removed href icon link, fixed semrush issues

docs/Advanced/automated.md

@@ -1,3 +1,11 @@
+---
+id: automated-detection
+title: "Automated Detection - Scheduled Threat Detection with Tempo"
+description: "Learn how to configure automated threat detection schedules with Tempo. Set up continuous monitoring and automated inference workflows."
+slug: /automated-detection
+tags: [automated, detection, scheduling, monitoring, inference]
+---
+
 # Automated Detection
 
 ## Important Notice ⚠️

docs/Advanced/finetune.md

@@ -1,3 +1,11 @@
+---
+id: model-fine-tuning
+title: "Model Fine-Tuning - Customizing Tempo for Your Environment"
+description: "Advanced guide to fine-tuning Tempo's deep learning models for your specific environment. Improve detection accuracy with custom training."
+slug: /model-fine-tuning
+tags: [fine-tuning, models, customization, training, advanced]
+---
+
 # Fine-tune Model
 
 To access fine-tuning features, contact [email protected] for activation.

docs/SF_features.md

@@ -1,3 +1,11 @@
+---
+id: data-requirements
+title: "Data Requirements - Using Your Own Data with Tempo"
+description: "Learn the required data features and formats for running Tempo inference on your own datasets. Includes feature specifications and data preparation guidelines."
+slug: /data-requirements
+tags: [data, requirements, features, inference, datasets]
+---
+
 # Use Your Own Data
 
 To run inference on your dataset, please ensure the following features are listed

docs/Visualizations/Splunk.md

@@ -1,3 +1,11 @@
+---
+id: splunk-integration
+title: "Splunk Integration - Viewing Tempo Results in Splunk Enterprise"
+description: "Complete guide to integrating Tempo results with Splunk Enterprise. Set up visualizations, dashboards, and analysis tools for threat detection data."
+slug: /splunk-integration
+tags: [splunk, integration, visualization, dashboards, enterprise]
+---
+
 # Viewing Results in Splunk
 
 This section guides you through setting up Splunk Enterprise to analyze the output from the Snowflake TEMPO project.  This step is optional and intended for Splunk users who want a visualization of the output.  For this doc we used a trial account on Splunk and we import the results of Tempo as CSV.  In a production use case, you will likely use the Snowflake Splunk connector, DBConnect, as explained in the Snowflake documentation [here]: (https://community.snowflake.com/s/article/Integrating-Snowflake-and-Splunk-with-DBConnect)

docs/mitreclass.md

@@ -1,3 +1,11 @@
+---
+id: mitre-attack-classification
+title: "MITRE ATT&CK Classification Guide - Threat Intelligence Mapping"
+description: "Learn how to map detected anomalies to MITRE ATT&CK tactics and techniques using Tempo's classification system in Snowflake."
+slug: /mitre-classification
+tags: [mitre-attack, classification, threat-intelligence, tactics]
+---
+
 # MITRE ATT&CK Classification Guide  
 
 ## Overview  

docs/onPrem.md

@@ -1,3 +1,11 @@
+---
+id: on-premises-installation
+title: "On-Premises Installation Guide - Tempo Deep Learning Security"
+description: "Complete guide for deploying Tempo on-premises with Docker, Kubernetes, and GPU support. Includes prerequisites, deployment steps, and troubleshooting."
+slug: /on-premises-install
+tags: [installation, on-premises, docker, kubernetes, gpu]
+---
+
 # Install
 
 ## Overview

docs/onPremUse.md

@@ -1,3 +1,11 @@
+---
+id: on-premises-usage
+title: "On-Premises Usage Guide - Forensichat Analysis Platform"
+description: "Learn how to use Forensichat cybersecurity analysis platform on-premises. Investigate network traffic, analyze threats, and leverage deep learning insights."
+slug: /on-premises-usage
+tags: [on-premises, forensichat, analysis, cybersecurity, usage]
+---
+
 # Guide
 
 ## Overview

docs/snowCMD.md

@@ -1,3 +1,11 @@
+---
+id: snowflake-worksheets
+title: "Tempo Snowflake Worksheets - SQL Commands and Procedures"
+description: "Complete guide to using Tempo via Snowflake worksheets and SQL CLI. Learn database configuration, resource management, and threat detection commands."
+slug: /snowflake-worksheets
+tags: [snowflake, worksheets, sql, commands, cli]
+---
+
 # Tempo Snowflake Worksheets
 
 ## Overview

docs/snowUI.md

@@ -1,3 +1,11 @@
+---
+id: snowflake-setup
+title: "Snowflake Setup - Tempo Installation and Configuration"
+description: "Complete setup guide for Tempo in Snowflake marketplace. Configure permissions, deploy the app, and start threat detection with deep learning."
+slug: /snowflake-setup
+tags: [snowflake, setup, installation, configuration]
+---
+
 # Setup
 
