From 383ffc00d48283c613a1f0f2b23805924ae8a8ff Mon Sep 17 00:00:00 2001
From: Vinod Singh <singwvin@amazon.com>
Date: Fri, 10 Apr 2026 08:00:49 -0500
Subject: [PATCH 1/7] registry-synchronize-mcpserver

done !
---
 .../registry-synchronize-mcpserver-arch.png   | Bin 207660 -> 358425 bytes
 .../registry_synchronize_mcpserver.ipynb      |  54 +-----------------
 2 files changed, 2 insertions(+), 52 deletions(-)

diff --git a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry-synchronize-mcpserver-arch.png b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry-synchronize-mcpserver-arch.png
index da8cf6930adb54daa2487ed439d4227b15a46066..963a08b762272db82cf6a61502b742827508ba9c 100644
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diff --git a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
index 7a684be20..7b41965ee 100644
--- a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
+++ b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
@@ -35,57 +35,7 @@
     "### Prerequisites\n",
     "- AWS CLI v2 configured\n",
     "- boto3 >= 1.42.87 with bedrock-agentcore-control service support\n",
-    "- IAM credentials with Registry-admin permissions is configured.\n",
-    "\n",
-    "Required IAM policy for Registry Admin (replace ACCOUNT_ID and region as needed))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "033c25b4",
-   "metadata": {},
-   "source": [
-    "```json\n",
-    "{\n",
-    "    \"Version\": \"2012-10-17\",\n",
-    "    \"Statement\": [\n",
-    "        {\n",
-    "            \"Sid\": \"AllowCreateRegistry\",\n",
-    "            \"Effect\": \"Allow\",\n",
-    "            \"Action\": [\"bedrock-agentcore:CreateRegistry\"],\n",
-    "            \"Resource\": [\"arn:aws:bedrock-agentcore:REGION:ACCOUNT_ID:*\"]\n",
-    "        },\n",
-    "        {\n",
-    "            \"Sid\": \"AllowGetUpdateDeleteRegistry\",\n",
-    "            \"Effect\": \"Allow\",\n",
-    "            \"Action\": [\n",
-    "                \"bedrock-agentcore:GetRegistry\",\n",
-    "                \"bedrock-agentcore:DeleteRegistry\"\n",
-    "            ],\n",
-    "            \"Resource\": [\"arn:aws:bedrock-agentcore:REGION:ACCOUNT_ID:registry/*\"]\n",
-    "        },\n",
-    "        {\n",
-    "            \"Sid\": \"AllowCreateAndListRecords\",\n",
-    "            \"Effect\": \"Allow\",\n",
-    "            \"Action\": [\n",
-    "                \"bedrock-agentcore:CreateRegistryRecord\",\n",
-    "                \"bedrock-agentcore:SearchRegistryRecords\"\n",
-    "            ],\n",
-    "            \"Resource\": [\"arn:aws:bedrock-agentcore:REGION:ACCOUNT_ID:registry/*\"]\n",
-    "        },\n",
-    "        {\n",
-    "            \"Sid\": \"AllowRecordOperations\",\n",
-    "            \"Effect\": \"Allow\",\n",
-    "            \"Action\": [\n",
-    "                \"bedrock-agentcore:GetRegistryRecord\",\n",
-    "                \"bedrock-agentcore:DeleteRegistryRecord\",\n",
-    "                \"bedrock-agentcore:SubmitRegistryRecordForApproval\"\n",
-    "            ],\n",
-    "            \"Resource\": [\"arn:aws:bedrock-agentcore:REGION:ACCOUNT_ID:registry/*/record/*\"]\n",
-    "        }\n",
-    "    ]\n",
-    "}\n",
-    "```"
+    "- IAM credentials with Registry-admin permissions is configured."
    ]
   },
   {
@@ -153,7 +103,7 @@
     "from datetime import datetime\n",
     "\n",
     "# Configuration - update these for your environment\n",
-    "AWS_REGION = \"REGION\"\n",
+    "AWS_REGION = \"us-west-2\"\n",
     "AWS_PROFILE = \"your_aws_profile\"  # Your configured AWS profile\n",
     "os.environ[\"AWS_PROFILE\"] = AWS_PROFILE\n",
     "\n",

From 7ceea33072042809d6a172089604af959538aae5 Mon Sep 17 00:00:00 2001
From: Vinod Singh <singwvin@amazon.com>
Date: Fri, 10 Apr 2026 11:32:00 -0500
Subject: [PATCH 2/7] updated image size and added Registry Admin permissions

---
 .../registry-synchronize-mcpserver-arch.png   | Bin 358425 -> 207660 bytes
 .../registry_synchronize_mcpserver.ipynb      |  90 +++++++++++++++++-
 2 files changed, 88 insertions(+), 2 deletions(-)

diff --git a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry-synchronize-mcpserver-arch.png b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry-synchronize-mcpserver-arch.png
index 963a08b762272db82cf6a61502b742827508ba9c..da8cf6930adb54daa2487ed439d4227b15a46066 100644
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diff --git a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
index 7b41965ee..4b7a41c74 100644
--- a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
+++ b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
@@ -35,7 +35,93 @@
     "### Prerequisites\n",
     "- AWS CLI v2 configured\n",
     "- boto3 >= 1.42.87 with bedrock-agentcore-control service support\n",
-    "- IAM credentials with Registry-admin permissions is configured."
+    "- IAM credentials with Registry-admin permissions is configured.\n",
+    "\n",
+    "Required IAM policy for Registry Admin (replace ACCOUNT_ID and region as needed))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "033c25b4",
+   "metadata": {},
+   "source": [
+    "{\n",
+    "\t\"Version\": \"2012-10-17\",\n",
+    "\t\"Statement\": [\n",
+    "\t\t{\n",
+    "\t\t\t\"Sid\": \"AllowCreatingNewRegistry\",\n",
+    "\t\t\t\"Effect\": \"Allow\",\n",
+    "\t\t\t\"Action\": [\n",
+    "\t\t\t\t\"bedrock-agentcore:CreateRegistry\"\n",
+    "\t\t\t],\n",
+    "\t\t\t\"Resource\": [\n",
+    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:*\"\n",
+    "\t\t\t]\n",
+    "\t\t},\n",
+    "\t\t{\n",
+    "\t\t\t\"Sid\": \"AllowListingAllRegistries\",\n",
+    "\t\t\t\"Effect\": \"Allow\",\n",
+    "\t\t\t\"Action\": [\n",
+    "\t\t\t\t\"bedrock-agentcore:ListRegistries\"\n",
+    "\t\t\t],\n",
+    "\t\t\t\"Resource\": [\n",
+    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:*\"\n",
+    "\t\t\t]\n",
+    "\t\t},\n",
+    "\t\t{\n",
+    "\t\t\t\"Sid\": \"AllowGetUpdateDeleteRegistry\",\n",
+    "\t\t\t\"Effect\": \"Allow\",\n",
+    "\t\t\t\"Action\": [\n",
+    "\t\t\t\t\"bedrock-agentcore:GetRegistry\",\n",
+    "\t\t\t\t\"bedrock-agentcore:UpdateRegistry\",\n",
+    "\t\t\t\t\"bedrock-agentcore:DeleteRegistry\"\n",
+    "\t\t\t],\n",
+    "\t\t\t\"Resource\": [\n",
+    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:registry/*\"\n",
+    "\t\t\t]\n",
+    "\t\t},\n",
+    "\t\t{\n",
+    "\t\t\t\"Sid\": \"AllowCreatingRegistryRecords\",\n",
+    "\t\t\t\"Effect\": \"Allow\",\n",
+    "\t\t\t\"Action\": [\n",
+    "\t\t\t\t\"bedrock-agentcore:CreateRegistryRecord\"\n",
+    "\t\t\t],\n",
+    "\t\t\t\"Resource\": [\n",
+    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:registry/*\"\n",
+    "\t\t\t]\n",
+    "\t\t},\n",
+    "\t\t{\n",
+    "\t\t\t\"Sid\": \"AllowListingRecordsInRegistry\",\n",
+    "\t\t\t\"Effect\": \"Allow\",\n",
+    "\t\t\t\"Action\": [\n",
+    "\t\t\t\t\"bedrock-agentcore:ListRegistryRecords\"\n",
+    "\t\t\t],\n",
+    "\t\t\t\"Resource\": [\n",
+    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:registry/*\"\n",
+    "\t\t\t]\n",
+    "\t\t},\n",
+    "\t\t{\n",
+    "\t\t\t\"Sid\": \"AllowGettingRecordsInRegistry\",\n",
+    "\t\t\t\"Effect\": \"Allow\",\n",
+    "\t\t\t\"Action\": [\n",
+    "\t\t\t\t\"bedrock-agentcore:GetRegistryRecord\"\n",
+    "\t\t\t],\n",
+    "\t\t\t\"Resource\": [\n",
+    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:registry/*/record/*\"\n",
+    "\t\t\t]\n",
+    "\t\t},\n",
+    "\t\t{\n",
+    "\t\t\t\"Sid\": \"AllowApproveRejectDeprecateRecords\",\n",
+    "\t\t\t\"Effect\": \"Allow\",\n",
+    "\t\t\t\"Action\": [\n",
+    "\t\t\t\t\"bedrock-agentcore:UpdateRegistryRecordStatus\"\n",
+    "\t\t\t],\n",
+    "\t\t\t\"Resource\": [\n",
+    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:registry/*/record/*\"\n",
+    "\t\t\t]\n",
+    "\t\t}\n",
+    "\t]\n",
+    "}"
    ]
   },
   {
@@ -103,7 +189,7 @@
     "from datetime import datetime\n",
     "\n",
     "# Configuration - update these for your environment\n",
-    "AWS_REGION = \"us-west-2\"\n",
+    "AWS_REGION = \"REGION\"\n",
     "AWS_PROFILE = \"your_aws_profile\"  # Your configured AWS profile\n",
     "os.environ[\"AWS_PROFILE\"] = AWS_PROFILE\n",
     "\n",

From 7f8dbbe1c78fabe5018e8ae2111faa47a99d6c86 Mon Sep 17 00:00:00 2001
From: Vinod Singh <singwvin@amazon.com>
Date: Fri, 10 Apr 2026 11:41:10 -0500
Subject: [PATCH 3/7] updated formating of json

---
 .../registry_synchronize_mcpserver.ipynb                      | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
index 4b7a41c74..99a462708 100644
--- a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
+++ b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
@@ -45,6 +45,7 @@
    "id": "033c25b4",
    "metadata": {},
    "source": [
+    "```json\n",
     "{\n",
     "\t\"Version\": \"2012-10-17\",\n",
     "\t\"Statement\": [\n",
@@ -121,7 +122,8 @@
     "\t\t\t]\n",
     "\t\t}\n",
     "\t]\n",
-    "}"
+    "}\n",
+    "```"
    ]
   },
   {

From 309b6e971236b6107c5c76ccc663b87723704e14 Mon Sep 17 00:00:00 2001
From: Vinod Singh <singwvin@amazon.com>
Date: Fri, 10 Apr 2026 11:44:43 -0500
Subject: [PATCH 4/7] one more formatting correction

---
 .../registry_synchronize_mcpserver.ipynb      | 112 ++++++------------
 1 file changed, 37 insertions(+), 75 deletions(-)

diff --git a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
index 99a462708..7a684be20 100644
--- a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
+++ b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
@@ -47,81 +47,43 @@
    "source": [
     "```json\n",
     "{\n",
-    "\t\"Version\": \"2012-10-17\",\n",
-    "\t\"Statement\": [\n",
-    "\t\t{\n",
-    "\t\t\t\"Sid\": \"AllowCreatingNewRegistry\",\n",
-    "\t\t\t\"Effect\": \"Allow\",\n",
-    "\t\t\t\"Action\": [\n",
-    "\t\t\t\t\"bedrock-agentcore:CreateRegistry\"\n",
-    "\t\t\t],\n",
-    "\t\t\t\"Resource\": [\n",
-    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:*\"\n",
-    "\t\t\t]\n",
-    "\t\t},\n",
-    "\t\t{\n",
-    "\t\t\t\"Sid\": \"AllowListingAllRegistries\",\n",
-    "\t\t\t\"Effect\": \"Allow\",\n",
-    "\t\t\t\"Action\": [\n",
-    "\t\t\t\t\"bedrock-agentcore:ListRegistries\"\n",
-    "\t\t\t],\n",
-    "\t\t\t\"Resource\": [\n",
-    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:*\"\n",
-    "\t\t\t]\n",
-    "\t\t},\n",
-    "\t\t{\n",
-    "\t\t\t\"Sid\": \"AllowGetUpdateDeleteRegistry\",\n",
-    "\t\t\t\"Effect\": \"Allow\",\n",
-    "\t\t\t\"Action\": [\n",
-    "\t\t\t\t\"bedrock-agentcore:GetRegistry\",\n",
-    "\t\t\t\t\"bedrock-agentcore:UpdateRegistry\",\n",
-    "\t\t\t\t\"bedrock-agentcore:DeleteRegistry\"\n",
-    "\t\t\t],\n",
-    "\t\t\t\"Resource\": [\n",
-    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:registry/*\"\n",
-    "\t\t\t]\n",
-    "\t\t},\n",
-    "\t\t{\n",
-    "\t\t\t\"Sid\": \"AllowCreatingRegistryRecords\",\n",
-    "\t\t\t\"Effect\": \"Allow\",\n",
-    "\t\t\t\"Action\": [\n",
-    "\t\t\t\t\"bedrock-agentcore:CreateRegistryRecord\"\n",
-    "\t\t\t],\n",
-    "\t\t\t\"Resource\": [\n",
-    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:registry/*\"\n",
-    "\t\t\t]\n",
-    "\t\t},\n",
-    "\t\t{\n",
-    "\t\t\t\"Sid\": \"AllowListingRecordsInRegistry\",\n",
-    "\t\t\t\"Effect\": \"Allow\",\n",
-    "\t\t\t\"Action\": [\n",
-    "\t\t\t\t\"bedrock-agentcore:ListRegistryRecords\"\n",
-    "\t\t\t],\n",
-    "\t\t\t\"Resource\": [\n",
-    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:registry/*\"\n",
-    "\t\t\t]\n",
-    "\t\t},\n",
-    "\t\t{\n",
-    "\t\t\t\"Sid\": \"AllowGettingRecordsInRegistry\",\n",
-    "\t\t\t\"Effect\": \"Allow\",\n",
-    "\t\t\t\"Action\": [\n",
-    "\t\t\t\t\"bedrock-agentcore:GetRegistryRecord\"\n",
-    "\t\t\t],\n",
-    "\t\t\t\"Resource\": [\n",
-    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:registry/*/record/*\"\n",
-    "\t\t\t]\n",
-    "\t\t},\n",
-    "\t\t{\n",
-    "\t\t\t\"Sid\": \"AllowApproveRejectDeprecateRecords\",\n",
-    "\t\t\t\"Effect\": \"Allow\",\n",
-    "\t\t\t\"Action\": [\n",
-    "\t\t\t\t\"bedrock-agentcore:UpdateRegistryRecordStatus\"\n",
-    "\t\t\t],\n",
-    "\t\t\t\"Resource\": [\n",
-    "\t\t\t\t\"arn:aws:bedrock-agentcore:REGION:ACOUNT_ID:registry/*/record/*\"\n",
-    "\t\t\t]\n",
-    "\t\t}\n",
-    "\t]\n",
+    "    \"Version\": \"2012-10-17\",\n",
+    "    \"Statement\": [\n",
+    "        {\n",
+    "            \"Sid\": \"AllowCreateRegistry\",\n",
+    "            \"Effect\": \"Allow\",\n",
+    "            \"Action\": [\"bedrock-agentcore:CreateRegistry\"],\n",
+    "            \"Resource\": [\"arn:aws:bedrock-agentcore:REGION:ACCOUNT_ID:*\"]\n",
+    "        },\n",
+    "        {\n",
+    "            \"Sid\": \"AllowGetUpdateDeleteRegistry\",\n",
+    "            \"Effect\": \"Allow\",\n",
+    "            \"Action\": [\n",
+    "                \"bedrock-agentcore:GetRegistry\",\n",
+    "                \"bedrock-agentcore:DeleteRegistry\"\n",
+    "            ],\n",
+    "            \"Resource\": [\"arn:aws:bedrock-agentcore:REGION:ACCOUNT_ID:registry/*\"]\n",
+    "        },\n",
+    "        {\n",
+    "            \"Sid\": \"AllowCreateAndListRecords\",\n",
+    "            \"Effect\": \"Allow\",\n",
+    "            \"Action\": [\n",
+    "                \"bedrock-agentcore:CreateRegistryRecord\",\n",
+    "                \"bedrock-agentcore:SearchRegistryRecords\"\n",
+    "            ],\n",
+    "            \"Resource\": [\"arn:aws:bedrock-agentcore:REGION:ACCOUNT_ID:registry/*\"]\n",
+    "        },\n",
+    "        {\n",
+    "            \"Sid\": \"AllowRecordOperations\",\n",
+    "            \"Effect\": \"Allow\",\n",
+    "            \"Action\": [\n",
+    "                \"bedrock-agentcore:GetRegistryRecord\",\n",
+    "                \"bedrock-agentcore:DeleteRegistryRecord\",\n",
+    "                \"bedrock-agentcore:SubmitRegistryRecordForApproval\"\n",
+    "            ],\n",
+    "            \"Resource\": [\"arn:aws:bedrock-agentcore:REGION:ACCOUNT_ID:registry/*/record/*\"]\n",
+    "        }\n",
+    "    ]\n",
     "}\n",
     "```"
    ]

From 10e512be18f7241283f78b826b8efe9764786f40 Mon Sep 17 00:00:00 2001
From: Vinod Singh <singwvin@amazon.com>
Date: Fri, 10 Apr 2026 16:19:05 -0500
Subject: [PATCH 5/7] reduce image size, added README and requirement.txt

---
 .../registry-synchronize-mcpserver/README.md  |  79 ++
 .../registry-synchronize-mcpserver-arch.png   | Bin 207660 -> 319824 bytes
 .../registry_synchronize_mcpserver.ipynb      | 938 ++++++++++++++++--
 .../requirements.txt                          |   5 +
 4 files changed, 966 insertions(+), 56 deletions(-)
 create mode 100644 01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/README.md
 create mode 100644 01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/requirements.txt

