* Add 'Deploying to Foundry (azd spec)' sections to all Foundry hosted agent samples This commit adds comprehensive deployment documentation to all 13 .NET Foundry hosted agent samples that were missing it. Each sample now includes: - Instructions to initialize an azd project from the sample's agent.manifest.yaml - Steps to deploy using 'azd deploy' - Example environment variable overrides for customization - Link to the official Foundry deployment guide Samples updated: - Hosted-LocalTools - Hosted-Files - Hosted-FoundryAgent - Hosted-McpTools - Hosted-Observability - Hosted-MemoryAgent - Hosted-TextRag - Hosted-ToolboxMcpSkills - Hosted-AzureSearchRag - Hosted-AgentSkills - Hosted-Workflow-Handoff - Hosted-Workflow-Simple - Hosted-Invocations-EchoAgent Each section includes the correct agent name from the sample's manifest and points to the correct GitHub URL for initializing the azd project. Fixes: https://github.com/microsoft/agent-framework/issues/6308 Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Potential fix for pull request finding Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> * docs(samples): fix Foundry hosted README consistency Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * docs(samples): address PR 6365 README review comments Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> --------- Co-authored-by: Ben Thomas <25218250+alliscode@users.noreply.github.com> Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
Hosted-MemoryAgent
A hosted Foundry agent that uses FoundryMemoryProvider to remember user-private details across requests and across sessions, scoped per end user via the Foundry platform's isolation keys. The agent plays a friendly travel assistant: tell it about your trip, ask follow-up questions in a new session, and it recalls what it learned about you.
This sample exists to demonstrate two things together:
- How to host an agent that consumes a
Microsoft.Extensions.AI.AIContextProvider(specificallyFoundryMemoryProvider) under the Foundry Responses hosting layer. - How the new
HostedSessionContextflows from theFoundryplatform isolation headers (x-agent-user-isolation-key,x-agent-chat-isolation-key) through theHostedSessionIsolationKeyProviderinto the provider'sstateInitializer, so memories are partitioned per user automatically.
Prerequisites
- .NET 10 SDK
- An Azure AI Foundry project with at least one chat model deployment and one embedding model deployment
- Azure CLI logged in (
az login)
Configuration
Copy the template and fill in your values:
cp .env.example .env
Required:
AZURE_AI_PROJECT_ENDPOINT=https://<account>.services.ai.azure.com/api/projects/<project>
AZURE_AI_MODEL_DEPLOYMENT_NAME=gpt-4o
AZURE_AI_EMBEDDING_DEPLOYMENT_NAME=text-embedding-ada-002
AZURE_AI_MEMORY_STORE_ID=hosted-memory-sample
AGENT_NAME=hosted-memory-agent
ASPNETCORE_URLS=http://+:8088
ASPNETCORE_ENVIRONMENT=Development
For local container runs only (the platform supplies these in production):
HOSTED_USER_ISOLATION_KEY=alice
HOSTED_CHAT_ISOLATION_KEY=alice-chat-1
.envis gitignored. The.env.exampletemplate is checked in as a reference.
How memory scoping works
| Layer | Source of the user identity |
|---|---|
| Inbound request | The Foundry platform sets x-agent-user-isolation-key and x-agent-chat-isolation-key headers on every request. |
| Hosting layer | AgentFrameworkResponseHandler resolves a HostedSessionIsolationKeyProvider from DI and calls GetKeysAsync(context, request, ct). The default implementation reads context.Isolation.UserIsolationKey and context.Isolation.ChatIsolationKey. |
| Session | The handler stores the resolved values on the session as a HostedSessionContext on the first request, and validates the values on every subsequent request that resumes the same conversation (mismatch returns 403). |
| Memory provider | The sample's stateInitializer reads session.GetHostedContext().UserId and uses it as the FoundryMemoryProviderScope. Memories are partitioned per user. |
When running outside the Foundry platform the headers are absent. The sample registers
DevTemporaryLocalSessionIsolationKeyProvider (via AddDevTemporaryLocalContributorSetup) which
falls back to the HOSTED_USER_ISOLATION_KEY and HOSTED_CHAT_ISOLATION_KEY environment variables,
defaulting to a single local-dev-* bucket when neither is set.
