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This commit is contained in:
wehub-resource-sync
2026-07-13 13:39:25 +08:00
commit db620d33df
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<Project Sdk="Microsoft.NET.Sdk">
<PropertyGroup>
<OutputType>Exe</OutputType>
<TargetFrameworks>net10.0</TargetFrameworks>
<Nullable>enable</Nullable>
<ImplicitUsings>enable</ImplicitUsings>
<ManagePackageVersionsCentrally>false</ManagePackageVersionsCentrally>
</PropertyGroup>
<ItemGroup>
<PackageReference Remove="Microsoft.CodeAnalysis.NetAnalyzers" />
<PackageReference Remove="Microsoft.VisualStudio.Threading.Analyzers" />
<PackageReference Remove="xunit.analyzers" />
<PackageReference Remove="Moq.Analyzers" />
<PackageReference Remove="Roslynator.Analyzers" />
<PackageReference Remove="Roslynator.CodeAnalysis.Analyzers" />
<PackageReference Remove="Roslynator.Formatting.Analyzers" />
</ItemGroup>
<ItemGroup>
<PackageReference Include="Microsoft.Agents.AI.Foundry" Version="1.2.0" />
<PackageReference Include="Neo4j.AgentFramework.GraphRAG" Version="0.1.0-preview.2" />
<PackageReference Include="Neo4j.Driver" Version="5.28.0" />
</ItemGroup>
<ItemGroup>
<PackageReference Include="Azure.Identity" Version="1.21.0" />
<PackageReference Include="Microsoft.CodeAnalysis.NetAnalyzers" Version="10.0.100">
<PrivateAssets>all</PrivateAssets>
<IncludeAssets>runtime; build; native; contentfiles; analyzers; buildtransitive</IncludeAssets>
</PackageReference>
<PackageReference Include="Microsoft.VisualStudio.Threading.Analyzers" Version="17.14.15">
<PrivateAssets>all</PrivateAssets>
<IncludeAssets>runtime; build; native; contentfiles; analyzers; buildtransitive</IncludeAssets>
</PackageReference>
<PackageReference Include="Roslynator.Analyzers" Version="4.14.1">
<PrivateAssets>all</PrivateAssets>
<IncludeAssets>runtime; build; native; contentfiles; analyzers; buildtransitive</IncludeAssets>
</PackageReference>
<PackageReference Include="Roslynator.CodeAnalysis.Analyzers" Version="4.14.1">
<PrivateAssets>all</PrivateAssets>
<IncludeAssets>runtime; build; native; contentfiles; analyzers; buildtransitive</IncludeAssets>
</PackageReference>
<PackageReference Include="Roslynator.Formatting.Analyzers" Version="4.14.1">
<PrivateAssets>all</PrivateAssets>
<IncludeAssets>runtime; build; native; contentfiles; analyzers; buildtransitive</IncludeAssets>
</PackageReference>
</ItemGroup>
</Project>
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// Copyright (c) Microsoft. All rights reserved.
using Azure.AI.Projects;
using Azure.Identity;
using Microsoft.Agents.AI;
using Microsoft.Extensions.AI;
using Neo4j.AgentFramework.GraphRAG;
using Neo4j.Driver;
var endpoint = Environment.GetEnvironmentVariable("FOUNDRY_PROJECT_ENDPOINT") ?? throw new InvalidOperationException("FOUNDRY_PROJECT_ENDPOINT is not set.");
var deploymentName = Environment.GetEnvironmentVariable("FOUNDRY_MODEL") ?? "gpt-5.4-mini";
var neo4jUri = Environment.GetEnvironmentVariable("NEO4J_URI") ?? throw new InvalidOperationException("NEO4J_URI is not set.");
var neo4jUsername = Environment.GetEnvironmentVariable("NEO4J_USERNAME") ?? "neo4j";
var neo4jPassword = Environment.GetEnvironmentVariable("NEO4J_PASSWORD") ?? throw new InvalidOperationException("NEO4J_PASSWORD is not set.");
var fulltextIndex = Environment.GetEnvironmentVariable("NEO4J_FULLTEXT_INDEX_NAME") ?? "search_chunks";
const string RetrievalQuery = """
MATCH (node)-[:FROM_DOCUMENT]->(doc:Document)<-[:FILED]-(company:Company)
OPTIONAL MATCH (company)-[:FACES_RISK]->(risk:RiskFactor)
WITH node, score, company, doc, collect(DISTINCT risk.name)[0..5] AS risks
OPTIONAL MATCH (company)-[:MENTIONS]->(product:Product)
WITH node, score, company, doc, risks, collect(DISTINCT product.name)[0..5] AS products
RETURN
node.text AS text,
score,
company.name AS company,
company.ticker AS ticker,
doc.title AS title,
risks,
products
ORDER BY score DESC
""";
await using var driver = GraphDatabase.Driver(new Uri(neo4jUri), AuthTokens.Basic(neo4jUsername, neo4jPassword));
await driver.VerifyConnectivityAsync();
await using var provider = new Neo4jContextProvider(
driver,
new Neo4jContextProviderOptions
{
IndexName = fulltextIndex,
IndexType = IndexType.Fulltext,
RetrievalQuery = RetrievalQuery,
TopK = 5,
ContextPrompt = "Use the retrieved Neo4j graph context to answer accurately and call out when context is missing."
});
// WARNING: DefaultAzureCredential is convenient for development but requires careful consideration in production.
// In production, consider using a specific credential (e.g., ManagedIdentityCredential) to avoid
// latency issues, unintended credential probing, and potential security risks from fallback mechanisms.
AIAgent agent = new AIProjectClient(
new Uri(endpoint),
new DefaultAzureCredential())
.AsAIAgent(new ChatClientAgentOptions
{
ChatOptions = new()
{
ModelId = deploymentName,
Instructions = "You are a helpful assistant that answers questions using Neo4j graph context."
},
AIContextProviders = [provider]
});
AgentSession session = await agent.CreateSessionAsync();
foreach (var question in new[]
{
"What products does Microsoft offer?",
"What risks does Apple face?",
"Tell me about NVIDIA's AI business and risk factors."
})
{
Console.WriteLine($">> {question}\n");
Console.WriteLine(await agent.RunAsync(question, session));
Console.WriteLine();
}
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# Agent Framework Retrieval Augmented Generation (RAG) with Neo4j GraphRAG
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.
The sample uses a Neo4j fulltext index for retrieval and a Cypher `RetrievalQuery` to enrich results with related companies, products, and risk factors.
## Prerequisites
- .NET 10 SDK or later
- Azure OpenAI endpoint and chat deployment
- Azure CLI installed and authenticated
- A Neo4j database with chunked documents and a fulltext index such as `search_chunks`
## Environment variables
```powershell
$env:AZURE_OPENAI_ENDPOINT="https://your-resource.openai.azure.com/"
$env:AZURE_OPENAI_DEPLOYMENT_NAME="gpt-5.4-mini"
$env:NEO4J_URI="neo4j+s://your-instance.databases.neo4j.io"
$env:NEO4J_USERNAME="neo4j"
$env:NEO4J_PASSWORD="your-password"
$env:NEO4J_FULLTEXT_INDEX_NAME="search_chunks"
```
## Build and run
```powershell
dotnet build
dotnet run --framework net10.0 --no-build
```
The sample issues a few questions against the graph-backed retrieval provider and prints the responses to the console.