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Expert guidance for building AI agents and multi-agent workflows using Microsoft Agent Framework for .NET.
Passed 24 of 24 test cases with the skill, and 6 of 24 without it.
and 29 more in the full report
18 fixed6 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 18 test cases the skill fixed. Same model, same prompt, with and without the skill.
What is the primary core NuGet package name required to build AI agents with Microsoft Agent Framework in .NET?
| Checked | Without skill | With skill |
|---|---|---|
| The response identifies Microsoft.Agents.AI as the core package. | Missed | Passed |
The instructions your model reads when the skill loads.
Microsoft Agent Framework is a framework for building, orchestrating, and deploying AI agents and multi-agent workflows. It provides graph-based workflows with streaming, checkpointing, human-in-the-loop, and time-travel capabilities.
# Core AI package
dotnet add package Microsoft.Agents.AI
# OpenAI/Azure OpenAI support
dotnet add package Microsoft.Agents.AI.OpenAI --prerelease
# Google Gemini support (via Microsoft.Extensions.AI)
dotnet add package Mscc.GenerativeAI.Microsoft
# Azure identity for authentication
dotnet add package Azure.Identity
using Microsoft.Agents.AI;
using OpenAI;
var agent = new OpenAIClient("<api-key>")
.GetOpenAIResponseClient("gpt-4o-mini")
.CreateAIAgent(
name: "Assistant",
instructions: "You are a helpful assistant."
);
Console.WriteLine(await agent.RunAsync("Hello!"));
test cases passed, vs 6 / 24 without
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