Feat: Ollama integration

Examples/Examples/Chat/ChatExampleOllama.cs

@@ -0,0 +1,18 @@
+using Examples.Utils;
+using MaIN.Core.Hub;
+
+namespace Examples.Chat;
+
+public class ChatExampleOllama : IExample
+{
+    public async Task Start()
+    {
+        OllamaExample.Setup(); //We need to provide Ollama API key
+        Console.WriteLine("(Ollama) ChatExample is running!");
+
+        await AIHub.Chat()
+            .WithModel("qwen3-next:80b")
+            .WithMessage("Write a short poem about the color green.")
+            .CompleteAsync(interactive: true);
+    }
+}

Examples/Examples/Program.cs

@@ -79,6 +79,7 @@ static void RegisterExamples(IServiceCollection services)
     services.AddTransient<ChatExampleGroqCloud>();
     services.AddTransient<ChatExampleAnthropic>();
     services.AddTransient<ChatExampleXai>();
+    services.AddTransient<ChatExampleOllama>();
 }
 
 async Task RunSelectedExample(IServiceProvider serviceProvider)
@@ -174,6 +175,7 @@ public class ExampleRegistry(IServiceProvider serviceProvider)
             ("\u25a0 GroqCloud Chat", serviceProvider.GetRequiredService<ChatExampleGroqCloud>()),
             ("\u25a0 Anthropic Chat", serviceProvider.GetRequiredService<ChatExampleAnthropic>()),
             ("\u25a0 xAI Chat", serviceProvider.GetRequiredService<ChatExampleXai>()),
+            ("\u25a0 Ollama Chat", serviceProvider.GetRequiredService<ChatExampleOllama>()),
             ("\u25a0 McpClient example", serviceProvider.GetRequiredService<McpExample>()),
             ("\u25a0 McpAgent example", serviceProvider.GetRequiredService<McpAgentsExample>()),
             ("\u25a0 Chat with TTS example", serviceProvider.GetRequiredService<ChatWithTextToSpeechExample>()),

Examples/Examples/Utils/OllamaExample.cs

@@ -0,0 +1,16 @@
+using MaIN.Core;
+using MaIN.Domain.Configuration;
+
+namespace Examples.Utils;
+
+public class OllamaExample
+{
+    public static void Setup()
+    {
+        MaINBootstrapper.Initialize(configureSettings: (options) =>
+        {
+            options.BackendType = BackendType.Ollama;
+            options.OllamaKey = "<YOUR_OLLAMA_KEY>";
+        });
+    }
+}

MaIN.Core.IntegrationTests/MaIN.Core.IntegrationTests.csproj

@@ -8,9 +8,7 @@
     </PropertyGroup>
 
     <ItemGroup>
-        <PackageReference Include="Microsoft.AspNetCore.Mvc.Testing" Version="8.0.22" />
         <PackageReference Include="Microsoft.NET.Test.Sdk" Version="18.0.1" />
-        <PackageReference Include="Moq" Version="4.20.72" />
         <PackageReference Include="xunit" Version="2.9.3" />
         <PackageReference Include="xunit.runner.visualstudio" Version="3.1.5">
           <PrivateAssets>all</PrivateAssets>
@@ -19,7 +17,7 @@
     </ItemGroup>
 
     <ItemGroup>
-        <Using Include="Xunit"/>
+        <Using Include="Xunit" />
     </ItemGroup>
 
     <ItemGroup>

Releases/0.8.1.md

@@ -0,0 +1,3 @@
+# 0.8.1 release
+
+- Add Ollama integration

src/MaIN.Core/.nuspec

@@ -2,7 +2,7 @@
 <package>
   <metadata>
     <id>MaIN.NET</id>
-    <version>0.8.0</version>
+    <version>0.8.1</version>
     <authors>Wisedev</authors>
     <owners>Wisedev</owners>
     <icon>favicon.png</icon>

src/MaIN.Core/MaIN.Core.csproj

@@ -7,16 +7,7 @@
     </PropertyGroup>
 
     <ItemGroup>
-        <PackageReference Include="GTranslate" Version="2.3.1" />
-        <PackageReference Include="HtmlAgilityPack" Version="1.12.4" />
-        <PackageReference Include="LLamaSharp" Version="0.25.0" />
         <PackageReference Include="LLamaSharp.Backend.Cuda12" Version="0.25.0" />
-        <PackageReference Include="LLamaSharp.kernel-memory" Version="0.25.0" />
-        <PackageReference Include="Microsoft.Extensions.Http" Version="10.0.1" />
-        <PackageReference Include="Microsoft.KernelMemory" Version="0.98.250508.3" />
-        <PackageReference Include="Microsoft.KernelMemory.SemanticKernelPlugin" Version="0.98.250508.3" />
-        <PackageReference Include="System.Data.SqlClient" Version="4.8.6" />
-        <PackageReference Include="Tesseract" Version="5.2.0" />
         <PackageReference Include="Tesseract.Data.English" Version="4.0.0" />
     </ItemGroup>
 
