Docs: AgentCore workshops links update (#1958)

Author: mvangara10

06-workshops/README.md

@@ -1,5 +1,9 @@
 # 📚 Amazon Bedrock AgentCore Tutorials
 
+⚠️ Recommendation: [The Starter Toolkit CLI](https://github.com/aws/bedrock-agentcore-starter-toolkit) is no longer supported. Please use the AgentCore CLI.
+
+The AgentCore CLI (@aws/agentcore) is now the recommended way to create, develop, and deploy AI agents on Amazon Bedrock AgentCore. It supports a broader set of frameworks (Strands, LangGraph, LangChain, Google ADK, OpenAI Agents, and BYO), provides local development with hot reload, built-in evaluations, gateway management, and more.
+
 This folder contains Hands-on tutorials for building, deploying, and managing AI agents with Amazon Bedrock AgentCore.
 
 AgentCore services work independently or together, with any agentic framework (Strands Agents, LangChain, LangGraph, CrewAI, etc.) and any model.

README.md

@@ -97,11 +97,23 @@ Production-ready templates for provisioning AgentCore resources with CloudFormat
 
 Complete, deployment-ready agentic applications with integrated services, authentication, and business logic you can customize for your use case.
 
-### 📦 [`legacy/`](./legacy/)
+### 📦 [`workshops/`](./06-workshops/) - Deprecated legacy code
 
-**Starter Toolkit Samples (Pending Migration)**
+⚠️ Recommendation: The Starter Toolkit CLI is no longer supported. Please use the AgentCore CLI.
 
-Samples that still depend on the [Bedrock AgentCore Starter Toolkit](https://github.com/aws/bedrock-agentcore-starter-toolkit) CLI. These will be migrated to the AgentCore CLI as SDK support rolls out. See [`MIGRATION.md`](./MIGRATION.md) for status.
+The AgentCore CLI (@aws/agentcore) is now the recommended way to create, develop, and deploy AI agents on Amazon Bedrock AgentCore. It supports a broader set of frameworks (Strands, LangGraph, LangChain, Google ADK, OpenAI Agents, and BYO), provides local development with hot reload, built-in evaluations, gateway management, and more.
+
+For new projects, install the AgentCore CLI:
+
+npm install -g @aws/agentcore
+Already installed this toolkit? Once you've migrated, uninstall it:
+
+pip uninstall bedrock-agentcore-starter-toolkit
+
+
+**Starter Toolkit Samples (Migration complete)**
+
+Please refer to this folder for [`Diving Deep  with AgentCore Workshop/`](./01-features/)
 
 ## Quick Start with the AgentCore CLI
 
@@ -206,7 +218,7 @@ jupyter notebook path/to/your/notebook.ipynb
 
 - [AgentCore CLI](https://github.com/aws/agentcore-cli)
 - [Amazon Bedrock AgentCore Documentation](https://docs.aws.amazon.com/bedrock-agentcore/)
-- [Getting started with Amazon Bedrock AgentCore - Workshop](https://catalog.us-east-1.prod.workshops.aws/workshops/850fcd5c-fd1f-48d7-932c-ad9babede979/en-US)
+- [Getting started with Amazon Bedrock AgentCore - Workshop](https://catalog.workshops.aws/agentcore-getting-started/en-US)
 - [Diving Deep into Bedrock AgentCore - Workshop](https://catalog.workshops.aws/agentcore-deep-dive/en-US)
 - [Amazon Bedrock AgentCore pricing](https://aws.amazon.com/bedrock/agentcore/pricing/)
 - [Amazon Bedrock AgentCore FAQs](https://aws.amazon.com/bedrock/agentcore/faqs/)