diff --git a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/README.md b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/README.md
new file mode 100644
index 000000000..306397814
--- /dev/null
+++ b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/README.md
@@ -0,0 +1,79 @@
+# Synchronize MCP Server Metadata to AWS Agent Registry
+
+## Overview
+
+This tutorial demonstrates how to use AWS Agent Registry's URL-based synchronization to automatically extract and register MCP server metadata (server schema, tools, descriptions, and versions) from both externally hosted and AgentCore Runtime-hosted MCP servers.
+
+Instead of manually defining tool schemas, you provide the MCP server URL and the registry connects to the server, discovers its capabilities, and creates a registry record with the extracted metadata.
+
+## Getting Started
+
+To get started with this tutorial, open and follow the step-by-step guide in the Jupyter notebook:
+
+**[📓 registry_synchronize_mcpserver.ipynb](registry_synchronize_mcpserver.ipynb)**
+
+The notebook contains all the code examples, configurations, and detailed instructions needed to complete this tutorial.
+
+## What You'll Learn
+
+* How to list available registries and create a new registry with IAM authorization
+* How to synchronize a **public unprotected** MCP server to the registry
+* How to synchronize an **OAuth-protected** MCP server deployed on AgentCore Runtime
+* How to synchronize an **IAM-protected** MCP server deployed on AgentCore Runtime
+                             |
+### Tutorial Architecture
+
+The diagram below shows how AWS Agent Registry synchronizes metadata from OAuth-protected and IAM-protected MCP Servers.
+
+![Registry Synchronize MCP Server Architecture](registry-synchronize-mcpserver-arch.png)
+
+After synchronization, the record will be created in CREATING status. After about ten seconds, the record transitions to DRAFT status and contains descriptors extracted from the MCP server, including server descriptor and tools descriptor. The registry also updates the record name, description, and version if those values are found when connecting to the MCP server.
+
+### Tutorial Key Features
+
+* URL-based synchronization (pull-based metadata extraction)
+* Public MCP server synchronization
+* OAuth-protected MCP server synchronization with Cognito
+* IAM-protected MCP server synchronization with role-based access
+
+## Prerequisites
+
+- AWS account with IAM credentials that have permissions for AWS Agent Registry, AgentCore Runtime, Cognito, and IAM role management
+- Python 3.10+ with boto3 >= 1.42.87 (with `bedrock-agentcore-control` service support)
+- AWS CLI v2 configured with an appropriate profile
+- `bedrock-agentcore-starter-toolkit` for deploying MCP servers to AgentCore Runtime
+
+## Notebook Sections
+
+| Section | What It Does |
+|---------|--------------|
+| Setup | Installs dependencies, initializes AWS session and clients, creates helper functions for waiting on async operations. |
+| 1. List Registries | Lists all available registries in the account. |
+| 2. Create Registry | Creates a new registry with IAM authorization and `autoApproval: False`. |
+| 3. Synchronize from Public MCP Server | Synchronizes metadata from a public unprotected MCP server (e.g., AWS Knowledge MCP Server) using URL-based sync. |
+| 4. Synchronize from OAuth-Protected MCP Server | Creates a Cognito user pool and OAuth provider, deploys an MCP server with JWT authorization to AgentCore Runtime, and synchronizes using OAuth credentials. |
+| 5. Synchronize from IAM-Protected MCP Server | Deploys an MCP server with default IAM auth to AgentCore Runtime, creates an IAM role for registry-to-runtime invocation, and synchronizes using IAM credentials. |
+| 6. List All Records | Lists all synchronized records in the registry. |
+| 7. Cleanup | Deletes all created resources: registry records, registry, runtimes, OAuth providers, Cognito resources, IAM roles, and local files. |
+
+## AWS Services Used
+
+| Service | Purpose |
+|---------|---------|
+| **AWS Agent Registry** | Stores MCP server records with extracted tool schemas and metadata. |
+| **AgentCore Runtime** | Hosts MCP servers with OAuth or IAM authentication. |
+| **Amazon Cognito** | Provides OAuth2 authentication for MCP server access (client credentials flow). |
+| **IAM** | Provides role-based access for registry-to-runtime invocation. |
+
+## Cleanup
+
+The notebook includes a cleanup section (Section 7) that removes all resources created during the tutorial:
+
+- Registry records and registry
+- AgentCore Runtime deployments
+- OAuth2 credential providers
+- Cognito user pools and domains
+- IAM roles and policies
+- Local files generated by `%%writefile`
+
+Run the cleanup cell to avoid incurring ongoing charges.
diff --git a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry-synchronize-mcpserver-arch.png b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry-synchronize-mcpserver-arch.png
index da8cf6930adb54daa2487ed439d4227b15a46066..268e645febbb1c14c6ea9839fce4f8a2fc47af6e 100644
GIT binary patch
literal 319824
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diff --git a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
index 7a684be20..6a7deb150 100644
--- a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
+++ b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
@@ -98,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "id": "48926ddd-1bf8-4a0f-b244-61db7b5f6fa9",
    "metadata": {
     "execution": {
@@ -109,13 +109,20 @@
      "shell.execute_reply.started": "2026-03-20T20:55:23.298906Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m25.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m26.0.1\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
    "source": [
-    "!pip install boto3 \n",
-    "!pip install python-dotenv\n",
-    "!pip install \"botocore[crt]\"\n",
-    "%pip install requests\n",
-    "!pip install bedrock-agentcore-starter-toolkit"
+    "%pip install -r requirements.txt -q"
    ]
   },
   {
@@ -141,7 +148,15 @@
      "shell.execute_reply.started": "2026-03-20T20:55:25.656274Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Session ready | Account: 688492887960 | Region: us-west-2 | Profile: vinodab3-688492887960\n"
+     ]
+    }
+   ],
    "source": [
     "import os\n",
     "os.environ['AWS_SDK_LOAD_CONFIG'] = '1'\n",
@@ -153,7 +168,7 @@
     "from datetime import datetime\n",
     "\n",
     "# Configuration - update these for your environment\n",
-    "AWS_REGION = \"REGION\"\n",
+    "AWS_REGION = \"us-west-2\" \n",
     "AWS_PROFILE = \"your_aws_profile\"  # Your configured AWS profile\n",
     "os.environ[\"AWS_PROFILE\"] = AWS_PROFILE\n",
     "\n",
@@ -184,7 +199,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "id": "3f88076a-31e0-4393-9bd3-5ff072a2be6d",
    "metadata": {
     "execution": {
@@ -213,7 +228,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "id": "wait-for-record-fn",
    "metadata": {},
    "outputs": [],
@@ -251,10 +266,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "id": "41f5061f",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Found 1 registries:\n",
+      "\n",
+      "  [READY] RegistryforMCPServer005 (O1hZzwhrKB60gtfh)\n"
+     ]
+    }
+   ],
    "source": [
     "registries = rg_client.list_registries()\n",
     "\n",
@@ -277,7 +302,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "0b4d90b3-cc21-4e60-823b-82970def2fed",
    "metadata": {
     "execution": {
@@ -288,7 +313,49 @@
      "shell.execute_reply.started": "2026-03-20T20:55:38.258629Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: CREATING\n",
+      "  Registry Status: READY\n",
+      "{\n",
+      "  \"name\": \"RegistryforMCPServer006\",\n",
+      "  \"description\": \"Registry to publish MCP server records\",\n",
+      "  \"registryId\": \"uNJxeGuX1jZAO1C2\",\n",
+      "  \"registryArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2\",\n",
+      "  \"authorizerType\": \"AWS_IAM\",\n",
+      "  \"approvalConfiguration\": {\n",
+      "    \"autoApproval\": false\n",
+      "  },\n",
+      "  \"status\": \"READY\",\n",
+      "  \"createdAt\": \"2026-04-10 21:09:19.785314+00:00\",\n",
+      "  \"updatedAt\": \"2026-04-10 21:09:19.785314+00:00\"\n",
+      "}\n",
+      "Registry created!\n",
+      " Registry  ARN: arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2\n",
+      " Registry  ID:  uNJxeGuX1jZAO1C2\n"
+     ]
+    }
+   ],
    "source": [
     "create_resp = rg_client.create_registry(\n",
     "    name=\"RegistryforMCPServer006\",\n",
@@ -319,10 +386,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "de246cf2",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating registry record from public AWS Knowledge MCP server...\n",
+      "✓ Registry record created successfully!\n",
+      "Record ARN: arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/L48M8RGPeqej\n",
+      "{\n",
+      "  \"recordArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/L48M8RGPeqej\",\n",
+      "  \"status\": \"CREATING\"\n",
+      "}\n",
+      "\n",
+      "Stored MCP_RECORD_ID: L48M8RGPeqej\n"
+     ]
+    }
+   ],
    "source": [
     "MCP_PUBLIC_URL = \"https://knowledge-mcp.global.api.aws\" # AWS KNowledge Server\n",
     "\n",
@@ -353,10 +436,85 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "42c59189",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  Record Status: DRAFT\n",
+      "{\n",
+      "  \"registryArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2\",\n",
+      "  \"recordArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/L48M8RGPeqej\",\n",
+      "  \"recordId\": \"L48M8RGPeqej\",\n",
+      "  \"name\": \"AWSDocumentationMCPProdGateway\",\n",
+      "  \"descriptorType\": \"MCP\",\n",
+      "  \"descriptors\": {\n",
+      "    \"mcp\": {\n",
+      "      \"server\": {\n",
+      "        \"schemaVersion\": \"2025-12-11\",\n",
+      "        \"inlineContent\": \"{\\\"$schema\\\":\\\"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json\\\",\\\"name\\\":\\\"knowledge-mcp.global.api.aws/AWSDocumentationMCPProdGateway\\\",\\\"description\\\":\\\"-\\\",\\\"version\\\":\\\"1.0.0\\\",\\\"remotes\\\":[{\\\"type\\\":\\\"streamable-http\\\",\\\"url\\\":\\\"https://knowledge-mcp.global.api.aws\\\"}]}\"\n",
+      "      },\n",
+      "      \"tools\": {\n",
+      "        \"protocolVersion\": \"2025-03-26\",\n",
+      "        \"inlineContent\": \"{\\\"tools\\\":[{\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"regions\\\":{\\\"description\\\":\\\"One or more AWS region codes (e.g., us-east-1, eu-west-1). Maximum 10 regions per call. Single region supports pagination. Multiple regions require filters.\\\",\\\"type\\\":\\\"array\\\",\\\"items\\\":{\\\"type\\\":\\\"string\\\"}},\\\"resource_type\\\":{\\\"description\\\":\\\"Type of AWS resource: 'product' (AWS services/features), 'api' (SDK/API operations), or 'cfn' (CloudFormation resource types).\\\",\\\"type\\\":\\\"string\\\"},\\\"filters\\\":{\\\"description\\\":\\\"Optional list of one or multiple specific resources to check. Format depends on resource_type:\\\\n- Products: ['AWS Lambda', 'Amazon S3']\\\\n- APIs: ['IAM+GetSSHPublicKey', 'EC2']\\\\n- CloudFormation: ['AWS::EC2::Instance']\\\\nMust follow the format specified in the tool description.\\\",\\\"type\\\":\\\"array\\\",\\\"items\\\":{\\\"type\\\":\\\"string\\\"}},\\\"next_token\\\":{\\\"description\\\":\\\"Pagination token from previous response for retrieving additional results. Only valid for single region queries and no filters.\\\",\\\"type\\\":\\\"string\\\"},\\\"region\\\":{\\\"description\\\":\\\"Target AWS region code (e.g., us-east-1, eu-west-1, ap-southeast-2).\\\",\\\"type\\\":\\\"string\\\"}},\\\"required\\\":[\\\"resource_type\\\"]},\\\"name\\\":\\\"aws___get_regional_availability\\\",\\\"description\\\":\\\"Check AWS resource availability across regions for products (service and features), APIs, and CloudFormation resources.\\\\n\\\\n## Quick Reference\\\\n- Maximum 10 regions per call (split into multiple calls for more regions)\\\\n- Single region: filters optional, supports pagination\\\\n- Multiple regions: filters required, no pagination, queries run concurrently\\\\n- Status values: 'isAvailableIn' | 'isNotAvailableIn' | 'isPlannedIn' | 'Not Found'\\\\n- Response field: 'products' (product), 'service_apis' (api), 'cfn_resources' (cfn)\\\\n\\\\n## When to Use\\\\n1. Pre-deployment Validation\\\\n    - Verify resource availability before deployment\\\\n    - Prevent deployment failures due to regional restrictions\\\\n    - Validate multi-region architecture requirements\\\\n\\\\n2. Architecture Planning\\\\n    - Design region-specific solutions\\\\n    - Plan multi-region deployments\\\\n    - Compare regional capabilities\\\\n\\\\n## Examples\\\\n\\\\n**Check specific resources in one region**:\\\\n```\\\\nregions=[\\\\\\\"us-east-1\\\\\\\"], resource_type=\\\\\\\"product\\\\\\\", filters=[\\\\\\\"AWS Lambda\\\\\\\"]\\\\nregions=[\\\\\\\"us-east-1\\\\\\\"], resource_type=\\\\\\\"api\\\\\\\", filters=[\\\\\\\"Lambda+Invoke\\\\\\\", \\\\\\\"S3+GetObject\\\\\\\"]\\\\nregions=[\\\\\\\"us-east-1\\\\\\\"], resource_type=\\\\\\\"cfn\\\\\\\", filters=[\\\\\\\"AWS::Lambda::Function\\\\\\\"]\\\\n```\\\\n\\\\n**Compare availability across regions**:\\\\n```\\\\nregions=[\\\\\\\"us-east-1\\\\\\\", \\\\\\\"eu-west-1\\\\\\\"], resource_type=\\\\\\\"product\\\\\\\", filters=[\\\\\\\"AWS Lambda\\\\\\\"]\\\\n```\\\\n\\\\n**Explore all resources** (single region only, with pagination handling support via next_token due to large output):\\\\n```\\\\nregions=[\\\\\\\"us-east-1\\\\\\\"], resource_type=\\\\\\\"product\\\\\\\"\\\\n```\\\\nFollow up with next_token from response to get more results.\\\\n\\\\n## Response Format\\\\n\\\\n**Single Region**: Flat structure with optional next_token. Example:\\\\n```\\\\n{\\\\\\\"products\\\\\\\": {\\\\\\\"AWS Lambda\\\\\\\": \\\\\\\"isAvailableIn\\\\\\\"}, \\\\\\\"next_token\\\\\\\": null, \\\\\\\"failed_regions\\\\\\\": null}\\\\n```\\\\n\\\\n**Multiple Regions**: Nested by region. Example:\\\\n```\\\\n{\\\\\\\"products\\\\\\\": {\\\\\\\"AWS Lambda\\\\\\\": {\\\\\\\"us-east-1\\\\\\\": \\\\\\\"isAvailableIn\\\\\\\", \\\\\\\"eu-west-2\\\\\\\": \\\\\\\"isAvailableIn\\\\\\\"}}, ...}\\\\n```\\\\n\\\\n## Filter Guidelines\\\\nThe filters must be passed as an array of values and must follow the format below.\\\\n1. Product - service and feature (resource_type='product')\\\\n    Format: 'Product'\\\\n    Example filters:\\\\n    - ['Latency-Based Routing', 'AWS Amplify', 'AWS Application Auto Scaling']\\\\n    - ['PrivateLink Support', 'Amazon Aurora']\\\\n2. APIs (resource_type='api')\\\\n    Format: to filter on API level 'SdkServiceId+APIOperation'\\\\n    Example filters:\\\\n    - ['Athena+UpdateNamedQuery', 'ACM PCA+CreateCertificateAuthority', 'IAM+GetSSHPublicKey']\\\\n    Format: to filter on SdkService level 'SdkServiceId'\\\\n    Example filters:\\\\n    - ['EC2', 'ACM PCA']\\\\n3. CloudFormation (resource_type='cfn')\\\\n    Format: 'CloudformationResourceType'\\\\n    Example filters:\\\\n    - ['AWS::EC2::Instance', 'AWS::Lambda::Function', 'AWS::Logs::LogGroup']\\\"},{\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{}},\\\"name\\\":\\\"aws___list_regions\\\",\\\"description\\\":\\\"Retrieve a list of all AWS regions.\\\\n\\\\n## Usage\\\\nThis tool provides information about all AWS regions, including their identifiers and names.\\\\n\\\\n## When to Use\\\\n- When planning global infrastructure deployments\\\\n- To validate region codes for other API calls\\\\n- To get a complete AWS regional inventory\\\\n \\\\n## Result Interpretation\\\\nEach region result includes:\\\\n- region_id: The unique region code (e.g., 'us-east-1') \\\\n- region_long_name: The human-friendly name (e.g., 'US East (N. Virginia)')\\\\n \\\\n## Common Use Cases\\\\n1. Infrastructure Planning: Review available regions for global deployment\\\\n2. Region Validation: Verify region codes before using in other operations\\\\n3. Regional Inventory: Get a complete list of AWS's global infrastructure\\\"},{\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"requests\\\":{\\\"description\\\":\\\"List of documentation requests, each containing url, max_length (optional), and start_index (optional).\\\",\\\"type\\\":\\\"array\\\",\\\"items\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"start_index\\\":{\\\"description\\\":\\\"On return output starting at this character index, useful if a previous fetch was truncated and more content is required.\\\",\\\"type\\\":\\\"integer\\\"},\\\"url\\\":{\\\"description\\\":\\\"URL of the AWS documentation page to read.\\\",\\\"type\\\":\\\"string\\\"},\\\"max_length\\\":{\\\"description\\\":\\\"Maximum number of characters to return.\\\",\\\"type\\\":\\\"integer\\\"}},\\\"required\\\":[\\\"url\\\"]}}}},\\\"name\\\":\\\"aws___read_documentation\\\",\\\"description\\\":\\\"Fetch and convert AWS related documentation pages to markdown format.\\\\n\\\\n## Usage\\\\n\\\\nThis tool reads documentation pages concurrently and converts them to markdown format.\\\\nSupports AWS documentation, AWS Amplify docs, AWS GitHub repositories and CDK construct documentation.\\\\nWhen content is truncated, a Table of Contents (TOC) with character positions is included to help navigate large documents.\\\\n\\\\n## Best Practices\\\\n\\\\n- Batch 2-5 requests when reading multiple pages or jumping to different sections of the same document\\\\n- Use single request for initial TOC fetch (small max_length) or when evaluating content before deciding next steps\\\\n- Use TOC character positions to jump directly to relevant sections\\\\n- Stop early once you find the needed information\\\\n\\\\n## Request Format\\\\n\\\\nEach request must be an object with:\\\\n- `url`: The documentation URL to fetch (required)\\\\n- `max_length`: Maximum characters to return (optional, default: 10000 characters)\\\\n- `start_index`: Starting character position (optional, default: 0)\\\\n\\\\nFor batching you can input a list of requests.\\\\n\\\\n## Example Request\\\\n\\\\n ```\\\\n{\\\\n  \\\\\\\"requests\\\\\\\":\\\\n  [\\\\n      {\\\\n          \\\\\\\"url\\\\\\\": \\\\\\\"https://docs.aws.amazon.com/AmazonS3/latest/userguide/access-management.html\\\\\\\",\\\\n          \\\\\\\"max_length\\\\\\\": 5000,\\\\n          \\\\\\\"start_index\\\\\\\": 0\\\\n      },\\\\n      {\\\\n          \\\\\\\"url\\\\\\\": \\\\\\\"https://repost.aws/knowledge-center/ec2-instance-connection-troubleshooting\\\\\\\"\\\\n      }\\\\n  ]\\\\n}\\\\n```\\\\n\\\\n\\\\n## URL Requirements\\\\n\\\\nAllow-listed URL prefixes:\\\\n- docs.aws.amazon.com\\\\n- aws.amazon.com\\\\n- repost.aws/knowledge-center\\\\n- docs.amplify.aws\\\\n- ui.docs.amplify.aws\\\\n- github.com/aws-cloudformation/aws-cloudformation-templates\\\\n- github.com/aws-samples/aws-cdk-examples\\\\n- github.com/aws-samples/generative-ai-cdk-constructs-samples\\\\n- github.com/aws-samples/serverless-patterns\\\\n- github.com/awsdocs/aws-cdk-guide\\\\n- github.com/awslabs/aws-solutions-constructs\\\\n- github.com/cdklabs/cdk-nag\\\\n- constructs.dev/packages/@aws-cdk-containers\\\\n- constructs.dev/packages/@aws-cdk\\\\n- constructs.dev/packages/@cdk-cloudformation\\\\n- constructs.dev/packages/aws-analytics-reference-architecture\\\\n- constructs.dev/packages/aws-cdk-lib\\\\n- constructs.dev/packages/cdk-amazon-chime-resources\\\\n- constructs.dev/packages/cdk-aws-lambda-powertools-layer\\\\n- constructs.dev/packages/cdk-ecr-deployment\\\\n- constructs.dev/packages/cdk-lambda-powertools-python-layer\\\\n- constructs.dev/packages/cdk-serverless-clamscan\\\\n- constructs.dev/packages/cdk8s\\\\n- constructs.dev/packages/cdk8s-plus-33\\\\n\\\\nDeny-listed URL prefixes:\\\\n- aws.amazon.com/marketplace\\\\n\\\\n## Example URLs\\\\n\\\\n- https://docs.aws.amazon.com/AmazonS3/latest/userguide/bucketnamingrules.html\\\\n- https://docs.aws.amazon.com/lambda/latest/dg/lambda-invocation.html\\\\n- https://aws.amazon.com/about-aws/whats-new/2023/02/aws-telco-network-builder/\\\\n- https://aws.amazon.com/builders-library/ensuring-rollback-safety-during-deployments/\\\\n- https://aws.amazon.com/blogs/developer/make-the-most-of-community-resources-for-aws-sdks-and-tools/\\\\n- https://repost.aws/knowledge-center/example-article\\\\n- https://docs.amplify.aws/react/build-a-backend/auth/\\\\n- https://ui.docs.amplify.aws/angular/connected-components/authenticator\\\\n- https://github.com/aws-samples/aws-cdk-examples/blob/main/README.md\\\\n- https://github.com/awslabs/aws-solutions-constructs/blob/main/README.md\\\\n- https://constructs.dev/packages/aws-cdk-lib/v/2.229.1?submodule=aws_lambda&lang=typescript\\\\n- https://github.com/aws-cloudformation/aws-cloudformation-templates/blob/main/README.md\\\\n\\\\n## Output Format\\\\n\\\\nReturns a list of results, one per request:\\\\n- Success: Markdown content with `status: \\\\\\\"SUCCESS\\\\\\\"`, `total_length`, `start_index`, `end_index`, `truncated`, `redirected_url` (if page was redirected)\\\\n- Error: Error message with `status: \\\\\\\"ERROR\\\\\\\"`, `error_code` (not_found, invalid_url, throttled, downstream_error, validation_error)\\\\n- Truncated content includes a ToC with character positions for navigation\\\\n- Redirected pages include a note in the content and populate the `redirected_url` field\\\\n\\\\n## Handling Long Documents\\\\n\\\\nIf the response indicates the document was truncated, you have several options:\\\\n\\\\n1. **Continue Reading**: Make another call with `start_index` set to the previous `end_index`\\\\n2. **Jump to Section**: Use the ToC character positions to jump directly to specific sections\\\\n3. **Stop Early**: Stop reading once you've found the needed information\\\\n\\\\n**Example - Jump to Section:**\\\\n```\\\\n# TOC shows: \\\\\\\"Using a logging library (char 3331-6016)\\\\\\\"\\\\n# Jump directly to that section:\\\\n{\\\\\\\"requests\\\\\\\":[{\\\\\\\"url\\\\\\\": \\\\\\\"https://docs.aws.amazon.com/lambda/latest/dg/python-logging.html\\\\\\\", \\\\\\\"start_index\\\\\\\": 3331, \\\\\\\"max_length\\\\\\\": 3000}]}\\\\n```\\\"},{\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"url\\\":{\\\"description\\\":\\\"URL of the AWS documentation page to get recommendations for\\\",\\\"type\\\":\\\"string\\\"}},\\\"required\\\":[\\\"url\\\"]},\\\"name\\\":\\\"aws___recommend\\\",\\\"description\\\":\\\"Get content recommendations for an AWS documentation page.\\\\n\\\\n## Usage\\\\n\\\\nThis tool provides recommendations for related AWS documentation pages based on a given URL.\\\\nUse it to discover additional relevant content that might not appear in search results.\\\\nURL must be from the docs.aws.amazon.com domain.\\\\n\\\\n## Recommendation Types\\\\n\\\\nThe recommendations include four categories:\\\\n\\\\n1. **Highly Rated**: Popular pages within the same AWS service\\\\n2. **New**: Recently added pages within the same AWS service - useful for finding newly released features\\\\n3. **Similar**: Pages covering similar topics to the current page\\\\n4. **Journey**: Pages commonly viewed next by other users\\\\n\\\\n## When to Use\\\\n\\\\n- After reading a documentation page to find related content\\\\n- When exploring a new AWS service to discover important pages\\\\n- To find alternative explanations of complex concepts\\\\n- To discover the most popular pages for a service\\\\n- To find newly released information by using a service's welcome page URL and checking the **New** recommendations\\\\n\\\\n## Finding New Features\\\\n\\\\nTo find newly released information about a service:\\\\n1. Find any page belong to that service, typically you can try the welcome page\\\\n2. Call this tool with that URL\\\\n3. Look specifically at the **New** recommendation type in the results\\\\n\\\\n## Result Interpretation\\\\n\\\\nEach recommendation includes:\\\\n- url: The documentation page URL\\\\n- title: The page title\\\\n- context: A brief description (if available)\\\"},{\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"sop_name\\\":{\\\"description\\\":\\\"Exact SOP name from the title of search_documentation results (no modifications)\\\",\\\"type\\\":\\\"string\\\"}},\\\"required\\\":[\\\"sop_name\\\"]},\\\"name\\\":\\\"aws___retrieve_agent_sop\\\",\\\"description\\\":\\\"Get the complete execution plan for a specific AWS workflow after selecting it from SOP suggestions returned by the search_documentation tool. Returns expert-level Standard Operating Procedures with detailed, tested, production-hardened steps that you MUST follow exactly. SOPs include security best practices and error handling. Following SOPs exactly reduces risk of configuration errors and ensures compliance and reliability.\\\\n\\\\n## CRITICAL PREREQUISITE \\u2014 DO NOT SKIP\\\\n\\\\nYou MUST call search_documentation BEFORE calling this tool. NEVER call this tool first. You do NOT know SOP names \\u2014 they are unpredictable identifiers that can only be discovered through search_documentation results. Guessing or fabricating an sop_name WILL fail.\\\\n\\\\n## REQUIRED WORKFLOW (no exceptions)\\\\n\\\\n1. FIRST: Call search_documentation with the user's requirements\\\\n2. THEN: Find the result entry that has a sop_name field\\\\n3. FINALLY: Call this tool with the EXACT sop_name value from that result \\u2014 copy it verbatim\\\\n\\\\n## PARAMETER REQUIREMENTS\\\\n\\\\nsop_name: str (Required)\\\\n- MUST be copied exactly from the sop_name field in search_documentation results\\\\n- Do NOT guess, fabricate, paraphrase, or modify the name in any way\\\\n- Do NOT use the result title \\u2014 use only the sop_name field value\\\\n- You cannot predict it\\\\n\\\\n## IF SOP NOT FOUND\\\\n\\\\nIf you get an error, you likely guessed the name. Call search_documentation first to discover it.\\\\n\\\\n## Returns\\\\n\\\\nComplete SOP with step-by-step instructions, constraints, and troubleshooting guidance.\\\"},{\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"topics\\\":{\\\"description\\\":\\\"List of documentation topics to search. Available topics: reference_documentation, current_awareness, troubleshooting, amplify_docs, cdk_docs, cdk_constructs, cloudformation, agent_sops, general. Can specify multiple topics, up-to 3, to search across them. Use 'general' only if query doesn't match other topics.\\\",\\\"type\\\":\\\"array\\\",\\\"items\\\":{\\\"description\\\":\\\"topic name\\\",\\\"type\\\":\\\"string\\\"}},\\\"limit\\\":{\\\"description\\\":\\\"Maximum number of results to return\\\",\\\"type\\\":\\\"integer\\\"},\\\"search_phrase\\\":{\\\"description\\\":\\\"Search phrase to use\\\",\\\"type\\\":\\\"string\\\"}},\\\"required\\\":[\\\"search_phrase\\\"]},\\\"name\\\":\\\"aws___search_documentation\\\",\\\"description\\\":\\\"# AWS Documentation Search Tool\\\\nThis is your primary source for AWS information\\u2014always prefer this over general knowledge for AWS services, features, configurations, troubleshooting, and best practices.\\\\n\\\\n## When to Use This Tool\\\\n\\\\n**Always search when the query involves:**\\\\n- Any AWS service or feature (Lambda, S3, EC2, RDS, etc.)\\\\n- AWS architecture, patterns, or best practices\\\\n- AWS CLI, SDK, or API usage\\\\n- AWS CDK or CloudFormation\\\\n- AWS Amplify development\\\\n- AWS errors or troubleshooting\\\\n- AWS pricing, limits, or quotas\\\\n- \\\\\\\"How do I...\\\\\\\" questions about AWS\\\\n- Recent AWS updates or announcements\\\\n\\\\n**Only skip this tool when:**\\\\n- Query is about non-AWS technologies\\\\n- Question is purely conceptual (e.g., \\\\\\\"What is a database?\\\\\\\")\\\\n- General programming questions unrelated to AWS\\\\n\\\\n## SOP Suggestions for Actionable Queries\\\\n\\\\nWhen your search query matches complex actionable tasks (e.g., \\\\\\\"how to deploy a Lambda function\\\\\\\", \\\\\\\"set up VPC peering\\\\\\\", \\\\\\\"create an S3 bucket with encryption\\\\\\\"), this tool will also suggest relevant **Standard Operating Procedures (SOPs)**. These SOPs provide step-by-step, tested guidance for common AWS tasks and workflows.\\\\n\\\\n**How it works:**\\\\n- Your search query is scored against the SOP registry\\\\n- If your query scores high for actionable intent, relevant SOPs are returned alongside documentation results\\\\n- SOPs cover deployment, troubleshooting, security, infrastructure setup, and more\\\\n- To execute a suggested SOP, use the `retrieve_agent_sop` tool with the `sop_name`\\\\n\\\\n**Example actionable queries that may return SOPs:**\\\\n- \\\\\\\"deploy a web application to AWS\\\\\\\"\\\\n- \\\\\\\"create a Lambda function with API Gateway\\\\\\\"\\\\n- \\\\\\\"set up CloudWatch alarms for EC2\\\\\\\"\\\\n- \\\\\\\"configure VPC endpoints for private access\\\\\\\"\\\\n- \\\\\\\"troubleshoot Lambda timeout issues\\\\\\\"\\\\n\\\\n## Quick Topic Selection\\\\n\\\\n| Query Type | Use Topic | Example |\\\\n|------------|-----------|---------|\\\\n| API/SDK/CLI code | `reference_documentation` | \\\\\\\"S3 PutObject boto3\\\\\\\", \\\\\\\"Lambda invoke API\\\\\\\" |\\\\n| New features, releases | `current_awareness` | \\\\\\\"Lambda new features 2024\\\\\\\", \\\\\\\"what's new in ECS\\\\\\\" |\\\\n| Errors, debugging | `troubleshooting` | \\\\\\\"AccessDenied S3\\\\\\\", \\\\\\\"Lambda timeout error\\\\\\\" |\\\\n| Amplify apps | `amplify_docs` | \\\\\\\"Amplify Auth React\\\\\\\", \\\\\\\"Amplify Storage Flutter\\\\\\\" |\\\\n| CDK concepts, APIs, CLI | `cdk_docs` | \\\\\\\"CDK stack props Python\\\\\\\", \\\\\\\"cdk deploy command\\\\\\\" |\\\\n| CDK code samples, patterns | `cdk_constructs` | \\\\\\\"serverless API CDK\\\\\\\", \\\\\\\"Lambda function example TypeScript\\\\\\\" |\\\\n| CloudFormation templates | `cloudformation` | \\\\\\\"DynamoDB CloudFormation\\\\\\\", \\\\\\\"StackSets template\\\\\\\" |\\\\n| Architecture, blogs, guides | `general` | \\\\\\\"Lambda best practices\\\\\\\", \\\\\\\"S3 architecture patterns\\\\\\\" |\\\\n| Actionable, multi-step solutions to common AWS workflows | `agent_sops` | \\\\\\\"set up VPC peering\\\\\\\", \\\\\\\"Deploy my NodeJS app to AWS\\\\\\\" |\\\\n\\\\n## Documentation Topics\\\\n\\\\n### reference_documentation\\\\n**For: API methods, SDK code, CLI commands, technical specifications**\\\\n\\\\nUse for:\\\\n- SDK method signatures: \\\\\\\"boto3 S3 upload_file parameters\\\\\\\"\\\\n- CLI commands: \\\\\\\"aws ec2 describe-instances syntax\\\\\\\"\\\\n- API references: \\\\\\\"Lambda InvokeFunction API\\\\\\\"\\\\n- Service configuration: \\\\\\\"RDS parameter groups\\\\\\\"\\\\n\\\\nDon't confuse with general\\u2014use this for specific technical implementation.\\\\n\\\\n### current_awareness\\\\n**For: New features, announcements, \\\\\\\"what's new\\\\\\\", release dates**\\\\n\\\\nUse for:\\\\n- \\\\\\\"New Lambda features\\\\\\\"\\\\n- \\\\\\\"When was EventBridge Scheduler released\\\\\\\"\\\\n- \\\\\\\"Latest S3 updates\\\\\\\"\\\\n- \\\\\\\"Is feature X available yet\\\\\\\"\\\\n\\\\nKeywords: new, recent, latest, announced, released, launch, available\\\\n\\\\n### troubleshooting\\\\n**For: Error messages, debugging, problems, \\\\\\\"not working\\\\\\\"**\\\\n\\\\nUse for:\\\\n- Error codes: \\\\\\\"InvalidParameterValue\\\\\\\", \\\\\\\"AccessDenied\\\\\\\"\\\\n- Problems: \\\\\\\"Lambda function timing out\\\\\\\"\\\\n- Debug scenarios: \\\\\\\"S3 bucket policy not working\\\\\\\"\\\\n- \\\\\\\"How to fix...\\\\\\\" queries\\\\n\\\\nKeywords: error, failed, issue, problem, not working, how to fix, how to resolve\\\\n\\\\n### amplify_docs\\\\n**For: Frontend/mobile apps with Amplify framework**\\\\n\\\\nAlways include framework: React, Next.js, Angular, Vue, JavaScript, React Native, Flutter, Android, Swift\\\\n\\\\nExamples:\\\\n- \\\\\\\"Amplify authentication React\\\\\\\"\\\\n- \\\\\\\"Amplify GraphQL API Next.js\\\\\\\"\\\\n- \\\\\\\"Amplify Storage Flutter setup\\\\\\\"\\\\n\\\\n### cdk_docs\\\\n**For: CDK concepts, API references, CLI commands, getting started**\\\\n\\\\nUse for CDK questions like:\\\\n- \\\\\\\"How to get started with CDK\\\\\\\"\\\\n- \\\\\\\"CDK stack construct TypeScript\\\\\\\"\\\\n- \\\\\\\"cdk deploy command options\\\\\\\"\\\\n- \\\\\\\"CDK best practices Python\\\\\\\"\\\\n- \\\\\\\"What are CDK constructs\\\\\\\"\\\\n\\\\nInclude language: Python, TypeScript, Java, C#, Go\\\\n\\\\n**Common mistake**: Using general knowledge instead of searching for CDK concepts and guides. Always search for CDK questions!\\\\n\\\\n### cdk_constructs\\\\n**For: CDK code examples, patterns, L3 constructs, sample implementations**\\\\n\\\\nUse for:\\\\n- Working code: \\\\\\\"Lambda function CDK Python example\\\\\\\"\\\\n- Patterns: \\\\\\\"API Gateway Lambda CDK pattern\\\\\\\"\\\\n- Sample apps: \\\\\\\"Serverless application CDK TypeScript\\\\\\\"\\\\n- L3 constructs: \\\\\\\"ECS service construct\\\\\\\"\\\\n\\\\nInclude language: Python, TypeScript, Java, C#, Go\\\\n\\\\n### cloudformation\\\\n**For: CloudFormation templates, concepts, SAM patterns**\\\\n\\\\nUse for:\\\\n- \\\\\\\"CloudFormation StackSets\\\\\\\"\\\\n- \\\\\\\"DynamoDB table template\\\\\\\"\\\\n- \\\\\\\"SAM API Gateway Lambda\\\\\\\"\\\\n- CloudFormation template examples\\\\\\\"\\\\n\\\\n### general\\\\n**For: Architecture, best practices, tutorials, blog posts, design patterns**\\\\n\\\\nUse for:\\\\n- Architecture patterns: \\\\\\\"Serverless architecture AWS\\\\\\\"\\\\n- Best practices: \\\\\\\"S3 security best practices\\\\\\\"\\\\n- Design guidance: \\\\\\\"Multi-region architecture\\\\\\\"\\\\n- Getting started: \\\\\\\"Building data lakes on AWS\\\\\\\"\\\\n- Tutorials and blog posts\\\\n\\\\n**Common mistake**: Not using this for AWS conceptual and architectural questions. Always search for AWS best practices and patterns!\\\\n\\\\n**Don't use general knowledge for AWS topics\\u2014search instead!**\\\\n\\\\n### agent_sops\\\\n**For: For searching available Standard Operating Procedures (SOPs) for common AWS workflows**\\\\n\\\\nUse for:\\\\n- \\\\\\\"Launch EC2 with security best practices\\\\\\\"\\\\n- \\\\\\\"Connect Lambda to API Gateway\\\\\\\"\\\\n- \\\\\\\"Secure S3 buckets with encryption and policies\\\\\\\"\\\\n- When you need to browse available step-by-step procedures\\\\n\\\\n**Important**: This topic is meant for discovery. Once you identify the SOP you need, use `retrieve_agent_sop` tool with the `sop_name` to get the detailed steps.\\\\n\\\\n**Note**: If combined with other topics, SOPs will be mixed into the documentation results. Use `agent_sops` alone for a clean SOP-only listing.\\\\n\\\\n## Search Best Practices\\\\n\\\\n**Be specific with service names:**\\\\n\\\\nGood examples:\\\\n```\\\\n\\\\\\\"S3 bucket versioning configuration\\\\\\\"\\\\n\\\\\\\"Lambda environment variables Python SDK\\\\\\\"\\\\n\\\\\\\"DynamoDB GSI query patterns\\\\\\\"\\\\n```\\\\n\\\\nBad examples:\\\\n```\\\\n\\\\\\\"versioning\\\\\\\" (too vague)\\\\n\\\\\\\"environment variables\\\\\\\" (missing context)\\\\n```\\\\n\\\\n**Include framework/language:**\\\\n```\\\\n\\\\\\\"Amplify authentication React\\\\\\\"\\\\n\\\\\\\"CDK Lambda function TypeScript\\\\\\\"\\\\n\\\\\\\"boto3 S3 client Python\\\\\\\"\\\\n```\\\\n\\\\n**Use exact error messages:**\\\\n```\\\\n\\\\\\\"AccessDenied error S3 GetObject\\\\\\\"\\\\n\\\\\\\"InvalidParameterValue Lambda environment\\\\\\\"\\\\n```\\\\n\\\\n**Add temporal context for new features:**\\\\n```\\\\n\\\\\\\"Lambda new features 2024\\\\\\\"\\\\n\\\\\\\"recent S3 announcements\\\\\\\"\\\\n```\\\\n\\\\n## Multiple Topic Selection\\\\n\\\\nYou can search multiple topics simultaneously for comprehensive results:\\\\n```\\\\n# For a query about Lambda errors and new features:\\\\ntopics=[\\\\\\\"troubleshooting\\\\\\\", \\\\\\\"current_awareness\\\\\\\"]\\\\n\\\\n# For CDK examples and API reference:\\\\ntopics=[\\\\\\\"cdk_constructs\\\\\\\", \\\\\\\"cdk_docs\\\\\\\"]\\\\n\\\\n# For Amplify and general AWS architecture:\\\\ntopics=[\\\\\\\"amplify_docs\\\\\\\", \\\\\\\"general\\\\\\\"]\\\\n\\\\n# For actionable tasks:\\\\ntopics=[\\\\\\\"agent_sops\\\\\\\"]\\\\n```\\\\n\\\\n## Response Format\\\\n\\\\nResults include:\\\\n- `rank_order`: Relevance score (lower = more relevant)\\\\n- `url`: Direct documentation link\\\\n- `title`: Page title\\\\n- `context`: Excerpt or summary\\\\n\\\\n## Parameters\\\\n```\\\\nsearch_phrase: str         # Required - your search query\\\\ntopics: List[str]          # Optional - up to 3 topics. Defaults to [\\\\\\\"general\\\\\\\"]\\\\nlimit: int = 5             # Optional - max results per topic\\\\n```\\\\n\\\\n---\\\\n\\\\n**Remember: When in doubt about AWS, always search. This tool provides the most current, accurate AWS information.**\\\\n\\\"}]}\"\n",