Production warning. Never register
DevTemporaryLocalSessionIsolationKeyProviderin production. The Foundry platform sets the isolation keys for every inbound request, and client-supplied environment variables can be forged.
Running directly (contributors)
This project uses ProjectReference to build against the local Agent Framework source.
cd dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-MemoryAgent
dotnet run
The agent starts on http://localhost:8088.
Test it
curl -X POST http://localhost:8088/responses \
-H "Content-Type: application/json" \
-d '{"input": "Hi! My name is Taylor and I am planning a hiking trip to Patagonia in November.", "model": "hosted-memory-agent"}'
Wait a few seconds for memory extraction, then ask a follow-up using the response id from the
previous call as previous_response_id:
curl -X POST http://localhost:8088/responses \
-H "Content-Type: application/json" \
-d '{"input": "What do you already know about my upcoming trip?", "previous_response_id": "<id>", "model": "hosted-memory-agent"}'
Running with Docker
Since this project uses ProjectReference, the standard Dockerfile cannot resolve dependencies
outside this folder. Use Dockerfile.contributor which takes a pre-published output.
1. Publish for the container runtime (Linux Alpine)
dotnet publish -c Debug -f net10.0 -r linux-musl-x64 --self-contained false -o out
2. Build the Docker image
docker build -f Dockerfile.contributor -t hosted-memory-agent .
3. Run the container
export AZURE_BEARER_TOKEN=$(az account get-access-token --resource https://ai.azure.com --query accessToken -o tsv)
docker run --rm -p 8088:8088 \
-e AGENT_NAME=hosted-memory-agent \
-e AZURE_BEARER_TOKEN=$AZURE_BEARER_TOKEN \
-e HOSTED_USER_ISOLATION_KEY=alice \
-e HOSTED_CHAT_ISOLATION_KEY=alice-chat-1 \
--env-file .env \
hosted-memory-agent
4. Smoke test the running container
A scripted smoke test that exercises memory recall and per-user isolation across two simulated
users is provided at scripts/smoke.ps1. From the sample folder:
pwsh ./scripts/smoke.ps1
The script publishes the project, builds the image, runs the container with two distinct
HOSTED_USER_ISOLATION_KEY values, drives a multi-turn conversation per user, asserts that each
user only sees their own memories, and exits non-zero on failure.
Deploying to Foundry (azd spec)
This sample includes an azd manifest (agent.manifest.yaml) and hosted agent spec (agent.yaml) for deployment to Foundry.
Initialize an azd project from this sample's manifest:
mkdir hosted-memory-agent && cd hosted-memory-agent
azd ai agent init -m https://github.com/microsoft/agent-framework/blob/main/dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-MemoryAgent/agent.manifest.yaml
Then deploy:
azd deploy
If you need to override defaults, set deployment-time environment variables in the azd environment before deploying:
azd env set AGENT_NAME hosted-memory-agent
azd env set AZURE_AI_MODEL_DEPLOYMENT_NAME gpt-4o
For end-to-end hosted agent deployment guidance, see the official deployment guide.
NuGet package users
If you are consuming the Agent Framework as a NuGet package (not building from source), use the
standard Dockerfile instead of Dockerfile.contributor. See the commented section in
HostedMemoryAgent.csproj for the PackageReference alternative.
How it differs from sibling samples
| Hosted-ChatClientAgent | Hosted-MemoryAgent | |
|---|---|---|
| Agent definition | Inline (AsAIAgent(model, instructions)) |
Inline, plus AIContextProviders = [memoryProvider] |
| State | None beyond the conversation history | Per-user memories persisted in Foundry Memory |
| Identity | Not used | Required: HostedSessionContext.UserId flows into the memory scope |
| Local dev | AddDevTemporaryLocalContributorSetup() keeps requests succeeding when isolation headers are absent |
Same; additionally honours HOSTED_USER_ISOLATION_KEY to simulate distinct users |