@@ -33,7 +24,7 @@
     </ItemGroup>
 
     <Target Name="link_deps" AfterTargets="AfterBuild" Condition="$([MSBuild]::IsOSPlatform('OSX'))">
-        <Exec Command="ln -sf /opt/homebrew/lib/libleptonica.dylib $(OutDir)x64/libleptonica-1.82.0.dylib"/>
-        <Exec Command="ln -sf /opt/homebrew/lib/libtesseract.dylib $(OutDir)x64/libtesseract50.dylib"/>
+        <Exec Command="ln -sf /opt/homebrew/lib/libleptonica.dylib $(OutDir)x64/libleptonica-1.82.0.dylib" />
+        <Exec Command="ln -sf /opt/homebrew/lib/libtesseract.dylib $(OutDir)x64/libtesseract50.dylib" />
     </Target>
 </Project>

src/MaIN.Domain/Configuration/MaINSettings.cs

@@ -13,6 +13,7 @@ public class MaINSettings
     public string? DeepSeekKey { get; set; }
     public string? AnthropicKey { get; set; }
     public string? GroqCloudKey { get; set; }
+    public string? OllamaKey { get; set; }
     public string? XaiKey { get; set; }
     public MongoDbSettings? MongoDbSettings { get; set; }
     public FileSystemSettings? FileSystemSettings { get; set; }
@@ -30,4 +31,5 @@ public enum BackendType
     GroqCloud = 4,
     Anthropic = 5,
     Xai = 6,
+    Ollama = 7,
 }

src/MaIN.InferPage/MaIN.InferPage.csproj

@@ -8,11 +8,7 @@
     </PropertyGroup>
 
     <ItemGroup>
-        <PackageReference Include="Costura.Fody" Version="6.0.0">
-            <PrivateAssets>all</PrivateAssets>
-        </PackageReference>
         <PackageReference Include="Markdig" Version="0.44.0" />
-        <PackageReference Include="Microsoft.FluentUI.AspNetCore.Components" Version="4.13.2" />
         <PackageReference Include="Microsoft.FluentUI.AspNetCore.Components.Icons" Version="4.13.2" />
     </ItemGroup>
 

src/MaIN.InferPage/Program.cs

@@ -76,6 +76,18 @@
                 apiKeyVariable = "ANTHROPIC_API_KEY";
                 apiName = "Anthropic";
                 break;
+
+            case "xai":
+                Utils.Xai = true;
+                apiKeyVariable = "XAI_API_KEY";
+                apiName = "Xai";
+                break;
+
+            case "ollama":
+                Utils.Ollama = true;
+                apiKeyVariable = "OLLAMA_API_KEY";
+                apiName = "Ollama";
+                break;
         }
 
         var key = Environment.GetEnvironmentVariable(apiKeyVariable);
@@ -128,6 +140,20 @@
         settings.BackendType = BackendType.Anthropic;
     });
 }
+else if (Utils.Xai)
+{
+    builder.Services.AddMaIN(builder.Configuration, settings =>
+    {
+        settings.BackendType = BackendType.Xai;
+    });
+}
+else if (Utils.Ollama)
+{
+    builder.Services.AddMaIN(builder.Configuration, settings =>
+    {
+        settings.BackendType = BackendType.Ollama;
+    });
+}
 else
 {
     if (Utils.Path == null && !KnownModels.IsModelSupported(Utils.Model!))