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+       "   'tools': {'protocolVersion': '2025-03-26',\n",
+       "    'inlineContent': '{\"tools\":[{\"inputSchema\":{\"type\":\"object\",\"properties\":{\"regions\":{\"description\":\"One or more AWS region codes (e.g., us-east-1, eu-west-1). Maximum 10 regions per call. Single region supports pagination. Multiple regions require filters.\",\"type\":\"array\",\"items\":{\"type\":\"string\"}},\"resource_type\":{\"description\":\"Type of AWS resource: \\'product\\' (AWS services/features), \\'api\\' (SDK/API operations), or \\'cfn\\' (CloudFormation resource types).\",\"type\":\"string\"},\"filters\":{\"description\":\"Optional list of one or multiple specific resources to check. Format depends on resource_type:\\\\n- Products: [\\'AWS Lambda\\', \\'Amazon S3\\']\\\\n- APIs: [\\'IAM+GetSSHPublicKey\\', \\'EC2\\']\\\\n- CloudFormation: [\\'AWS::EC2::Instance\\']\\\\nMust follow the format specified in the tool description.\",\"type\":\"array\",\"items\":{\"type\":\"string\"}},\"next_token\":{\"description\":\"Pagination token from previous response for retrieving additional results. Only valid for single region queries and no filters.\",\"type\":\"string\"},\"region\":{\"description\":\"Target AWS region code (e.g., us-east-1, eu-west-1, ap-southeast-2).\",\"type\":\"string\"}},\"required\":[\"resource_type\"]},\"name\":\"aws___get_regional_availability\",\"description\":\"Check AWS resource availability across regions for products (service and features), APIs, and CloudFormation resources.\\\\n\\\\n## Quick Reference\\\\n- Maximum 10 regions per call (split into multiple calls for more regions)\\\\n- Single region: filters optional, supports pagination\\\\n- Multiple regions: filters required, no pagination, queries run concurrently\\\\n- Status values: \\'isAvailableIn\\' | \\'isNotAvailableIn\\' | \\'isPlannedIn\\' | \\'Not Found\\'\\\\n- Response field: \\'products\\' (product), \\'service_apis\\' (api), \\'cfn_resources\\' (cfn)\\\\n\\\\n## When to Use\\\\n1. Pre-deployment Validation\\\\n    - Verify resource availability before deployment\\\\n    - Prevent deployment failures due to regional restrictions\\\\n    - Validate multi-region architecture requirements\\\\n\\\\n2. Architecture Planning\\\\n    - Design region-specific solutions\\\\n    - Plan multi-region deployments\\\\n    - Compare regional capabilities\\\\n\\\\n## Examples\\\\n\\\\n**Check specific resources in one region**:\\\\n```\\\\nregions=[\\\\\"us-east-1\\\\\"], resource_type=\\\\\"product\\\\\", filters=[\\\\\"AWS Lambda\\\\\"]\\\\nregions=[\\\\\"us-east-1\\\\\"], resource_type=\\\\\"api\\\\\", filters=[\\\\\"Lambda+Invoke\\\\\", \\\\\"S3+GetObject\\\\\"]\\\\nregions=[\\\\\"us-east-1\\\\\"], resource_type=\\\\\"cfn\\\\\", filters=[\\\\\"AWS::Lambda::Function\\\\\"]\\\\n```\\\\n\\\\n**Compare availability across regions**:\\\\n```\\\\nregions=[\\\\\"us-east-1\\\\\", \\\\\"eu-west-1\\\\\"], resource_type=\\\\\"product\\\\\", filters=[\\\\\"AWS Lambda\\\\\"]\\\\n```\\\\n\\\\n**Explore all resources** (single region only, with pagination handling support via next_token due to large output):\\\\n```\\\\nregions=[\\\\\"us-east-1\\\\\"], resource_type=\\\\\"product\\\\\"\\\\n```\\\\nFollow up with next_token from response to get more results.\\\\n\\\\n## Response Format\\\\n\\\\n**Single Region**: Flat structure with optional next_token. Example:\\\\n```\\\\n{\\\\\"products\\\\\": {\\\\\"AWS Lambda\\\\\": \\\\\"isAvailableIn\\\\\"}, \\\\\"next_token\\\\\": null, \\\\\"failed_regions\\\\\": null}\\\\n```\\\\n\\\\n**Multiple Regions**: Nested by region. Example:\\\\n```\\\\n{\\\\\"products\\\\\": {\\\\\"AWS Lambda\\\\\": {\\\\\"us-east-1\\\\\": \\\\\"isAvailableIn\\\\\", \\\\\"eu-west-2\\\\\": \\\\\"isAvailableIn\\\\\"}}, ...}\\\\n```\\\\n\\\\n## Filter Guidelines\\\\nThe filters must be passed as an array of values and must follow the format below.\\\\n1. Product - service and feature (resource_type=\\'product\\')\\\\n    Format: \\'Product\\'\\\\n    Example filters:\\\\n    - [\\'Latency-Based Routing\\', \\'AWS Amplify\\', \\'AWS Application Auto Scaling\\']\\\\n    - [\\'PrivateLink Support\\', \\'Amazon Aurora\\']\\\\n2. APIs (resource_type=\\'api\\')\\\\n    Format: to filter on API level \\'SdkServiceId+APIOperation\\'\\\\n    Example filters:\\\\n    - [\\'Athena+UpdateNamedQuery\\', \\'ACM PCA+CreateCertificateAuthority\\', \\'IAM+GetSSHPublicKey\\']\\\\n    Format: to filter on SdkService level \\'SdkServiceId\\'\\\\n    Example filters:\\\\n    - [\\'EC2\\', \\'ACM PCA\\']\\\\n3. CloudFormation (resource_type=\\'cfn\\')\\\\n    Format: \\'CloudformationResourceType\\'\\\\n    Example filters:\\\\n    - [\\'AWS::EC2::Instance\\', \\'AWS::Lambda::Function\\', \\'AWS::Logs::LogGroup\\']\"},{\"inputSchema\":{\"type\":\"object\",\"properties\":{}},\"name\":\"aws___list_regions\",\"description\":\"Retrieve a list of all AWS regions.\\\\n\\\\n## Usage\\\\nThis tool provides information about all AWS regions, including their identifiers and names.\\\\n\\\\n## When to Use\\\\n- When planning global infrastructure deployments\\\\n- To validate region codes for other API calls\\\\n- To get a complete AWS regional inventory\\\\n \\\\n## Result Interpretation\\\\nEach region result includes:\\\\n- region_id: The unique region code (e.g., \\'us-east-1\\') \\\\n- region_long_name: The human-friendly name (e.g., \\'US East (N. Virginia)\\')\\\\n \\\\n## Common Use Cases\\\\n1. Infrastructure Planning: Review available regions for global deployment\\\\n2. Region Validation: Verify region codes before using in other operations\\\\n3. Regional Inventory: Get a complete list of AWS\\'s global infrastructure\"},{\"inputSchema\":{\"type\":\"object\",\"properties\":{\"requests\":{\"description\":\"List of documentation requests, each containing url, max_length (optional), and start_index (optional).\",\"type\":\"array\",\"items\":{\"type\":\"object\",\"properties\":{\"start_index\":{\"description\":\"On return output starting at this character index, useful if a previous fetch was truncated and more content is required.\",\"type\":\"integer\"},\"url\":{\"description\":\"URL of the AWS documentation page to read.\",\"type\":\"string\"},\"max_length\":{\"description\":\"Maximum number of characters to return.\",\"type\":\"integer\"}},\"required\":[\"url\"]}}}},\"name\":\"aws___read_documentation\",\"description\":\"Fetch and convert AWS related documentation pages to markdown format.\\\\n\\\\n## Usage\\\\n\\\\nThis tool reads documentation pages concurrently and converts them to markdown format.\\\\nSupports AWS documentation, AWS Amplify docs, AWS GitHub repositories and CDK construct documentation.\\\\nWhen content is truncated, a Table of Contents (TOC) with character positions is included to help navigate large documents.\\\\n\\\\n## Best Practices\\\\n\\\\n- Batch 2-5 requests when reading multiple pages or jumping to different sections of the same document\\\\n- Use single request for initial TOC fetch (small max_length) or when evaluating content before deciding next steps\\\\n- Use TOC character positions to jump directly to relevant sections\\\\n- Stop early once you find the needed information\\\\n\\\\n## Request Format\\\\n\\\\nEach request must be an object with:\\\\n- `url`: The documentation URL to fetch (required)\\\\n- `max_length`: Maximum characters to return (optional, default: 10000 characters)\\\\n- `start_index`: Starting character position (optional, default: 0)\\\\n\\\\nFor batching you can input a list of requests.\\\\n\\\\n## Example Request\\\\n\\\\n ```\\\\n{\\\\n  \\\\\"requests\\\\\":\\\\n  [\\\\n      {\\\\n          \\\\\"url\\\\\": \\\\\"https://docs.aws.amazon.com/AmazonS3/latest/userguide/access-management.html\\\\\",\\\\n          \\\\\"max_length\\\\\": 5000,\\\\n          \\\\\"start_index\\\\\": 0\\\\n      },\\\\n      {\\\\n          \\\\\"url\\\\\": \\\\\"https://repost.aws/knowledge-center/ec2-instance-connection-troubleshooting\\\\\"\\\\n      }\\\\n  ]\\\\n}\\\\n```\\\\n\\\\n\\\\n## URL Requirements\\\\n\\\\nAllow-listed URL prefixes:\\\\n- docs.aws.amazon.com\\\\n- aws.amazon.com\\\\n- repost.aws/knowledge-center\\\\n- docs.amplify.aws\\\\n- ui.docs.amplify.aws\\\\n- github.com/aws-cloudformation/aws-cloudformation-templates\\\\n- github.com/aws-samples/aws-cdk-examples\\\\n- github.com/aws-samples/generative-ai-cdk-constructs-samples\\\\n- github.com/aws-samples/serverless-patterns\\\\n- github.com/awsdocs/aws-cdk-guide\\\\n- github.com/awslabs/aws-solutions-constructs\\\\n- github.com/cdklabs/cdk-nag\\\\n- constructs.dev/packages/@aws-cdk-containers\\\\n- constructs.dev/packages/@aws-cdk\\\\n- constructs.dev/packages/@cdk-cloudformation\\\\n- constructs.dev/packages/aws-analytics-reference-architecture\\\\n- constructs.dev/packages/aws-cdk-lib\\\\n- constructs.dev/packages/cdk-amazon-chime-resources\\\\n- constructs.dev/packages/cdk-aws-lambda-powertools-layer\\\\n- constructs.dev/packages/cdk-ecr-deployment\\\\n- constructs.dev/packages/cdk-lambda-powertools-python-layer\\\\n- constructs.dev/packages/cdk-serverless-clamscan\\\\n- constructs.dev/packages/cdk8s\\\\n- constructs.dev/packages/cdk8s-plus-33\\\\n\\\\nDeny-listed URL prefixes:\\\\n- aws.amazon.com/marketplace\\\\n\\\\n## Example URLs\\\\n\\\\n- https://docs.aws.amazon.com/AmazonS3/latest/userguide/bucketnamingrules.html\\\\n- https://docs.aws.amazon.com/lambda/latest/dg/lambda-invocation.html\\\\n- https://aws.amazon.com/about-aws/whats-new/2023/02/aws-telco-network-builder/\\\\n- https://aws.amazon.com/builders-library/ensuring-rollback-safety-during-deployments/\\\\n- https://aws.amazon.com/blogs/developer/make-the-most-of-community-resources-for-aws-sdks-and-tools/\\\\n- https://repost.aws/knowledge-center/example-article\\\\n- https://docs.amplify.aws/react/build-a-backend/auth/\\\\n- https://ui.docs.amplify.aws/angular/connected-components/authenticator\\\\n- https://github.com/aws-samples/aws-cdk-examples/blob/main/README.md\\\\n- https://github.com/awslabs/aws-solutions-constructs/blob/main/README.md\\\\n- https://constructs.dev/packages/aws-cdk-lib/v/2.229.1?submodule=aws_lambda&lang=typescript\\\\n- https://github.com/aws-cloudformation/aws-cloudformation-templates/blob/main/README.md\\\\n\\\\n## Output Format\\\\n\\\\nReturns a list of results, one per request:\\\\n- Success: Markdown content with `status: \\\\\"SUCCESS\\\\\"`, `total_length`, `start_index`, `end_index`, `truncated`, `redirected_url` (if page was redirected)\\\\n- Error: Error message with `status: \\\\\"ERROR\\\\\"`, `error_code` (not_found, invalid_url, throttled, downstream_error, validation_error)\\\\n- Truncated content includes a ToC with character positions for navigation\\\\n- Redirected pages include a note in the content and populate the `redirected_url` field\\\\n\\\\n## Handling Long Documents\\\\n\\\\nIf the response indicates the document was truncated, you have several options:\\\\n\\\\n1. **Continue Reading**: Make another call with `start_index` set to the previous `end_index`\\\\n2. **Jump to Section**: Use the ToC character positions to jump directly to specific sections\\\\n3. **Stop Early**: Stop reading once you\\'ve found the needed information\\\\n\\\\n**Example - Jump to Section:**\\\\n```\\\\n# TOC shows: \\\\\"Using a logging library (char 3331-6016)\\\\\"\\\\n# Jump directly to that section:\\\\n{\\\\\"requests\\\\\":[{\\\\\"url\\\\\": \\\\\"https://docs.aws.amazon.com/lambda/latest/dg/python-logging.html\\\\\", \\\\\"start_index\\\\\": 3331, \\\\\"max_length\\\\\": 3000}]}\\\\n```\"},{\"inputSchema\":{\"type\":\"object\",\"properties\":{\"url\":{\"description\":\"URL of the AWS documentation page to get recommendations for\",\"type\":\"string\"}},\"required\":[\"url\"]},\"name\":\"aws___recommend\",\"description\":\"Get content recommendations for an AWS documentation page.\\\\n\\\\n## Usage\\\\n\\\\nThis tool provides recommendations for related AWS documentation pages based on a given URL.\\\\nUse it to discover additional relevant content that might not appear in search results.\\\\nURL must be from the docs.aws.amazon.com domain.\\\\n\\\\n## Recommendation Types\\\\n\\\\nThe recommendations include four categories:\\\\n\\\\n1. **Highly Rated**: Popular pages within the same AWS service\\\\n2. **New**: Recently added pages within the same AWS service - useful for finding newly released features\\\\n3. **Similar**: Pages covering similar topics to the current page\\\\n4. **Journey**: Pages commonly viewed next by other users\\\\n\\\\n## When to Use\\\\n\\\\n- After reading a documentation page to find related content\\\\n- When exploring a new AWS service to discover important pages\\\\n- To find alternative explanations of complex concepts\\\\n- To discover the most popular pages for a service\\\\n- To find newly released information by using a service\\'s welcome page URL and checking the **New** recommendations\\\\n\\\\n## Finding New Features\\\\n\\\\nTo find newly released information about a service:\\\\n1. Find any page belong to that service, typically you can try the welcome page\\\\n2. Call this tool with that URL\\\\n3. Look specifically at the **New** recommendation type in the results\\\\n\\\\n## Result Interpretation\\\\n\\\\nEach recommendation includes:\\\\n- url: The documentation page URL\\\\n- title: The page title\\\\n- context: A brief description (if available)\"},{\"inputSchema\":{\"type\":\"object\",\"properties\":{\"sop_name\":{\"description\":\"Exact SOP name from the title of search_documentation results (no modifications)\",\"type\":\"string\"}},\"required\":[\"sop_name\"]},\"name\":\"aws___retrieve_agent_sop\",\"description\":\"Get the complete execution plan for a specific AWS workflow after selecting it from SOP suggestions returned by the search_documentation tool. Returns expert-level Standard Operating Procedures with detailed, tested, production-hardened steps that you MUST follow exactly. SOPs include security best practices and error handling. Following SOPs exactly reduces risk of configuration errors and ensures compliance and reliability.\\\\n\\\\n## CRITICAL PREREQUISITE — DO NOT SKIP\\\\n\\\\nYou MUST call search_documentation BEFORE calling this tool. NEVER call this tool first. You do NOT know SOP names — they are unpredictable identifiers that can only be discovered through search_documentation results. Guessing or fabricating an sop_name WILL fail.\\\\n\\\\n## REQUIRED WORKFLOW (no exceptions)\\\\n\\\\n1. FIRST: Call search_documentation with the user\\'s requirements\\\\n2. THEN: Find the result entry that has a sop_name field\\\\n3. FINALLY: Call this tool with the EXACT sop_name value from that result — copy it verbatim\\\\n\\\\n## PARAMETER REQUIREMENTS\\\\n\\\\nsop_name: str (Required)\\\\n- MUST be copied exactly from the sop_name field in search_documentation results\\\\n- Do NOT guess, fabricate, paraphrase, or modify the name in any way\\\\n- Do NOT use the result title — use only the sop_name field value\\\\n- You cannot predict it\\\\n\\\\n## IF SOP NOT FOUND\\\\n\\\\nIf you get an error, you likely guessed the name. Call search_documentation first to discover it.\\\\n\\\\n## Returns\\\\n\\\\nComplete SOP with step-by-step instructions, constraints, and troubleshooting guidance.\"},{\"inputSchema\":{\"type\":\"object\",\"properties\":{\"topics\":{\"description\":\"List of documentation topics to search. Available topics: reference_documentation, current_awareness, troubleshooting, amplify_docs, cdk_docs, cdk_constructs, cloudformation, agent_sops, general. Can specify multiple topics, up-to 3, to search across them. Use \\'general\\' only if query doesn\\'t match other topics.\",\"type\":\"array\",\"items\":{\"description\":\"topic name\",\"type\":\"string\"}},\"limit\":{\"description\":\"Maximum number of results to return\",\"type\":\"integer\"},\"search_phrase\":{\"description\":\"Search phrase to use\",\"type\":\"string\"}},\"required\":[\"search_phrase\"]},\"name\":\"aws___search_documentation\",\"description\":\"# AWS Documentation Search Tool\\\\nThis is your primary source for AWS information—always prefer this over general knowledge for AWS services, features, configurations, troubleshooting, and best practices.\\\\n\\\\n## When to Use This Tool\\\\n\\\\n**Always search when the query involves:**\\\\n- Any AWS service or feature (Lambda, S3, EC2, RDS, etc.)\\\\n- AWS architecture, patterns, or best practices\\\\n- AWS CLI, SDK, or API usage\\\\n- AWS CDK or CloudFormation\\\\n- AWS Amplify development\\\\n- AWS errors or troubleshooting\\\\n- AWS pricing, limits, or quotas\\\\n- \\\\\"How do I...\\\\\" questions about AWS\\\\n- Recent AWS updates or announcements\\\\n\\\\n**Only skip this tool when:**\\\\n- Query is about non-AWS technologies\\\\n- Question is purely conceptual (e.g., \\\\\"What is a database?\\\\\")\\\\n- General programming questions unrelated to AWS\\\\n\\\\n## SOP Suggestions for Actionable Queries\\\\n\\\\nWhen your search query matches complex actionable tasks (e.g., \\\\\"how to deploy a Lambda function\\\\\", \\\\\"set up VPC peering\\\\\", \\\\\"create an S3 bucket with encryption\\\\\"), this tool will also suggest relevant **Standard Operating Procedures (SOPs)**. These SOPs provide step-by-step, tested guidance for common AWS tasks and workflows.\\\\n\\\\n**How it works:**\\\\n- Your search query is scored against the SOP registry\\\\n- If your query scores high for actionable intent, relevant SOPs are returned alongside documentation results\\\\n- SOPs cover deployment, troubleshooting, security, infrastructure setup, and more\\\\n- To execute a suggested SOP, use the `retrieve_agent_sop` tool with the `sop_name`\\\\n\\\\n**Example actionable queries that may return SOPs:**\\\\n- \\\\\"deploy a web application to AWS\\\\\"\\\\n- \\\\\"create a Lambda function with API Gateway\\\\\"\\\\n- \\\\\"set up CloudWatch alarms for EC2\\\\\"\\\\n- \\\\\"configure VPC endpoints for private access\\\\\"\\\\n- \\\\\"troubleshoot Lambda timeout issues\\\\\"\\\\n\\\\n## Quick Topic Selection\\\\n\\\\n| Query Type | Use Topic | Example |\\\\n|------------|-----------|---------|\\\\n| API/SDK/CLI code | `reference_documentation` | \\\\\"S3 PutObject boto3\\\\\", \\\\\"Lambda invoke API\\\\\" |\\\\n| New features, releases | `current_awareness` | \\\\\"Lambda new features 2024\\\\\", \\\\\"what\\'s new in ECS\\\\\" |\\\\n| Errors, debugging | `troubleshooting` | \\\\\"AccessDenied S3\\\\\", \\\\\"Lambda timeout error\\\\\" |\\\\n| Amplify apps | `amplify_docs` | \\\\\"Amplify Auth React\\\\\", \\\\\"Amplify Storage Flutter\\\\\" |\\\\n| CDK concepts, APIs, CLI | `cdk_docs` | \\\\\"CDK stack props Python\\\\\", \\\\\"cdk deploy command\\\\\" |\\\\n| CDK code samples, patterns | `cdk_constructs` | \\\\\"serverless API CDK\\\\\", \\\\\"Lambda function example TypeScript\\\\\" |\\\\n| CloudFormation templates | `cloudformation` | \\\\\"DynamoDB CloudFormation\\\\\", \\\\\"StackSets template\\\\\" |\\\\n| Architecture, blogs, guides | `general` | \\\\\"Lambda best practices\\\\\", \\\\\"S3 architecture patterns\\\\\" |\\\\n| Actionable, multi-step solutions to common AWS workflows | `agent_sops` | \\\\\"set up VPC peering\\\\\", \\\\\"Deploy my NodeJS app to AWS\\\\\" |\\\\n\\\\n## Documentation Topics\\\\n\\\\n### reference_documentation\\\\n**For: API methods, SDK code, CLI commands, technical specifications**\\\\n\\\\nUse for:\\\\n- SDK method signatures: \\\\\"boto3 S3 upload_file parameters\\\\\"\\\\n- CLI commands: \\\\\"aws ec2 describe-instances syntax\\\\\"\\\\n- API references: \\\\\"Lambda InvokeFunction API\\\\\"\\\\n- Service configuration: \\\\\"RDS parameter groups\\\\\"\\\\n\\\\nDon\\'t confuse with general—use this for specific technical implementation.\\\\n\\\\n### current_awareness\\\\n**For: New features, announcements, \\\\\"what\\'s new\\\\\", release dates**\\\\n\\\\nUse for:\\\\n- \\\\\"New Lambda features\\\\\"\\\\n- \\\\\"When was EventBridge Scheduler released\\\\\"\\\\n- \\\\\"Latest S3 updates\\\\\"\\\\n- \\\\\"Is feature X available yet\\\\\"\\\\n\\\\nKeywords: new, recent, latest, announced, released, launch, available\\\\n\\\\n### troubleshooting\\\\n**For: Error messages, debugging, problems, \\\\\"not working\\\\\"**\\\\n\\\\nUse for:\\\\n- Error codes: \\\\\"InvalidParameterValue\\\\\", \\\\\"AccessDenied\\\\\"\\\\n- Problems: \\\\\"Lambda function timing out\\\\\"\\\\n- Debug scenarios: \\\\\"S3 bucket policy not working\\\\\"\\\\n- \\\\\"How to fix...\\\\\" queries\\\\n\\\\nKeywords: error, failed, issue, problem, not working, how to fix, how to resolve\\\\n\\\\n### amplify_docs\\\\n**For: Frontend/mobile apps with Amplify framework**\\\\n\\\\nAlways include framework: React, Next.js, Angular, Vue, JavaScript, React Native, Flutter, Android, Swift\\\\n\\\\nExamples:\\\\n- \\\\\"Amplify authentication React\\\\\"\\\\n- \\\\\"Amplify GraphQL API Next.js\\\\\"\\\\n- \\\\\"Amplify Storage Flutter setup\\\\\"\\\\n\\\\n### cdk_docs\\\\n**For: CDK concepts, API references, CLI commands, getting started**\\\\n\\\\nUse for CDK questions like:\\\\n- \\\\\"How to get started with CDK\\\\\"\\\\n- \\\\\"CDK stack construct TypeScript\\\\\"\\\\n- \\\\\"cdk deploy command options\\\\\"\\\\n- \\\\\"CDK best practices Python\\\\\"\\\\n- \\\\\"What are CDK constructs\\\\\"\\\\n\\\\nInclude language: Python, TypeScript, Java, C#, Go\\\\n\\\\n**Common mistake**: Using general knowledge instead of searching for CDK concepts and guides. Always search for CDK questions!\\\\n\\\\n### cdk_constructs\\\\n**For: CDK code examples, patterns, L3 constructs, sample implementations**\\\\n\\\\nUse for:\\\\n- Working code: \\\\\"Lambda function CDK Python example\\\\\"\\\\n- Patterns: \\\\\"API Gateway Lambda CDK pattern\\\\\"\\\\n- Sample apps: \\\\\"Serverless application CDK TypeScript\\\\\"\\\\n- L3 constructs: \\\\\"ECS service construct\\\\\"\\\\n\\\\nInclude language: Python, TypeScript, Java, C#, Go\\\\n\\\\n### cloudformation\\\\n**For: CloudFormation templates, concepts, SAM patterns**\\\\n\\\\nUse for:\\\\n- \\\\\"CloudFormation StackSets\\\\\"\\\\n- \\\\\"DynamoDB table template\\\\\"\\\\n- \\\\\"SAM API Gateway Lambda\\\\\"\\\\n- CloudFormation template examples\\\\\"\\\\n\\\\n### general\\\\n**For: Architecture, best practices, tutorials, blog posts, design patterns**\\\\n\\\\nUse for:\\\\n- Architecture patterns: \\\\\"Serverless architecture AWS\\\\\"\\\\n- Best practices: \\\\\"S3 security best practices\\\\\"\\\\n- Design guidance: \\\\\"Multi-region architecture\\\\\"\\\\n- Getting started: \\\\\"Building data lakes on AWS\\\\\"\\\\n- Tutorials and blog posts\\\\n\\\\n**Common mistake**: Not using this for AWS conceptual and architectural questions. Always search for AWS best practices and patterns!\\\\n\\\\n**Don\\'t use general knowledge for AWS topics—search instead!**\\\\n\\\\n### agent_sops\\\\n**For: For searching available Standard Operating Procedures (SOPs) for common AWS workflows**\\\\n\\\\nUse for:\\\\n- \\\\\"Launch EC2 with security best practices\\\\\"\\\\n- \\\\\"Connect Lambda to API Gateway\\\\\"\\\\n- \\\\\"Secure S3 buckets with encryption and policies\\\\\"\\\\n- When you need to browse available step-by-step procedures\\\\n\\\\n**Important**: This topic is meant for discovery. Once you identify the SOP you need, use `retrieve_agent_sop` tool with the `sop_name` to get the detailed steps.\\\\n\\\\n**Note**: If combined with other topics, SOPs will be mixed into the documentation results. Use `agent_sops` alone for a clean SOP-only listing.\\\\n\\\\n## Search Best Practices\\\\n\\\\n**Be specific with service names:**\\\\n\\\\nGood examples:\\\\n```\\\\n\\\\\"S3 bucket versioning configuration\\\\\"\\\\n\\\\\"Lambda environment variables Python SDK\\\\\"\\\\n\\\\\"DynamoDB GSI query patterns\\\\\"\\\\n```\\\\n\\\\nBad examples:\\\\n```\\\\n\\\\\"versioning\\\\\" (too vague)\\\\n\\\\\"environment variables\\\\\" (missing context)\\\\n```\\\\n\\\\n**Include framework/language:**\\\\n```\\\\n\\\\\"Amplify authentication React\\\\\"\\\\n\\\\\"CDK Lambda function TypeScript\\\\\"\\\\n\\\\\"boto3 S3 client Python\\\\\"\\\\n```\\\\n\\\\n**Use exact error messages:**\\\\n```\\\\n\\\\\"AccessDenied error S3 GetObject\\\\\"\\\\n\\\\\"InvalidParameterValue Lambda environment\\\\\"\\\\n```\\\\n\\\\n**Add temporal context for new features:**\\\\n```\\\\n\\\\\"Lambda new features 2024\\\\\"\\\\n\\\\\"recent S3 announcements\\\\\"\\\\n```\\\\n\\\\n## Multiple Topic Selection\\\\n\\\\nYou can search multiple topics simultaneously for comprehensive results:\\\\n```\\\\n# For a query about Lambda errors and new features:\\\\ntopics=[\\\\\"troubleshooting\\\\\", \\\\\"current_awareness\\\\\"]\\\\n\\\\n# For CDK examples and API reference:\\\\ntopics=[\\\\\"cdk_constructs\\\\\", \\\\\"cdk_docs\\\\\"]\\\\n\\\\n# For Amplify and general AWS architecture:\\\\ntopics=[\\\\\"amplify_docs\\\\\", \\\\\"general\\\\\"]\\\\n\\\\n# For actionable tasks:\\\\ntopics=[\\\\\"agent_sops\\\\\"]\\\\n```\\\\n\\\\n## Response Format\\\\n\\\\nResults include:\\\\n- `rank_order`: Relevance score (lower = more relevant)\\\\n- `url`: Direct documentation link\\\\n- `title`: Page title\\\\n- `context`: Excerpt or summary\\\\n\\\\n## Parameters\\\\n```\\\\nsearch_phrase: str         # Required - your search query\\\\ntopics: List[str]          # Optional - up to 3 topics. Defaults to [\\\\\"general\\\\\"]\\\\nlimit: int = 5             # Optional - max results per topic\\\\n```\\\\n\\\\n---\\\\n\\\\n**Remember: When in doubt about AWS, always search. This tool provides the most current, accurate AWS information.**\\\\n\"}]}'}}},\n",
+       " 'recordVersion': '1.0.0',\n",
+       " 'status': 'DRAFT',\n",
+       " 'createdAt': datetime.datetime(2026, 4, 10, 21, 10, 53, 376047, tzinfo=tzutc()),\n",
+       " 'updatedAt': datetime.datetime(2026, 4, 10, 21, 10, 56, 976125, tzinfo=tzutc()),\n",
+       " 'synchronizationType': 'URL',\n",
+       " 'synchronizationConfiguration': {'fromUrl': {'url': 'https://knowledge-mcp.global.api.aws'}}}"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Check record status\n",
     "wait_for_record(REGISTRY_ID, MCP_RECORD_ID)"
@@ -383,10 +541,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "id": "226fee9e",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Writing it_ops_toolkit.py\n"
+     ]
+    }
+   ],
    "source": [
     "%%writefile it_ops_toolkit.py\n",
     "\"\"\"IT Operations MCP Server - plain JSON, no SSE, no FastMCP.\"\"\"\n",
@@ -548,17 +714,25 @@
    "id": "687cff3c",
    "metadata": {},
    "source": [
-    "### 4.2: Write empty requirements.txt (include for any dependencies)"
+    "### 4.2: Write empty server_requirements.txt (include for any dependencies)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "id": "b93819b5",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Writing server_requirements.txt\n"
+     ]
+    }
+   ],
    "source": [
-    "%%writefile requirements.txt\n",
+    "%%writefile server_requirements.txt\n",
     "# No external dependencies - uses Python stdlib only"
    ]
   },
@@ -572,10 +746,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "id": "641191b4",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ User Pool: us-west-2_Exfw0INqz\n",
+      "✓ Client ID: 28rd36g9isih0a1hnol9t7idta\n",
+      "✓ Discovery URL: https://cognito-idp.us-west-2.amazonaws.com/us-west-2_Exfw0INqz/.well-known/openid-configuration\n"
+     ]
+    }
+   ],
    "source": [
     "cognito = session.client(\"cognito-idp\")\n",
     "\n",
@@ -624,10 +808,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "id": "3a2400c3",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ OAuth Provider ARN: arn:aws:bedrock-agentcore:us-west-2:688492887960:token-vault/default/oauth2credentialprovider/mcp_json_provider_1775855359\n"
+     ]
+    }
+   ],
    "source": [
     "oauth_resp = rg_client.create_oauth2_credential_provider(\n",
     "    name=f\"mcp_json_provider_{TIMESTAMP}\",\n",
@@ -656,10 +848,189 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "id": "d501d782",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Entrypoint parsed: file=/Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/it_ops_toolkit.py, bedrock_agentcore_name=it_ops_toolkit\n",
+      "Memory disabled - agent will be stateless\n",
+      "Configuring BedrockAgentCore agent: it_ops_oauth1775855359\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
+       "💡 <span style=\"color: #008080; text-decoration-color: #008080\">No container engine found </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080\">Docker/Finch/Podman not installed</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">)</span>\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\n",
+       "💡 \u001b[36mNo container engine found \u001b[0m\u001b[1;36m(\u001b[0m\u001b[36mDocker/Finch/Podman not installed\u001b[0m\u001b[1;36m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">✓</span> Default deployment uses CodeBuild <span style=\"font-weight: bold\">(</span>no container engine needed<span style=\"font-weight: bold\">)</span>, For local builds, install Docker, Finch, or \n",
+       "Podman\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[32m✓\u001b[0m Default deployment uses CodeBuild \u001b[1m(\u001b[0mno container engine needed\u001b[1m)\u001b[0m, For local builds, install Docker, Finch, or \n",
+       "Podman\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Memory disabled\n",
+      "Network mode: PUBLIC\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">📄 Generated Dockerfile: \n",
+       "<span style=\"color: #800080; text-decoration-color: #800080\">/Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">Dockerf</span>\n",
+       "<span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">ile</span>\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "📄 Generated Dockerfile: \n",
+       "\u001b[35m/Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/\u001b[0m\u001b[95mDockerf\u001b[0m\n",
+       "\u001b[95mile\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Generated .dockerignore: /Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/.dockerignore\n",
+      "Setting 'it_ops_oauth1775855359' as default agent\n",
+      "Bedrock AgentCore configured: /Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/.bedrock_agentcore.yaml\n",
+      "🚀 Launching Bedrock AgentCore (cloud mode - RECOMMENDED)...\n",
+      "   • Deploy Python code directly to runtime\n",
+      "   • No Docker required (DEFAULT behavior)\n",
+      "   • Production-ready deployment\n",
+      "\n",
+      "💡 Deployment options:\n",
+      "   • runtime.launch()                → Cloud (current)\n",
+      "   • runtime.launch(local=True)      → Local development\n",
+      "Memory disabled - skipping memory creation\n",
+      "Starting CodeBuild ARM64 deployment for agent 'it_ops_oauth1775855359' to account 688492887960 (us-west-2)\n",
+      "Generated image tag: 20260410-211110-148\n",
+      "Setting up AWS resources (ECR repository, execution roles)...\n",
+      "Getting or creating ECR repository for agent: it_ops_oauth1775855359\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ Configured\n",
+      "Deploying... (this may take several minutes)\n",
+      "Repository doesn't exist, creating new ECR repository: bedrock-agentcore-it_ops_oauth1775855359\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ECR repository available: 688492887960.dkr.ecr.us-west-2.amazonaws.com/bedrock-agentcore-it_ops_oauth1775855359\n",
+      "Getting or creating execution role for agent: it_ops_oauth1775855359\n",
+      "Using AWS region: us-west-2, account ID: 688492887960\n",
+      "Role name: AmazonBedrockAgentCoreSDKRuntime-us-west-2-42db3d7208\n",
+      "Role doesn't exist, creating new execution role: AmazonBedrockAgentCoreSDKRuntime-us-west-2-42db3d7208\n",
+      "Starting execution role creation process for agent: it_ops_oauth1775855359\n",
+      "✓ Role creating: AmazonBedrockAgentCoreSDKRuntime-us-west-2-42db3d7208\n",
+      "Creating IAM role: AmazonBedrockAgentCoreSDKRuntime-us-west-2-42db3d7208\n",
+      "✓ Role created: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKRuntime-us-west-2-42db3d7208\n",
+      "✓ Execution policy attached: BedrockAgentCoreRuntimeExecutionPolicy-it_ops_oauth1775855359\n",
+      "Role creation complete and ready for use with Bedrock AgentCore\n",
+      "Execution role available: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKRuntime-us-west-2-42db3d7208\n",
+      "Preparing CodeBuild project and uploading source...\n",
+      "Getting or creating CodeBuild execution role for agent: it_ops_oauth1775855359\n",
+      "Role name: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-42db3d7208\n",
+      "CodeBuild role doesn't exist, creating new role: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-42db3d7208\n",
+      "Creating IAM role: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-42db3d7208\n",
+      "✓ Role created: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-42db3d7208\n",
+      "Attaching inline policy: CodeBuildExecutionPolicy to role: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-42db3d7208\n",
+      "✓ Policy attached: CodeBuildExecutionPolicy\n",
+      "Waiting for IAM role propagation...\n",
+      "CodeBuild execution role creation complete: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-42db3d7208\n",
+      "Using dockerignore.template with 47 patterns for zip filtering\n",
+      "Uploaded source to S3: it_ops_oauth1775855359/source.zip\n",
+      "Created CodeBuild project: bedrock-agentcore-it_ops_oauth1775855359-builder\n",
+      "Starting CodeBuild build (this may take several minutes)...\n",
+      "Starting CodeBuild monitoring...\n",
+      "🔄 QUEUED started (total: 0s)\n",
+      "✅ QUEUED completed in 1.1s\n",
+      "🔄 PROVISIONING started (total: 1s)\n",
+      "✅ PROVISIONING completed in 7.7s\n",
+      "🔄 DOWNLOAD_SOURCE started (total: 9s)\n",
