Rag.NET 0.1.0

.NET 10.0

dotnet add package Rag.NET --version 0.1.0

NuGet\Install-Package Rag.NET -Version 0.1.0

This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package.

<PackageReference Include="Rag.NET" Version="0.1.0" />

For projects that support PackageReference, copy this XML node into the project file to reference the package.

<PackageVersion Include="Rag.NET" Version="0.1.0" />
                    

                            Directory.Packages.props

<PackageReference Include="Rag.NET" />
                    

                            Project file

For projects that support Central Package Management (CPM), copy this XML node into the solution Directory.Packages.props file to version the package.

paket add Rag.NET --version 0.1.0

The NuGet Team does not provide support for this client. Please contact its maintainers for support.

#r "nuget: Rag.NET, 0.1.0"

#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package.

#:package Rag.NET@0.1.0

#:package directive can be used in C# file-based apps starting in .NET 10 preview 4. Copy this into a .cs file before any lines of code to reference the package.

#addin nuget:?package=Rag.NET&version=0.1.0
                    

                            Install as a Cake Addin

#tool nuget:?package=Rag.NET&version=0.1.0
                    

                            Install as a Cake Tool

The NuGet Team does not provide support for this client. Please contact its maintainers for support.

Rag.NET

The core Retrieval-Augmented Generation pipeline for .NET: AddRagNet() wires ingestion (parse → chunk → embed → store) and retrieval (query → search → rerank → answer) into any IServiceCollection, exposed to your code as one IRagPipeline.

Install

dotnet add package Rag.NET

Setup

Rag.NET builds on Microsoft.Extensions.AI: register any IChatClient and IEmbeddingGenerator<string, Embedding<float>> (OpenAI, Azure OpenAI, Ollama, …) before calling AddRagNet(). Out of the box this package parses text and Markdown, chunks recursively, and can run entirely in memory — perfect for a first spike before you attach a real vector store package such as Rag.NET.VectorStores.PgVector.

using Microsoft.Extensions.DependencyInjection;
using Rag.NET.Abstractions;
using Rag.NET.DependencyInjection;
using Rag.NET.Storage;

// chatClient / embeddingGenerator: your Microsoft.Extensions.AI implementations.
services.AddSingleton(chatClient);
services.AddSingleton(embeddingGenerator);

services.AddSingleton<IVectorStore>(new InMemoryVectorStore()); // nothing persisted
services.AddRagNet();

Example

using Microsoft.Extensions.DependencyInjection;
using Rag.NET.Abstractions;
using Rag.NET.Models;

var pipeline = provider.GetRequiredService<IRagPipeline>();

using var stream = File.OpenRead("notes.md");
var ingested = await pipeline.IngestAsync(stream, new DocumentMetadata
{
    DocumentId  = new DocumentId("notes"),
    FileName    = "notes.md",
    ContentType = "text/markdown",
});

var response = await pipeline.AskAsync("What do the notes say about pricing?");
Console.WriteLine(response.Answer);

foreach (var source in response.Sources)
    Console.WriteLine($"[{source.Score:F2}] {source.Chunk.Text}");

RetrieveAsync returns raw ranked chunks, AskStreamingAsync streams the answer token-by-token, and the RagBuilder passed to AddRagNet(rag => …) activates self-query, parent-document retrieval, MMR, corrective RAG, conversation memory and more.

Full guide

Product	Compatible and additional computed target framework versions.
.NET	net10.0 is compatible. net10.0-android was computed. net10.0-browser was computed. net10.0-ios was computed. net10.0-maccatalyst was computed. net10.0-macos was computed. net10.0-tvos was computed. net10.0-windows was computed.

Compatible target framework(s)

Included target framework(s) (in package)

Learn more about Target Frameworks and .NET Standard.

net10.0
- Microsoft.Extensions.AI.Abstractions (>= 10.8.3)
- Microsoft.Extensions.Caching.Abstractions (>= 10.0.10)
- Microsoft.Extensions.DependencyInjection.Abstractions (>= 10.0.10)
- Microsoft.Extensions.Logging.Abstractions (>= 10.0.10)
- Microsoft.ML.Tokenizers (>= 1.0.3)
- Microsoft.ML.Tokenizers.Data.Cl100kBase (>= 1.0.3)
- Rag.NET.Abstractions (>= 0.1.0)
- Rag.NET.QueryTechniques (>= 0.1.0)
- ZeroAlloc.Inject (>= 1.7.2)
- ZeroAlloc.Pipeline (>= 1.2.1)
- ZeroAlloc.Results (>= 1.2.0)
- ZeroAlloc.Specification (>= 1.1.0)
- ZeroAlloc.Validation (>= 1.5.5)

NuGet packages (18)

Showing the top 5 NuGet packages that depend on Rag.NET:

Package	Downloads
Rag.NET.DataProviders Shared OAuth and base class infrastructure for Rag.NET data provider connectors	118
Rag.NET.Mediator ZeroAlloc.Mediator integration for Rag.NET	54
Rag.NET.Api ASP.NET Core REST API for Rag.NET pipelines	50
Rag.NET.Diagnostics Disposable in-memory pipeline traces for Rag.NET: the last N query executions, with chunk scores, stage latencies and guard actions	49
Rag.NET.Api.Grpc gRPC service for Rag.NET pipelines	47

GitHub repositories

This package is not used by any popular GitHub repositories.

Version	Downloads	Last Updated
0.1.0	246	8/11/2026