Intuned · Bdair2002 · Jan 4, 2026 · Jan 4, 2026
diff --git a/python-examples/auth-with-secret-otp/README.md b/python-examples/auth-with-secret-otp/README.md
@@ -44,7 +44,7 @@ Reference for saving project [here](https://docs.intunedhq.com/docs/02-features/
 
 ## Auth Sessions
 
-This project uses Intuned Auth Sessions. To learn more, check out the [Authenticated Browser Automations: Conceptual Guide](https://docs.intunedhq.com/docs/getting-started/conceptual-guides/authenticated-browser-automations-conceptual-guide).
+This project uses Intuned Auth Sessions. To learn more, check out the [AuthSessions](https://docs.intunedhq.com/docs/02-features/auth-sessions).
 
 ### Create a new auth session
 ```bash

diff --git a/python-examples/e-commerce-auth-scrapingcourse/README.md b/python-examples/e-commerce-auth-scrapingcourse/README.md
@@ -54,7 +54,7 @@ uv run intuned deploy
 
 ## Auth Sessions
 
-This project uses Intuned Auth Sessions to maintain authenticated access to the dashboard. To learn more, check out the [Authenticated Browser Automations: Conceptual Guide](https://docs.intunedhq.com/docs/getting-started/conceptual-guides/authenticated-browser-automations-conceptual-guide).
+This project uses Intuned Auth Sessions to maintain authenticated access to the dashboard. To learn more, check out the [AuthSessions](https://docs.intunedhq.com/docs/02-features/auth-sessions).
 
 ### Create a new auth session
 ```bash

diff --git a/python-examples/e-commerece-category/Intuned.jsonc b/python-examples/e-commerece-category/Intuned.jsonc
@@ -15,7 +15,8 @@
     "metadata": {
       "template": {
         "name": "e-commerece-category",
-        "description": "E-commerce category and product scraper"
+        "description": "E-commerce category and product scraper",
+        "tags": ["web-scraping", "e-commerce", "categories", "extend-payload"]
       },
       "defaultRunPlaygroundInput": {
         "apiName": "ecommerece-category",

diff --git a/python-examples/e-commerece-category/README.md b/python-examples/e-commerece-category/README.md
@@ -2,11 +2,17 @@
 
 E-commerce store scraper template for sites with category-based navigation. Scrapes categories, product listings, and detailed product information.
 
-## Run on Intuned
+## Key Features
+
+- **Category-Based Navigation**: Automatically discovers and scrapes all product categories from store menus
+- **Three-Step Workflow**: Categories → Product Lists → Product Details using `extend_payload` chaining
+- **Dynamic API Chaining**: Each API automatically triggers the next step in the scraping workflow
+- **Comprehensive Product Data**: Extracts titles, prices, sizes, descriptions, shipping, and returns information
 
-Open this project in Intuned by clicking the button below.
+<!-- IDE-IGNORE-START -->
+## Run on Intuned
 
-<a href="https://app.intuned.io?repo=https://github.com/Intuned/cookbook/tree/main/python-examples/e-commerece-category" target="_blank" rel="noreferrer"><img src="https://cdn1.intuned.io/button.svg" alt="Run on Intuned"></a>
+[![Run on Intuned](https://cdn1.intuned.io/button.svg)](https://app.intuned.io?repo=https://github.com/Intuned/cookbook/tree/main/python-examples/e-commerece-category)
 
 ## Getting Started
 
@@ -26,121 +32,67 @@ After installing dependencies, `intuned` command should be available in your env
 
 ### Run an API
 ```bash
-# Scrape categories
 uv run intuned run api ecommerece-category .parameters/api/ecommerece-category/default.json
-
-# Scrape product list
 uv run intuned run api ecommerece-list .parameters/api/ecommerece-list/default.json
-
-# Get product details
 uv run intuned run api ecommerece-details .parameters/api/ecommerece-details/default.json
 ```
 
-### Deploy project
+### Save project
 ```bash
-uv run intuned deploy
+uv run intuned run save
 ```
 
+Reference for saving project [here](https://docs.intunedhq.com/docs/02-features/local-development-cli#use-runtime-sdk-and-browser-sdk-helpers)
 
-
+### Deploy project
+```bash
+uv run intuned deploy
+```
 
 ### `intuned-browser`: Intuned Browser SDK
 
 This project uses Intuned browser SDK. For more information, check out the [Intuned Browser SDK documentation](https://docs.intunedhq.com/automation-sdks/overview).
 
+<!-- IDE-IGNORE-END -->
+
 
 
 
 ## Project Structure
-The project structure is as follows:
 ```
-├── api/                          # Your API endpoints 
-│   ├── ecommerece-category.py    # API to scrape category links from the main menu
-│   ├── ecommerece-list.py        # API to list all products from a category page
-│   └── ecommerece-details.py     # API to fetch detailed product information
-├── utils/
-│   └── types_and_schemas.py      # Pydantic models for type validation
-├── Intuned.jsonc                 # Intuned project configuration file
-└── pyproject.toml                # Python project dependencies
+/
+├── .parameters/                      # Test parameters for APIs
+│   └── api/
+│       ├── ecommerece-category/
+│       │   └── default.json
+│       ├── ecommerece-list/
+│       │   └── default.json
+│       └── ecommerece-details/
+│           └── default.json
+├── api/                              # API endpoints
+│   ├── ecommerece-category.py       # Scrape category links from menu
+│   ├── ecommerece-list.py           # List products from category page
+│   └── ecommerece-details.py        # Extract detailed product info
+├── utils/                            # Utility modules
+│   └── types_and_schemas.py         # Type definitions and Pydantic models
+├── Intuned.jsonc                    # Intuned project configuration
+└── pyproject.toml                   # Python project dependencies
 ```
 