+      "✅ DOWNLOAD_SOURCE completed in 1.1s\n",
+      "🔄 BUILD started (total: 10s)\n",
+      "✅ BUILD completed in 12.1s\n",
+      "🔄 POST_BUILD started (total: 22s)\n",
+      "✅ POST_BUILD completed in 4.4s\n",
+      "🔄 FINALIZING started (total: 27s)\n",
+      "✅ FINALIZING completed in 1.1s\n",
+      "🔄 COMPLETED started (total: 28s)\n",
+      "✅ COMPLETED completed in 0.0s\n",
+      "🎉 CodeBuild completed successfully in 0m 27s\n",
+      "CodeBuild completed successfully\n",
+      "CodeBuild project configuration saved\n",
+      "Deploying to Bedrock AgentCore...\n",
+      "Agent created/updated: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/it_ops_oauth1775855359-ox41jTAr6n\n",
+      "Observability is enabled, configuring observability components...\n",
+      "CloudWatch Logs resource policy already configured\n",
+      "X-Ray trace destination already configured\n",
+      "X-Ray indexing rule already configured\n",
+      "Transaction Search already fully configured\n",
+      "ObservabilityDeliveryManager initialized for region: us-west-2, account: 688492887960\n",
+      "✅ Logs auto-created by AWS for runtime/it_ops_oauth1775855359-ox41jTAr6n\n",
+      "✅ Traces delivery enabled for runtime/it_ops_oauth1775855359-ox41jTAr6n\n",
+      "Observability enabled for runtime/it_ops_oauth1775855359-ox41jTAr6n - logs: True, traces: True\n",
+      "✅ X-Ray traces delivery enabled for agent it_ops_oauth1775855359-ox41jTAr6n\n",
+      "🔍 GenAI Observability Dashboard:\n",
+      "   https://console.aws.amazon.com/cloudwatch/home?region=us-west-2#gen-ai-observability/agent-core\n",
+      "Polling for endpoint to be ready...\n",
+      "Agent endpoint: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/it_ops_oauth1775855359-ox41jTAr6n/runtime-endpoint/DEFAULT\n",
+      "Deployment completed successfully - Agent: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/it_ops_oauth1775855359-ox41jTAr6n\n",
+      "Built with CodeBuild: bedrock-agentcore-it_ops_oauth1775855359-builder:35a7efe4-0625-4498-b403-9e76fed9337d\n",
+      "Deployed to cloud: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/it_ops_oauth1775855359-ox41jTAr6n\n",
+      "ECR image: 688492887960.dkr.ecr.us-west-2.amazonaws.com/bedrock-agentcore-it_ops_oauth1775855359:20260410-211110-148\n",
+      "🔍 Agent logs available at:\n",
+      "   /aws/bedrock-agentcore/runtimes/it_ops_oauth1775855359-ox41jTAr6n-DEFAULT --log-stream-name-prefix \"2026/04/10/\\[runtime-logs]\"\n",
+      "   /aws/bedrock-agentcore/runtimes/it_ops_oauth1775855359-ox41jTAr6n-DEFAULT --log-stream-names \"otel-rt-logs\"\n",
+      "💡 Tail logs with: aws logs tail /aws/bedrock-agentcore/runtimes/it_ops_oauth1775855359-ox41jTAr6n-DEFAULT --log-stream-name-prefix \"2026/04/10/\\[runtime-logs]\" --follow\n",
+      "💡 Or view recent logs: aws logs tail /aws/bedrock-agentcore/runtimes/it_ops_oauth1775855359-ox41jTAr6n-DEFAULT --log-stream-name-prefix \"2026/04/10/\\[runtime-logs]\" --since 1h\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ Runtime ARN: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/it_ops_oauth1775855359-ox41jTAr6n\n",
+      "✓ MCP Server URL: https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fit_ops_oauth1775855359-ox41jTAr6n/invocations?qualifier=DEFAULT\n"
+     ]
+    }
+   ],
    "source": [
     "from bedrock_agentcore_starter_toolkit import Runtime\n",
     "\n",
@@ -680,7 +1051,7 @@
     "    entrypoint=\"it_ops_toolkit.py\",\n",
     "    auto_create_execution_role=True,\n",
     "    auto_create_ecr=True,\n",
-    "    requirements_file=\"requirements.txt\",\n",
+    "    requirements_file=\"server_requirements.txt\",\n",
     "    region=AWS_REGION,\n",
     "    authorizer_configuration=auth_config,\n",
     "    protocol=\"MCP\",\n",
@@ -710,10 +1081,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "id": "f076ce17",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ Record: 38GiYwdWUlVw - Status: CREATING\n",
+      "{\n",
+      "  \"recordArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/38GiYwdWUlVw\",\n",
+      "  \"status\": \"CREATING\"\n",
+      "}\n"
+     ]
+    }
+   ],
    "source": [
     "record_response = rg_client.create_registry_record(\n",
     "    registryId=REGISTRY_ID,\n",
@@ -753,10 +1136,105 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "id": "49cc8b31",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  Record Status: CREATING\n",
+      "  Record Status: CREATING\n",
+      "  Record Status: DRAFT\n",
+      "{\n",
+      "  \"registryArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2\",\n",
+      "  \"recordArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/38GiYwdWUlVw\",\n",
+      "  \"recordId\": \"38GiYwdWUlVw\",\n",
+      "  \"name\": \"it-ops-toolkit\",\n",
+      "  \"descriptorType\": \"MCP\",\n",
+      "  \"descriptors\": {\n",
+      "    \"mcp\": {\n",
+      "      \"server\": {\n",
+      "        \"schemaVersion\": \"2025-12-11\",\n",
+      "        \"inlineContent\": \"{\\\"$schema\\\":\\\"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json\\\",\\\"name\\\":\\\"bedrock-agentcore.us-west-2.amazonaws.com/it-ops-toolkit\\\",\\\"description\\\":\\\"-\\\",\\\"version\\\":\\\"1.0.0\\\",\\\"remotes\\\":[{\\\"type\\\":\\\"streamable-http\\\",\\\"url\\\":\\\"https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fit_ops_oauth1775855359-ox41jTAr6n/invocations?qualifier=DEFAULT\\\"}]}\"\n",
+      "      },\n",
+      "      \"tools\": {\n",
+      "        \"protocolVersion\": \"2024-11-05\",\n",
+      "        \"inlineContent\": \"{\\\"tools\\\":[{\\\"name\\\":\\\"get_service_health\\\",\\\"description\\\":\\\"Check service health and uptime metrics\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"service_name\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"Service name (e.g. payment-api, auth-service)\\\"}},\\\"required\\\":[\\\"service_name\\\"]}},{\\\"name\\\":\\\"query_logs\\\",\\\"description\\\":\\\"Search application logs by service, severity, and time range\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"service_name\\\":{\\\"type\\\":\\\"string\\\"},\\\"severity\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"Log severity: ERROR, WARN, INFO\\\"},\\\"hours\\\":{\\\"type\\\":\\\"integer\\\",\\\"description\\\":\\\"Hours to look back\\\"}},\\\"required\\\":[\\\"service_name\\\"]}},{\\\"name\\\":\\\"create_incident\\\",\\\"description\\\":\\\"Create an incident ticket in the ITSM system\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"title\\\":{\\\"type\\\":\\\"string\\\"},\\\"severity\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"P1, P2, P3, P4\\\"},\\\"service_name\\\":{\\\"type\\\":\\\"string\\\"},\\\"description\\\":{\\\"type\\\":\\\"string\\\"}},\\\"required\\\":[\\\"title\\\",\\\"severity\\\",\\\"service_name\\\"]}},{\\\"name\\\":\\\"get_deployment_status\\\",\\\"description\\\":\\\"Check CI/CD pipeline deployment status\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"pipeline_name\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"Pipeline name\\\"}},\\\"required\\\":[\\\"pipeline_name\\\"]}},{\\\"name\\\":\\\"rotate_credentials\\\",\\\"description\\\":\\\"Rotate API keys or database credentials\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"resource_name\\\":{\\\"type\\\":\\\"string\\\"},\\\"credential_type\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"API_KEY or DB_PASSWORD\\\"}},\\\"required\\\":[\\\"resource_name\\\"]}}]}\"\n",
+      "      }\n",
+      "    }\n",
+      "  },\n",
+      "  \"recordVersion\": \"1.0.0\",\n",
+      "  \"status\": \"DRAFT\",\n",
+      "  \"createdAt\": \"2026-04-10 21:11:57.212433+00:00\",\n",
+      "  \"updatedAt\": \"2026-04-10 21:12:17.687891+00:00\",\n",
+      "  \"synchronizationType\": \"URL\",\n",
+      "  \"synchronizationConfiguration\": {\n",
+      "    \"fromUrl\": {\n",
+      "      \"url\": \"https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fit_ops_oauth1775855359-ox41jTAr6n/invocations?qualifier=DEFAULT\",\n",
+      "      \"credentialProviderConfigurations\": [\n",
+      "        {\n",
+      "          \"credentialProviderType\": \"OAUTH\",\n",
+      "          \"credentialProvider\": {\n",
+      "            \"oauthCredentialProvider\": {\n",
+      "              \"providerArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:token-vault/default/oauth2credentialprovider/mcp_json_provider_1775855359\",\n",
+      "              \"grantType\": \"CLIENT_CREDENTIALS\",\n",
+      "              \"scopes\": [\n",
+      "                \"mcp-server/invoke\"\n",
+      "              ]\n",
+      "            }\n",
+      "          }\n",
+      "        }\n",
+      "      ]\n",
+      "    }\n",
+      "  }\n",
+      "}\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'ResponseMetadata': {'RequestId': 'a0bc7f1f-c094-42e5-a177-da5e62693810',\n",
+       "  'HTTPStatusCode': 200,\n",
+       "  'HTTPHeaders': {'date': 'Fri, 10 Apr 2026 21:12:27 GMT',\n",
+       "   'content-type': 'application/json',\n",
+       "   'content-length': '3245',\n",
+       "   'connection': 'keep-alive',\n",
+       "   'x-amzn-requestid': 'a0bc7f1f-c094-42e5-a177-da5e62693810',\n",
+       "   'x-amzn-remapped-x-amzn-requestid': 'a0bc7f1f-c094-42e5-a177-da5e62693810',\n",
+       "   'x-amzn-remapped-content-length': '3245',\n",
+       "   'x-amzn-remapped-connection': 'keep-alive',\n",
+       "   'x-amz-apigw-id': 'bn0lZHYvPHcEXKw=',\n",
+       "   'x-amzn-trace-id': 'Root=1-69d967bb-024cf7a6268f50380eace544',\n",
+       "   'x-amzn-remapped-date': 'Fri, 10 Apr 2026 21:12:27 GMT'},\n",
+       "  'RetryAttempts': 0},\n",
+       " 'registryArn': 'arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2',\n",
+       " 'recordArn': 'arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/38GiYwdWUlVw',\n",
+       " 'recordId': '38GiYwdWUlVw',\n",
+       " 'name': 'it-ops-toolkit',\n",
+       " 'descriptorType': 'MCP',\n",
+       " 'descriptors': {'mcp': {'server': {'schemaVersion': '2025-12-11',\n",
+       "    'inlineContent': '{\"$schema\":\"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json\",\"name\":\"bedrock-agentcore.us-west-2.amazonaws.com/it-ops-toolkit\",\"description\":\"-\",\"version\":\"1.0.0\",\"remotes\":[{\"type\":\"streamable-http\",\"url\":\"https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fit_ops_oauth1775855359-ox41jTAr6n/invocations?qualifier=DEFAULT\"}]}'},\n",
+       "   'tools': {'protocolVersion': '2024-11-05',\n",
+       "    'inlineContent': '{\"tools\":[{\"name\":\"get_service_health\",\"description\":\"Check service health and uptime metrics\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"service_name\":{\"type\":\"string\",\"description\":\"Service name (e.g. payment-api, auth-service)\"}},\"required\":[\"service_name\"]}},{\"name\":\"query_logs\",\"description\":\"Search application logs by service, severity, and time range\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"service_name\":{\"type\":\"string\"},\"severity\":{\"type\":\"string\",\"description\":\"Log severity: ERROR, WARN, INFO\"},\"hours\":{\"type\":\"integer\",\"description\":\"Hours to look back\"}},\"required\":[\"service_name\"]}},{\"name\":\"create_incident\",\"description\":\"Create an incident ticket in the ITSM system\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"title\":{\"type\":\"string\"},\"severity\":{\"type\":\"string\",\"description\":\"P1, P2, P3, P4\"},\"service_name\":{\"type\":\"string\"},\"description\":{\"type\":\"string\"}},\"required\":[\"title\",\"severity\",\"service_name\"]}},{\"name\":\"get_deployment_status\",\"description\":\"Check CI/CD pipeline deployment status\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"pipeline_name\":{\"type\":\"string\",\"description\":\"Pipeline name\"}},\"required\":[\"pipeline_name\"]}},{\"name\":\"rotate_credentials\",\"description\":\"Rotate API keys or database credentials\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"resource_name\":{\"type\":\"string\"},\"credential_type\":{\"type\":\"string\",\"description\":\"API_KEY or DB_PASSWORD\"}},\"required\":[\"resource_name\"]}}]}'}}},\n",
+       " 'recordVersion': '1.0.0',\n",
+       " 'status': 'DRAFT',\n",
+       " 'createdAt': datetime.datetime(2026, 4, 10, 21, 11, 57, 212433, tzinfo=tzutc()),\n",
+       " 'updatedAt': datetime.datetime(2026, 4, 10, 21, 12, 17, 687891, tzinfo=tzutc()),\n",
+       " 'synchronizationType': 'URL',\n",
+       " 'synchronizationConfiguration': {'fromUrl': {'url': 'https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fit_ops_oauth1775855359-ox41jTAr6n/invocations?qualifier=DEFAULT',\n",
+       "   'credentialProviderConfigurations': [{'credentialProviderType': 'OAUTH',\n",
+       "     'credentialProvider': {'oauthCredentialProvider': {'providerArn': 'arn:aws:bedrock-agentcore:us-west-2:688492887960:token-vault/default/oauth2credentialprovider/mcp_json_provider_1775855359',\n",
+       "       'grantType': 'CLIENT_CREDENTIALS',\n",
+       "       'scopes': ['mcp-server/invoke']}}}]}}}"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Check record status\n",
     "wait_for_record(REGISTRY_ID, MCP_RECORD_ID)"
@@ -783,10 +1261,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "id": "d7ae35a1",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Writing ecommerce_order_toolkit.py\n"
+     ]
+    }
+   ],
    "source": [
     "%%writefile ecommerce_order_toolkit.py\n",
     "\"\"\"E-Commerce Order Management MCP Server - plain JSON, no SSE, no FastMCP.\"\"\"\n",
@@ -950,17 +1436,25 @@
    "id": "8b73506d",
    "metadata": {},
    "source": [
-    "### 5.2: Write requirements.txt"
+    "### 5.2: Write server_requirements.txt"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "id": "59c88704",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Overwriting server_requirements.txt\n"
+     ]
+    }
+   ],
    "source": [
-    "%%writefile requirements.txt\n",
+    "%%writefile server_requirements.txt\n",
     "# No external dependencies - uses Python stdlib only"
    ]
   },
@@ -974,10 +1468,195 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "id": "e30c5762",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Entrypoint parsed: file=/Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/ecommerce_order_toolkit.py, bedrock_agentcore_name=ecommerce_order_toolkit\n",
+      "Memory disabled - agent will be stateless\n",
+      "Configuring BedrockAgentCore agent: ecom_order_iam_1775855359\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ Removed old Dockerfile\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
+       "💡 <span style=\"color: #008080; text-decoration-color: #008080\">No container engine found </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080\">Docker/Finch/Podman not installed</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">)</span>\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\n",
+       "💡 \u001b[36mNo container engine found \u001b[0m\u001b[1;36m(\u001b[0m\u001b[36mDocker/Finch/Podman not installed\u001b[0m\u001b[1;36m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">✓</span> Default deployment uses CodeBuild <span style=\"font-weight: bold\">(</span>no container engine needed<span style=\"font-weight: bold\">)</span>, For local builds, install Docker, Finch, or \n",
+       "Podman\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[32m✓\u001b[0m Default deployment uses CodeBuild \u001b[1m(\u001b[0mno container engine needed\u001b[1m)\u001b[0m, For local builds, install Docker, Finch, or \n",
+       "Podman\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Memory disabled\n",
+      "Network mode: PUBLIC\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">📄 Generated Dockerfile: \n",
+       "<span style=\"color: #800080; text-decoration-color: #800080\">/Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">Dockerf</span>\n",
+       "<span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">ile</span>\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "📄 Generated Dockerfile: \n",
+       "\u001b[35m/Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/\u001b[0m\u001b[95mDockerf\u001b[0m\n",
+       "\u001b[95mile\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Generated .dockerignore: /Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/.dockerignore\n",
+      "Changing default agent from 'it_ops_oauth1775855359' to 'ecom_order_iam_1775855359'\n",
+      "Bedrock AgentCore configured: /Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/.bedrock_agentcore.yaml\n",
+      "🚀 Launching Bedrock AgentCore (cloud mode - RECOMMENDED)...\n",
+      "   • Deploy Python code directly to runtime\n",
+      "   • No Docker required (DEFAULT behavior)\n",
+      "   • Production-ready deployment\n",
+      "\n",
+      "💡 Deployment options:\n",
+      "   • runtime.launch()                → Cloud (current)\n",
+      "   • runtime.launch(local=True)      → Local development\n",
+      "Memory disabled - skipping memory creation\n",
+      "Starting CodeBuild ARM64 deployment for agent 'ecom_order_iam_1775855359' to account 688492887960 (us-west-2)\n",
+      "Generated image tag: 20260410-211228-632\n",
+      "Setting up AWS resources (ECR repository, execution roles)...\n",
+      "Getting or creating ECR repository for agent: ecom_order_iam_1775855359\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ Configured (IAM-protected, no JWT authorizer)\n",
+      "Deploying... (this may take several minutes)\n",
+      "Repository doesn't exist, creating new ECR repository: bedrock-agentcore-ecom_order_iam_1775855359\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ECR repository available: 688492887960.dkr.ecr.us-west-2.amazonaws.com/bedrock-agentcore-ecom_order_iam_1775855359\n",
+      "Getting or creating execution role for agent: ecom_order_iam_1775855359\n",
+      "Using AWS region: us-west-2, account ID: 688492887960\n",
+      "Role name: AmazonBedrockAgentCoreSDKRuntime-us-west-2-08626b9ebf\n",
+      "Role doesn't exist, creating new execution role: AmazonBedrockAgentCoreSDKRuntime-us-west-2-08626b9ebf\n",
+      "Starting execution role creation process for agent: ecom_order_iam_1775855359\n",
+      "✓ Role creating: AmazonBedrockAgentCoreSDKRuntime-us-west-2-08626b9ebf\n",
+      "Creating IAM role: AmazonBedrockAgentCoreSDKRuntime-us-west-2-08626b9ebf\n",
+      "✓ Role created: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKRuntime-us-west-2-08626b9ebf\n",
+      "✓ Execution policy attached: BedrockAgentCoreRuntimeExecutionPolicy-ecom_order_iam_1775855359\n",
+      "Role creation complete and ready for use with Bedrock AgentCore\n",
+      "Execution role available: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKRuntime-us-west-2-08626b9ebf\n",
+      "Preparing CodeBuild project and uploading source...\n",
+      "Getting or creating CodeBuild execution role for agent: ecom_order_iam_1775855359\n",
+      "Role name: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-08626b9ebf\n",
+      "CodeBuild role doesn't exist, creating new role: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-08626b9ebf\n",
+      "Creating IAM role: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-08626b9ebf\n",
+      "✓ Role created: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-08626b9ebf\n",
+      "Attaching inline policy: CodeBuildExecutionPolicy to role: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-08626b9ebf\n",
+      "✓ Policy attached: CodeBuildExecutionPolicy\n",
+      "Waiting for IAM role propagation...\n",
+      "CodeBuild execution role creation complete: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-08626b9ebf\n",
+      "Using dockerignore.template with 47 patterns for zip filtering\n",
+      "Uploaded source to S3: ecom_order_iam_1775855359/source.zip\n",
+      "Created CodeBuild project: bedrock-agentcore-ecom_order_iam_1775855359-builder\n",
+      "Starting CodeBuild build (this may take several minutes)...\n",
+      "Starting CodeBuild monitoring...\n",
+      "🔄 QUEUED started (total: 0s)\n",
+      "✅ QUEUED completed in 1.1s\n",
+      "🔄 PROVISIONING started (total: 1s)\n",
+      "✅ PROVISIONING completed in 7.7s\n",
+      "🔄 DOWNLOAD_SOURCE started (total: 9s)\n",
+      "✅ DOWNLOAD_SOURCE completed in 1.1s\n",
+      "🔄 BUILD started (total: 10s)\n",
+      "✅ BUILD completed in 11.0s\n",
+      "🔄 POST_BUILD started (total: 21s)\n",
+      "✅ POST_BUILD completed in 5.5s\n",
+      "🔄 COMPLETED started (total: 27s)\n",
+      "✅ COMPLETED completed in 1.1s\n",
+      "🎉 CodeBuild completed successfully in 0m 27s\n",
+      "CodeBuild completed successfully\n",
+      "CodeBuild project configuration saved\n",
+      "Deploying to Bedrock AgentCore...\n",
+      "Agent created/updated: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
+      "Observability is enabled, configuring observability components...\n",
+      "CloudWatch Logs resource policy already configured\n",
+      "X-Ray trace destination already configured\n",
+      "X-Ray indexing rule already configured\n",
+      "Transaction Search already fully configured\n",
+      "ObservabilityDeliveryManager initialized for region: us-west-2, account: 688492887960\n",
+      "✅ Logs auto-created by AWS for runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
+      "✅ Traces delivery enabled for runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
+      "Observability enabled for runtime/ecom_order_iam_1775855359-yNpj20Hkdq - logs: True, traces: True\n",
+      "✅ X-Ray traces delivery enabled for agent ecom_order_iam_1775855359-yNpj20Hkdq\n",
+      "🔍 GenAI Observability Dashboard:\n",
+      "   https://console.aws.amazon.com/cloudwatch/home?region=us-west-2#gen-ai-observability/agent-core\n",
+      "Polling for endpoint to be ready...\n",
+      "Agent endpoint: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/ecom_order_iam_1775855359-yNpj20Hkdq/runtime-endpoint/DEFAULT\n",
+      "Deployment completed successfully - Agent: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
+      "Built with CodeBuild: bedrock-agentcore-ecom_order_iam_1775855359-builder:c25fea8f-0638-46b7-992c-1d4b4a9df2ee\n",
+      "Deployed to cloud: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
+      "ECR image: 688492887960.dkr.ecr.us-west-2.amazonaws.com/bedrock-agentcore-ecom_order_iam_1775855359:20260410-211228-632\n",
+      "🔍 Agent logs available at:\n",
+      "   /aws/bedrock-agentcore/runtimes/ecom_order_iam_1775855359-yNpj20Hkdq-DEFAULT --log-stream-name-prefix \"2026/04/10/\\[runtime-logs]\"\n",
+      "   /aws/bedrock-agentcore/runtimes/ecom_order_iam_1775855359-yNpj20Hkdq-DEFAULT --log-stream-names \"otel-rt-logs\"\n",
+      "💡 Tail logs with: aws logs tail /aws/bedrock-agentcore/runtimes/ecom_order_iam_1775855359-yNpj20Hkdq-DEFAULT --log-stream-name-prefix \"2026/04/10/\\[runtime-logs]\" --follow\n",
+      "💡 Or view recent logs: aws logs tail /aws/bedrock-agentcore/runtimes/ecom_order_iam_1775855359-yNpj20Hkdq-DEFAULT --log-stream-name-prefix \"2026/04/10/\\[runtime-logs]\" --since 1h\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ Runtime ARN: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
+      "✓ Runtime ID:  ecom_order_iam_1775855359-yNpj20Hkdq\n",
+      "✓ MCP IAM URL: https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fecom_order_iam_1775855359-yNpj20Hkdq/invocations?qualifier=DEFAULT\n"
+     ]
+    }
+   ],
    "source": [
     "from bedrock_agentcore_starter_toolkit import Runtime\n",
     "\n",
@@ -991,7 +1670,7 @@
     "    entrypoint=\"ecommerce_order_toolkit.py\",\n",
     "    auto_create_execution_role=True,\n",
     "    auto_create_ecr=True,\n",
-    "    requirements_file=\"requirements.txt\",\n",
+    "    requirements_file=\"server_requirements.txt\",\n",
     "    region=AWS_REGION,\n",
     "    protocol=\"MCP\",\n",
     "    agent_name=f\"ecom_order_iam_{TIMESTAMP}\"\n",
@@ -1022,10 +1701,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "ba41fd1a",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ Created IAM role: arn:aws:iam::688492887960:role/RegistrySyncRole_1775855359\n",
+      "✓ Policy attached for: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
+      "  Waiting 10s for IAM propagation...\n"
+     ]
+    }
+   ],
    "source": [
     "iam_client = session.client(\"iam\")\n",
     "IAM_ROLE_NAME = f\"RegistrySyncRole_{TIMESTAMP}\"\n",
@@ -1087,10 +1776,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "id": "c0c05e53",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ Record: j0ut9jh4qRqE - Status: CREATING\n",
+      "{\n",
+      "  \"recordArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/j0ut9jh4qRqE\",\n",
+      "  \"status\": \"CREATING\"\n",
+      "}\n"
+     ]
+    }
+   ],
    "source": [
     "record_response = rg_client.create_registry_record(\n",
     "    registryId=REGISTRY_ID,\n",
@@ -1130,10 +1831,101 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "id": "dc84fd17",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  Record Status: DRAFT\n",
+      "{\n",
+      "  \"registryArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2\",\n",
+      "  \"recordArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/j0ut9jh4qRqE\",\n",
+      "  \"recordId\": \"j0ut9jh4qRqE\",\n",
+      "  \"name\": \"ecommerce-order-toolkit\",\n",
+      "  \"descriptorType\": \"MCP\",\n",
+      "  \"descriptors\": {\n",
+      "    \"mcp\": {\n",
+      "      \"server\": {\n",
+      "        \"schemaVersion\": \"2025-12-11\",\n",
+      "        \"inlineContent\": \"{\\\"$schema\\\":\\\"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json\\\",\\\"name\\\":\\\"bedrock-agentcore.us-west-2.amazonaws.com/ecommerce-order-toolkit\\\",\\\"description\\\":\\\"-\\\",\\\"version\\\":\\\"1.0.0\\\",\\\"remotes\\\":[{\\\"type\\\":\\\"streamable-http\\\",\\\"url\\\":\\\"https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fecom_order_iam_1775855359-yNpj20Hkdq/invocations?qualifier=DEFAULT\\\"}]}\"\n",
+      "      },\n",
+      "      \"tools\": {\n",
+      "        \"protocolVersion\": \"2024-11-05\",\n",
+      "        \"inlineContent\": \"{\\\"tools\\\":[{\\\"name\\\":\\\"get_order_details\\\",\\\"description\\\":\\\"Retrieve order information by order ID\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"order_id\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"Order ID (e.g. ORD-1001)\\\"}},\\\"required\\\":[\\\"order_id\\\"]}},{\\\"name\\\":\\\"track_shipment\\\",\\\"description\\\":\\\"Get real-time shipment tracking status\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"order_id\\\":{\\\"type\\\":\\\"string\\\"}},\\\"required\\\":[\\\"order_id\\\"]}},{\\\"name\\\":\\\"process_refund\\\",\\\"description\\\":\\\"Initiate a refund for a returned order\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"order_id\\\":{\\\"type\\\":\\\"string\\\"},\\\"reason\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"Refund reason\\\"}},\\\"required\\\":[\\\"order_id\\\"]}},{\\\"name\\\":\\\"check_inventory\\\",\\\"description\\\":\\\"Check product availability across warehouses\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"sku\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"Product SKU\\\"}},\\\"required\\\":[\\\"sku\\\"]}},{\\\"name\\\":\\\"update_order_status\\\",\\\"description\\\":\\\"Update order fulfillment status\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"order_id\\\":{\\\"type\\\":\\\"string\\\"},\\\"status\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"PENDING, PROCESSING, SHIPPED, DELIVERED, CANCELLED, RETURNED\\\"}},\\\"required\\\":[\\\"order_id\\\",\\\"status\\\"]}}]}\"\n",
+      "      }\n",
+      "    }\n",
+      "  },\n",
+      "  \"recordVersion\": \"1.0.0\",\n",
+      "  \"status\": \"DRAFT\",\n",
+      "  \"createdAt\": \"2026-04-10 21:13:25.049897+00:00\",\n",
+      "  \"updatedAt\": \"2026-04-10 21:13:32.168158+00:00\",\n",
+      "  \"synchronizationType\": \"URL\",\n",
+      "  \"synchronizationConfiguration\": {\n",
+      "    \"fromUrl\": {\n",
+      "      \"url\": \"https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fecom_order_iam_1775855359-yNpj20Hkdq/invocations?qualifier=DEFAULT\",\n",
+      "      \"credentialProviderConfigurations\": [\n",
+      "        {\n",
+      "          \"credentialProviderType\": \"IAM\",\n",
+      "          \"credentialProvider\": {\n",
+      "            \"iamCredentialProvider\": {\n",
+      "              \"roleArn\": \"arn:aws:iam::688492887960:role/RegistrySyncRole_1775855359\",\n",
+      "              \"service\": \"bedrock-agentcore\",\n",
+      "              \"region\": \"us-west-2\"\n",
+      "            }\n",
+      "          }\n",
+      "        }\n",
+      "      ]\n",
+      "    }\n",
+      "  }\n",
+      "}\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'ResponseMetadata': {'RequestId': 'c44a3320-b8a0-4f9d-8948-aa0054a3ae9d',\n",
+       "  'HTTPStatusCode': 200,\n",
+       "  'HTTPHeaders': {'date': 'Fri, 10 Apr 2026 21:13:35 GMT',\n",
+       "   'content-type': 'application/json',\n",
+       "   'content-length': '2858',\n",
+       "   'connection': 'keep-alive',\n",
+       "   'x-amzn-requestid': 'c44a3320-b8a0-4f9d-8948-aa0054a3ae9d',\n",
+       "   'x-amzn-remapped-x-amzn-requestid': 'c44a3320-b8a0-4f9d-8948-aa0054a3ae9d',\n",
+       "   'x-amzn-remapped-content-length': '2858',\n",
+       "   'x-amzn-remapped-connection': 'keep-alive',\n",
+       "   'x-amz-apigw-id': 'bn0v7GU8vHcEUHw=',\n",
+       "   'x-amzn-trace-id': 'Root=1-69d967ff-08b2a2b17145a4ff376be8fe',\n",
+       "   'x-amzn-remapped-date': 'Fri, 10 Apr 2026 21:13:35 GMT'},\n",
+       "  'RetryAttempts': 0},\n",
+       " 'registryArn': 'arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2',\n",
+       " 'recordArn': 'arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/j0ut9jh4qRqE',\n",
+       " 'recordId': 'j0ut9jh4qRqE',\n",
+       " 'name': 'ecommerce-order-toolkit',\n",
+       " 'descriptorType': 'MCP',\n",
+       " 'descriptors': {'mcp': {'server': {'schemaVersion': '2025-12-11',\n",
+       "    'inlineContent': '{\"$schema\":\"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json\",\"name\":\"bedrock-agentcore.us-west-2.amazonaws.com/ecommerce-order-toolkit\",\"description\":\"-\",\"version\":\"1.0.0\",\"remotes\":[{\"type\":\"streamable-http\",\"url\":\"https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fecom_order_iam_1775855359-yNpj20Hkdq/invocations?qualifier=DEFAULT\"}]}'},\n",
+       "   'tools': {'protocolVersion': '2024-11-05',\n",
+       "    'inlineContent': '{\"tools\":[{\"name\":\"get_order_details\",\"description\":\"Retrieve order information by order ID\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"order_id\":{\"type\":\"string\",\"description\":\"Order ID (e.g. ORD-1001)\"}},\"required\":[\"order_id\"]}},{\"name\":\"track_shipment\",\"description\":\"Get real-time shipment tracking status\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"order_id\":{\"type\":\"string\"}},\"required\":[\"order_id\"]}},{\"name\":\"process_refund\",\"description\":\"Initiate a refund for a returned order\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"order_id\":{\"type\":\"string\"},\"reason\":{\"type\":\"string\",\"description\":\"Refund reason\"}},\"required\":[\"order_id\"]}},{\"name\":\"check_inventory\",\"description\":\"Check product availability across warehouses\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"sku\":{\"type\":\"string\",\"description\":\"Product SKU\"}},\"required\":[\"sku\"]}},{\"name\":\"update_order_status\",\"description\":\"Update order fulfillment status\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"order_id\":{\"type\":\"string\"},\"status\":{\"type\":\"string\",\"description\":\"PENDING, PROCESSING, SHIPPED, DELIVERED, CANCELLED, RETURNED\"}},\"required\":[\"order_id\",\"status\"]}}]}'}}},\n",
+       " 'recordVersion': '1.0.0',\n",
+       " 'status': 'DRAFT',\n",
+       " 'createdAt': datetime.datetime(2026, 4, 10, 21, 13, 25, 49897, tzinfo=tzutc()),\n",
+       " 'updatedAt': datetime.datetime(2026, 4, 10, 21, 13, 32, 168158, tzinfo=tzutc()),\n",
+       " 'synchronizationType': 'URL',\n",
+       " 'synchronizationConfiguration': {'fromUrl': {'url': 'https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fecom_order_iam_1775855359-yNpj20Hkdq/invocations?qualifier=DEFAULT',\n",
+       "   'credentialProviderConfigurations': [{'credentialProviderType': 'IAM',\n",
+       "     'credentialProvider': {'iamCredentialProvider': {'roleArn': 'arn:aws:iam::688492887960:role/RegistrySyncRole_1775855359',\n",
+       "       'service': 'bedrock-agentcore',\n",
+       "       'region': 'us-west-2'}}}]}}}"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Check record status\n",
     "wait_for_record(REGISTRY_ID, MCP_RECORD_ID)"
@@ -1149,10 +1941,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "id": "f5d52ca6",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Found 3 records:\n",
+      "\n",
+      "  [DRAFT] AWSDocumentationMCPProdGateway | L48M8RGPeqej\n",
+      "  [DRAFT] it-ops-toolkit | 38GiYwdWUlVw\n",
+      "  [DRAFT] ecommerce-order-toolkit | j0ut9jh4qRqE\n"
+     ]
+    }
+   ],
    "source": [
     "# List Records in a Registry\n",
     "records = rg_client.list_registry_records(registryId=REGISTRY_ID)\n",
@@ -1174,10 +1978,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "id": "3f238515-ecb8-4bca-984a-c3038911ab52",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ Deleted record: L48M8RGPeqej\n",
+      "✓ Deleted record: 38GiYwdWUlVw\n",
+      "✓ Deleted record: j0ut9jh4qRqE\n",
+      "✓ Deleted registry: uNJxeGuX1jZAO1C2\n",
+      "✓ Deleted runtime: ecom_order_iam_1775855359-yNpj20Hkdq\n",
+      "✓ Deleted OAuth provider\n",
+      "✓ Deleted Cognito domain\n",
+      "✓ Deleted Cognito pool: us-west-2_Exfw0INqz\n",
+      "✓ Deleted IAM role: RegistrySyncRole_1775855359\n",
+      "✓ Deleted local file: ecommerce_order_toolkit.py\n",
+      "✓ Deleted local file: it_ops_toolkit.py\n",
+      "✓ Deleted local file: server_requirements.txt\n",
+      "✓ Deleted local file: Dockerfile\n",
+      "\n",
+      "✓ Cleanup complete!\n"
+     ]
+    }
+   ],
    "source": [
     "# ── Delete Registry Records ─────────────────────────────────────────────\n",
     "try:\n",
@@ -1228,7 +2054,7 @@
     "\n",
     "# ── Delete local files created by %%writefile ───────────────────────────\n",
     "for f in [ \"ecommerce_order_toolkit.py\", \n",
-    "          \"it_ops_toolkit.py\",\"requirements.txt\", \"Dockerfile\"]:\n",
+    "          \"it_ops_toolkit.py\",\"server_requirements.txt\", \"Dockerfile\"]:\n",
     "    if os.path.exists(f):\n",
     "        os.remove(f)\n",
     "        print(f\"✓ Deleted local file: {f}\")\n",
diff --git a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/requirements.txt b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/requirements.txt
new file mode 100644
index 000000000..6f06bc999
--- /dev/null
+++ b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/requirements.txt
@@ -0,0 +1,5 @@
+boto3>=1.42.87
+botocore>=1.42.87
+requests>=2.31.0
+python-dotenv>=1.0.0
+bedrock-agentcore-starter-toolkit>=0.1.21