 ## Overview

docs/snowUsage.md

@@ -1,3 +1,11 @@
+---
+id: snowflake-usage
+title: "Snowflake Usage Guide - Forensichat Analysis Platform"
+description: "Complete guide to using Forensichat within Snowflake for cybersecurity analysis. Investigate network traffic and identify threats with deep learning."
+slug: /snowflake-usage
+tags: [snowflake, forensichat, analysis, cybersecurity, usage]
+---
+
 # Guide
 
 ## Overview

docs/snow_commandRef.md

@@ -1,3 +1,11 @@
+---
+id: snowflake-command-reference-quick
+title: "Snowflake Command Reference - Quick SQL Guide"
+description: "Quick reference guide for Tempo SQL commands in Snowflake. Resource management, detection procedures, and investigation commands."
+slug: /snowflake-command-reference
+tags: [snowflake, commands, sql, reference, quick-guide]
+---
+
 # Snowflake Tempo Command Reference
 
 ## Resource Management

docs/snowflake.md

@@ -1,3 +1,11 @@
+---
+id: snowflake-quickstart
+title: "Snowflake Quickstart Guide - Tempo Deep Learning Integration"
+description: "Learn how to deploy and use Tempo's deep learning threat detection in Snowflake. Step-by-step guide with anomaly detection and MITRE ATT&CK mapping."
+slug: /snowflake-quickstart
+tags: [snowflake, quickstart, deep-learning, threat-detection]
+---
+
 # Snowflake Quickstart Guide
 
 ## Overview

docusaurus.config.js

@@ -32,6 +32,13 @@ const config = {
   i18n: {
     defaultLocale: 'en',
     locales: ['en'],
+    path: 'i18n',
+    localeConfigs: {
+      en: {
+        htmlLang: 'en-US',
+        direction: 'ltr',
+      },
+    },
   },
 
   presets: [
@@ -50,15 +57,35 @@ const config = {
         theme: {
           customCss: './src/css/custom.css',
         },
+        sitemap: {
+          changefreq: 'weekly',
+          priority: 0.5,
+          ignorePatterns: ['/tags/**'],
+          filename: 'sitemap.xml',
+        },
       }),
     ],
   ],
 
+  // Performance optimizations can be added when dependencies are installed
+
+  // Plugins will be added here when PWA dependencies are installed
+  plugins: [],
+
   themeConfig:
     /** @type {import('@docusaurus/preset-classic').ThemeConfig} */
     ({
       // Replace with your project's social card
       image: 'img/DeepTempo-ai.png',
+      metadata: [
+        {name: 'keywords', content: 'deep learning, cybersecurity, threat detection, network security, AI, machine learning, MITRE ATT&CK, anomaly detection'},
+        {name: 'author', content: 'DeepTempo'},
+        {name: 'robots', content: 'index,follow'},
+        {property: 'og:type', content: 'website'},
+        {property: 'og:site_name', content: 'DeepTempo Documentation'},
+        {name: 'twitter:card', content: 'summary_large_image'},
+        {name: 'twitter:site', content: '@DeepTempo'},
+      ],
       navbar: {
         title: 'DeepTempo',
         logo: {
@@ -73,13 +100,13 @@ const config = {
             position: 'left',
           },
           {
-            to: '/docs/snowUI',
+            to: '/docs/snowflake-setup',
             label: 'Snowflake Setup',
             position: 'left',
           },
           {
-            href: 'https://app.snowflake.com/marketplace/listing/GZTYZOYXHP3/deeptempo-cybersecurity-tempo',
-            label: 'Snowflake',
+            to: 'https://app.snowflake.com/marketplace/listing/GZTYZOYXHP3/deeptempo-cybersecurity-tempo',
+            label: 'Launch Snowflake',
             position: 'right',
           },
         ],
@@ -92,7 +119,7 @@ const config = {
             items: [
               {
                 label: 'Snowflake Setup',
-                to: '/docs/snowUI',
+                to: '/docs/snowflake-setup',
               },
             ],
           },

package.json

@@ -16,12 +16,14 @@
   "dependencies": {
     "@docusaurus/core": "3.5.2",
     "@docusaurus/preset-classic": "3.5.2",
+    "@docusaurus/plugin-pwa": "3.5.2",
     "@mdx-js/react": "^3.0.0",
     "clsx": "^2.0.0",
     "docusaurus": "^1.14.7",
     "prism-react-renderer": "^2.3.0",
     "react": "^18.0.0",
-    "react-dom": "^18.0.0"
+    "react-dom": "^18.0.0",
+    "swc-loader": "^0.2.6"
   },
   "devDependencies": {
     "@docusaurus/module-type-aliases": "3.5.2",