Files
Ben Thomas 5e097276a0 .NET: Add Foundry Deployment docs to HA sample READMEs (#6365)
* 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>
5e097276a0 · 2026-06-09 19:40:36 +00:00
History
..

Hosted-LocalTools

A hosted agent with local C# function tools for hotel search. Demonstrates how to define and wire local tools that the LLM can invoke — a key advantage of code-based hosted agents over prompt agents.

The agent specializes in finding hotels in Seattle, with a GetAvailableHotels tool that searches a mock hotel database by dates and budget.

Prerequisites

  • .NET 10 SDK
  • An Azure AI Foundry project with a deployed model (e.g., gpt-4o)
  • Azure CLI logged in (az login)

Configuration

Copy the template and fill in your project endpoint:

cp .env.example .env

Edit .env and set your Azure AI Foundry project endpoint:

AZURE_AI_PROJECT_ENDPOINT=https://<your-account>.services.ai.azure.com/api/projects/<your-project>
ASPNETCORE_URLS=http://+:8088
ASPNETCORE_ENVIRONMENT=Development
AZURE_AI_MODEL_DEPLOYMENT_NAME=gpt-4o

Note: .env is gitignored. The .env.example template is checked in as a reference.

Running directly (contributors)

This project uses ProjectReference to build against the local Agent Framework source.

cd dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-LocalTools
AGENT_NAME=hosted-local-tools dotnet run

The agent will start on http://localhost:8088.

Test it

Using the Azure Developer CLI:

azd ai agent invoke --local "Find me a hotel in Seattle for Dec 20-25 under $200/night"

Or with curl:

curl -X POST http://localhost:8088/responses \
  -H "Content-Type: application/json" \
  -d '{"input": "Find me a hotel in Seattle for Dec 20-25 under $200/night", "model": "hosted-local-tools"}'

Running with Docker

Since this project uses ProjectReference, 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-local-tools .

3. Run the container

Generate a bearer token on your host and pass it to the container:

# Generate token (expires in ~1 hour)
export AZURE_BEARER_TOKEN=$(az account get-access-token --resource https://ai.azure.com --query accessToken -o tsv)

# Run with token
docker run --rm -p 8088:8088 \
  -e AGENT_NAME=hosted-local-tools \
  -e AZURE_BEARER_TOKEN=$AZURE_BEARER_TOKEN \
  --env-file .env \
  hosted-local-tools

4. Test it

Using the Azure Developer CLI:

azd ai agent invoke --local "What hotels are available in Seattle for next weekend?"

How local tools work

The agent has a single tool GetAvailableHotels defined as a C# method with [Description] attributes. The LLM decides when to call it based on the user's request:

Parameter Type Description
checkInDate string Check-in date (YYYY-MM-DD)
checkOutDate string Check-out date (YYYY-MM-DD)
maxPrice int Max price per night in USD (default: 500)

The tool searches a mock database of 6 Seattle hotels and returns formatted results with name, location, rating, and pricing.

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-local-tools && cd hosted-local-tools
azd ai agent init -m https://github.com/microsoft/agent-framework/blob/main/dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-LocalTools/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-local-tools
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 HostedLocalTools.csproj for the PackageReference alternative.