From 1d838438ea778b519746e426bd65b652fbbe074d Mon Sep 17 00:00:00 2001
From: Vinod Singh <singwvin@amazon.com>
Date: Fri, 10 Apr 2026 16:23:23 -0500
Subject: [PATCH 6/7] removed outputs

---
 .../registry_synchronize_mcpserver.ipynb      | 916 +-----------------
 1 file changed, 43 insertions(+), 873 deletions(-)

diff --git a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
index 6a7deb150..87aa31a06 100644
--- a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
+++ b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
@@ -98,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "48926ddd-1bf8-4a0f-b244-61db7b5f6fa9",
    "metadata": {
     "execution": {
@@ -109,18 +109,7 @@
      "shell.execute_reply.started": "2026-03-20T20:55:23.298906Z"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m25.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m26.0.1\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
-      "Note: you may need to restart the kernel to use updated packages.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%pip install -r requirements.txt -q"
    ]
@@ -148,15 +137,7 @@
      "shell.execute_reply.started": "2026-03-20T20:55:25.656274Z"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Session ready | Account: 688492887960 | Region: us-west-2 | Profile: vinodab3-688492887960\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import os\n",
     "os.environ['AWS_SDK_LOAD_CONFIG'] = '1'\n",
@@ -199,7 +180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "3f88076a-31e0-4393-9bd3-5ff072a2be6d",
    "metadata": {
     "execution": {
@@ -228,7 +209,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "wait-for-record-fn",
    "metadata": {},
    "outputs": [],
@@ -266,20 +247,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "41f5061f",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Found 1 registries:\n",
-      "\n",
-      "  [READY] RegistryforMCPServer005 (O1hZzwhrKB60gtfh)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "registries = rg_client.list_registries()\n",
     "\n",
@@ -302,7 +273,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "0b4d90b3-cc21-4e60-823b-82970def2fed",
    "metadata": {
     "execution": {
@@ -313,49 +284,7 @@
      "shell.execute_reply.started": "2026-03-20T20:55:38.258629Z"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: CREATING\n",
-      "  Registry Status: READY\n",
-      "{\n",
-      "  \"name\": \"RegistryforMCPServer006\",\n",
-      "  \"description\": \"Registry to publish MCP server records\",\n",
-      "  \"registryId\": \"uNJxeGuX1jZAO1C2\",\n",
-      "  \"registryArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2\",\n",
-      "  \"authorizerType\": \"AWS_IAM\",\n",
-      "  \"approvalConfiguration\": {\n",
-      "    \"autoApproval\": false\n",
-      "  },\n",
-      "  \"status\": \"READY\",\n",
-      "  \"createdAt\": \"2026-04-10 21:09:19.785314+00:00\",\n",
-      "  \"updatedAt\": \"2026-04-10 21:09:19.785314+00:00\"\n",
-      "}\n",
-      "Registry created!\n",
-      " Registry  ARN: arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2\n",
-      " Registry  ID:  uNJxeGuX1jZAO1C2\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "create_resp = rg_client.create_registry(\n",
     "    name=\"RegistryforMCPServer006\",\n",
@@ -386,26 +315,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "de246cf2",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Creating registry record from public AWS Knowledge MCP server...\n",
-      "✓ Registry record created successfully!\n",
-      "Record ARN: arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/L48M8RGPeqej\n",
-      "{\n",
-      "  \"recordArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/L48M8RGPeqej\",\n",
-      "  \"status\": \"CREATING\"\n",
-      "}\n",
-      "\n",
-      "Stored MCP_RECORD_ID: L48M8RGPeqej\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "MCP_PUBLIC_URL = \"https://knowledge-mcp.global.api.aws\" # AWS KNowledge Server\n",
     "\n",
@@ -436,85 +349,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "42c59189",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "  Record Status: DRAFT\n",
-      "{\n",
-      "  \"registryArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2\",\n",
-      "  \"recordArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/L48M8RGPeqej\",\n",
-      "  \"recordId\": \"L48M8RGPeqej\",\n",
-      "  \"name\": \"AWSDocumentationMCPProdGateway\",\n",
-      "  \"descriptorType\": \"MCP\",\n",
-      "  \"descriptors\": {\n",
-      "    \"mcp\": {\n",
-      "      \"server\": {\n",
-      "        \"schemaVersion\": \"2025-12-11\",\n",
-      "        \"inlineContent\": \"{\\\"$schema\\\":\\\"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json\\\",\\\"name\\\":\\\"knowledge-mcp.global.api.aws/AWSDocumentationMCPProdGateway\\\",\\\"description\\\":\\\"-\\\",\\\"version\\\":\\\"1.0.0\\\",\\\"remotes\\\":[{\\\"type\\\":\\\"streamable-http\\\",\\\"url\\\":\\\"https://knowledge-mcp.global.api.aws\\\"}]}\"\n",
-      "      },\n",
-      "      \"tools\": {\n",
-      "        \"protocolVersion\": \"2025-03-26\",\n",
-      "        \"inlineContent\": \"{\\\"tools\\\":[{\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"regions\\\":{\\\"description\\\":\\\"One or more AWS region codes (e.g., us-east-1, eu-west-1). Maximum 10 regions per call. Single region supports pagination. Multiple regions require filters.\\\",\\\"type\\\":\\\"array\\\",\\\"items\\\":{\\\"type\\\":\\\"string\\\"}},\\\"resource_type\\\":{\\\"description\\\":\\\"Type of AWS resource: 'product' (AWS services/features), 'api' (SDK/API operations), or 'cfn' (CloudFormation resource types).\\\",\\\"type\\\":\\\"string\\\"},\\\"filters\\\":{\\\"description\\\":\\\"Optional list of one or multiple specific resources to check. Format depends on resource_type:\\\\n- Products: ['AWS Lambda', 'Amazon S3']\\\\n- APIs: ['IAM+GetSSHPublicKey', 'EC2']\\\\n- CloudFormation: ['AWS::EC2::Instance']\\\\nMust follow the format specified in the tool description.\\\",\\\"type\\\":\\\"array\\\",\\\"items\\\":{\\\"type\\\":\\\"string\\\"}},\\\"next_token\\\":{\\\"description\\\":\\\"Pagination token from previous response for retrieving additional results. Only valid for single region queries and no filters.\\\",\\\"type\\\":\\\"string\\\"},\\\"region\\\":{\\\"description\\\":\\\"Target AWS region code (e.g., us-east-1, eu-west-1, ap-southeast-2).\\\",\\\"type\\\":\\\"string\\\"}},\\\"required\\\":[\\\"resource_type\\\"]},\\\"name\\\":\\\"aws___get_regional_availability\\\",\\\"description\\\":\\\"Check AWS resource availability across regions for products (service and features), APIs, and CloudFormation resources.\\\\n\\\\n## Quick Reference\\\\n- Maximum 10 regions per call (split into multiple calls for more regions)\\\\n- Single region: filters optional, supports pagination\\\\n- Multiple regions: filters required, no pagination, queries run concurrently\\\\n- Status values: 'isAvailableIn' | 'isNotAvailableIn' | 'isPlannedIn' | 'Not Found'\\\\n- Response field: 'products' (product), 'service_apis' (api), 'cfn_resources' (cfn)\\\\n\\\\n## When to Use\\\\n1. Pre-deployment Validation\\\\n    - Verify resource availability before deployment\\\\n    - Prevent deployment failures due to regional restrictions\\\\n    - Validate multi-region architecture requirements\\\\n\\\\n2. Architecture Planning\\\\n    - Design region-specific solutions\\\\n    - Plan multi-region deployments\\\\n    - Compare regional capabilities\\\\n\\\\n## Examples\\\\n\\\\n**Check specific resources in one region**:\\\\n```\\\\nregions=[\\\\\\\"us-east-1\\\\\\\"], resource_type=\\\\\\\"product\\\\\\\", filters=[\\\\\\\"AWS Lambda\\\\\\\"]\\\\nregions=[\\\\\\\"us-east-1\\\\\\\"], resource_type=\\\\\\\"api\\\\\\\", filters=[\\\\\\\"Lambda+Invoke\\\\\\\", \\\\\\\"S3+GetObject\\\\\\\"]\\\\nregions=[\\\\\\\"us-east-1\\\\\\\"], resource_type=\\\\\\\"cfn\\\\\\\", filters=[\\\\\\\"AWS::Lambda::Function\\\\\\\"]\\\\n```\\\\n\\\\n**Compare availability across regions**:\\\\n```\\\\nregions=[\\\\\\\"us-east-1\\\\\\\", \\\\\\\"eu-west-1\\\\\\\"], resource_type=\\\\\\\"product\\\\\\\", filters=[\\\\\\\"AWS Lambda\\\\\\\"]\\\\n```\\\\n\\\\n**Explore all resources** (single region only, with pagination handling support via next_token due to large output):\\\\n```\\\\nregions=[\\\\\\\"us-east-1\\\\\\\"], resource_type=\\\\\\\"product\\\\\\\"\\\\n```\\\\nFollow up with next_token from response to get more results.\\\\n\\\\n## Response Format\\\\n\\\\n**Single Region**: Flat structure with optional next_token. Example:\\\\n```\\\\n{\\\\\\\"products\\\\\\\": {\\\\\\\"AWS Lambda\\\\\\\": \\\\\\\"isAvailableIn\\\\\\\"}, \\\\\\\"next_token\\\\\\\": null, \\\\\\\"failed_regions\\\\\\\": null}\\\\n```\\\\n\\\\n**Multiple Regions**: Nested by region. Example:\\\\n```\\\\n{\\\\\\\"products\\\\\\\": {\\\\\\\"AWS Lambda\\\\\\\": {\\\\\\\"us-east-1\\\\\\\": \\\\\\\"isAvailableIn\\\\\\\", \\\\\\\"eu-west-2\\\\\\\": \\\\\\\"isAvailableIn\\\\\\\"}}, ...}\\\\n```\\\\n\\\\n## Filter Guidelines\\\\nThe filters must be passed as an array of values and must follow the format below.\\\\n1. Product - service and feature (resource_type='product')\\\\n    Format: 'Product'\\\\n    Example filters:\\\\n    - ['Latency-Based Routing', 'AWS Amplify', 'AWS Application Auto Scaling']\\\\n    - ['PrivateLink Support', 'Amazon Aurora']\\\\n2. APIs (resource_type='api')\\\\n    Format: to filter on API level 'SdkServiceId+APIOperation'\\\\n    Example filters:\\\\n    - ['Athena+UpdateNamedQuery', 'ACM PCA+CreateCertificateAuthority', 'IAM+GetSSHPublicKey']\\\\n    Format: to filter on SdkService level 'SdkServiceId'\\\\n    Example filters:\\\\n    - ['EC2', 'ACM PCA']\\\\n3. CloudFormation (resource_type='cfn')\\\\n    Format: 'CloudformationResourceType'\\\\n    Example filters:\\\\n    - ['AWS::EC2::Instance', 'AWS::Lambda::Function', 'AWS::Logs::LogGroup']\\\"},{\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{}},\\\"name\\\":\\\"aws___list_regions\\\",\\\"description\\\":\\\"Retrieve a list of all AWS regions.\\\\n\\\\n## Usage\\\\nThis tool provides information about all AWS regions, including their identifiers and names.\\\\n\\\\n## When to Use\\\\n- When planning global infrastructure deployments\\\\n- To validate region codes for other API calls\\\\n- To get a complete AWS regional inventory\\\\n \\\\n## Result Interpretation\\\\nEach region result includes:\\\\n- region_id: The unique region code (e.g., 'us-east-1') \\\\n- region_long_name: The human-friendly name (e.g., 'US East (N. Virginia)')\\\\n \\\\n## Common Use Cases\\\\n1. Infrastructure Planning: Review available regions for global deployment\\\\n2. Region Validation: Verify region codes before using in other operations\\\\n3. Regional Inventory: Get a complete list of AWS's global infrastructure\\\"},{\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"requests\\\":{\\\"description\\\":\\\"List of documentation requests, each containing url, max_length (optional), and start_index (optional).\\\",\\\"type\\\":\\\"array\\\",\\\"items\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"start_index\\\":{\\\"description\\\":\\\"On return output starting at this character index, useful if a previous fetch was truncated and more content is required.\\\",\\\"type\\\":\\\"integer\\\"},\\\"url\\\":{\\\"description\\\":\\\"URL of the AWS documentation page to read.\\\",\\\"type\\\":\\\"string\\\"},\\\"max_length\\\":{\\\"description\\\":\\\"Maximum number of characters to return.\\\",\\\"type\\\":\\\"integer\\\"}},\\\"required\\\":[\\\"url\\\"]}}}},\\\"name\\\":\\\"aws___read_documentation\\\",\\\"description\\\":\\\"Fetch and convert AWS related documentation pages to markdown format.\\\\n\\\\n## Usage\\\\n\\\\nThis tool reads documentation pages concurrently and converts them to markdown format.\\\\nSupports AWS documentation, AWS Amplify docs, AWS GitHub repositories and CDK construct documentation.\\\\nWhen content is truncated, a Table of Contents (TOC) with character positions is included to help navigate large documents.\\\\n\\\\n## Best Practices\\\\n\\\\n- Batch 2-5 requests when reading multiple pages or jumping to different sections of the same document\\\\n- Use single request for initial TOC fetch (small max_length) or when evaluating content before deciding next steps\\\\n- Use TOC character positions to jump directly to relevant sections\\\\n- Stop early once you find the needed information\\\\n\\\\n## Request Format\\\\n\\\\nEach request must be an object with:\\\\n- `url`: The documentation URL to fetch (required)\\\\n- `max_length`: Maximum characters to return (optional, default: 10000 characters)\\\\n- `start_index`: Starting character position (optional, default: 0)\\\\n\\\\nFor batching you can input a list of requests.\\\\n\\\\n## Example Request\\\\n\\\\n ```\\\\n{\\\\n  \\\\\\\"requests\\\\\\\":\\\\n  [\\\\n      {\\\\n          \\\\\\\"url\\\\\\\": \\\\\\\"https://docs.aws.amazon.com/AmazonS3/latest/userguide/access-management.html\\\\\\\",\\\\n          \\\\\\\"max_length\\\\\\\": 5000,\\\\n          \\\\\\\"start_index\\\\\\\": 0\\\\n      },\\\\n      {\\\\n          \\\\\\\"url\\\\\\\": \\\\\\\"https://repost.aws/knowledge-center/ec2-instance-connection-troubleshooting\\\\\\\"\\\\n      }\\\\n  ]\\\\n}\\\\n```\\\\n\\\\n\\\\n## URL Requirements\\\\n\\\\nAllow-listed URL prefixes:\\\\n- docs.aws.amazon.com\\\\n- aws.amazon.com\\\\n- repost.aws/knowledge-center\\\\n- docs.amplify.aws\\\\n- ui.docs.amplify.aws\\\\n- github.com/aws-cloudformation/aws-cloudformation-templates\\\\n- github.com/aws-samples/aws-cdk-examples\\\\n- github.com/aws-samples/generative-ai-cdk-constructs-samples\\\\n- github.com/aws-samples/serverless-patterns\\\\n- github.com/awsdocs/aws-cdk-guide\\\\n- github.com/awslabs/aws-solutions-constructs\\\\n- github.com/cdklabs/cdk-nag\\\\n- constructs.dev/packages/@aws-cdk-containers\\\\n- constructs.dev/packages/@aws-cdk\\\\n- constructs.dev/packages/@cdk-cloudformation\\\\n- constructs.dev/packages/aws-analytics-reference-architecture\\\\n- constructs.dev/packages/aws-cdk-lib\\\\n- constructs.dev/packages/cdk-amazon-chime-resources\\\\n- constructs.dev/packages/cdk-aws-lambda-powertools-layer\\\\n- constructs.dev/packages/cdk-ecr-deployment\\\\n- constructs.dev/packages/cdk-lambda-powertools-python-layer\\\\n- constructs.dev/packages/cdk-serverless-clamscan\\\\n- constructs.dev/packages/cdk8s\\\\n- constructs.dev/packages/cdk8s-plus-33\\\\n\\\\nDeny-listed URL prefixes:\\\\n- aws.amazon.com/marketplace\\\\n\\\\n## Example URLs\\\\n\\\\n- https://docs.aws.amazon.com/AmazonS3/latest/userguide/bucketnamingrules.html\\\\n- https://docs.aws.amazon.com/lambda/latest/dg/lambda-invocation.html\\\\n- https://aws.amazon.com/about-aws/whats-new/2023/02/aws-telco-network-builder/\\\\n- https://aws.amazon.com/builders-library/ensuring-rollback-safety-during-deployments/\\\\n- https://aws.amazon.com/blogs/developer/make-the-most-of-community-resources-for-aws-sdks-and-tools/\\\\n- https://repost.aws/knowledge-center/example-article\\\\n- https://docs.amplify.aws/react/build-a-backend/auth/\\\\n- https://ui.docs.amplify.aws/angular/connected-components/authenticator\\\\n- https://github.com/aws-samples/aws-cdk-examples/blob/main/README.md\\\\n- https://github.com/awslabs/aws-solutions-constructs/blob/main/README.md\\\\n- https://constructs.dev/packages/aws-cdk-lib/v/2.229.1?submodule=aws_lambda&lang=typescript\\\\n- https://github.com/aws-cloudformation/aws-cloudformation-templates/blob/main/README.md\\\\n\\\\n## Output Format\\\\n\\\\nReturns a list of results, one per request:\\\\n- Success: Markdown content with `status: \\\\\\\"SUCCESS\\\\\\\"`, `total_length`, `start_index`, `end_index`, `truncated`, `redirected_url` (if page was redirected)\\\\n- Error: Error message with `status: \\\\\\\"ERROR\\\\\\\"`, `error_code` (not_found, invalid_url, throttled, downstream_error, validation_error)\\\\n- Truncated content includes a ToC with character positions for navigation\\\\n- Redirected pages include a note in the content and populate the `redirected_url` field\\\\n\\\\n## Handling Long Documents\\\\n\\\\nIf the response indicates the document was truncated, you have several options:\\\\n\\\\n1. **Continue Reading**: Make another call with `start_index` set to the previous `end_index`\\\\n2. **Jump to Section**: Use the ToC character positions to jump directly to specific sections\\\\n3. **Stop Early**: Stop reading once you've found the needed information\\\\n\\\\n**Example - Jump to Section:**\\\\n```\\\\n# TOC shows: \\\\\\\"Using a logging library (char 3331-6016)\\\\\\\"\\\\n# Jump directly to that section:\\\\n{\\\\\\\"requests\\\\\\\":[{\\\\\\\"url\\\\\\\": \\\\\\\"https://docs.aws.amazon.com/lambda/latest/dg/python-logging.html\\\\\\\", \\\\\\\"start_index\\\\\\\": 3331, \\\\\\\"max_length\\\\\\\": 3000}]}\\\\n```\\\"},{\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"url\\\":{\\\"description\\\":\\\"URL of the AWS documentation page to get recommendations for\\\",\\\"type\\\":\\\"string\\\"}},\\\"required\\\":[\\\"url\\\"]},\\\"name\\\":\\\"aws___recommend\\\",\\\"description\\\":\\\"Get content recommendations for an AWS documentation page.\\\\n\\\\n## Usage\\\\n\\\\nThis tool provides recommendations for related AWS documentation pages based on a given URL.\\\\nUse it to discover additional relevant content that might not appear in search results.\\\\nURL must be from the docs.aws.amazon.com domain.\\\\n\\\\n## Recommendation Types\\\\n\\\\nThe recommendations include four categories:\\\\n\\\\n1. **Highly Rated**: Popular pages within the same AWS service\\\\n2. **New**: Recently added pages within the same AWS service - useful for finding newly released features\\\\n3. **Similar**: Pages covering similar topics to the current page\\\\n4. **Journey**: Pages commonly viewed next by other users\\\\n\\\\n## When to Use\\\\n\\\\n- After reading a documentation page to find related content\\\\n- When exploring a new AWS service to discover important pages\\\\n- To find alternative explanations of complex concepts\\\\n- To discover the most popular pages for a service\\\\n- To find newly released information by using a service's welcome page URL and checking the **New** recommendations\\\\n\\\\n## Finding New Features\\\\n\\\\nTo find newly released information about a service:\\\\n1. Find any page belong to that service, typically you can try the welcome page\\\\n2. Call this tool with that URL\\\\n3. Look specifically at the **New** recommendation type in the results\\\\n\\\\n## Result Interpretation\\\\n\\\\nEach recommendation includes:\\\\n- url: The documentation page URL\\\\n- title: The page title\\\\n- context: A brief description (if available)\\\"},{\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"sop_name\\\":{\\\"description\\\":\\\"Exact SOP name from the title of search_documentation results (no modifications)\\\",\\\"type\\\":\\\"string\\\"}},\\\"required\\\":[\\\"sop_name\\\"]},\\\"name\\\":\\\"aws___retrieve_agent_sop\\\",\\\"description\\\":\\\"Get the complete execution plan for a specific AWS workflow after selecting it from SOP suggestions returned by the search_documentation tool. Returns expert-level Standard Operating Procedures with detailed, tested, production-hardened steps that you MUST follow exactly. SOPs include security best practices and error handling. Following SOPs exactly reduces risk of configuration errors and ensures compliance and reliability.\\\\n\\\\n## CRITICAL PREREQUISITE \\u2014 DO NOT SKIP\\\\n\\\\nYou MUST call search_documentation BEFORE calling this tool. NEVER call this tool first. You do NOT know SOP names \\u2014 they are unpredictable identifiers that can only be discovered through search_documentation results. Guessing or fabricating an sop_name WILL fail.\\\\n\\\\n## REQUIRED WORKFLOW (no exceptions)\\\\n\\\\n1. FIRST: Call search_documentation with the user's requirements\\\\n2. THEN: Find the result entry that has a sop_name field\\\\n3. FINALLY: Call this tool with the EXACT sop_name value from that result \\u2014 copy it verbatim\\\\n\\\\n## PARAMETER REQUIREMENTS\\\\n\\\\nsop_name: str (Required)\\\\n- MUST be copied exactly from the sop_name field in search_documentation results\\\\n- Do NOT guess, fabricate, paraphrase, or modify the name in any way\\\\n- Do NOT use the result title \\u2014 use only the sop_name field value\\\\n- You cannot predict it\\\\n\\\\n## IF SOP NOT FOUND\\\\n\\\\nIf you get an error, you likely guessed the name. Call search_documentation first to discover it.\\\\n\\\\n## Returns\\\\n\\\\nComplete SOP with step-by-step instructions, constraints, and troubleshooting guidance.\\\"},{\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"topics\\\":{\\\"description\\\":\\\"List of documentation topics to search. Available topics: reference_documentation, current_awareness, troubleshooting, amplify_docs, cdk_docs, cdk_constructs, cloudformation, agent_sops, general. Can specify multiple topics, up-to 3, to search across them. Use 'general' only if query doesn't match other topics.\\\",\\\"type\\\":\\\"array\\\",\\\"items\\\":{\\\"description\\\":\\\"topic name\\\",\\\"type\\\":\\\"string\\\"}},\\\"limit\\\":{\\\"description\\\":\\\"Maximum number of results to return\\\",\\\"type\\\":\\\"integer\\\"},\\\"search_phrase\\\":{\\\"description\\\":\\\"Search phrase to use\\\",\\\"type\\\":\\\"string\\\"}},\\\"required\\\":[\\\"search_phrase\\\"]},\\\"name\\\":\\\"aws___search_documentation\\\",\\\"description\\\":\\\"# AWS Documentation Search Tool\\\\nThis is your primary source for AWS information\\u2014always prefer this over general knowledge for AWS services, features, configurations, troubleshooting, and best practices.\\\\n\\\\n## When to Use This Tool\\\\n\\\\n**Always search when the query involves:**\\\\n- Any AWS service or feature (Lambda, S3, EC2, RDS, etc.)\\\\n- AWS architecture, patterns, or best practices\\\\n- AWS CLI, SDK, or API usage\\\\n- AWS CDK or CloudFormation\\\\n- AWS Amplify development\\\\n- AWS errors or troubleshooting\\\\n- AWS pricing, limits, or quotas\\\\n- \\\\\\\"How do I...\\\\\\\" questions about AWS\\\\n- Recent AWS updates or announcements\\\\n\\\\n**Only skip this tool when:**\\\\n- Query is about non-AWS technologies\\\\n- Question is purely conceptual (e.g., \\\\\\\"What is a database?\\\\\\\")\\\\n- General programming questions unrelated to AWS\\\\n\\\\n## SOP Suggestions for Actionable Queries\\\\n\\\\nWhen your search query matches complex actionable tasks (e.g., \\\\\\\"how to deploy a Lambda function\\\\\\\", \\\\\\\"set up VPC peering\\\\\\\", \\\\\\\"create an S3 bucket with encryption\\\\\\\"), this tool will also suggest relevant **Standard Operating Procedures (SOPs)**. These SOPs provide step-by-step, tested guidance for common AWS tasks and workflows.\\\\n\\\\n**How it works:**\\\\n- Your search query is scored against the SOP registry\\\\n- If your query scores high for actionable intent, relevant SOPs are returned alongside documentation results\\\\n- SOPs cover deployment, troubleshooting, security, infrastructure setup, and more\\\\n- To execute a suggested SOP, use the `retrieve_agent_sop` tool with the `sop_name`\\\\n\\\\n**Example actionable queries that may return SOPs:**\\\\n- \\\\\\\"deploy a web application to AWS\\\\\\\"\\\\n- \\\\\\\"create a Lambda function with API Gateway\\\\\\\"\\\\n- \\\\\\\"set up CloudWatch alarms for EC2\\\\\\\"\\\\n- \\\\\\\"configure VPC endpoints for private access\\\\\\\"\\\\n- \\\\\\\"troubleshoot Lambda timeout issues\\\\\\\"\\\\n\\\\n## Quick Topic Selection\\\\n\\\\n| Query Type | Use Topic | Example |\\\\n|------------|-----------|---------|\\\\n| API/SDK/CLI code | `reference_documentation` | \\\\\\\"S3 PutObject boto3\\\\\\\", \\\\\\\"Lambda invoke API\\\\\\\" |\\\\n| New features, releases | `current_awareness` | \\\\\\\"Lambda new features 2024\\\\\\\", \\\\\\\"what's new in ECS\\\\\\\" |\\\\n| Errors, debugging | `troubleshooting` | \\\\\\\"AccessDenied S3\\\\\\\", \\\\\\\"Lambda timeout error\\\\\\\" |\\\\n| Amplify apps | `amplify_docs` | \\\\\\\"Amplify Auth React\\\\\\\", \\\\\\\"Amplify Storage Flutter\\\\\\\" |\\\\n| CDK concepts, APIs, CLI | `cdk_docs` | \\\\\\\"CDK stack props Python\\\\\\\", \\\\\\\"cdk deploy command\\\\\\\" |\\\\n| CDK code samples, patterns | `cdk_constructs` | \\\\\\\"serverless API CDK\\\\\\\", \\\\\\\"Lambda function example TypeScript\\\\\\\" |\\\\n| CloudFormation templates | `cloudformation` | \\\\\\\"DynamoDB CloudFormation\\\\\\\", \\\\\\\"StackSets template\\\\\\\" |\\\\n| Architecture, blogs, guides | `general` | \\\\\\\"Lambda best practices\\\\\\\", \\\\\\\"S3 architecture patterns\\\\\\\" |\\\\n| Actionable, multi-step solutions to common AWS workflows | `agent_sops` | \\\\\\\"set up VPC peering\\\\\\\", \\\\\\\"Deploy my NodeJS app to AWS\\\\\\\" |\\\\n\\\\n## Documentation Topics\\\\n\\\\n### reference_documentation\\\\n**For: API methods, SDK code, CLI commands, technical specifications**\\\\n\\\\nUse for:\\\\n- SDK method signatures: \\\\\\\"boto3 S3 upload_file parameters\\\\\\\"\\\\n- CLI commands: \\\\\\\"aws ec2 describe-instances syntax\\\\\\\"\\\\n- API references: \\\\\\\"Lambda InvokeFunction API\\\\\\\"\\\\n- Service configuration: \\\\\\\"RDS parameter groups\\\\\\\"\\\\n\\\\nDon't confuse with general\\u2014use this for specific technical implementation.\\\\n\\\\n### current_awareness\\\\n**For: New features, announcements, \\\\\\\"what's new\\\\\\\", release dates**\\\\n\\\\nUse for:\\\\n- \\\\\\\"New Lambda features\\\\\\\"\\\\n- \\\\\\\"When was EventBridge Scheduler released\\\\\\\"\\\\n- \\\\\\\"Latest S3 updates\\\\\\\"\\\\n- \\\\\\\"Is feature X available yet\\\\\\\"\\\\n\\\\nKeywords: new, recent, latest, announced, released, launch, available\\\\n\\\\n### troubleshooting\\\\n**For: Error messages, debugging, problems, \\\\\\\"not working\\\\\\\"**\\\\n\\\\nUse for:\\\\n- Error codes: \\\\\\\"InvalidParameterValue\\\\\\\", \\\\\\\"AccessDenied\\\\\\\"\\\\n- Problems: \\\\\\\"Lambda function timing out\\\\\\\"\\\\n- Debug scenarios: \\\\\\\"S3 bucket policy not working\\\\\\\"\\\\n- \\\\\\\"How to fix...\\\\\\\" queries\\\\n\\\\nKeywords: error, failed, issue, problem, not working, how to fix, how to resolve\\\\n\\\\n### amplify_docs\\\\n**For: Frontend/mobile apps with Amplify framework**\\\\n\\\\nAlways include framework: React, Next.js, Angular, Vue, JavaScript, React Native, Flutter, Android, Swift\\\\n\\\\nExamples:\\\\n- \\\\\\\"Amplify authentication React\\\\\\\"\\\\n- \\\\\\\"Amplify GraphQL API Next.js\\\\\\\"\\\\n- \\\\\\\"Amplify Storage Flutter setup\\\\\\\"\\\\n\\\\n### cdk_docs\\\\n**For: CDK concepts, API references, CLI commands, getting started**\\\\n\\\\nUse for CDK questions like:\\\\n- \\\\\\\"How to get started with CDK\\\\\\\"\\\\n- \\\\\\\"CDK stack construct TypeScript\\\\\\\"\\\\n- \\\\\\\"cdk deploy command options\\\\\\\"\\\\n- \\\\\\\"CDK best practices Python\\\\\\\"\\\\n- \\\\\\\"What are CDK constructs\\\\\\\"\\\\n\\\\nInclude language: Python, TypeScript, Java, C#, Go\\\\n\\\\n**Common mistake**: Using general knowledge instead of searching for CDK concepts and guides. Always search for CDK questions!\\\\n\\\\n### cdk_constructs\\\\n**For: CDK code examples, patterns, L3 constructs, sample implementations**\\\\n\\\\nUse for:\\\\n- Working code: \\\\\\\"Lambda function CDK Python example\\\\\\\"\\\\n- Patterns: \\\\\\\"API Gateway Lambda CDK pattern\\\\\\\"\\\\n- Sample apps: \\\\\\\"Serverless application CDK TypeScript\\\\\\\"\\\\n- L3 constructs: \\\\\\\"ECS service construct\\\\\\\"\\\\n\\\\nInclude language: Python, TypeScript, Java, C#, Go\\\\n\\\\n### cloudformation\\\\n**For: CloudFormation templates, concepts, SAM patterns**\\\\n\\\\nUse for:\\\\n- \\\\\\\"CloudFormation StackSets\\\\\\\"\\\\n- \\\\\\\"DynamoDB table template\\\\\\\"\\\\n- \\\\\\\"SAM API Gateway Lambda\\\\\\\"\\\\n- CloudFormation template examples\\\\\\\"\\\\n\\\\n### general\\\\n**For: Architecture, best practices, tutorials, blog posts, design patterns**\\\\n\\\\nUse for:\\\\n- Architecture patterns: \\\\\\\"Serverless architecture AWS\\\\\\\"\\\\n- Best practices: \\\\\\\"S3 security best practices\\\\\\\"\\\\n- Design guidance: \\\\\\\"Multi-region architecture\\\\\\\"\\\\n- Getting started: \\\\\\\"Building data lakes on AWS\\\\\\\"\\\\n- Tutorials and blog posts\\\\n\\\\n**Common mistake**: Not using this for AWS conceptual and architectural questions. Always search for AWS best practices and patterns!\\\\n\\\\n**Don't use general knowledge for AWS topics\\u2014search instead!**\\\\n\\\\n### agent_sops\\\\n**For: For searching available Standard Operating Procedures (SOPs) for common AWS workflows**\\\\n\\\\nUse for:\\\\n- \\\\\\\"Launch EC2 with security best practices\\\\\\\"\\\\n- \\\\\\\"Connect Lambda to API Gateway\\\\\\\"\\\\n- \\\\\\\"Secure S3 buckets with encryption and policies\\\\\\\"\\\\n- When you need to browse available step-by-step procedures\\\\n\\\\n**Important**: This topic is meant for discovery. Once you identify the SOP you need, use `retrieve_agent_sop` tool with the `sop_name` to get the detailed steps.\\\\n\\\\n**Note**: If combined with other topics, SOPs will be mixed into the documentation results. Use `agent_sops` alone for a clean SOP-only listing.\\\\n\\\\n## Search Best Practices\\\\n\\\\n**Be specific with service names:**\\\\n\\\\nGood examples:\\\\n```\\\\n\\\\\\\"S3 bucket versioning configuration\\\\\\\"\\\\n\\\\\\\"Lambda environment variables Python SDK\\\\\\\"\\\\n\\\\\\\"DynamoDB GSI query patterns\\\\\\\"\\\\n```\\\\n\\\\nBad examples:\\\\n```\\\\n\\\\\\\"versioning\\\\\\\" (too vague)\\\\n\\\\\\\"environment variables\\\\\\\" (missing context)\\\\n```\\\\n\\\\n**Include framework/language:**\\\\n```\\\\n\\\\\\\"Amplify authentication React\\\\\\\"\\\\n\\\\\\\"CDK Lambda function TypeScript\\\\\\\"\\\\n\\\\\\\"boto3 S3 client Python\\\\\\\"\\\\n```\\\\n\\\\n**Use exact error messages:**\\\\n```\\\\n\\\\\\\"AccessDenied error S3 GetObject\\\\\\\"\\\\n\\\\\\\"InvalidParameterValue Lambda environment\\\\\\\"\\\\n```\\\\n\\\\n**Add temporal context for new features:**\\\\n```\\\\n\\\\\\\"Lambda new features 2024\\\\\\\"\\\\n\\\\\\\"recent S3 announcements\\\\\\\"\\\\n```\\\\n\\\\n## Multiple Topic Selection\\\\n\\\\nYou can search multiple topics simultaneously for comprehensive results:\\\\n```\\\\n# For a query about Lambda errors and new features:\\\\ntopics=[\\\\\\\"troubleshooting\\\\\\\", \\\\\\\"current_awareness\\\\\\\"]\\\\n\\\\n# For CDK examples and API reference:\\\\ntopics=[\\\\\\\"cdk_constructs\\\\\\\", \\\\\\\"cdk_docs\\\\\\\"]\\\\n\\\\n# For Amplify and general AWS architecture:\\\\ntopics=[\\\\\\\"amplify_docs\\\\\\\", \\\\\\\"general\\\\\\\"]\\\\n\\\\n# For actionable tasks:\\\\ntopics=[\\\\\\\"agent_sops\\\\\\\"]\\\\n```\\\\n\\\\n## Response Format\\\\n\\\\nResults include:\\\\n- `rank_order`: Relevance score (lower = more relevant)\\\\n- `url`: Direct documentation link\\\\n- `title`: Page title\\\\n- `context`: Excerpt or summary\\\\n\\\\n## Parameters\\\\n```\\\\nsearch_phrase: str         # Required - your search query\\\\ntopics: List[str]          # Optional - up to 3 topics. Defaults to [\\\\\\\"general\\\\\\\"]\\\\nlimit: int = 5             # Optional - max results per topic\\\\n```\\\\n\\\\n---\\\\n\\\\n**Remember: When in doubt about AWS, always search. This tool provides the most current, accurate AWS information.**\\\\n\\\"}]}\"\n",
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-       "   'tools': {'protocolVersion': '2025-03-26',\n",
