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954a7b6
Demo showing how to integrate MCP tools with Semantic Kernel
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Merge branch 'main' into users/markwallace/mcp_demo
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147 changes: 147 additions & 0 deletions
147
dotnet/samples/Demos/ModelContextProtocol/McpClientUtils.cs
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|---|---|---|
| @@ -0,0 +1,147 @@ | ||
| // Copyright (c) Microsoft. All rights reserved. | ||
|
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| using McpDotNet.Client; | ||
| using McpDotNet.Configuration; | ||
| using McpDotNet.Protocol.Types; | ||
| using Microsoft.Extensions.Logging.Abstractions; | ||
| using Microsoft.SemanticKernel; | ||
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| namespace ModelContextProtocol; | ||
| internal static class McpClientUtils | ||
| { | ||
| internal static async Task<IMcpClient> GetSimpleToolsAsync() | ||
| { | ||
| McpClientOptions options = new() | ||
| { | ||
| ClientInfo = new() { Name = "GitHub", Version = "1.0.0" } | ||
| }; | ||
|
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| var config = new McpServerConfig | ||
| { | ||
| Id = "github", | ||
| Name = "GitHub", | ||
| TransportType = "stdio", | ||
| TransportOptions = new Dictionary<string, string> | ||
| { | ||
| ["command"] = "npx", | ||
| ["arguments"] = "-y @modelcontextprotocol/server-github", | ||
| } | ||
| }; | ||
|
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| var factory = new McpClientFactory( | ||
| [config], | ||
| options, | ||
| NullLoggerFactory.Instance | ||
| ); | ||
|
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| return await factory.GetClientAsync(config.Id).ConfigureAwait(false); | ||
| } | ||
|
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| internal static async Task<IEnumerable<KernelFunction>> MapToFunctionsAsync(this IMcpClient mcpClient) | ||
| { | ||
| var tools = await mcpClient.ListToolsAsync().ConfigureAwait(false); | ||
| return tools.Tools.Select(t => t.ToKernelFunction(mcpClient)).ToList(); | ||
| } | ||
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| internal static KernelFunction ToKernelFunction(this Tool tool, IMcpClient mcpClient) | ||
| { | ||
| async Task<string> InvokeToolAsync(Kernel kernel, KernelFunction function, KernelArguments arguments, CancellationToken cancellationToken) | ||
| { | ||
| try | ||
| { | ||
| // Convert arguments to dictionary format expected by mcpdotnet | ||
| Dictionary<string, object> mcpArguments = []; | ||
| foreach (var arg in arguments) | ||
| { | ||
| if (arg.Value is not null) | ||
| { | ||
| mcpArguments[arg.Key] = function.ToArgumentValue(arg.Key, arg.Value); | ||
| } | ||
| } | ||
|
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| // Call the tool through mcpdotnet | ||
| var result = await mcpClient.CallToolAsync( | ||
| tool.Name, | ||
| mcpArguments, | ||
| cancellationToken: cancellationToken | ||
| ).ConfigureAwait(false); | ||
|
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| // Extract the text content from the result | ||
| return string.Join("\n", result.Content | ||
| .Where(c => c.Type == "text") | ||
| .Select(c => c.Text)); | ||
| } | ||
| catch (Exception ex) | ||
| { | ||
| Console.Error.WriteLine($"Error invoking tool '{tool.Name}': {ex.Message}"); | ||
|
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| // Rethrowing to allow the kernel to handle the exception | ||
| throw; | ||
| } | ||
| } | ||
|
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| return KernelFunctionFactory.CreateFromMethod( | ||
| method: InvokeToolAsync, | ||
| functionName: tool.Name, | ||
| description: tool.Description, | ||
| parameters: tool.ToParameters(), | ||
| returnParameter: ToReturnParameter() | ||
| ); | ||
| } | ||
|
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| internal static object ToArgumentValue(this KernelFunction function, string name, object value) | ||
| { | ||
| var parameter = function.Metadata.Parameters.FirstOrDefault(p => p.Name == name); | ||
| return parameter?.ParameterType switch | ||
| { | ||
| Type t when Nullable.GetUnderlyingType(t) == typeof(int) => Convert.ToInt32(value), | ||
| Type t when Nullable.GetUnderlyingType(t) == typeof(double) => Convert.ToDouble(value), | ||
| Type t when Nullable.GetUnderlyingType(t) == typeof(bool) => Convert.ToBoolean(value), | ||
| Type t when t == typeof(List<string>) => (value as IEnumerable<object>)?.ToList(), | ||
| Type t when t == typeof(Dictionary<string, object>) => (value as Dictionary<string, object>)?.ToDictionary(kvp => kvp.Key, kvp => kvp.Value), | ||
