agents/safety
# and see samples/02-agents/security/email_security_example.py for SecureAgentConfig
# and quarantined_llm defense patterns.
@tool(approval_mode="never_require")
def get_weather(
location: Annotated[str, Field(description="The location to get the weather for.")],
) -> str:
"""Get the weather for a given location."""
conditions = ["sunny", "cloudy", "rainy", "stormy"]
return f"The weather in {location} is {conditions[randint(0, 3)]} with a high of {randint(10, 30)}°C."
# </define_tool>
async def main() -> None:
client = FoundryChatClient(
project_endpoint="https://your-account.services.ai.azure.com/api/projects/your-project",
model="gpt-4o",
credential=AzureCliCredential(),
)
# <create_agent_with_tools>
agent = Agent(
client=client,
name="WeatherAgent",
instructions="You are a helpful weather agent. Use the get_weather tool to answer questions.",
tools=[get_weather],
)
# </create_agent_with_tools>
# <run_agent>
result = await agent.run("What's the weather like in Seattle?")
print(f"Agent: {result}")
# </run_agent>
if __name__ == "__main__":
asyncio.run(main())
Tip
See the full sample for the complete runnable file.
Define a tool using functool:
import (
"context"
"fmt"
"github.com/microsoft/agent-framework-go/tool"
"github.com/microsoft/agent-framework-go/tool/functool"
)
var weatherTool = functool.MustNew(functool.Config{
Name: "weather",
Description: "Get the current weather for a given location",
}, func(_ context.Context, location string) (string, error) {
return fmt.Sprintf("The weather in %s is cloudy with a high of 15°C.", location), nil
})
Create an agent with the tool:
a := foundryprovider.NewAgent(
endpoint,
token,
foundryprovider.ModelDeployment(model),
foundryprovider.AgentConfig{
Instructions: "You are a helpful assistant",
Config: agent.Config{
Tools: []tool.Tool{weatherTool},
},
},
)
The agent will automatically call your tool when relevant:
resp, err := a.RunText(ctx, "What is the weather like in Amsterdam?").Collect()
fmt.Println(resp, err)
Tip
See the full sample for the complete runnable file.
Next steps
Go deeper:
- Tools overview — learn about all available tool types
- Function tools — advanced function tool patterns
- Tool approval — human-in-the-loop for tool calls