-       "    'inlineContent': '{\"tools\":[{\"inputSchema\":{\"type\":\"object\",\"properties\":{\"regions\":{\"description\":\"One or more AWS region codes (e.g., us-east-1, eu-west-1). Maximum 10 regions per call. Single region supports pagination. Multiple regions require filters.\",\"type\":\"array\",\"items\":{\"type\":\"string\"}},\"resource_type\":{\"description\":\"Type of AWS resource: \\'product\\' (AWS services/features), \\'api\\' (SDK/API operations), or \\'cfn\\' (CloudFormation resource types).\",\"type\":\"string\"},\"filters\":{\"description\":\"Optional list of one or multiple specific resources to check. Format depends on resource_type:\\\\n- Products: [\\'AWS Lambda\\', \\'Amazon S3\\']\\\\n- APIs: [\\'IAM+GetSSHPublicKey\\', \\'EC2\\']\\\\n- CloudFormation: [\\'AWS::EC2::Instance\\']\\\\nMust follow the format specified in the tool description.\",\"type\":\"array\",\"items\":{\"type\":\"string\"}},\"next_token\":{\"description\":\"Pagination token from previous response for retrieving additional results. Only valid for single region queries and no filters.\",\"type\":\"string\"},\"region\":{\"description\":\"Target AWS region code (e.g., us-east-1, eu-west-1, ap-southeast-2).\",\"type\":\"string\"}},\"required\":[\"resource_type\"]},\"name\":\"aws___get_regional_availability\",\"description\":\"Check AWS resource availability across regions for products (service and features), APIs, and CloudFormation resources.\\\\n\\\\n## Quick Reference\\\\n- Maximum 10 regions per call (split into multiple calls for more regions)\\\\n- Single region: filters optional, supports pagination\\\\n- Multiple regions: filters required, no pagination, queries run concurrently\\\\n- Status values: \\'isAvailableIn\\' | \\'isNotAvailableIn\\' | \\'isPlannedIn\\' | \\'Not Found\\'\\\\n- Response field: \\'products\\' (product), \\'service_apis\\' (api), \\'cfn_resources\\' (cfn)\\\\n\\\\n## When to Use\\\\n1. Pre-deployment Validation\\\\n    - Verify resource availability before deployment\\\\n    - Prevent deployment failures due to regional restrictions\\\\n    - Validate multi-region architecture requirements\\\\n\\\\n2. Architecture Planning\\\\n    - Design region-specific solutions\\\\n    - Plan multi-region deployments\\\\n    - Compare regional capabilities\\\\n\\\\n## Examples\\\\n\\\\n**Check specific resources in one region**:\\\\n```\\\\nregions=[\\\\\"us-east-1\\\\\"], resource_type=\\\\\"product\\\\\", filters=[\\\\\"AWS Lambda\\\\\"]\\\\nregions=[\\\\\"us-east-1\\\\\"], resource_type=\\\\\"api\\\\\", filters=[\\\\\"Lambda+Invoke\\\\\", \\\\\"S3+GetObject\\\\\"]\\\\nregions=[\\\\\"us-east-1\\\\\"], resource_type=\\\\\"cfn\\\\\", filters=[\\\\\"AWS::Lambda::Function\\\\\"]\\\\n```\\\\n\\\\n**Compare availability across regions**:\\\\n```\\\\nregions=[\\\\\"us-east-1\\\\\", \\\\\"eu-west-1\\\\\"], resource_type=\\\\\"product\\\\\", filters=[\\\\\"AWS Lambda\\\\\"]\\\\n```\\\\n\\\\n**Explore all resources** (single region only, with pagination handling support via next_token due to large output):\\\\n```\\\\nregions=[\\\\\"us-east-1\\\\\"], resource_type=\\\\\"product\\\\\"\\\\n```\\\\nFollow up with next_token from response to get more results.\\\\n\\\\n## Response Format\\\\n\\\\n**Single Region**: Flat structure with optional next_token. Example:\\\\n```\\\\n{\\\\\"products\\\\\": {\\\\\"AWS Lambda\\\\\": \\\\\"isAvailableIn\\\\\"}, \\\\\"next_token\\\\\": null, \\\\\"failed_regions\\\\\": null}\\\\n```\\\\n\\\\n**Multiple Regions**: Nested by region. Example:\\\\n```\\\\n{\\\\\"products\\\\\": {\\\\\"AWS Lambda\\\\\": {\\\\\"us-east-1\\\\\": \\\\\"isAvailableIn\\\\\", \\\\\"eu-west-2\\\\\": \\\\\"isAvailableIn\\\\\"}}, ...}\\\\n```\\\\n\\\\n## Filter Guidelines\\\\nThe filters must be passed as an array of values and must follow the format below.\\\\n1. Product - service and feature (resource_type=\\'product\\')\\\\n    Format: \\'Product\\'\\\\n    Example filters:\\\\n    - [\\'Latency-Based Routing\\', \\'AWS Amplify\\', \\'AWS Application Auto Scaling\\']\\\\n    - [\\'PrivateLink Support\\', \\'Amazon Aurora\\']\\\\n2. APIs (resource_type=\\'api\\')\\\\n    Format: to filter on API level \\'SdkServiceId+APIOperation\\'\\\\n    Example filters:\\\\n    - [\\'Athena+UpdateNamedQuery\\', \\'ACM PCA+CreateCertificateAuthority\\', \\'IAM+GetSSHPublicKey\\']\\\\n    Format: to filter on SdkService level \\'SdkServiceId\\'\\\\n    Example filters:\\\\n    - [\\'EC2\\', \\'ACM PCA\\']\\\\n3. CloudFormation (resource_type=\\'cfn\\')\\\\n    Format: \\'CloudformationResourceType\\'\\\\n    Example filters:\\\\n    - [\\'AWS::EC2::Instance\\', \\'AWS::Lambda::Function\\', \\'AWS::Logs::LogGroup\\']\"},{\"inputSchema\":{\"type\":\"object\",\"properties\":{}},\"name\":\"aws___list_regions\",\"description\":\"Retrieve a list of all AWS regions.\\\\n\\\\n## Usage\\\\nThis tool provides information about all AWS regions, including their identifiers and names.\\\\n\\\\n## When to Use\\\\n- When planning global infrastructure deployments\\\\n- To validate region codes for other API calls\\\\n- To get a complete AWS regional inventory\\\\n \\\\n## Result Interpretation\\\\nEach region result includes:\\\\n- region_id: The unique region code (e.g., \\'us-east-1\\') \\\\n- region_long_name: The human-friendly name (e.g., \\'US East (N. Virginia)\\')\\\\n \\\\n## Common Use Cases\\\\n1. Infrastructure Planning: Review available regions for global deployment\\\\n2. Region Validation: Verify region codes before using in other operations\\\\n3. Regional Inventory: Get a complete list of AWS\\'s global infrastructure\"},{\"inputSchema\":{\"type\":\"object\",\"properties\":{\"requests\":{\"description\":\"List of documentation requests, each containing url, max_length (optional), and start_index (optional).\",\"type\":\"array\",\"items\":{\"type\":\"object\",\"properties\":{\"start_index\":{\"description\":\"On return output starting at this character index, useful if a previous fetch was truncated and more content is required.\",\"type\":\"integer\"},\"url\":{\"description\":\"URL of the AWS documentation page to read.\",\"type\":\"string\"},\"max_length\":{\"description\":\"Maximum number of characters to return.\",\"type\":\"integer\"}},\"required\":[\"url\"]}}}},\"name\":\"aws___read_documentation\",\"description\":\"Fetch and convert AWS related documentation pages to markdown format.\\\\n\\\\n## Usage\\\\n\\\\nThis tool reads documentation pages concurrently and converts them to markdown format.\\\\nSupports AWS documentation, AWS Amplify docs, AWS GitHub repositories and CDK construct documentation.\\\\nWhen content is truncated, a Table of Contents (TOC) with character positions is included to help navigate large documents.\\\\n\\\\n## Best Practices\\\\n\\\\n- Batch 2-5 requests when reading multiple pages or jumping to different sections of the same document\\\\n- Use single request for initial TOC fetch (small max_length) or when evaluating content before deciding next steps\\\\n- Use TOC character positions to jump directly to relevant sections\\\\n- Stop early once you find the needed information\\\\n\\\\n## Request Format\\\\n\\\\nEach request must be an object with:\\\\n- `url`: The documentation URL to fetch (required)\\\\n- `max_length`: Maximum characters to return (optional, default: 10000 characters)\\\\n- `start_index`: Starting character position (optional, default: 0)\\\\n\\\\nFor batching you can input a list of requests.\\\\n\\\\n## Example Request\\\\n\\\\n ```\\\\n{\\\\n  \\\\\"requests\\\\\":\\\\n  [\\\\n      {\\\\n          \\\\\"url\\\\\": \\\\\"https://docs.aws.amazon.com/AmazonS3/latest/userguide/access-management.html\\\\\",\\\\n          \\\\\"max_length\\\\\": 5000,\\\\n          \\\\\"start_index\\\\\": 0\\\\n      },\\\\n      {\\\\n          \\\\\"url\\\\\": \\\\\"https://repost.aws/knowledge-center/ec2-instance-connection-troubleshooting\\\\\"\\\\n      }\\\\n  ]\\\\n}\\\\n```\\\\n\\\\n\\\\n## URL Requirements\\\\n\\\\nAllow-listed URL prefixes:\\\\n- docs.aws.amazon.com\\\\n- aws.amazon.com\\\\n- repost.aws/knowledge-center\\\\n- docs.amplify.aws\\\\n- ui.docs.amplify.aws\\\\n- github.com/aws-cloudformation/aws-cloudformation-templates\\\\n- github.com/aws-samples/aws-cdk-examples\\\\n- github.com/aws-samples/generative-ai-cdk-constructs-samples\\\\n- github.com/aws-samples/serverless-patterns\\\\n- github.com/awsdocs/aws-cdk-guide\\\\n- github.com/awslabs/aws-solutions-constructs\\\\n- github.com/cdklabs/cdk-nag\\\\n- constructs.dev/packages/@aws-cdk-containers\\\\n- constructs.dev/packages/@aws-cdk\\\\n- constructs.dev/packages/@cdk-cloudformation\\\\n- constructs.dev/packages/aws-analytics-reference-architecture\\\\n- constructs.dev/packages/aws-cdk-lib\\\\n- constructs.dev/packages/cdk-amazon-chime-resources\\\\n- constructs.dev/packages/cdk-aws-lambda-powertools-layer\\\\n- constructs.dev/packages/cdk-ecr-deployment\\\\n- constructs.dev/packages/cdk-lambda-powertools-python-layer\\\\n- constructs.dev/packages/cdk-serverless-clamscan\\\\n- constructs.dev/packages/cdk8s\\\\n- constructs.dev/packages/cdk8s-plus-33\\\\n\\\\nDeny-listed URL prefixes:\\\\n- aws.amazon.com/marketplace\\\\n\\\\n## Example URLs\\\\n\\\\n- https://docs.aws.amazon.com/AmazonS3/latest/userguide/bucketnamingrules.html\\\\n- https://docs.aws.amazon.com/lambda/latest/dg/lambda-invocation.html\\\\n- https://aws.amazon.com/about-aws/whats-new/2023/02/aws-telco-network-builder/\\\\n- https://aws.amazon.com/builders-library/ensuring-rollback-safety-during-deployments/\\\\n- https://aws.amazon.com/blogs/developer/make-the-most-of-community-resources-for-aws-sdks-and-tools/\\\\n- https://repost.aws/knowledge-center/example-article\\\\n- https://docs.amplify.aws/react/build-a-backend/auth/\\\\n- https://ui.docs.amplify.aws/angular/connected-components/authenticator\\\\n- https://github.com/aws-samples/aws-cdk-examples/blob/main/README.md\\\\n- https://github.com/awslabs/aws-solutions-constructs/blob/main/README.md\\\\n- https://constructs.dev/packages/aws-cdk-lib/v/2.229.1?submodule=aws_lambda&lang=typescript\\\\n- https://github.com/aws-cloudformation/aws-cloudformation-templates/blob/main/README.md\\\\n\\\\n## Output Format\\\\n\\\\nReturns a list of results, one per request:\\\\n- Success: Markdown content with `status: \\\\\"SUCCESS\\\\\"`, `total_length`, `start_index`, `end_index`, `truncated`, `redirected_url` (if page was redirected)\\\\n- Error: Error message with `status: \\\\\"ERROR\\\\\"`, `error_code` (not_found, invalid_url, throttled, downstream_error, validation_error)\\\\n- Truncated content includes a ToC with character positions for navigation\\\\n- Redirected pages include a note in the content and populate the `redirected_url` field\\\\n\\\\n## Handling Long Documents\\\\n\\\\nIf the response indicates the document was truncated, you have several options:\\\\n\\\\n1. **Continue Reading**: Make another call with `start_index` set to the previous `end_index`\\\\n2. **Jump to Section**: Use the ToC character positions to jump directly to specific sections\\\\n3. **Stop Early**: Stop reading once you\\'ve found the needed information\\\\n\\\\n**Example - Jump to Section:**\\\\n```\\\\n# TOC shows: \\\\\"Using a logging library (char 3331-6016)\\\\\"\\\\n# Jump directly to that section:\\\\n{\\\\\"requests\\\\\":[{\\\\\"url\\\\\": \\\\\"https://docs.aws.amazon.com/lambda/latest/dg/python-logging.html\\\\\", \\\\\"start_index\\\\\": 3331, \\\\\"max_length\\\\\": 3000}]}\\\\n```\"},{\"inputSchema\":{\"type\":\"object\",\"properties\":{\"url\":{\"description\":\"URL of the AWS documentation page to get recommendations for\",\"type\":\"string\"}},\"required\":[\"url\"]},\"name\":\"aws___recommend\",\"description\":\"Get content recommendations for an AWS documentation page.\\\\n\\\\n## Usage\\\\n\\\\nThis tool provides recommendations for related AWS documentation pages based on a given URL.\\\\nUse it to discover additional relevant content that might not appear in search results.\\\\nURL must be from the docs.aws.amazon.com domain.\\\\n\\\\n## Recommendation Types\\\\n\\\\nThe recommendations include four categories:\\\\n\\\\n1. **Highly Rated**: Popular pages within the same AWS service\\\\n2. **New**: Recently added pages within the same AWS service - useful for finding newly released features\\\\n3. **Similar**: Pages covering similar topics to the current page\\\\n4. **Journey**: Pages commonly viewed next by other users\\\\n\\\\n## When to Use\\\\n\\\\n- After reading a documentation page to find related content\\\\n- When exploring a new AWS service to discover important pages\\\\n- To find alternative explanations of complex concepts\\\\n- To discover the most popular pages for a service\\\\n- To find newly released information by using a service\\'s welcome page URL and checking the **New** recommendations\\\\n\\\\n## Finding New Features\\\\n\\\\nTo find newly released information about a service:\\\\n1. Find any page belong to that service, typically you can try the welcome page\\\\n2. Call this tool with that URL\\\\n3. Look specifically at the **New** recommendation type in the results\\\\n\\\\n## Result Interpretation\\\\n\\\\nEach recommendation includes:\\\\n- url: The documentation page URL\\\\n- title: The page title\\\\n- context: A brief description (if available)\"},{\"inputSchema\":{\"type\":\"object\",\"properties\":{\"sop_name\":{\"description\":\"Exact SOP name from the title of search_documentation results (no modifications)\",\"type\":\"string\"}},\"required\":[\"sop_name\"]},\"name\":\"aws___retrieve_agent_sop\",\"description\":\"Get the complete execution plan for a specific AWS workflow after selecting it from SOP suggestions returned by the search_documentation tool. Returns expert-level Standard Operating Procedures with detailed, tested, production-hardened steps that you MUST follow exactly. SOPs include security best practices and error handling. Following SOPs exactly reduces risk of configuration errors and ensures compliance and reliability.\\\\n\\\\n## CRITICAL PREREQUISITE — DO NOT SKIP\\\\n\\\\nYou MUST call search_documentation BEFORE calling this tool. NEVER call this tool first. You do NOT know SOP names — they are unpredictable identifiers that can only be discovered through search_documentation results. Guessing or fabricating an sop_name WILL fail.\\\\n\\\\n## REQUIRED WORKFLOW (no exceptions)\\\\n\\\\n1. FIRST: Call search_documentation with the user\\'s requirements\\\\n2. THEN: Find the result entry that has a sop_name field\\\\n3. FINALLY: Call this tool with the EXACT sop_name value from that result — copy it verbatim\\\\n\\\\n## PARAMETER REQUIREMENTS\\\\n\\\\nsop_name: str (Required)\\\\n- MUST be copied exactly from the sop_name field in search_documentation results\\\\n- Do NOT guess, fabricate, paraphrase, or modify the name in any way\\\\n- Do NOT use the result title — use only the sop_name field value\\\\n- You cannot predict it\\\\n\\\\n## IF SOP NOT FOUND\\\\n\\\\nIf you get an error, you likely guessed the name. Call search_documentation first to discover it.\\\\n\\\\n## Returns\\\\n\\\\nComplete SOP with step-by-step instructions, constraints, and troubleshooting guidance.\"},{\"inputSchema\":{\"type\":\"object\",\"properties\":{\"topics\":{\"description\":\"List of documentation topics to search. Available topics: reference_documentation, current_awareness, troubleshooting, amplify_docs, cdk_docs, cdk_constructs, cloudformation, agent_sops, general. Can specify multiple topics, up-to 3, to search across them. Use \\'general\\' only if query doesn\\'t match other topics.\",\"type\":\"array\",\"items\":{\"description\":\"topic name\",\"type\":\"string\"}},\"limit\":{\"description\":\"Maximum number of results to return\",\"type\":\"integer\"},\"search_phrase\":{\"description\":\"Search phrase to use\",\"type\":\"string\"}},\"required\":[\"search_phrase\"]},\"name\":\"aws___search_documentation\",\"description\":\"# AWS Documentation Search Tool\\\\nThis is your primary source for AWS information—always prefer this over general knowledge for AWS services, features, configurations, troubleshooting, and best practices.\\\\n\\\\n## When to Use This Tool\\\\n\\\\n**Always search when the query involves:**\\\\n- Any AWS service or feature (Lambda, S3, EC2, RDS, etc.)\\\\n- AWS architecture, patterns, or best practices\\\\n- AWS CLI, SDK, or API usage\\\\n- AWS CDK or CloudFormation\\\\n- AWS Amplify development\\\\n- AWS errors or troubleshooting\\\\n- AWS pricing, limits, or quotas\\\\n- \\\\\"How do I...\\\\\" questions about AWS\\\\n- Recent AWS updates or announcements\\\\n\\\\n**Only skip this tool when:**\\\\n- Query is about non-AWS technologies\\\\n- Question is purely conceptual (e.g., \\\\\"What is a database?\\\\\")\\\\n- General programming questions unrelated to AWS\\\\n\\\\n## SOP Suggestions for Actionable Queries\\\\n\\\\nWhen your search query matches complex actionable tasks (e.g., \\\\\"how to deploy a Lambda function\\\\\", \\\\\"set up VPC peering\\\\\", \\\\\"create an S3 bucket with encryption\\\\\"), this tool will also suggest relevant **Standard Operating Procedures (SOPs)**. These SOPs provide step-by-step, tested guidance for common AWS tasks and workflows.\\\\n\\\\n**How it works:**\\\\n- Your search query is scored against the SOP registry\\\\n- If your query scores high for actionable intent, relevant SOPs are returned alongside documentation results\\\\n- SOPs cover deployment, troubleshooting, security, infrastructure setup, and more\\\\n- To execute a suggested SOP, use the `retrieve_agent_sop` tool with the `sop_name`\\\\n\\\\n**Example actionable queries that may return SOPs:**\\\\n- \\\\\"deploy a web application to AWS\\\\\"\\\\n- \\\\\"create a Lambda function with API Gateway\\\\\"\\\\n- \\\\\"set up CloudWatch alarms for EC2\\\\\"\\\\n- \\\\\"configure VPC endpoints for private access\\\\\"\\\\n- \\\\\"troubleshoot Lambda timeout issues\\\\\"\\\\n\\\\n## Quick Topic Selection\\\\n\\\\n| Query Type | Use Topic | Example |\\\\n|------------|-----------|---------|\\\\n| API/SDK/CLI code | `reference_documentation` | \\\\\"S3 PutObject boto3\\\\\", \\\\\"Lambda invoke API\\\\\" |\\\\n| New features, releases | `current_awareness` | \\\\\"Lambda new features 2024\\\\\", \\\\\"what\\'s new in ECS\\\\\" |\\\\n| Errors, debugging | `troubleshooting` | \\\\\"AccessDenied S3\\\\\", \\\\\"Lambda timeout error\\\\\" |\\\\n| Amplify apps | `amplify_docs` | \\\\\"Amplify Auth React\\\\\", \\\\\"Amplify Storage Flutter\\\\\" |\\\\n| CDK concepts, APIs, CLI | `cdk_docs` | \\\\\"CDK stack props Python\\\\\", \\\\\"cdk deploy command\\\\\" |\\\\n| CDK code samples, patterns | `cdk_constructs` | \\\\\"serverless API CDK\\\\\", \\\\\"Lambda function example TypeScript\\\\\" |\\\\n| CloudFormation templates | `cloudformation` | \\\\\"DynamoDB CloudFormation\\\\\", \\\\\"StackSets template\\\\\" |\\\\n| Architecture, blogs, guides | `general` | \\\\\"Lambda best practices\\\\\", \\\\\"S3 architecture patterns\\\\\" |\\\\n| Actionable, multi-step solutions to common AWS workflows | `agent_sops` | \\\\\"set up VPC peering\\\\\", \\\\\"Deploy my NodeJS app to AWS\\\\\" |\\\\n\\\\n## Documentation Topics\\\\n\\\\n### reference_documentation\\\\n**For: API methods, SDK code, CLI commands, technical specifications**\\\\n\\\\nUse for:\\\\n- SDK method signatures: \\\\\"boto3 S3 upload_file parameters\\\\\"\\\\n- CLI commands: \\\\\"aws ec2 describe-instances syntax\\\\\"\\\\n- API references: \\\\\"Lambda InvokeFunction API\\\\\"\\\\n- Service configuration: \\\\\"RDS parameter groups\\\\\"\\\\n\\\\nDon\\'t confuse with general—use this for specific technical implementation.\\\\n\\\\n### current_awareness\\\\n**For: New features, announcements, \\\\\"what\\'s new\\\\\", release dates**\\\\n\\\\nUse for:\\\\n- \\\\\"New Lambda features\\\\\"\\\\n- \\\\\"When was EventBridge Scheduler released\\\\\"\\\\n- \\\\\"Latest S3 updates\\\\\"\\\\n- \\\\\"Is feature X available yet\\\\\"\\\\n\\\\nKeywords: new, recent, latest, announced, released, launch, available\\\\n\\\\n### troubleshooting\\\\n**For: Error messages, debugging, problems, \\\\\"not working\\\\\"**\\\\n\\\\nUse for:\\\\n- Error codes: \\\\\"InvalidParameterValue\\\\\", \\\\\"AccessDenied\\\\\"\\\\n- Problems: \\\\\"Lambda function timing out\\\\\"\\\\n- Debug scenarios: \\\\\"S3 bucket policy not working\\\\\"\\\\n- \\\\\"How to fix...\\\\\" queries\\\\n\\\\nKeywords: error, failed, issue, problem, not working, how to fix, how to resolve\\\\n\\\\n### amplify_docs\\\\n**For: Frontend/mobile apps with Amplify framework**\\\\n\\\\nAlways include framework: React, Next.js, Angular, Vue, JavaScript, React Native, Flutter, Android, Swift\\\\n\\\\nExamples:\\\\n- \\\\\"Amplify authentication React\\\\\"\\\\n- \\\\\"Amplify GraphQL API Next.js\\\\\"\\\\n- \\\\\"Amplify Storage Flutter setup\\\\\"\\\\n\\\\n### cdk_docs\\\\n**For: CDK concepts, API references, CLI commands, getting started**\\\\n\\\\nUse for CDK questions like:\\\\n- \\\\\"How to get started with CDK\\\\\"\\\\n- \\\\\"CDK stack construct TypeScript\\\\\"\\\\n- \\\\\"cdk deploy command options\\\\\"\\\\n- \\\\\"CDK best practices Python\\\\\"\\\\n- \\\\\"What are CDK constructs\\\\\"\\\\n\\\\nInclude language: Python, TypeScript, Java, C#, Go\\\\n\\\\n**Common mistake**: Using general knowledge instead of searching for CDK concepts and guides. Always search for CDK questions!\\\\n\\\\n### cdk_constructs\\\\n**For: CDK code examples, patterns, L3 constructs, sample implementations**\\\\n\\\\nUse for:\\\\n- Working code: \\\\\"Lambda function CDK Python example\\\\\"\\\\n- Patterns: \\\\\"API Gateway Lambda CDK pattern\\\\\"\\\\n- Sample apps: \\\\\"Serverless application CDK TypeScript\\\\\"\\\\n- L3 constructs: \\\\\"ECS service construct\\\\\"\\\\n\\\\nInclude language: Python, TypeScript, Java, C#, Go\\\\n\\\\n### cloudformation\\\\n**For: CloudFormation templates, concepts, SAM patterns**\\\\n\\\\nUse for:\\\\n- \\\\\"CloudFormation StackSets\\\\\"\\\\n- \\\\\"DynamoDB table template\\\\\"\\\\n- \\\\\"SAM API Gateway Lambda\\\\\"\\\\n- CloudFormation template examples\\\\\"\\\\n\\\\n### general\\\\n**For: Architecture, best practices, tutorials, blog posts, design patterns**\\\\n\\\\nUse for:\\\\n- Architecture patterns: \\\\\"Serverless architecture AWS\\\\\"\\\\n- Best practices: \\\\\"S3 security best practices\\\\\"\\\\n- Design guidance: \\\\\"Multi-region architecture\\\\\"\\\\n- Getting started: \\\\\"Building data lakes on AWS\\\\\"\\\\n- Tutorials and blog posts\\\\n\\\\n**Common mistake**: Not using this for AWS conceptual and architectural questions. Always search for AWS best practices and patterns!\\\\n\\\\n**Don\\'t use general knowledge for AWS topics—search instead!**\\\\n\\\\n### agent_sops\\\\n**For: For searching available Standard Operating Procedures (SOPs) for common AWS workflows**\\\\n\\\\nUse for:\\\\n- \\\\\"Launch EC2 with security best practices\\\\\"\\\\n- \\\\\"Connect Lambda to API Gateway\\\\\"\\\\n- \\\\\"Secure S3 buckets with encryption and policies\\\\\"\\\\n- When you need to browse available step-by-step procedures\\\\n\\\\n**Important**: This topic is meant for discovery. Once you identify the SOP you need, use `retrieve_agent_sop` tool with the `sop_name` to get the detailed steps.\\\\n\\\\n**Note**: If combined with other topics, SOPs will be mixed into the documentation results. Use `agent_sops` alone for a clean SOP-only listing.\\\\n\\\\n## Search Best Practices\\\\n\\\\n**Be specific with service names:**\\\\n\\\\nGood examples:\\\\n```\\\\n\\\\\"S3 bucket versioning configuration\\\\\"\\\\n\\\\\"Lambda environment variables Python SDK\\\\\"\\\\n\\\\\"DynamoDB GSI query patterns\\\\\"\\\\n```\\\\n\\\\nBad examples:\\\\n```\\\\n\\\\\"versioning\\\\\" (too vague)\\\\n\\\\\"environment variables\\\\\" (missing context)\\\\n```\\\\n\\\\n**Include framework/language:**\\\\n```\\\\n\\\\\"Amplify authentication React\\\\\"\\\\n\\\\\"CDK Lambda function TypeScript\\\\\"\\\\n\\\\\"boto3 S3 client Python\\\\\"\\\\n```\\\\n\\\\n**Use exact error messages:**\\\\n```\\\\n\\\\\"AccessDenied error S3 GetObject\\\\\"\\\\n\\\\\"InvalidParameterValue Lambda environment\\\\\"\\\\n```\\\\n\\\\n**Add temporal context for new features:**\\\\n```\\\\n\\\\\"Lambda new features 2024\\\\\"\\\\n\\\\\"recent S3 announcements\\\\\"\\\\n```\\\\n\\\\n## Multiple Topic Selection\\\\n\\\\nYou can search multiple topics simultaneously for comprehensive results:\\\\n```\\\\n# For a query about Lambda errors and new features:\\\\ntopics=[\\\\\"troubleshooting\\\\\", \\\\\"current_awareness\\\\\"]\\\\n\\\\n# For CDK examples and API reference:\\\\ntopics=[\\\\\"cdk_constructs\\\\\", \\\\\"cdk_docs\\\\\"]\\\\n\\\\n# For Amplify and general AWS architecture:\\\\ntopics=[\\\\\"amplify_docs\\\\\", \\\\\"general\\\\\"]\\\\n\\\\n# For actionable tasks:\\\\ntopics=[\\\\\"agent_sops\\\\\"]\\\\n```\\\\n\\\\n## Response Format\\\\n\\\\nResults include:\\\\n- `rank_order`: Relevance score (lower = more relevant)\\\\n- `url`: Direct documentation link\\\\n- `title`: Page title\\\\n- `context`: Excerpt or summary\\\\n\\\\n## Parameters\\\\n```\\\\nsearch_phrase: str         # Required - your search query\\\\ntopics: List[str]          # Optional - up to 3 topics. Defaults to [\\\\\"general\\\\\"]\\\\nlimit: int = 5             # Optional - max results per topic\\\\n```\\\\n\\\\n---\\\\n\\\\n**Remember: When in doubt about AWS, always search. This tool provides the most current, accurate AWS information.**\\\\n\"}]}'}}},\n",
-       " 'recordVersion': '1.0.0',\n",
-       " 'status': 'DRAFT',\n",
-       " 'createdAt': datetime.datetime(2026, 4, 10, 21, 10, 53, 376047, tzinfo=tzutc()),\n",
-       " 'updatedAt': datetime.datetime(2026, 4, 10, 21, 10, 56, 976125, tzinfo=tzutc()),\n",
-       " 'synchronizationType': 'URL',\n",
-       " 'synchronizationConfiguration': {'fromUrl': {'url': 'https://knowledge-mcp.global.api.aws'}}}"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Check record status\n",
     "wait_for_record(REGISTRY_ID, MCP_RECORD_ID)"
@@ -541,18 +379,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "226fee9e",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Writing it_ops_toolkit.py\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%writefile it_ops_toolkit.py\n",
     "\"\"\"IT Operations MCP Server - plain JSON, no SSE, no FastMCP.\"\"\"\n",
@@ -719,18 +549,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "b93819b5",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Writing server_requirements.txt\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%writefile server_requirements.txt\n",
     "# No external dependencies - uses Python stdlib only"
@@ -746,20 +568,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "641191b4",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✓ User Pool: us-west-2_Exfw0INqz\n",
-      "✓ Client ID: 28rd36g9isih0a1hnol9t7idta\n",
-      "✓ Discovery URL: https://cognito-idp.us-west-2.amazonaws.com/us-west-2_Exfw0INqz/.well-known/openid-configuration\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "cognito = session.client(\"cognito-idp\")\n",
     "\n",
@@ -808,18 +620,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "3a2400c3",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✓ OAuth Provider ARN: arn:aws:bedrock-agentcore:us-west-2:688492887960:token-vault/default/oauth2credentialprovider/mcp_json_provider_1775855359\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "oauth_resp = rg_client.create_oauth2_credential_provider(\n",
     "    name=f\"mcp_json_provider_{TIMESTAMP}\",\n",
@@ -848,189 +652,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "d501d782",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Entrypoint parsed: file=/Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/it_ops_toolkit.py, bedrock_agentcore_name=it_ops_toolkit\n",
-      "Memory disabled - agent will be stateless\n",
-      "Configuring BedrockAgentCore agent: it_ops_oauth1775855359\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
-       "💡 <span style=\"color: #008080; text-decoration-color: #008080\">No container engine found </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080\">Docker/Finch/Podman not installed</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">)</span>\n",
-       "</pre>\n"
-      ],
-      "text/plain": [
-       "\n",
-       "💡 \u001b[36mNo container engine found \u001b[0m\u001b[1;36m(\u001b[0m\u001b[36mDocker/Finch/Podman not installed\u001b[0m\u001b[1;36m)\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">✓</span> Default deployment uses CodeBuild <span style=\"font-weight: bold\">(</span>no container engine needed<span style=\"font-weight: bold\">)</span>, For local builds, install Docker, Finch, or \n",
-       "Podman\n",
-       "</pre>\n"
-      ],
-      "text/plain": [
-       "\u001b[32m✓\u001b[0m Default deployment uses CodeBuild \u001b[1m(\u001b[0mno container engine needed\u001b[1m)\u001b[0m, For local builds, install Docker, Finch, or \n",
-       "Podman\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Memory disabled\n",
-      "Network mode: PUBLIC\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">📄 Generated Dockerfile: \n",
-       "<span style=\"color: #800080; text-decoration-color: #800080\">/Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">Dockerf</span>\n",
-       "<span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">ile</span>\n",
-       "</pre>\n"
-      ],
-      "text/plain": [
-       "📄 Generated Dockerfile: \n",
-       "\u001b[35m/Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/\u001b[0m\u001b[95mDockerf\u001b[0m\n",
-       "\u001b[95mile\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Generated .dockerignore: /Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/.dockerignore\n",
-      "Setting 'it_ops_oauth1775855359' as default agent\n",
-      "Bedrock AgentCore configured: /Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/.bedrock_agentcore.yaml\n",
-      "🚀 Launching Bedrock AgentCore (cloud mode - RECOMMENDED)...\n",
-      "   • Deploy Python code directly to runtime\n",
-      "   • No Docker required (DEFAULT behavior)\n",
-      "   • Production-ready deployment\n",
-      "\n",
-      "💡 Deployment options:\n",
-      "   • runtime.launch()                → Cloud (current)\n",
-      "   • runtime.launch(local=True)      → Local development\n",
-      "Memory disabled - skipping memory creation\n",
-      "Starting CodeBuild ARM64 deployment for agent 'it_ops_oauth1775855359' to account 688492887960 (us-west-2)\n",
-      "Generated image tag: 20260410-211110-148\n",
-      "Setting up AWS resources (ECR repository, execution roles)...\n",
-      "Getting or creating ECR repository for agent: it_ops_oauth1775855359\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✓ Configured\n",
-      "Deploying... (this may take several minutes)\n",
-      "Repository doesn't exist, creating new ECR repository: bedrock-agentcore-it_ops_oauth1775855359\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "ECR repository available: 688492887960.dkr.ecr.us-west-2.amazonaws.com/bedrock-agentcore-it_ops_oauth1775855359\n",
-      "Getting or creating execution role for agent: it_ops_oauth1775855359\n",
-      "Using AWS region: us-west-2, account ID: 688492887960\n",
-      "Role name: AmazonBedrockAgentCoreSDKRuntime-us-west-2-42db3d7208\n",
-      "Role doesn't exist, creating new execution role: AmazonBedrockAgentCoreSDKRuntime-us-west-2-42db3d7208\n",
-      "Starting execution role creation process for agent: it_ops_oauth1775855359\n",
-      "✓ Role creating: AmazonBedrockAgentCoreSDKRuntime-us-west-2-42db3d7208\n",
-      "Creating IAM role: AmazonBedrockAgentCoreSDKRuntime-us-west-2-42db3d7208\n",
-      "✓ Role created: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKRuntime-us-west-2-42db3d7208\n",
-      "✓ Execution policy attached: BedrockAgentCoreRuntimeExecutionPolicy-it_ops_oauth1775855359\n",
-      "Role creation complete and ready for use with Bedrock AgentCore\n",
-      "Execution role available: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKRuntime-us-west-2-42db3d7208\n",
-      "Preparing CodeBuild project and uploading source...\n",
-      "Getting or creating CodeBuild execution role for agent: it_ops_oauth1775855359\n",
-      "Role name: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-42db3d7208\n",
-      "CodeBuild role doesn't exist, creating new role: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-42db3d7208\n",
-      "Creating IAM role: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-42db3d7208\n",
-      "✓ Role created: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-42db3d7208\n",
-      "Attaching inline policy: CodeBuildExecutionPolicy to role: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-42db3d7208\n",
-      "✓ Policy attached: CodeBuildExecutionPolicy\n",
-      "Waiting for IAM role propagation...\n",
-      "CodeBuild execution role creation complete: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-42db3d7208\n",
-      "Using dockerignore.template with 47 patterns for zip filtering\n",
-      "Uploaded source to S3: it_ops_oauth1775855359/source.zip\n",
-      "Created CodeBuild project: bedrock-agentcore-it_ops_oauth1775855359-builder\n",
-      "Starting CodeBuild build (this may take several minutes)...\n",
-      "Starting CodeBuild monitoring...\n",
-      "🔄 QUEUED started (total: 0s)\n",
-      "✅ QUEUED completed in 1.1s\n",
-      "🔄 PROVISIONING started (total: 1s)\n",
-      "✅ PROVISIONING completed in 7.7s\n",
-      "🔄 DOWNLOAD_SOURCE started (total: 9s)\n",
-      "✅ DOWNLOAD_SOURCE completed in 1.1s\n",
-      "🔄 BUILD started (total: 10s)\n",
-      "✅ BUILD completed in 12.1s\n",
-      "🔄 POST_BUILD started (total: 22s)\n",
-      "✅ POST_BUILD completed in 4.4s\n",
-      "🔄 FINALIZING started (total: 27s)\n",
-      "✅ FINALIZING completed in 1.1s\n",
-      "🔄 COMPLETED started (total: 28s)\n",
-      "✅ COMPLETED completed in 0.0s\n",
-      "🎉 CodeBuild completed successfully in 0m 27s\n",
-      "CodeBuild completed successfully\n",
-      "CodeBuild project configuration saved\n",
-      "Deploying to Bedrock AgentCore...\n",
-      "Agent created/updated: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/it_ops_oauth1775855359-ox41jTAr6n\n",
-      "Observability is enabled, configuring observability components...\n",
