fix: fix the HR scenario issue by implementing the tools filtering and updated azure.yaml

azure.yaml

@@ -1,7 +1,7 @@
 # yaml-language-server: $schema=https://raw.githubusercontent.com/Azure/azure-dev/main/schemas/v1.0/azure.yaml.json
 name: multi-agent-custom-automation-engine-solution-accelerator
-metadata:
-  template: multi-agent-custom-automation-engine-solution-accelerator@1.0
+# metadata:
+#   template: multi-agent-custom-automation-engine-solution-accelerator@1.0
 requiredVersions:
   azd: '>= 1.18.0 != 1.23.9'
 hooks:
@@ -18,12 +18,12 @@ hooks:
           Write-Host ""
 
           Write-Host " Build and push the backend/frontend/mcp_server container images to ACR, then point the container app and webapp at them:" -ForegroundColor White
-          Write-Host "  👉 Run the following command in Bash:" -ForegroundColor White
+          Write-Host "  👉 STEP 1: Run the following command in Bash:" -ForegroundColor White
           Write-Host "   bash infra/scripts/post-provision/build_and_push_images.sh" -ForegroundColor Cyan
           Write-Host ""
 
           Write-Host " Upload Team Configurations, index sample data and create the Knowledge base from content Packs" -ForegroundColor White
-          Write-Host "  👉 Run the following command in Bash:" -ForegroundColor White
+          Write-Host "  👉 STEP 2: Run the following command in Bash:" -ForegroundColor White
           Write-Host "   bash infra/scripts/post-provision/post_deploy.sh" -ForegroundColor Cyan
           Write-Host ""
 
@@ -39,12 +39,12 @@ hooks:
           Write-Host ""
 
           Write-Host " Build and push the backend/frontend/mcp_server container images to ACR, then point the container app and webapp at them:" -ForegroundColor White
-          Write-Host "  👉 Run the following command in PowerShell:" -ForegroundColor White
+          Write-Host "  👉 STEP 1: Run the following command in PowerShell:" -ForegroundColor White
           Write-Host "   .\infra\scripts\post-provision\Build-And-Push-Images.ps1" -ForegroundColor Cyan
           Write-Host ""
 
           Write-Host " Upload Team Configurations, index sample data and create the Knowledge base from content Packs" -ForegroundColor White
-          Write-Host "  👉 Run the following command in PowerShell:" -ForegroundColor White
+          Write-Host "  👉 STEP 2: Run the following command in PowerShell:" -ForegroundColor White
           Write-Host "   .\infra\scripts\post-provision\post_deploy.ps1" -ForegroundColor Cyan
           Write-Host ""
 
@@ -69,11 +69,11 @@ hooks:
         printf "${Yellow}===============================================================${NC}\n\n"
 
         printf  "Build and push the backend/frontend/mcp_server container images to ACR, then point the container app and webapp at them:\n"
-        printf  "  👉 Run the following command in Bash:\n"
+        printf  "  👉 STEP 1: Run the following command in Bash:\n"
         printf  "   ${Blue}bash infra/scripts/post-provision/build_and_push_images.sh${NC}\n\n"
 
         printf  "Upload Team Configurations, index sample data and create the Knowledge base from content Packs:\n"
-        printf  "  👉 Run the following command in Bash:\n"
+        printf  "  👉 STEP 2: Run the following command in Bash:\n"
         printf  "   ${Blue}bash infra/scripts/post-provision/post_deploy.sh${NC}\n\n"
 
         printf "🌐 Access your deployed Frontend application at:\n"

src/backend/config/mcp_config.py

@@ -20,7 +20,34 @@
 # so the LLM only sees the relevant subset (avoids cross-pack tool confusion when
 # the MCP server exposes every function at the base /mcp endpoint).
 DOMAIN_ALLOWED_TOOLS: dict[str, list[str]] = {
-    "image": ["generate_marketing_image"],
+    "hr": [
+        "get_workflow_blueprint",
+        "schedule_orientation_session",
+        "assign_mentor",
+        "register_for_benefits",
+        "provide_employee_handbook",
+        "initiate_background_check",
+        "request_id_card",
+        "set_up_payroll",
+    ],
+    "tech_support": [
+        "get_workflow_blueprint",
+        "send_welcome_email",
+        "set_up_office_365_account",
+        "configure_laptop",
+        "setup_vpn_access",
+        "create_system_accounts",
+    ],
+    "marketing": [
+        "generate_press_release",
+        "handle_influencer_collaboration",
+    ],
+    "product": [
+        "get_product_info",
+    ],
+    "image": [
+        "generate_marketing_image",
+    ],
 }
 
 
@@ -55,10 +82,24 @@ def from_env(cls, domain: str | None = None) -> "MCPConfig":
         if not all([url, name, description, tenant_id, client_id]):
             raise ValueError(f"{cls.__name__}: missing required environment variables")
 
-        # NOTE: URL rewriting to /<domain>/mcp is disabled because the
-        # currently-deployed MCP server only exposes the catch-all /mcp
-        # endpoint. We rely on the client-side ``allowed_tools`` filter
-        # below to scope the LLM's tool surface to the right domain.
+        # Rewrite base URL to the domain-scoped endpoint so the agent
+        # connects to e.g. ``http://host:9000/hr/mcp`` instead of the
+        # catch-all ``/mcp``.  The MCP server mounts per-domain FastMCP
+        # sub-apps at ``/<domain>`` (see mcp_server.py), each serving
+        # only that domain's tools plus shared services (ask_user).
+        # The ``allowed_tools`` client-side filter below acts as a
+        # redundant safety net in case the server layout changes.
+        if domain:
+            stripped = url.rstrip("/")
+            if stripped.endswith("/mcp"):
+                # Base URL includes the /mcp path (e.g. https://host/mcp)
+                # → insert domain before /mcp: https://host/hr/mcp
+                stripped = stripped[: -len("/mcp")]
+                url = stripped + f"/{domain}/mcp"
+            else:
+                # Base URL has no /mcp suffix → append /{domain}
+                url = stripped + f"/{domain}"
+
         allowed_tools = DOMAIN_ALLOWED_TOOLS.get(domain) if domain else None
 
         return cls(