src/MaIN.InferPage/Utils.cs

@@ -12,6 +12,8 @@ public static class Utils
     public static bool DeepSeek { get; set; }
     public static bool GroqCloud { get; set; }
     public static bool Anthropic { get; set; }
+    public static bool Xai { get; set; }
+    public static bool Ollama { get; set; }
     public static string? Path { get; set; }
     public static bool Reason { get; set; }
 }

src/MaIN.Infrastructure/MaIN.Infrastructure.csproj

@@ -13,8 +13,6 @@
       <PackageReference Include="Microsoft.Data.Sqlite" Version="9.0.0" />
       <PackageReference Include="Microsoft.Extensions.Configuration" Version="10.0.1" />
       <PackageReference Include="Microsoft.Extensions.Configuration.Binder" Version="10.0.1" />
-      <PackageReference Include="Microsoft.Extensions.DependencyInjection.Abstractions" Version="10.0.1" />
-      <PackageReference Include="Microsoft.Extensions.Options" Version="10.0.1" />
       <PackageReference Include="MongoDB.Driver" Version="3.2.1" />
       <PackageReference Include="MongoDB.Driver.Core" Version="2.30.0" />
     </ItemGroup>

src/MaIN.Services/Constants/ServiceConstants.cs

@@ -11,6 +11,7 @@ public static class HttpClients
         public const string GroqCloudClient = "GroqCloudClient";
         public const string AnthropicClient = "AnthropicClient";
         public const string XaiClient = "XaiClient";
+        public const string OllamaClient = "OllamaClient";
         public const string ImageDownloadClient = "ImageDownloadClient";
         public const string ModelContextDownloadClient = "ModelContextDownloadClient";
     }
@@ -41,6 +42,9 @@ public static class ApiUrls
         public const string XaiImageGenerations = "https://api.x.ai/v1/images/generations";
         public const string XaiOpenAiChatCompletions = "https://api.x.ai/v1/chat/completions";
         public const string XaiModels = "https://api.x.ai/v1/models";
+
+        public const string OllamaOpenAiChatCompletions = "https://ollama.com/v1/chat/completions";
+        public const string OllamaModels = "https://ollama.com/v1/models";
     }
 
     public static class Messages

src/MaIN.Services/MaIN.Services.csproj

@@ -15,17 +15,12 @@
     <ItemGroup>
       <PackageReference Include="GTranslate" Version="2.3.1" />
       <PackageReference Include="HtmlAgilityPack" Version="1.12.4" />
-      <PackageReference Include="LLamaSharp" Version="0.25.0" />
       <PackageReference Include="llamasharp.backend.cpu" Version="0.25.0" />
       <PackageReference Include="LLamaSharp.Backend.Cuda12" Version="0.25.0" />
       <PackageReference Include="LLamaSharp.kernel-memory" Version="0.25.0" />
-      <PackageReference Include="LLamaSharp.semantic-kernel" Version="0.25.0" />
       <PackageReference Include="Microsoft.Extensions.Http" Version="10.0.1" />
       <PackageReference Include="Microsoft.KernelMemory" Version="0.98.250508.3" />
-      <PackageReference Include="Microsoft.KernelMemory.SemanticKernelPlugin" Version="0.98.250508.3" />
-      <PackageReference Include="Microsoft.SemanticKernel" Version="1.68.0" />
       <PackageReference Include="Microsoft.SemanticKernel.Connectors.Google" Version="1.64.0-alpha" />
-      <PackageReference Include="Microsoft.SemanticKernel.Plugins.Memory" Version="1.64.0-alpha" />
       <PackageReference Include="ModelContextProtocol.AspNetCore" Version="0.2.0-preview.1" />
       <PackageReference Include="NAudio" Version="2.2.1" />
       <PackageReference Include="NumSharp" Version="0.30.0" />

src/MaIN.Services/Services/ImageGenServices/ImageGenService.cs

@@ -1,7 +1,3 @@
-using System;
-using System.Linq;
-using System.Net.Http;
-using System.Threading.Tasks;
 using MaIN.Domain.Configuration;
 using MaIN.Domain.Entities;
 using MaIN.Services.Constants;

src/MaIN.Services/Services/LLMService/Factory/ImageGenServiceFactory.cs

@@ -20,6 +20,7 @@ public class ImageGenServiceFactory(IServiceProvider serviceProvider) : IImageGe
             BackendType.Anthropic => null,
             BackendType.Xai => new XaiImageGenService(serviceProvider.GetRequiredService<IHttpClientFactory>(),
                 serviceProvider.GetRequiredService<MaINSettings>()),
+            BackendType.Ollama => null,
             BackendType.Self => new ImageGenService(serviceProvider.GetRequiredService<IHttpClientFactory>(),
                 serviceProvider.GetRequiredService<MaINSettings>()),
 

src/MaIN.Services/Services/LLMService/Factory/LLMServiceFactory.cs

@@ -46,6 +46,13 @@ public ILLMService CreateService(BackendType backendType)
                 serviceProvider.GetRequiredService<IMemoryFactory>(),
                 serviceProvider.GetRequiredService<IMemoryService>()),
 