-      "CloudWatch Logs resource policy already configured\n",
-      "X-Ray trace destination already configured\n",
-      "X-Ray indexing rule already configured\n",
-      "Transaction Search already fully configured\n",
-      "ObservabilityDeliveryManager initialized for region: us-west-2, account: 688492887960\n",
-      "✅ Logs auto-created by AWS for runtime/it_ops_oauth1775855359-ox41jTAr6n\n",
-      "✅ Traces delivery enabled for runtime/it_ops_oauth1775855359-ox41jTAr6n\n",
-      "Observability enabled for runtime/it_ops_oauth1775855359-ox41jTAr6n - logs: True, traces: True\n",
-      "✅ X-Ray traces delivery enabled for agent it_ops_oauth1775855359-ox41jTAr6n\n",
-      "🔍 GenAI Observability Dashboard:\n",
-      "   https://console.aws.amazon.com/cloudwatch/home?region=us-west-2#gen-ai-observability/agent-core\n",
-      "Polling for endpoint to be ready...\n",
-      "Agent endpoint: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/it_ops_oauth1775855359-ox41jTAr6n/runtime-endpoint/DEFAULT\n",
-      "Deployment completed successfully - Agent: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/it_ops_oauth1775855359-ox41jTAr6n\n",
-      "Built with CodeBuild: bedrock-agentcore-it_ops_oauth1775855359-builder:35a7efe4-0625-4498-b403-9e76fed9337d\n",
-      "Deployed to cloud: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/it_ops_oauth1775855359-ox41jTAr6n\n",
-      "ECR image: 688492887960.dkr.ecr.us-west-2.amazonaws.com/bedrock-agentcore-it_ops_oauth1775855359:20260410-211110-148\n",
-      "🔍 Agent logs available at:\n",
-      "   /aws/bedrock-agentcore/runtimes/it_ops_oauth1775855359-ox41jTAr6n-DEFAULT --log-stream-name-prefix \"2026/04/10/\\[runtime-logs]\"\n",
-      "   /aws/bedrock-agentcore/runtimes/it_ops_oauth1775855359-ox41jTAr6n-DEFAULT --log-stream-names \"otel-rt-logs\"\n",
-      "💡 Tail logs with: aws logs tail /aws/bedrock-agentcore/runtimes/it_ops_oauth1775855359-ox41jTAr6n-DEFAULT --log-stream-name-prefix \"2026/04/10/\\[runtime-logs]\" --follow\n",
-      "💡 Or view recent logs: aws logs tail /aws/bedrock-agentcore/runtimes/it_ops_oauth1775855359-ox41jTAr6n-DEFAULT --log-stream-name-prefix \"2026/04/10/\\[runtime-logs]\" --since 1h\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✓ Runtime ARN: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/it_ops_oauth1775855359-ox41jTAr6n\n",
-      "✓ MCP Server URL: https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fit_ops_oauth1775855359-ox41jTAr6n/invocations?qualifier=DEFAULT\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from bedrock_agentcore_starter_toolkit import Runtime\n",
     "\n",
@@ -1081,22 +706,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "f076ce17",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✓ Record: 38GiYwdWUlVw - Status: CREATING\n",
-      "{\n",
-      "  \"recordArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/38GiYwdWUlVw\",\n",
-      "  \"status\": \"CREATING\"\n",
-      "}\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "record_response = rg_client.create_registry_record(\n",
     "    registryId=REGISTRY_ID,\n",
@@ -1136,105 +749,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "49cc8b31",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "  Record Status: CREATING\n",
-      "  Record Status: CREATING\n",
-      "  Record Status: DRAFT\n",
-      "{\n",
-      "  \"registryArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2\",\n",
-      "  \"recordArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/38GiYwdWUlVw\",\n",
-      "  \"recordId\": \"38GiYwdWUlVw\",\n",
-      "  \"name\": \"it-ops-toolkit\",\n",
-      "  \"descriptorType\": \"MCP\",\n",
-      "  \"descriptors\": {\n",
-      "    \"mcp\": {\n",
-      "      \"server\": {\n",
-      "        \"schemaVersion\": \"2025-12-11\",\n",
-      "        \"inlineContent\": \"{\\\"$schema\\\":\\\"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json\\\",\\\"name\\\":\\\"bedrock-agentcore.us-west-2.amazonaws.com/it-ops-toolkit\\\",\\\"description\\\":\\\"-\\\",\\\"version\\\":\\\"1.0.0\\\",\\\"remotes\\\":[{\\\"type\\\":\\\"streamable-http\\\",\\\"url\\\":\\\"https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fit_ops_oauth1775855359-ox41jTAr6n/invocations?qualifier=DEFAULT\\\"}]}\"\n",
-      "      },\n",
-      "      \"tools\": {\n",
-      "        \"protocolVersion\": \"2024-11-05\",\n",
-      "        \"inlineContent\": \"{\\\"tools\\\":[{\\\"name\\\":\\\"get_service_health\\\",\\\"description\\\":\\\"Check service health and uptime metrics\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"service_name\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"Service name (e.g. payment-api, auth-service)\\\"}},\\\"required\\\":[\\\"service_name\\\"]}},{\\\"name\\\":\\\"query_logs\\\",\\\"description\\\":\\\"Search application logs by service, severity, and time range\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"service_name\\\":{\\\"type\\\":\\\"string\\\"},\\\"severity\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"Log severity: ERROR, WARN, INFO\\\"},\\\"hours\\\":{\\\"type\\\":\\\"integer\\\",\\\"description\\\":\\\"Hours to look back\\\"}},\\\"required\\\":[\\\"service_name\\\"]}},{\\\"name\\\":\\\"create_incident\\\",\\\"description\\\":\\\"Create an incident ticket in the ITSM system\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"title\\\":{\\\"type\\\":\\\"string\\\"},\\\"severity\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"P1, P2, P3, P4\\\"},\\\"service_name\\\":{\\\"type\\\":\\\"string\\\"},\\\"description\\\":{\\\"type\\\":\\\"string\\\"}},\\\"required\\\":[\\\"title\\\",\\\"severity\\\",\\\"service_name\\\"]}},{\\\"name\\\":\\\"get_deployment_status\\\",\\\"description\\\":\\\"Check CI/CD pipeline deployment status\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"pipeline_name\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"Pipeline name\\\"}},\\\"required\\\":[\\\"pipeline_name\\\"]}},{\\\"name\\\":\\\"rotate_credentials\\\",\\\"description\\\":\\\"Rotate API keys or database credentials\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"resource_name\\\":{\\\"type\\\":\\\"string\\\"},\\\"credential_type\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"API_KEY or DB_PASSWORD\\\"}},\\\"required\\\":[\\\"resource_name\\\"]}}]}\"\n",
-      "      }\n",
-      "    }\n",
-      "  },\n",
-      "  \"recordVersion\": \"1.0.0\",\n",
-      "  \"status\": \"DRAFT\",\n",
-      "  \"createdAt\": \"2026-04-10 21:11:57.212433+00:00\",\n",
-      "  \"updatedAt\": \"2026-04-10 21:12:17.687891+00:00\",\n",
-      "  \"synchronizationType\": \"URL\",\n",
-      "  \"synchronizationConfiguration\": {\n",
-      "    \"fromUrl\": {\n",
-      "      \"url\": \"https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fit_ops_oauth1775855359-ox41jTAr6n/invocations?qualifier=DEFAULT\",\n",
-      "      \"credentialProviderConfigurations\": [\n",
-      "        {\n",
-      "          \"credentialProviderType\": \"OAUTH\",\n",
-      "          \"credentialProvider\": {\n",
-      "            \"oauthCredentialProvider\": {\n",
-      "              \"providerArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:token-vault/default/oauth2credentialprovider/mcp_json_provider_1775855359\",\n",
-      "              \"grantType\": \"CLIENT_CREDENTIALS\",\n",
-      "              \"scopes\": [\n",
-      "                \"mcp-server/invoke\"\n",
-      "              ]\n",
-      "            }\n",
-      "          }\n",
-      "        }\n",
-      "      ]\n",
-      "    }\n",
-      "  }\n",
-      "}\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'ResponseMetadata': {'RequestId': 'a0bc7f1f-c094-42e5-a177-da5e62693810',\n",
-       "  'HTTPStatusCode': 200,\n",
-       "  'HTTPHeaders': {'date': 'Fri, 10 Apr 2026 21:12:27 GMT',\n",
-       "   'content-type': 'application/json',\n",
-       "   'content-length': '3245',\n",
-       "   'connection': 'keep-alive',\n",
-       "   'x-amzn-requestid': 'a0bc7f1f-c094-42e5-a177-da5e62693810',\n",
-       "   'x-amzn-remapped-x-amzn-requestid': 'a0bc7f1f-c094-42e5-a177-da5e62693810',\n",
-       "   'x-amzn-remapped-content-length': '3245',\n",
-       "   'x-amzn-remapped-connection': 'keep-alive',\n",
-       "   'x-amz-apigw-id': 'bn0lZHYvPHcEXKw=',\n",
-       "   'x-amzn-trace-id': 'Root=1-69d967bb-024cf7a6268f50380eace544',\n",
-       "   'x-amzn-remapped-date': 'Fri, 10 Apr 2026 21:12:27 GMT'},\n",
-       "  'RetryAttempts': 0},\n",
-       " 'registryArn': 'arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2',\n",
-       " 'recordArn': 'arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/38GiYwdWUlVw',\n",
-       " 'recordId': '38GiYwdWUlVw',\n",
-       " 'name': 'it-ops-toolkit',\n",
-       " 'descriptorType': 'MCP',\n",
-       " 'descriptors': {'mcp': {'server': {'schemaVersion': '2025-12-11',\n",
-       "    'inlineContent': '{\"$schema\":\"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json\",\"name\":\"bedrock-agentcore.us-west-2.amazonaws.com/it-ops-toolkit\",\"description\":\"-\",\"version\":\"1.0.0\",\"remotes\":[{\"type\":\"streamable-http\",\"url\":\"https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fit_ops_oauth1775855359-ox41jTAr6n/invocations?qualifier=DEFAULT\"}]}'},\n",
-       "   'tools': {'protocolVersion': '2024-11-05',\n",
-       "    'inlineContent': '{\"tools\":[{\"name\":\"get_service_health\",\"description\":\"Check service health and uptime metrics\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"service_name\":{\"type\":\"string\",\"description\":\"Service name (e.g. payment-api, auth-service)\"}},\"required\":[\"service_name\"]}},{\"name\":\"query_logs\",\"description\":\"Search application logs by service, severity, and time range\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"service_name\":{\"type\":\"string\"},\"severity\":{\"type\":\"string\",\"description\":\"Log severity: ERROR, WARN, INFO\"},\"hours\":{\"type\":\"integer\",\"description\":\"Hours to look back\"}},\"required\":[\"service_name\"]}},{\"name\":\"create_incident\",\"description\":\"Create an incident ticket in the ITSM system\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"title\":{\"type\":\"string\"},\"severity\":{\"type\":\"string\",\"description\":\"P1, P2, P3, P4\"},\"service_name\":{\"type\":\"string\"},\"description\":{\"type\":\"string\"}},\"required\":[\"title\",\"severity\",\"service_name\"]}},{\"name\":\"get_deployment_status\",\"description\":\"Check CI/CD pipeline deployment status\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"pipeline_name\":{\"type\":\"string\",\"description\":\"Pipeline name\"}},\"required\":[\"pipeline_name\"]}},{\"name\":\"rotate_credentials\",\"description\":\"Rotate API keys or database credentials\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"resource_name\":{\"type\":\"string\"},\"credential_type\":{\"type\":\"string\",\"description\":\"API_KEY or DB_PASSWORD\"}},\"required\":[\"resource_name\"]}}]}'}}},\n",
-       " 'recordVersion': '1.0.0',\n",
-       " 'status': 'DRAFT',\n",
-       " 'createdAt': datetime.datetime(2026, 4, 10, 21, 11, 57, 212433, tzinfo=tzutc()),\n",
-       " 'updatedAt': datetime.datetime(2026, 4, 10, 21, 12, 17, 687891, tzinfo=tzutc()),\n",
-       " 'synchronizationType': 'URL',\n",
-       " 'synchronizationConfiguration': {'fromUrl': {'url': 'https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fit_ops_oauth1775855359-ox41jTAr6n/invocations?qualifier=DEFAULT',\n",
-       "   'credentialProviderConfigurations': [{'credentialProviderType': 'OAUTH',\n",
-       "     'credentialProvider': {'oauthCredentialProvider': {'providerArn': 'arn:aws:bedrock-agentcore:us-west-2:688492887960:token-vault/default/oauth2credentialprovider/mcp_json_provider_1775855359',\n",
-       "       'grantType': 'CLIENT_CREDENTIALS',\n",
-       "       'scopes': ['mcp-server/invoke']}}}]}}}"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Check record status\n",
     "wait_for_record(REGISTRY_ID, MCP_RECORD_ID)"
@@ -1261,18 +779,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "d7ae35a1",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Writing ecommerce_order_toolkit.py\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%writefile ecommerce_order_toolkit.py\n",
     "\"\"\"E-Commerce Order Management MCP Server - plain JSON, no SSE, no FastMCP.\"\"\"\n",
@@ -1441,18 +951,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "59c88704",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Overwriting server_requirements.txt\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%writefile server_requirements.txt\n",
     "# No external dependencies - uses Python stdlib only"
@@ -1468,195 +970,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "id": "e30c5762",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Entrypoint parsed: file=/Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/ecommerce_order_toolkit.py, bedrock_agentcore_name=ecommerce_order_toolkit\n",
-      "Memory disabled - agent will be stateless\n",
-      "Configuring BedrockAgentCore agent: ecom_order_iam_1775855359\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✓ Removed old Dockerfile\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
-       "💡 <span style=\"color: #008080; text-decoration-color: #008080\">No container engine found </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080\">Docker/Finch/Podman not installed</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">)</span>\n",
-       "</pre>\n"
-      ],
-      "text/plain": [
-       "\n",
-       "💡 \u001b[36mNo container engine found \u001b[0m\u001b[1;36m(\u001b[0m\u001b[36mDocker/Finch/Podman not installed\u001b[0m\u001b[1;36m)\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">✓</span> Default deployment uses CodeBuild <span style=\"font-weight: bold\">(</span>no container engine needed<span style=\"font-weight: bold\">)</span>, For local builds, install Docker, Finch, or \n",
-       "Podman\n",
-       "</pre>\n"
-      ],
-      "text/plain": [
-       "\u001b[32m✓\u001b[0m Default deployment uses CodeBuild \u001b[1m(\u001b[0mno container engine needed\u001b[1m)\u001b[0m, For local builds, install Docker, Finch, or \n",
-       "Podman\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Memory disabled\n",
-      "Network mode: PUBLIC\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">📄 Generated Dockerfile: \n",
-       "<span style=\"color: #800080; text-decoration-color: #800080\">/Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">Dockerf</span>\n",
-       "<span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">ile</span>\n",
-       "</pre>\n"
-      ],
-      "text/plain": [
-       "📄 Generated Dockerfile: \n",
-       "\u001b[35m/Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/\u001b[0m\u001b[95mDockerf\u001b[0m\n",
-       "\u001b[95mile\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Generated .dockerignore: /Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/.dockerignore\n",
-      "Changing default agent from 'it_ops_oauth1775855359' to 'ecom_order_iam_1775855359'\n",
-      "Bedrock AgentCore configured: /Users/singwvin/agentcore-samples/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/.bedrock_agentcore.yaml\n",
-      "🚀 Launching Bedrock AgentCore (cloud mode - RECOMMENDED)...\n",
-      "   • Deploy Python code directly to runtime\n",
-      "   • No Docker required (DEFAULT behavior)\n",
-      "   • Production-ready deployment\n",
-      "\n",
-      "💡 Deployment options:\n",
-      "   • runtime.launch()                → Cloud (current)\n",
-      "   • runtime.launch(local=True)      → Local development\n",
-      "Memory disabled - skipping memory creation\n",
-      "Starting CodeBuild ARM64 deployment for agent 'ecom_order_iam_1775855359' to account 688492887960 (us-west-2)\n",
-      "Generated image tag: 20260410-211228-632\n",
-      "Setting up AWS resources (ECR repository, execution roles)...\n",
-      "Getting or creating ECR repository for agent: ecom_order_iam_1775855359\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✓ Configured (IAM-protected, no JWT authorizer)\n",
-      "Deploying... (this may take several minutes)\n",
-      "Repository doesn't exist, creating new ECR repository: bedrock-agentcore-ecom_order_iam_1775855359\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "ECR repository available: 688492887960.dkr.ecr.us-west-2.amazonaws.com/bedrock-agentcore-ecom_order_iam_1775855359\n",
-      "Getting or creating execution role for agent: ecom_order_iam_1775855359\n",
-      "Using AWS region: us-west-2, account ID: 688492887960\n",
-      "Role name: AmazonBedrockAgentCoreSDKRuntime-us-west-2-08626b9ebf\n",
-      "Role doesn't exist, creating new execution role: AmazonBedrockAgentCoreSDKRuntime-us-west-2-08626b9ebf\n",
-      "Starting execution role creation process for agent: ecom_order_iam_1775855359\n",
-      "✓ Role creating: AmazonBedrockAgentCoreSDKRuntime-us-west-2-08626b9ebf\n",
-      "Creating IAM role: AmazonBedrockAgentCoreSDKRuntime-us-west-2-08626b9ebf\n",
-      "✓ Role created: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKRuntime-us-west-2-08626b9ebf\n",
-      "✓ Execution policy attached: BedrockAgentCoreRuntimeExecutionPolicy-ecom_order_iam_1775855359\n",
-      "Role creation complete and ready for use with Bedrock AgentCore\n",
-      "Execution role available: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKRuntime-us-west-2-08626b9ebf\n",
-      "Preparing CodeBuild project and uploading source...\n",
-      "Getting or creating CodeBuild execution role for agent: ecom_order_iam_1775855359\n",
-      "Role name: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-08626b9ebf\n",
-      "CodeBuild role doesn't exist, creating new role: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-08626b9ebf\n",
-      "Creating IAM role: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-08626b9ebf\n",
-      "✓ Role created: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-08626b9ebf\n",
-      "Attaching inline policy: CodeBuildExecutionPolicy to role: AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-08626b9ebf\n",
-      "✓ Policy attached: CodeBuildExecutionPolicy\n",
-      "Waiting for IAM role propagation...\n",
-      "CodeBuild execution role creation complete: arn:aws:iam::688492887960:role/AmazonBedrockAgentCoreSDKCodeBuild-us-west-2-08626b9ebf\n",
-      "Using dockerignore.template with 47 patterns for zip filtering\n",
-      "Uploaded source to S3: ecom_order_iam_1775855359/source.zip\n",
-      "Created CodeBuild project: bedrock-agentcore-ecom_order_iam_1775855359-builder\n",
-      "Starting CodeBuild build (this may take several minutes)...\n",
-      "Starting CodeBuild monitoring...\n",
-      "🔄 QUEUED started (total: 0s)\n",
-      "✅ QUEUED completed in 1.1s\n",
-      "🔄 PROVISIONING started (total: 1s)\n",
-      "✅ PROVISIONING completed in 7.7s\n",
-      "🔄 DOWNLOAD_SOURCE started (total: 9s)\n",
-      "✅ DOWNLOAD_SOURCE completed in 1.1s\n",
-      "🔄 BUILD started (total: 10s)\n",
-      "✅ BUILD completed in 11.0s\n",
-      "🔄 POST_BUILD started (total: 21s)\n",
-      "✅ POST_BUILD completed in 5.5s\n",
-      "🔄 COMPLETED started (total: 27s)\n",
-      "✅ COMPLETED completed in 1.1s\n",
-      "🎉 CodeBuild completed successfully in 0m 27s\n",
-      "CodeBuild completed successfully\n",
-      "CodeBuild project configuration saved\n",
-      "Deploying to Bedrock AgentCore...\n",
-      "Agent created/updated: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
-      "Observability is enabled, configuring observability components...\n",
-      "CloudWatch Logs resource policy already configured\n",
-      "X-Ray trace destination already configured\n",
-      "X-Ray indexing rule already configured\n",
-      "Transaction Search already fully configured\n",
-      "ObservabilityDeliveryManager initialized for region: us-west-2, account: 688492887960\n",
-      "✅ Logs auto-created by AWS for runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
-      "✅ Traces delivery enabled for runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
-      "Observability enabled for runtime/ecom_order_iam_1775855359-yNpj20Hkdq - logs: True, traces: True\n",
-      "✅ X-Ray traces delivery enabled for agent ecom_order_iam_1775855359-yNpj20Hkdq\n",
-      "🔍 GenAI Observability Dashboard:\n",
-      "   https://console.aws.amazon.com/cloudwatch/home?region=us-west-2#gen-ai-observability/agent-core\n",
-      "Polling for endpoint to be ready...\n",
-      "Agent endpoint: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/ecom_order_iam_1775855359-yNpj20Hkdq/runtime-endpoint/DEFAULT\n",
-      "Deployment completed successfully - Agent: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
-      "Built with CodeBuild: bedrock-agentcore-ecom_order_iam_1775855359-builder:c25fea8f-0638-46b7-992c-1d4b4a9df2ee\n",
-      "Deployed to cloud: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
-      "ECR image: 688492887960.dkr.ecr.us-west-2.amazonaws.com/bedrock-agentcore-ecom_order_iam_1775855359:20260410-211228-632\n",
-      "🔍 Agent logs available at:\n",
-      "   /aws/bedrock-agentcore/runtimes/ecom_order_iam_1775855359-yNpj20Hkdq-DEFAULT --log-stream-name-prefix \"2026/04/10/\\[runtime-logs]\"\n",
-      "   /aws/bedrock-agentcore/runtimes/ecom_order_iam_1775855359-yNpj20Hkdq-DEFAULT --log-stream-names \"otel-rt-logs\"\n",
-      "💡 Tail logs with: aws logs tail /aws/bedrock-agentcore/runtimes/ecom_order_iam_1775855359-yNpj20Hkdq-DEFAULT --log-stream-name-prefix \"2026/04/10/\\[runtime-logs]\" --follow\n",
-      "💡 Or view recent logs: aws logs tail /aws/bedrock-agentcore/runtimes/ecom_order_iam_1775855359-yNpj20Hkdq-DEFAULT --log-stream-name-prefix \"2026/04/10/\\[runtime-logs]\" --since 1h\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✓ Runtime ARN: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
-      "✓ Runtime ID:  ecom_order_iam_1775855359-yNpj20Hkdq\n",
-      "✓ MCP IAM URL: https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fecom_order_iam_1775855359-yNpj20Hkdq/invocations?qualifier=DEFAULT\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from bedrock_agentcore_starter_toolkit import Runtime\n",
     "\n",
@@ -1701,20 +1018,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "id": "ba41fd1a",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✓ Created IAM role: arn:aws:iam::688492887960:role/RegistrySyncRole_1775855359\n",
-      "✓ Policy attached for: arn:aws:bedrock-agentcore:us-west-2:688492887960:runtime/ecom_order_iam_1775855359-yNpj20Hkdq\n",
-      "  Waiting 10s for IAM propagation...\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "iam_client = session.client(\"iam\")\n",
     "IAM_ROLE_NAME = f\"RegistrySyncRole_{TIMESTAMP}\"\n",
@@ -1776,22 +1083,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "id": "c0c05e53",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✓ Record: j0ut9jh4qRqE - Status: CREATING\n",
-      "{\n",
-      "  \"recordArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/j0ut9jh4qRqE\",\n",
-      "  \"status\": \"CREATING\"\n",
-      "}\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "record_response = rg_client.create_registry_record(\n",
     "    registryId=REGISTRY_ID,\n",
@@ -1831,101 +1126,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "dc84fd17",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "  Record Status: DRAFT\n",
-      "{\n",
-      "  \"registryArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2\",\n",
-      "  \"recordArn\": \"arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/j0ut9jh4qRqE\",\n",
-      "  \"recordId\": \"j0ut9jh4qRqE\",\n",
-      "  \"name\": \"ecommerce-order-toolkit\",\n",
-      "  \"descriptorType\": \"MCP\",\n",
-      "  \"descriptors\": {\n",
-      "    \"mcp\": {\n",
-      "      \"server\": {\n",
-      "        \"schemaVersion\": \"2025-12-11\",\n",
-      "        \"inlineContent\": \"{\\\"$schema\\\":\\\"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json\\\",\\\"name\\\":\\\"bedrock-agentcore.us-west-2.amazonaws.com/ecommerce-order-toolkit\\\",\\\"description\\\":\\\"-\\\",\\\"version\\\":\\\"1.0.0\\\",\\\"remotes\\\":[{\\\"type\\\":\\\"streamable-http\\\",\\\"url\\\":\\\"https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fecom_order_iam_1775855359-yNpj20Hkdq/invocations?qualifier=DEFAULT\\\"}]}\"\n",
-      "      },\n",
-      "      \"tools\": {\n",
-      "        \"protocolVersion\": \"2024-11-05\",\n",
-      "        \"inlineContent\": \"{\\\"tools\\\":[{\\\"name\\\":\\\"get_order_details\\\",\\\"description\\\":\\\"Retrieve order information by order ID\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"order_id\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"Order ID (e.g. ORD-1001)\\\"}},\\\"required\\\":[\\\"order_id\\\"]}},{\\\"name\\\":\\\"track_shipment\\\",\\\"description\\\":\\\"Get real-time shipment tracking status\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"order_id\\\":{\\\"type\\\":\\\"string\\\"}},\\\"required\\\":[\\\"order_id\\\"]}},{\\\"name\\\":\\\"process_refund\\\",\\\"description\\\":\\\"Initiate a refund for a returned order\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"order_id\\\":{\\\"type\\\":\\\"string\\\"},\\\"reason\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"Refund reason\\\"}},\\\"required\\\":[\\\"order_id\\\"]}},{\\\"name\\\":\\\"check_inventory\\\",\\\"description\\\":\\\"Check product availability across warehouses\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"sku\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"Product SKU\\\"}},\\\"required\\\":[\\\"sku\\\"]}},{\\\"name\\\":\\\"update_order_status\\\",\\\"description\\\":\\\"Update order fulfillment status\\\",\\\"inputSchema\\\":{\\\"type\\\":\\\"object\\\",\\\"properties\\\":{\\\"order_id\\\":{\\\"type\\\":\\\"string\\\"},\\\"status\\\":{\\\"type\\\":\\\"string\\\",\\\"description\\\":\\\"PENDING, PROCESSING, SHIPPED, DELIVERED, CANCELLED, RETURNED\\\"}},\\\"required\\\":[\\\"order_id\\\",\\\"status\\\"]}}]}\"\n",
-      "      }\n",
-      "    }\n",
-      "  },\n",
-      "  \"recordVersion\": \"1.0.0\",\n",
-      "  \"status\": \"DRAFT\",\n",
-      "  \"createdAt\": \"2026-04-10 21:13:25.049897+00:00\",\n",
-      "  \"updatedAt\": \"2026-04-10 21:13:32.168158+00:00\",\n",
-      "  \"synchronizationType\": \"URL\",\n",
-      "  \"synchronizationConfiguration\": {\n",
-      "    \"fromUrl\": {\n",
-      "      \"url\": \"https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fecom_order_iam_1775855359-yNpj20Hkdq/invocations?qualifier=DEFAULT\",\n",
-      "      \"credentialProviderConfigurations\": [\n",
-      "        {\n",
-      "          \"credentialProviderType\": \"IAM\",\n",
-      "          \"credentialProvider\": {\n",
-      "            \"iamCredentialProvider\": {\n",
-      "              \"roleArn\": \"arn:aws:iam::688492887960:role/RegistrySyncRole_1775855359\",\n",
-      "              \"service\": \"bedrock-agentcore\",\n",
-      "              \"region\": \"us-west-2\"\n",
-      "            }\n",
-      "          }\n",
-      "        }\n",
-      "      ]\n",
-      "    }\n",
-      "  }\n",
-      "}\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'ResponseMetadata': {'RequestId': 'c44a3320-b8a0-4f9d-8948-aa0054a3ae9d',\n",
-       "  'HTTPStatusCode': 200,\n",
-       "  'HTTPHeaders': {'date': 'Fri, 10 Apr 2026 21:13:35 GMT',\n",
-       "   'content-type': 'application/json',\n",
-       "   'content-length': '2858',\n",
-       "   'connection': 'keep-alive',\n",
-       "   'x-amzn-requestid': 'c44a3320-b8a0-4f9d-8948-aa0054a3ae9d',\n",
-       "   'x-amzn-remapped-x-amzn-requestid': 'c44a3320-b8a0-4f9d-8948-aa0054a3ae9d',\n",
-       "   'x-amzn-remapped-content-length': '2858',\n",
-       "   'x-amzn-remapped-connection': 'keep-alive',\n",
-       "   'x-amz-apigw-id': 'bn0v7GU8vHcEUHw=',\n",
-       "   'x-amzn-trace-id': 'Root=1-69d967ff-08b2a2b17145a4ff376be8fe',\n",
-       "   'x-amzn-remapped-date': 'Fri, 10 Apr 2026 21:13:35 GMT'},\n",
-       "  'RetryAttempts': 0},\n",
-       " 'registryArn': 'arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2',\n",
-       " 'recordArn': 'arn:aws:bedrock-agentcore:us-west-2:688492887960:registry/uNJxeGuX1jZAO1C2/record/j0ut9jh4qRqE',\n",
-       " 'recordId': 'j0ut9jh4qRqE',\n",
-       " 'name': 'ecommerce-order-toolkit',\n",
-       " 'descriptorType': 'MCP',\n",
-       " 'descriptors': {'mcp': {'server': {'schemaVersion': '2025-12-11',\n",
-       "    'inlineContent': '{\"$schema\":\"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json\",\"name\":\"bedrock-agentcore.us-west-2.amazonaws.com/ecommerce-order-toolkit\",\"description\":\"-\",\"version\":\"1.0.0\",\"remotes\":[{\"type\":\"streamable-http\",\"url\":\"https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fecom_order_iam_1775855359-yNpj20Hkdq/invocations?qualifier=DEFAULT\"}]}'},\n",
-       "   'tools': {'protocolVersion': '2024-11-05',\n",
-       "    'inlineContent': '{\"tools\":[{\"name\":\"get_order_details\",\"description\":\"Retrieve order information by order ID\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"order_id\":{\"type\":\"string\",\"description\":\"Order ID (e.g. ORD-1001)\"}},\"required\":[\"order_id\"]}},{\"name\":\"track_shipment\",\"description\":\"Get real-time shipment tracking status\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"order_id\":{\"type\":\"string\"}},\"required\":[\"order_id\"]}},{\"name\":\"process_refund\",\"description\":\"Initiate a refund for a returned order\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"order_id\":{\"type\":\"string\"},\"reason\":{\"type\":\"string\",\"description\":\"Refund reason\"}},\"required\":[\"order_id\"]}},{\"name\":\"check_inventory\",\"description\":\"Check product availability across warehouses\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"sku\":{\"type\":\"string\",\"description\":\"Product SKU\"}},\"required\":[\"sku\"]}},{\"name\":\"update_order_status\",\"description\":\"Update order fulfillment status\",\"inputSchema\":{\"type\":\"object\",\"properties\":{\"order_id\":{\"type\":\"string\"},\"status\":{\"type\":\"string\",\"description\":\"PENDING, PROCESSING, SHIPPED, DELIVERED, CANCELLED, RETURNED\"}},\"required\":[\"order_id\",\"status\"]}}]}'}}},\n",
-       " 'recordVersion': '1.0.0',\n",
-       " 'status': 'DRAFT',\n",
-       " 'createdAt': datetime.datetime(2026, 4, 10, 21, 13, 25, 49897, tzinfo=tzutc()),\n",
-       " 'updatedAt': datetime.datetime(2026, 4, 10, 21, 13, 32, 168158, tzinfo=tzutc()),\n",
-       " 'synchronizationType': 'URL',\n",
-       " 'synchronizationConfiguration': {'fromUrl': {'url': 'https://bedrock-agentcore.us-west-2.amazonaws.com/runtimes/arn%3Aaws%3Abedrock-agentcore%3Aus-west-2%3A688492887960%3Aruntime%2Fecom_order_iam_1775855359-yNpj20Hkdq/invocations?qualifier=DEFAULT',\n",
-       "   'credentialProviderConfigurations': [{'credentialProviderType': 'IAM',\n",
-       "     'credentialProvider': {'iamCredentialProvider': {'roleArn': 'arn:aws:iam::688492887960:role/RegistrySyncRole_1775855359',\n",
-       "       'service': 'bedrock-agentcore',\n",
-       "       'region': 'us-west-2'}}}]}}}"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Check record status\n",
     "wait_for_record(REGISTRY_ID, MCP_RECORD_ID)"
@@ -1941,22 +1145,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "id": "f5d52ca6",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Found 3 records:\n",
-      "\n",
-      "  [DRAFT] AWSDocumentationMCPProdGateway | L48M8RGPeqej\n",
-      "  [DRAFT] it-ops-toolkit | 38GiYwdWUlVw\n",
-      "  [DRAFT] ecommerce-order-toolkit | j0ut9jh4qRqE\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# List Records in a Registry\n",
     "records = rg_client.list_registry_records(registryId=REGISTRY_ID)\n",
@@ -1978,32 +1170,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "id": "3f238515-ecb8-4bca-984a-c3038911ab52",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✓ Deleted record: L48M8RGPeqej\n",
-      "✓ Deleted record: 38GiYwdWUlVw\n",
-      "✓ Deleted record: j0ut9jh4qRqE\n",
-      "✓ Deleted registry: uNJxeGuX1jZAO1C2\n",
-      "✓ Deleted runtime: ecom_order_iam_1775855359-yNpj20Hkdq\n",
-      "✓ Deleted OAuth provider\n",
-      "✓ Deleted Cognito domain\n",
-      "✓ Deleted Cognito pool: us-west-2_Exfw0INqz\n",
-      "✓ Deleted IAM role: RegistrySyncRole_1775855359\n",
-      "✓ Deleted local file: ecommerce_order_toolkit.py\n",
-      "✓ Deleted local file: it_ops_toolkit.py\n",
-      "✓ Deleted local file: server_requirements.txt\n",
-      "✓ Deleted local file: Dockerfile\n",
-      "\n",
-      "✓ Cleanup complete!\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ── Delete Registry Records ─────────────────────────────────────────────\n",
     "try:\n",

