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Add MCP-02-HuggingFace-Ollama project with image generation sample
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‎03-CoreGenerativeAITechniques/src/CoreGenerativeAITechniques.sln‎

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@@ -103,6 +103,8 @@ Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "14 MCP", "14 MCP", "{3D13EC
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EndProject
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Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "MCP-01-HuggingFace", "MCP-01-HuggingFace\MCP-01-HuggingFace.csproj", "{769320A2-CE09-41EF-A345-8BE6ABBE2696}"
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EndProject
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Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "MCP-02-HuggingFace-Ollama", "MCP-02-HuggingFace-Ollama\MCP-02-HuggingFace-Ollama.csproj", "{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}"
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EndProject
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Global
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GlobalSection(SolutionConfigurationPlatforms) = preSolution
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Debug|Any CPU = Debug|Any CPU
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{769320A2-CE09-41EF-A345-8BE6ABBE2696}.Release|x64.Build.0 = Release|Any CPU
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{769320A2-CE09-41EF-A345-8BE6ABBE2696}.Release|x86.ActiveCfg = Release|Any CPU
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{769320A2-CE09-41EF-A345-8BE6ABBE2696}.Release|x86.Build.0 = Release|Any CPU
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}.Debug|Any CPU.Build.0 = Debug|Any CPU
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}.Debug|x64.ActiveCfg = Debug|Any CPU
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}.Debug|x64.Build.0 = Debug|Any CPU
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}.Debug|x86.ActiveCfg = Debug|Any CPU
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}.Debug|x86.Build.0 = Debug|Any CPU
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}.Release|Any CPU.ActiveCfg = Release|Any CPU
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}.Release|Any CPU.Build.0 = Release|Any CPU
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}.Release|x64.ActiveCfg = Release|Any CPU
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}.Release|x64.Build.0 = Release|Any CPU
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}.Release|x86.ActiveCfg = Release|Any CPU
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27}.Release|x86.Build.0 = Release|Any CPU
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EndGlobalSection
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GlobalSection(SolutionProperties) = preSolution
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HideSolutionNode = FALSE
@@ -586,6 +600,7 @@ Global
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{5844D64E-6C50-CC23-64C5-02DCC5380E97} = {A02293A0-BFF3-4708-A110-30944AD39A69}
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{07F43AC9-EBB1-4F21-BC51-6DAD0F2F0E55} = {1248F5FA-C7D6-4876-8313-A15A942F84FE}
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{769320A2-CE09-41EF-A345-8BE6ABBE2696} = {3D13EC01-716A-41D9-BC54-1871EC14D3DE}
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{CB155DBA-0E2D-437D-AB29-FF5B65B44A27} = {3D13EC01-716A-41D9-BC54-1871EC14D3DE}
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EndGlobalSection
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GlobalSection(ExtensibilityGlobals) = postSolution
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SolutionGuid = {961EEBAB-4149-4AA4-BEE7-9DAAE4C94133}

‎03-CoreGenerativeAITechniques/src/MCP-02-HuggingFace-Ollama/MCP-02-HuggingFace-Ollama.csproj‎

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<Project Sdk="Microsoft.NET.Sdk">
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<PropertyGroup>
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<OutputType>Exe</OutputType>
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<TargetFramework>net9.0</TargetFramework>
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<RootNamespace>MCP_02_HuggingFace_Ollama</RootNamespace>
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<ImplicitUsings>enable</ImplicitUsings>
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<Nullable>enable</Nullable>
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</PropertyGroup>
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<ItemGroup>
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<PackageReference Include="Microsoft.Extensions.AI.Abstractions" Version="9.7.1" />
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<PackageReference Include="Microsoft.Extensions.Hosting" Version="9.0.7" />
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<PackageReference Include="ModelContextProtocol" Version="0.3.0-preview.3" />
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<PackageReference Include="ModelContextProtocol-SemanticKernel" Version="0.3.0-preview-01" />
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<PackageReference Include="ModelContextProtocol.Core" Version="0.3.0-preview.3" />
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<PackageReference Include="OllamaSharp" Version="5.3.1" />
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</ItemGroup>
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</Project>