-## How It Works
-
-1. **ecommerece-category** - Entry point that scrapes category links from the store's main menu
-2. **ecommerece-list** - Scrapes product listings from each category
-3. **ecommerece-details** - Fetches detailed product info (title, price, sizes, description, shipping/returns)
-
-Each API uses `extend_payload` to chain to the next step in the scraping flow.
-
-
-## `Intuned.jsonc` Reference
-```jsonc
-{
-  // Your Intuned workspace ID. 
-  // Optional - If not provided here, it must be supplied via the `--workspace-id` flag during deployment.
-  "workspaceId": "your_workspace_id",
-
-  // The name of your Intuned project. 
-  // Optional - If not provided here, it must be supplied via the command line when deploying.
-  "projectName": "your_project_name",
-
-  // Replication settings
-  "replication": {
-    // The maximum number of concurrent executions allowed via Intuned API. This does not affect jobs.
-    // A number of machines equal to this will be allocated to handle API requests.
-    // Not applicable if api access is disabled.
-    "maxConcurrentRequests": 1,
-
-    // The machine size to use for this project. This is applicable for both API requests and jobs.
-    // "standard": Standard machine size (6 shared vCPUs, 2GB RAM)
-    // "large": Large machine size (8 shared vCPUs, 4GB RAM)
-    // "xlarge": Extra large machine size (1 performance vCPU, 8GB RAM)
-    "size": "standard"
-  }
-
-  // Auth session settings
-  "authSessions": {
-    // Whether auth sessions are enabled for this project.
-    // If enabled, "auth-sessions/check.ts" API must be implemented to validate the auth session.
-    "enabled": true,
-
-    // Whether to save Playwright traces for auth session runs.
-    "saveTraces": false,
-
-    // The type of auth session to use.
-    // "API" type requires implementing "auth-sessions/create.ts" API to create/recreate the auth session programmatically.
-    // "MANUAL" type uses a recorder to manually create the auth session.
-    "type": "API",
-
-
-    // Recorder start URL for the recorder to navigate to when creating the auth session.
-    // Required if "type" is "MANUAL". Not used if "type" is "API".
-    "startUrl": "https://example.com/login",
-
-    // Recorder finish URL for the recorder. Once this URL is reached, the recorder stops and saves the auth session.
-    // Required if "type" is "MANUAL". Not used if "type" is "API".
-    "finishUrl": "https://example.com/dashboard",
-
-    // Recorder browser mode
-    // "fullscreen": Launches the browser in fullscreen mode.
-    // "kiosk": Launches the browser in kiosk mode (no address bar, no navigation controls).
-    // Only applicable for "MANUAL" type.
-    "browserMode": "fullscreen"
-  }
-
-  // API access settings
-  "apiAccess": {
-    // Whether to enable consumption through Intuned API. If this is false, the project can only be consumed through jobs.
-    // This is required for projects that use auth sessions.
-    "enabled": true
-  },
-
-  // Whether to run the deployed API in a headful browser. Running in headful can help with some anti-bot detections. However, it requires more resources and may work slower or crash if the machine size is "standard".
-  "headful": false,
-
-  // The region where your Intuned project is hosted.
-  // For a list of available regions, contact support or refer to the documentation.
-  // Optional - Default: "us"
-  "region": "us"
-}
-```
+
+## APIs
+
+| API | Description |
+|-----|-------------|
+| `ecommerece-category` | Entry point that scrapes all category links from the store's main navigation menu. Automatically triggers `ecommerece-list` for each category using `extend_payload` |
+| `ecommerece-list` | Scrapes product listings from a specific category page. Automatically triggers `ecommerece-details` for each product using `extend_payload` |
+| `ecommerece-details` | Extracts comprehensive product information including title, price, available sizes, description, shipping details, and returns policy |
+
+
+## Learn More
+
+- [Intuned Documentation](https://docs.intunedhq.com)
+- [Intuned Browser SDK](https://docs.intunedhq.com/automation-sdks/overview)
+- [Web Scraping Recipe](https://docs.intunedhq.com/docs/01-learn/recipes/)
+- [extend_payload Helper](https://docs.intunedhq.com/automation-sdks/intuned-sdk/python/helpers/functions/extend_payload)
+
diff --git a/python-examples/ehr-integration-python/Intuned.jsonc b/python-examples/ehr-integration-python/Intuned.jsonc
@@ -20,11 +20,12 @@
   "metadata": {
     "template": {
       "name": "ehr-integration-python",
-      "description": "Electronic Health Records integration example with authentication"
+      "description": "Electronic Health Records integration example with authentication",
+      "tags": ["ehr", "healthcare", "auth-sessions", "data-extraction"]
     },
     "testAuthSessionInput": {
-      "username": "demo@email.com",
-      "password": "password"
+      "username": "Admin",
+      "password": "admin123"
     }
   }
 }