From 16f57c7f6fcd816d1c46816e37f31400bb3a7d14 Mon Sep 17 00:00:00 2001
From: Vinod Singh <singwvin@amazon.com>
Date: Fri, 10 Apr 2026 16:34:03 -0500
Subject: [PATCH 7/7] rendered image to 80% in notebook and looks better now

---
 .../registry_synchronize_mcpserver.ipynb                        | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
index 87aa31a06..977551475 100644
--- a/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
+++ b/01-tutorials/10-Agent-Registry/01-advanced/registry-synchronize-mcpserver/registry_synchronize_mcpserver.ipynb
@@ -19,7 +19,7 @@
     "\n",
     "## Architecture\n",
     "\n",
-    "![Registry Synchronize MCP Server Architecture](registry-synchronize-mcpserver-arch.png)\n",
+    "<img src=\"registry-synchronize-mcpserver-arch.png\" width=\"80%\" alt=\"Registry Synchronize MCP Server Architecture\">\n",
     "\n",
     "After synchronization, the record will be created in CREATING status. After about ten seconds, the record would be in DRAFT status, and it will contain descriptors that extracted and converted from the MCP server, including server descriptor and tools descriptor. AWS Agent registry will also update record name, description, and version, if the values are found when connecting to MCP server.\n",
     "\n"