| _ => value, | ||
| } ?? value; | ||
| } | ||
|
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| internal static IEnumerable<KernelParameterMetadata>? ToParameters(this Tool tool) | ||
| { | ||
| var inputSchema = tool.InputSchema; | ||
| var properties = inputSchema?.Properties; | ||
| if (properties == null) | ||
| { | ||
| return null; | ||
| } | ||
|
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| HashSet<string> requiredProperties = new(inputSchema!.Required ?? []); | ||
| return properties.Select(kvp => | ||
| new KernelParameterMetadata(kvp.Key) | ||
| { | ||
| Description = kvp.Value.Description, | ||
| ParameterType = ConvertParameterDataType(kvp.Value, requiredProperties.Contains(kvp.Key)), | ||
| IsRequired = requiredProperties.Contains(kvp.Key) | ||
| }).ToList(); | ||
| } | ||
|
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| internal static KernelReturnParameterMetadata? ToReturnParameter() | ||
| { | ||
| return new KernelReturnParameterMetadata() | ||
| { | ||
| ParameterType = typeof(string), | ||
| }; | ||
| } | ||
| private static Type ConvertParameterDataType(JsonSchemaProperty property, bool required) | ||
| { | ||
| var type = property.Type switch | ||
| { | ||
| "string" => typeof(string), | ||
| "integer" => typeof(int), | ||
| "number" => typeof(double), | ||
| "boolean" => typeof(bool), | ||
| "array" => typeof(List<string>), | ||
| "object" => typeof(Dictionary<string, object>), | ||
| _ => typeof(object) | ||
| }; | ||
|
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| return !required && type.IsValueType ? typeof(Nullable<>).MakeGenericType(type) : type; | ||
| } | ||
| } | ||
33 changes: 33 additions & 0 deletions
33
dotnet/samples/Demos/ModelContextProtocol/ModelContextProtocol.csproj
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| <Project Sdk="Microsoft.NET.Sdk"> | ||
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| <PropertyGroup> | ||
| <OutputType>Exe</OutputType> | ||
| <TargetFramework>net8.0</TargetFramework> | ||
| <ImplicitUsings>enable</ImplicitUsings> | ||
| <Nullable>enable</Nullable> | ||
| <UserSecretsId>5ee045b0-aea3-4f08-8d31-32d1a6f8fed0</UserSecretsId> | ||
| <NoWarn>$(NoWarn);CA2249;CS0612</NoWarn> | ||
| </PropertyGroup> | ||
|
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| <ItemGroup> | ||
| <PackageReference Include="mcpdotnet" /> | ||
| <PackageReference Include="Microsoft.Extensions.Configuration.EnvironmentVariables" /> | ||
| <PackageReference Include="Microsoft.Extensions.Configuration.UserSecrets" /> | ||
| <PackageReference Include="Microsoft.Extensions.Logging" /> | ||
| <PackageReference Include="Microsoft.Extensions.Logging.Console" /> | ||
| <PackageReference Include="Microsoft.Extensions.Logging.Debug" /> | ||
| </ItemGroup> | ||
|
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| <ItemGroup> | ||
| <None Update="SimpleToolsConsole.json"> | ||
| <CopyToOutputDirectory>Always</CopyToOutputDirectory> | ||
| </None> | ||
| </ItemGroup> | ||
|
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| <ItemGroup> | ||
| <ProjectReference Include="..\..\..\src\Connectors\Connectors.AzureOpenAI\Connectors.AzureOpenAI.csproj" /> | ||
| <ProjectReference Include="..\..\..\src\SemanticKernel.Abstractions\SemanticKernel.Abstractions.csproj" /> | ||
| <ProjectReference Include="..\..\..\src\SemanticKernel.Core\SemanticKernel.Core.csproj" /> | ||
| </ItemGroup> | ||
|
|
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| </Project> |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,50 @@ | ||
| // Copyright (c) Microsoft. All rights reserved. | ||
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| using Microsoft.Extensions.Configuration; | ||
| using Microsoft.Extensions.DependencyInjection; | ||
| using Microsoft.Extensions.Logging; | ||
| using Microsoft.SemanticKernel; | ||
| using Microsoft.SemanticKernel.Connectors.OpenAI; | ||
| using ModelContextProtocol; | ||
|
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| var config = new ConfigurationBuilder() | ||
| .AddUserSecrets<Program>() | ||
| .AddEnvironmentVariables() | ||
| .Build(); | ||
|
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| // Prepare and build kernel | ||
| var builder = Kernel.CreateBuilder(); | ||
| builder.Services.AddLogging(c => c.AddDebug().SetMinimumLevel(Microsoft.Extensions.Logging.LogLevel.Trace)); | ||
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| if (config["OpenAI:ApiKey"] is not null) | ||
| { | ||
| builder.Services.AddOpenAIChatCompletion( | ||
