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# Agent Framework Retrieval Augmented Generation (RAG) with Neo4j GraphRAG
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This sample demonstrates how to create and run an agent that uses the [Neo4j GraphRAG context provider](https://github.com/neo4j-labs/neo4j-maf-provider) with Microsoft Agent Framework for .NET.
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The sample uses a Neo4j fulltext index for retrieval and a Cypher `RetrievalQuery` to enrich results with related companies, products, and risk factors.
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## Prerequisites
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- .NET 10 SDK or later
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- Azure OpenAI endpoint and chat deployment
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- Azure CLI installed and authenticated
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- A Neo4j database with chunked documents and a fulltext index such as `search_chunks`
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## Environment variables
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```powershell
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$env:AZURE_OPENAI_ENDPOINT="https://your-resource.openai.azure.com/"
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$env:AZURE_OPENAI_DEPLOYMENT_NAME="gpt-5.4-mini"
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$env:NEO4J_URI="neo4j+s://your-instance.databases.neo4j.io"
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$env:NEO4J_USERNAME="neo4j"
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$env:NEO4J_PASSWORD="your-password"
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$env:NEO4J_FULLTEXT_INDEX_NAME="search_chunks"
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```
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## Build and run
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```powershell
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dotnet build
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dotnet run --framework net10.0 --no-build
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```
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The sample issues a few questions against the graph-backed retrieval provider and prints the responses to the console.
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