diff --git a/docs/quick-start.md b/docs/quick-start.md
index a9944c99..da34e7a9 100644
--- a/docs/quick-start.md
+++ b/docs/quick-start.md
@@ -211,6 +211,18 @@ with no API keys and no outbound network.
             agent_id="google-adk-demo-agent",
             mode="sdk-only",
         ) as ctx:
+            print(f"  Agent:    {ctx.client.agent_id}")
+            print(f"  Gateway:  {ctx.client.gateway_url}")
+            print(f"  Mode:     {ctx.network_mode} (offline demo)")
+            print()
+
+            print("Policy rules (local simulation of gateway policy):")
+            print("  DENY    — delete_records, write_file  (destructive operations)")
+            print("  PENDING — send_email                  (requires human approval)")
+            print("  ALLOW   — everything else")
+            print()
+    finally:
+        ungovern_tool_class(DemoTool)
     ```
 
 === "Haystack"
@@ -362,6 +374,19 @@ with no API keys and no outbound network.
             agent_id="microsoft-agent-framework-demo-agent",
             mode="sdk-only",
         ) as ctx:
+            print(f"  Agent:    {ctx.client.agent_id}")
+            print(f"  Gateway:  {ctx.client.gateway_url}")
+            print(f"  Mode:     {ctx.network_mode} (offline demo)")
+            print()
+
+            print("Policy rules (local simulation of gateway policy):")
+            print("  DENY    — delete_records, write_file  (destructive operations)")
+            print("  PENDING — send_email                  (requires human approval)")
+            print("  ALLOW   — everything else")
+            print()
+    finally:
+        if adapter is not None:
+            adapter.unregister_hooks()
     ```
 
 === "OpenAI Agents SDK"
@@ -396,6 +421,18 @@ with no API keys and no outbound network.
             agent_id="pydantic-ai-demo-agent",
             mode="sdk-only",
         ) as ctx:
+            print(f"  Agent:    {ctx.client.agent_id}")
+            print(f"  Gateway:  {ctx.client.gateway_url}")
+            print(f"  Mode:     {ctx.network_mode} (offline demo)")
+            print()
+
+            print("Policy rules (local simulation of gateway policy):")
+            print("  DENY    — delete_records, write_file  (destructive operations)")
+            print("  PENDING — send_email                  (requires human approval)")
+            print("  ALLOW   — everything else")
+            print()
+    finally:
+        adapter.unregister_hooks()
     ```
 
 === "Semantic Kernel"
diff --git a/quickstart_snippets/google-adk.py b/quickstart_snippets/google-adk.py
index 1efd391b..7916986e 100644
--- a/quickstart_snippets/google-adk.py
+++ b/quickstart_snippets/google-adk.py
@@ -9,3 +9,15 @@
         agent_id="google-adk-demo-agent",
         mode="sdk-only",
     ) as ctx:
+        print(f"  Agent:    {ctx.client.agent_id}")
+        print(f"  Gateway:  {ctx.client.gateway_url}")
+        print(f"  Mode:     {ctx.network_mode} (offline demo)")
+        print()
+
+        print("Policy rules (local simulation of gateway policy):")
+        print("  DENY    — delete_records, write_file  (destructive operations)")
+        print("  PENDING — send_email                  (requires human approval)")
+        print("  ALLOW   — everything else")
+        print()
+finally:
+    ungovern_tool_class(DemoTool)
diff --git a/quickstart_snippets/microsoft-agent-framework-tool-policy.py b/quickstart_snippets/microsoft-agent-framework-tool-policy.py
index 6874538b..be38ed1c 100644
--- a/quickstart_snippets/microsoft-agent-framework-tool-policy.py
+++ b/quickstart_snippets/microsoft-agent-framework-tool-policy.py
@@ -18,3 +18,16 @@
         agent_id="microsoft-agent-framework-demo-agent",
         mode="sdk-only",
     ) as ctx:
+        print(f"  Agent:    {ctx.client.agent_id}")
+        print(f"  Gateway:  {ctx.client.gateway_url}")
+        print(f"  Mode:     {ctx.network_mode} (offline demo)")
+        print()
+
+        print("Policy rules (local simulation of gateway policy):")
+        print("  DENY    — delete_records, write_file  (destructive operations)")
+        print("  PENDING — send_email                  (requires human approval)")
+        print("  ALLOW   — everything else")
+        print()
+finally:
+    if adapter is not None:
+        adapter.unregister_hooks()
diff --git a/quickstart_snippets/pydantic-ai.py b/quickstart_snippets/pydantic-ai.py
index 20043aa5..859a6d36 100644
--- a/quickstart_snippets/pydantic-ai.py
+++ b/quickstart_snippets/pydantic-ai.py
@@ -9,3 +9,15 @@
         agent_id="pydantic-ai-demo-agent",
         mode="sdk-only",
     ) as ctx:
+        print(f"  Agent:    {ctx.client.agent_id}")
+        print(f"  Gateway:  {ctx.client.gateway_url}")
+        print(f"  Mode:     {ctx.network_mode} (offline demo)")
+        print()
+
+        print("Policy rules (local simulation of gateway policy):")
+        print("  DENY    — delete_records, write_file  (destructive operations)")
+        print("  PENDING — send_email                  (requires human approval)")
+        print("  ALLOW   — everything else")
+        print()
+finally:
+    adapter.unregister_hooks()