| serviceId: "openai", | ||
| modelId: config["OpenAI:ChatModelId"] ?? "gpt-4o", | ||
| apiKey: config["OpenAI:ApiKey"]!); | ||
| } | ||
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|
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|
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| Kernel kernel = builder.Build(); | ||
|
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| // Add the MCP simple tools as Kernel functions | ||
| var mcpClient = await McpClientUtils.GetSimpleToolsAsync().ConfigureAwait(false); | ||
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|
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| var functions = await mcpClient.MapToFunctionsAsync().ConfigureAwait(false); | ||
|
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| foreach (var function in functions) | ||
| { | ||
| Console.WriteLine($"{function.Name}: {function.Description}"); | ||
| } | ||
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| kernel.Plugins.AddFromFunctions("GitHub", functions); | ||
|
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| // Enable automatic function calling | ||
| var executionSettings = new OpenAIPromptExecutionSettings | ||
| { | ||
| Temperature = 0, | ||
| FunctionChoiceBehavior = FunctionChoiceBehavior.Auto() | ||
| }; | ||
|
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| // Test using GitHub tools | ||
| var result = await kernel.InvokePromptAsync("Summarize the last four commits to the microsoft/semantic-kernel repository?", new(executionSettings)).ConfigureAwait(false); | ||
| Console.WriteLine("\n\nSummary of the last four commits to the microsoft/semantic-kernel repository:"); | ||
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| Console.WriteLine(result); | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,40 @@ | ||
| # Model Context Protocol Sample | ||
|
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| This example demonstrates how to use Model Context Protocol tools with Semantic Kernel. | ||
|
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| This sample uses [mcpdotnet](https://www.nuget.org/packages/mcpdotnet) was heavily influenced by the [samples](https://github.com/PederHP/mcpdotnet/tree/main/samples) from that repository. | ||
|
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| The sample shows: | ||
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| 1. How to connect to an MCP Server using [mcpdotnet](https://www.nuget.org/packages/mcpdotnet) | ||
| 2. Retrieve the list of tools the MCP Server makes available | ||
| 3. Convert the MCP tools to Semantic Kernel functions so they can be added to a Kernel instance | ||
| 4. Invoke the tools from Semantic Kernel using function calling | ||
|
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| ## Configuring Secrets | ||
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| The example require credentials to access OpenAI. | ||
|
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| If you have set up those credentials as secrets within Secret Manager or through environment variables for other samples from the solution in which this project is found, they will be re-used. | ||
|
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| ### To set your secrets with Secret Manager: | ||
|
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| ```text | ||
| cd dotnet/samples/Demos/ModelContextProtocol | ||
|
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| dotnet user-secrets init | ||
|
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| dotnet user-secrets set "OpenAI:ChatModelId" "..." | ||
| dotnet user-secrets set "OpenAI:ApiKey" "..." | ||
| "..." | ||
| ``` | ||
|
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| ### To set your secrets with environment variables | ||
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| Use these names: | ||
|
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| ```text | ||
| # OpenAI | ||
| OpenAI__ChatModelId | ||
| OpenAI__ApiKey | ||
| ``` |
17 changes: 17 additions & 0 deletions
17
dotnet/samples/Demos/ModelContextProtocol/SimpleToolsConsole.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,17 @@ | ||
| { | ||
| "Options": { | ||
| "ClientInfo": { | ||
| "Name": "SimpleToolsConsole", | ||
| "Version": "1.0.0" | ||
| } | ||
| }, | ||
| "Config": { | ||
| "Id": "everything", | ||
| "Name": "Everything", | ||
| "TransportType": "stdio", | ||
| "TransportOptions": { | ||
| "command": "npx", | ||
| "arguments": "-y @modelcontextprotocol/server-everything" | ||
| } | ||
| } | ||
| } |
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