diff --git a/README.md b/README.md
index ea5b8af5ca..82c19590e8 100644
--- a/README.md
+++ b/README.md
@@ -245,8 +245,8 @@ Accelerate development with code analysis, documentation, and testing utilities.
| [Git Repo Research MCP Server](src/git-repo-research-mcp-server) | Semantic code search and repository analysis | [](https://kiro.dev/launch/mcp/add?name=awslabs.git-repo-research-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.git-repo-research-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-profile-name%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22GITHUB_TOKEN%22%3A%22your-github-token%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.git-repo-research-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZ2l0LXJlcG8tcmVzZWFyY2gtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy13ZXN0LTIiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIiwiR0lUSFVCX1RPS0VOIjoieW91ci1naXRodWItdG9rZW4ifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119)
[](https://insiders.vscode.dev/redirect/mcp/install?name=Git%20Repo%20Research%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.git-repo-research-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-profile-name%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22GITHUB_TOKEN%22%3A%22your-github-token%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |
| [Code Documentation Generator MCP Server](src/code-doc-gen-mcp-server) | ⚠️ **DEPRECATED** - Automated documentation from code analysis | [](https://kiro.dev/launch/mcp/add?name=awslabs.code-doc-gen-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.code-doc-gen-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29kZS1kb2MtZ2VuLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119)
[](https://insiders.vscode.dev/redirect/mcp/install?name=Code%20Documentation%20Generator%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |
| [AWS Diagram MCP Server](src/aws-diagram-mcp-server) ⚠️ **DEPRECATED** | Generate architecture diagrams and technical illustrations (Use the [diagram agent skill](https://github.com/awslabs/agent-plugins/tree/main/plugins/deploy-on-aws) instead) | [](https://kiro.dev/launch/mcp/add?name=awslabs.aws-diagram-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.aws-diagram-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWRpYWdyYW0tbWNwLXNlcnZlciIsImVudiI6eyJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%3D%3D)
[](https://insiders.vscode.dev/redirect/mcp/install?name=AWS%20Diagram%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |
-| [Frontend MCP Server](src/frontend-mcp-server) | React and modern web development guidance | [](https://kiro.dev/launch/mcp/add?name=awslabs.frontend-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.frontend-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZnJvbnRlbmQtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D)
[](https://insiders.vscode.dev/redirect/mcp/install?name=Frontend%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |
-| [Synthetic Data MCP Server](src/syntheticdata-mcp-server) | Generate realistic test data for development and ML | [](https://kiro.dev/launch/mcp/add?name=awslabs.syntheticdata-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.syntheticdata-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuc3ludGhldGljZGF0YS1tY3Atc2VydmVyIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IiLCJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%3D%3D)
[](https://insiders.vscode.dev/redirect/mcp/install?name=Synthetic%20Data%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |
+| [Frontend MCP Server](src/frontend-mcp-server) ⚠️ **DEPRECATED** | React and modern web development guidance (Use project-level documentation or [Kiro](https://kiro.dev) specs instead) | [](https://kiro.dev/launch/mcp/add?name=awslabs.frontend-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.frontend-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZnJvbnRlbmQtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D)
[](https://insiders.vscode.dev/redirect/mcp/install?name=Frontend%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |
+| [Synthetic Data MCP Server](src/syntheticdata-mcp-server) ⚠️ **DEPRECATED** | Generate realistic test data for development and ML (Functionality achievable natively by AI assistants; use [S3 MCP Server](src/s3-mcp-server) for uploads) | [](https://kiro.dev/launch/mcp/add?name=awslabs.syntheticdata-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.syntheticdata-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuc3ludGhldGljZGF0YS1tY3Atc2VydmVyIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IiLCJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%3D%3D)
[](https://insiders.vscode.dev/redirect/mcp/install?name=Synthetic%20Data%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |
| [OpenAPI MCP Server](src/openapi-mcp-server) | Dynamic API integration through OpenAPI specifications | [](https://kiro.dev/launch/mcp/add?name=awslabs.openapi-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https%3A//api.example.com%22%2C%22API_SPEC_URL%22%3A%22https%3A//api.example.com/openapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.openapi-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMub3BlbmFwaS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBUElfTkFNRSI6InlvdXItYXBpLW5hbWUiLCJBUElfQkFTRV9VUkwiOiJodHRwczovL2FwaS5leGFtcGxlLmNvbSIsIkFQSV9TUEVDX1VSTCI6Imh0dHBzOi8vYXBpLmV4YW1wbGUuY29tL29wZW5hcGkuanNvbiIsIkxPR19MRVZFTCI6IkVSUk9SIiwiRU5BQkxFX1BST01FVEhFVVMiOiJmYWxzZSIsIkVOQUJMRV9PUEVSQVRJT05fUFJPTVBUUyI6InRydWUiLCJVVklDT1JOX1RJTUVPVVRfR1JBQ0VGVUxfU0hVVERPV04iOiI1LjAiLCJVVklDT1JOX0dSQUNFRlVMX1NIVVRET1dOIjoidHJ1ZSJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D)
[](https://insiders.vscode.dev/redirect/mcp/install?name=OpenAPI%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https%3A%2F%2Fapi.example.com%22%2C%22API_SPEC_URL%22%3A%22https%3A%2F%2Fapi.example.com%2Fopenapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |
@@ -318,7 +318,7 @@ Interact with AWS HealthAI services.