‎03-CoreGenerativeAITechniques/src/MCP-02-HuggingFace-Ollama/Program.cs‎

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#pragma warning disable SKEXP0001, SKEXP0070
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using Microsoft.Extensions.AI;
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using Microsoft.Extensions.Configuration;
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using Microsoft.Extensions.Hosting;
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using Microsoft.SemanticKernel.ChatCompletion;
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using ModelContextProtocol.Client;
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using OllamaSharp;
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// To run the sample, you need to set the following environment variables or user secrets:
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// "HF_API_KEY": " your HF token"
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var builder = Host.CreateApplicationBuilder(args);
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var config = builder.Configuration
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.AddEnvironmentVariables()
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.AddUserSecrets<Program>()
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.Build();
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var deploymentName = config["deploymentName"] ?? "llama3.2"; // Default to llama3.2 if not specified
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// create MCP Client using Hugging Face endpoint
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var hfHeaders = new Dictionary<string, string>
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{
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{ "Authorization", $"Bearer {config["HF_API_KEY"]}" }
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};
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var clientTransport = new SseClientTransport(
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new()
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{
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Name = "HF Server",
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Endpoint = new Uri("https://huggingface.co/mcp"),
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AdditionalHeaders = hfHeaders
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});
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await using var mcpClient = await McpClientFactory.CreateAsync(clientTransport);
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// Display the available server tools
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var tools = await mcpClient.ListToolsAsync();
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foreach (var tool in tools)
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{
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Console.WriteLine($"Connected to server with tools: {tool.Name}");
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}
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Console.WriteLine("Press Enter to continue...");
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Console.ReadLine();
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Console.WriteLine();
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// create an IChatClient using the MCP tools
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var uri = new Uri("http://localhost:11434");
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var client = new OllamaApiClient(uri, deploymentName)
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.AsChatCompletionService()
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.AsChatClient()
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.AsBuilder()
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.UseFunctionInvocation()
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.Build();
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var chatOptions = new ChatOptions
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{
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Tools = [.. tools],
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ModelId = deploymentName
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};
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// Create image
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Console.WriteLine("Starting the process to generate an image of a pixelated puppy...");
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var query = "Create an image of a pixelated puppy.";
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var result = await client.GetResponseAsync(query, chatOptions);
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Console.Write($"AI response: {result}");
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Console.WriteLine();
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‎10-WhatsNew/readme.md‎

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This page tracks the history of new features, tools, and models added to the course. Check back for updates!
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## July 2025
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### **🕹️ New! Apps Generated with AI**
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We're excited to introduce a new section featuring full applications generated with AI tools like GitHub Copilot Agent. These apps demonstrate how generative AI can be used to build real-world .NET solutions leveraging AI as a co-pilot.
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- **First Sample: SpaceAINet**
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- [SpaceAINet Console App](./05-AppCreatedWithGenAI/SpaceAINet/README.md)
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- **SpaceAINet** is an AI-powered Space Battle game for .NET 9, designed to showcase how modern AI models can play classic games. The solution allows you to run the game with either local AI models (via Ollama) or cloud-based models (via Azure AI Foundry), which analyze the game state and predict the next best action to win.
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- Try it out and see how AI can master classic arcade gameplay!
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## June 2025
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### New: Azure OpenAI Sora Video Generation Demo

‎README.md‎

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We're constantly improving this course with the latest AI tools, models, and practical samples:
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- **New: Hugging Face MCP Server Image Generation Samples!**
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- Explore new C# console app samples that show how to use the Hugging Face MCP Server to generate images directly from your code.
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- Try the sample using GitHub Models or Azure AI Foundry: [`03-CoreGenerativeAITechniques/src/MCP-01-HuggingFace/Program.cs`](./03-CoreGenerativeAITechniques/src/MCP-01-HuggingFace/Program.cs)
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- Or use Ollama for local model inference: [`03-CoreGenerativeAITechniques/src/MCP-02-HuggingFace-Ollama/Program.cs`](./03-CoreGenerativeAITechniques/src/MCP-02-HuggingFace-Ollama/Program.cs)
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- These samples demonstrate how to integrate image generation into .NET console applications using modern AI model providers.
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- **🕹️ New! Apps Generated with AI**
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We're excited to introduce a new section featuring full applications generated with AI tools like GitHub Copilot Agent. These apps demonstrate how generative AI can be used to build real-world .NET solutions leveraging AI as a co-pilot.
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- **SpaceAINet** is an AI-powered Space Battle game for .NET 9, designed to showcase how modern AI models can play classic games. The solution allows you to run the game with either local AI models (via Ollama) or cloud-based models (via Azure AI Foundry), which analyze the game state and predict the next best action to win.
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- Try it out and see how AI can master classic arcade gameplay!
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- **New: Foundry Local demos!**
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- Lesson 3 now features hands-on demos for [Foundry Local models](https://github.com/microsoft/Foundry-Local/tree/main).
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- See the official docs: [Foundry Local documentation](https://learn.microsoft.com/azure/ai-foundry/foundry-local/)
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- **Full explanation and code samples are available in [03-CoreGenerativeAITechniques/06-LocalModelRunners.md](./03-CoreGenerativeAITechniques/06-LocalModelRunners.md)**
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## 🚀 Introduction
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Generative AI is transforming software development, and .NET is no exception. This course aims to simplify the journey by offering:

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