+            BackendType.Ollama => new OllamaService(
+                serviceProvider.GetRequiredService<MaINSettings>(),
+                serviceProvider.GetRequiredService<INotificationService>(),
+                serviceProvider.GetRequiredService<IHttpClientFactory>(),
+                serviceProvider.GetRequiredService<IMemoryFactory>(),
+                serviceProvider.GetRequiredService<IMemoryService>()),
+
             BackendType.Anthropic => new AnthropicService(
                 serviceProvider.GetRequiredService<MaINSettings>(),
                 serviceProvider.GetRequiredService<INotificationService>(),

src/MaIN.Services/Services/LLMService/OllamaService.cs

@@ -0,0 +1,78 @@
+using System.Text;
+using MaIN.Domain.Configuration;
+using MaIN.Domain.Entities;
+using MaIN.Services.Constants;
+using MaIN.Services.Services.Abstract;
+using MaIN.Services.Services.LLMService.Memory;
+using MaIN.Services.Services.Models;
+using Microsoft.Extensions.Logging;
+
+namespace MaIN.Services.Services.LLMService;
+
+public sealed class OllamaService(
+    MaINSettings settings,
+    INotificationService notificationService,
+    IHttpClientFactory httpClientFactory,
+    IMemoryFactory memoryFactory,
+    IMemoryService memoryService,
+    ILogger<OpenAiService>? logger = null)
+    : OpenAiCompatibleService(notificationService, httpClientFactory, memoryFactory, memoryService, logger)
+{
+    private readonly MaINSettings _settings = settings ?? throw new ArgumentNullException(nameof(settings));
+
+    protected override string HttpClientName => ServiceConstants.HttpClients.OllamaClient;
+    protected override string ChatCompletionsUrl => ServiceConstants.ApiUrls.OllamaOpenAiChatCompletions;
+    protected override string ModelsUrl => ServiceConstants.ApiUrls.OllamaModels;
+
+    protected override string GetApiKey()
+    {
+        return _settings.OllamaKey ?? Environment.GetEnvironmentVariable("OLLAMA_API_KEY") ??
+            throw new InvalidOperationException("Olama Key not configured");
+    }
+
+    protected override void ValidateApiKey()
+    {
+        if (string.IsNullOrEmpty(_settings.OllamaKey) && string.IsNullOrEmpty(Environment.GetEnvironmentVariable("OLLAMA_API_KEY")))
+        {
+            throw new InvalidOperationException("Ollama Key not configured");
+        }
+    }
+
+    public override async Task<ChatResult?> AskMemory(
+        Chat chat,
+        ChatMemoryOptions memoryOptions,
+        ChatRequestOptions requestOptions,
+        CancellationToken cancellationToken = default)
+    {
+        var lastMsg = chat.Messages.Last();
+        var filePaths = await DocumentProcessor.ConvertToFilesContent(memoryOptions);
+        var message = new Message()
+        {
+            Role = ServiceConstants.Roles.User,
+            Content = ComposeMessage(lastMsg, filePaths),
+            Type = MessageType.CloudLLM
+        };
+
+        chat.Messages.Last().Content = message.Content;
+        chat.Messages.Last().Files = [];
+        var result = await Send(chat, new ChatRequestOptions(), cancellationToken);
+        chat.Messages.Last().Content = lastMsg.Content;
+        return result;
+    }
+
+    private string ComposeMessage(Message lastMsg, string[] filePaths)
+    {
+        var stringBuilder = new StringBuilder();
+        stringBuilder.AppendLine($"== FILES IN MEMORY");
+        foreach (var path in filePaths)
+        {
+            var doc = DocumentProcessor.ProcessDocument(path);
+            stringBuilder.Append(doc);
+            stringBuilder.AppendLine();
+        }
+        stringBuilder.AppendLine($"== END OF FILES");
+        stringBuilder.AppendLine();
+        stringBuilder.Append(lastMsg.Content);
+        return stringBuilder.ToString();
+    }
+}

src/MaIN.Services/Services/McpService.cs

@@ -117,6 +117,9 @@ private PromptExecutionSettings InitializeChatCompletions(IKernelBuilder kernelB
                     FunctionChoiceBehavior = FunctionChoiceBehavior.Auto(options: new() { RetainArgumentTypes = true })
                 };
 
+            case BackendType.Ollama:
+                throw new NotSupportedException("Ollama models does not support MCP integration.");
+
             case BackendType.Self:
                 throw new NotSupportedException("Self backend (local models) does not support MCP integration.");