| Server Name | Description | Install |
|-------------|-------------|---------|
-| [Frontend MCP Server](src/frontend-mcp-server) | React and modern web development patterns with AWS integration | [](https://kiro.dev/launch/mcp/add?name=awslabs.frontend-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.frontend-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZnJvbnRlbmQtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D)
[](https://insiders.vscode.dev/redirect/mcp/install?name=Frontend%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |
+| [Frontend MCP Server](src/frontend-mcp-server) ⚠️ **DEPRECATED** | React and modern web development patterns with AWS integration (Use project-level documentation or [Kiro](https://kiro.dev) specs instead) | [](https://kiro.dev/launch/mcp/add?name=awslabs.frontend-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.frontend-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZnJvbnRlbmQtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D)
[](https://insiders.vscode.dev/redirect/mcp/install?name=Frontend%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |
| [AWS Diagram MCP Server](src/aws-diagram-mcp-server) ⚠️ **DEPRECATED** | Generate architecture diagrams as you design (Use the [diagram agent skill](https://github.com/awslabs/agent-plugins/tree/main/plugins/deploy-on-aws) instead) | [](https://kiro.dev/launch/mcp/add?name=awslabs.aws-diagram-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.aws-diagram-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWRpYWdyYW0tbWNwLXNlcnZlciIsImVudiI6eyJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%3D%3D)
[](https://insiders.vscode.dev/redirect/mcp/install?name=AWS%20Diagram%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |
| [Code Documentation Generation MCP Server](src/code-doc-gen-mcp-server) | ⚠️ **DEPRECATED** - Auto-generate docs from your codebase | [](https://kiro.dev/launch/mcp/add?name=awslabs.code-doc-gen-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.code-doc-gen-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29kZS1kb2MtZ2VuLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119)
[](https://insiders.vscode.dev/redirect/mcp/install?name=Code%20Documentation%20Generator%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |
| [OpenAPI MCP Server](src/openapi-mcp-server) | Dynamic API integration through OpenAPI specifications | [](https://kiro.dev/launch/mcp/add?name=awslabs.openapi-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https%3A//api.example.com%22%2C%22API_SPEC_URL%22%3A%22https%3A//api.example.com/openapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.openapi-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMub3BlbmFwaS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBUElfTkFNRSI6InlvdXItYXBpLW5hbWUiLCJBUElfQkFTRV9VUkwiOiJodHRwczovL2FwaS5leGFtcGxlLmNvbSIsIkFQSV9TUEVDX1VSTCI6Imh0dHBzOi8vYXBpLmV4YW1wbGUuY29tL29wZW5hcGkuanNvbiIsIkxPR19MRVZFTCI6IkVSUk9SIiwiRU5BQkxFX1BST01FVEhFVVMiOiJmYWxzZSIsIkVOQUJMRV9PUEVSQVRJT05fUFJPTVBUUyI6InRydWUiLCJVVklDT1JOX1RJTUVPVVRfR1JBQ0VGVUxfU0hVVERPV04iOiI1LjAiLCJVVklDT1JOX0dSQUNFRlVMX1NIVVRET1dOIjoidHJ1ZSJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D)
[](https://insiders.vscode.dev/redirect/mcp/install?name=OpenAPI%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https%3A%2F%2Fapi.example.com%22%2C%22API_SPEC_URL%22%3A%22https%3A%2F%2Fapi.example.com%2Fopenapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |
@@ -338,7 +338,7 @@ Interact with AWS HealthAI services.
| Server Name | Description | Install |
|-------------|-------------|---------|
-| [Synthetic Data MCP Server](src/syntheticdata-mcp-server) | Generate realistic test data for development and ML | [](https://kiro.dev/launch/mcp/add?name=awslabs.syntheticdata-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.syntheticdata-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuc3ludGhldGljZGF0YS1tY3Atc2VydmVyIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IiLCJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%3D%3D)
[](https://insiders.vscode.dev/redirect/mcp/install?name=Synthetic%20Data%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |
+| [Synthetic Data MCP Server](src/syntheticdata-mcp-server) ⚠️ **DEPRECATED** | Generate realistic test data for development and ML (Functionality achievable natively by AI assistants; use [S3 MCP Server](src/s3-mcp-server) for uploads) | [](https://kiro.dev/launch/mcp/add?name=awslabs.syntheticdata-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%7D)
[](https://cursor.com/en/install-mcp?name=awslabs.syntheticdata-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuc3ludGhldGljZGF0YS1tY3Atc2VydmVyIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IiLCJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%3D%3D)
[](https://insiders.vscode.dev/redirect/mcp/install?name=Synthetic%20Data%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |
##### Lifesciences Workflow Development
diff --git a/src/frontend-mcp-server/README.md b/src/frontend-mcp-server/README.md
index f291b0756b..2d454632a6 100644
--- a/src/frontend-mcp-server/README.md
+++ b/src/frontend-mcp-server/README.md
@@ -1,3 +1,5 @@
+> **⚠️ DEPRECATION NOTICE**: This server is deprecated and will no longer receive updates. This server only serves static React/Amplify documentation that modern AI assistants already have knowledge of. Consider using project-level documentation or [Kiro](https://kiro.dev) specs instead.
+
# AWS Labs Frontend MCP Server
[](https://smithery.ai/server/@awslabs/frontend-mcp-server)
diff --git a/src/syntheticdata-mcp-server/README.md b/src/syntheticdata-mcp-server/README.md
index 9b8fc2d267..0cf7bbc11b 100644
--- a/src/syntheticdata-mcp-server/README.md
+++ b/src/syntheticdata-mcp-server/README.md
@@ -1,3 +1,5 @@
+> **⚠️ DEPRECATION NOTICE**: This server is deprecated and will no longer receive updates. The core functionality (generating synthetic data schemas and pandas code) is achievable natively by modern AI assistants without requiring an MCP server. For S3 uploads, use the [S3 MCP Server](https://github.com/awslabs/mcp/tree/main/src/s3-mcp-server) instead.
+
# Synthetic Data MCP Server
A Model Context Protocol (MCP) server for generating, validating, and managing synthetic data.