Rag.NET.GraphRag 0.1.0

There is a newer version of this package available.
See the version list below for details.

dotnet add package Rag.NET.GraphRag --version 0.1.0

NuGet\Install-Package Rag.NET.GraphRag -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.GraphRag" 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.GraphRag" Version="0.1.0" />
                    

                            Directory.Packages.props

<PackageReference Include="Rag.NET.GraphRag" />
                    

                            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.GraphRag --version 0.1.0

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

#r "nuget: Rag.NET.GraphRag, 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.GraphRag@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.GraphRag&version=0.1.0
                    

                            Install as a Cake Addin

#tool nuget:?package=Rag.NET.GraphRag&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.GraphRag

GraphRAG for Rag.NET: an LLM extracts entities and relationships during ingestion, Leiden community detection organises them (via Rag.NET.Graph), and retrieval answers entity questions with local graph search or corpus-wide questions with community-report map-reduce.

Install

dotnet add package Rag.NET.GraphRag

Setup

GraphRAG adds behaviors to both pipelines:

using Rag.NET.DependencyInjection;
using Rag.NET.GraphRag;
using Rag.NET.Ingestion.Behaviors;
using Rag.NET.Retrieval.Behaviors;

services.AddRagNet(
    configure: rag => rag.UseGraphRag(
        options => options.GleaningPasses = 1,
        retrieval: options => options.PageRankWeight = 0.3,
        graph: store => store.UseSqlite("graphrag.db")),
    ingestion: p => p
        .Add<GraphEntityExtractionBehavior>(after: typeof(EmbeddingBehavior))
        .Add<CommunityDetectionBehavior>(after: typeof(GraphEntityExtractionBehavior)),
    retrieval: p => p
        .Add<GraphLocalSearchBehavior>(before: typeof(RerankingBehavior)));

Example

Constrain extraction and route cheap models to the high-volume LLM work:

rag.UseGraphRag(options =>
{
    options.GleaningPasses             = 1;                        // follow-up extraction passes
    options.EntityTypes                = ["Person", "Organization"]; // null = open set
    options.MaxEntityDescriptionLength = 500;                      // summarisation threshold
});

Which search runs is decided by the behaviors you add to the retrieval pipeline: GraphLocalSearchBehavior for entity questions, GraphGlobalSearchBehavior for "what are the main themes?" questions over community reports. UseMindMapExtraction adds hierarchical mind-map nodes instead of flat entities.

Full guide

GraphRAG

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
- Rag.NET (>= 0.1.0)
- Rag.NET.Graph (>= 0.1.0)
- ZeroAlloc.Validation (>= 1.5.5)

NuGet packages

This package is not used by any NuGet packages.

GitHub repositories

This package is not used by any popular GitHub repositories.

Version	Downloads	Last Updated
1.0.0	94	9/15/2026
0.1.0	112	8/11/2026