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    <title>DEV Community: kuchuk-borom-debbarma</title>
    <description>The latest articles on DEV Community by kuchuk-borom-debbarma (@kuchukboromdebbarma).</description>
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      <title>Vekku - AI powered content storage with smart tag suggestions</title>
      <dc:creator>kuchuk-borom-debbarma</dc:creator>
      <pubDate>Sun, 01 Feb 2026 08:27:18 +0000</pubDate>
      <link>https://dev.to/kuchukboromdebbarma/vekku-ai-powered-content-storage-with-smart-tag-suggestions-342f</link>
      <guid>https://dev.to/kuchukboromdebbarma/vekku-ai-powered-content-storage-with-smart-tag-suggestions-342f</guid>
      <description>&lt;p&gt;&lt;a href="https://vekku-reactjs.vercel.app/" rel="noopener noreferrer"&gt;https://vekku-reactjs.vercel.app/&lt;/a&gt;&lt;/p&gt;

&lt;h1&gt;
  
  
  Vekku
&lt;/h1&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Transforming raw data into a structured semantic web.&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Vekku is an intelligent digital knowledge base designed to help you organize your thoughts, projects, and ideas with the power of AI. Unlike traditional note-taking apps that rely on manual organization, Vekku uses semantic analysis to automatically suggest tags, discover connections between concepts, and help you build a graph of knowledge effortlessly.&lt;/p&gt;

&lt;h2&gt;
  
  
  🚀 Why Vekku?
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;🧠 Semantic Intelligence&lt;/strong&gt;: Automatically analyzes your content to suggest relevant tags and categorize information based on meaning, not just keywords.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;⚡ High Performance&lt;/strong&gt;: Built on the &lt;strong&gt;Bun&lt;/strong&gt; runtime and &lt;strong&gt;React 19&lt;/strong&gt;, ensuring instant interactions and lightning-fast data processing.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;💎 Glassmorphism UI&lt;/strong&gt;: A beautiful, modern interface featuring liquid-glass aesthetics that provides a focused and pleasant user experience.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;🌐 Platform Agnostic Backend&lt;/strong&gt;: Architected to run anywhere — from a local high-performance server to edge networks like Cloudflare Workers.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  🛠️ Tech Stack
&lt;/h2&gt;

&lt;p&gt;Vekku is a full-stack application composed of two main parts:&lt;/p&gt;

&lt;h3&gt;
  
  
  Frontend (&lt;code&gt;/web&lt;/code&gt;)
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;Framework&lt;/strong&gt;: React 19 (via Vite)&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Language&lt;/strong&gt;: TypeScript&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Styling&lt;/strong&gt;: Tailwind CSS v4, shadcn/ui (Radix UI)&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;State&lt;/strong&gt;: React Context &amp;amp; Hooks&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Design&lt;/strong&gt;: Modern glassmorphism with responsive layouts&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Backend (&lt;code&gt;/backend&lt;/code&gt;)
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;Runtime&lt;/strong&gt;: Bun (Optimized for speed)&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Framework&lt;/strong&gt;: Hono (Platform agnostic adapter pattern)&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Database&lt;/strong&gt;: PostgreSQL (via Neon Serverless)&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;ORM&lt;/strong&gt;: Drizzle ORM&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;AI&lt;/strong&gt;: Cloudflare AI (Text embedding models)&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Architecture&lt;/strong&gt;: Event-driven, functional modules&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  📂 Project Structure
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;Vekku-Meta/
├── backend/    &lt;span class="c"&gt;# The API service (Bun/Hono/Drizzle)&lt;/span&gt;
├── web/        &lt;span class="c"&gt;# The Frontend application (React/Vite)&lt;/span&gt;
├── docs/       &lt;span class="c"&gt;# Documentation and architectural decisions&lt;/span&gt;
└── README.md   &lt;span class="c"&gt;# This file&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  📚 Documentation
&lt;/h2&gt;

&lt;p&gt;For deeper dives into specific parts of the system:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;&lt;a href="//./backend/GEMINI.md"&gt;Backend Guide&lt;/a&gt;&lt;/strong&gt;: Detailed API flows, auth strategy, and pagination logic.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;&lt;a href="//./web/GEMINI.md"&gt;Frontend Guide&lt;/a&gt;&lt;/strong&gt;: UI architecture, component structure, and state management.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;&lt;a href="//./docs"&gt;Docs Folder&lt;/a&gt;&lt;/strong&gt;: Architectural decisions and future roadmap.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  💻 Local Development Setup
&lt;/h2&gt;

&lt;p&gt;&lt;em&gt;Vekku is already deployed and ready to use. However, if you wish to run a local instance or contribute to development, follow the steps below.&lt;/em&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Prerequisites
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;Node.js&lt;/strong&gt; &amp;amp; &lt;strong&gt;npm&lt;/strong&gt; (for Frontend)&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Bun&lt;/strong&gt; (for Backend)&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;PostgreSQL&lt;/strong&gt; Database (e.g., Neon)&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Cloudflare Workers AI&lt;/strong&gt; (for Embeddings)&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Upstash Redis&lt;/strong&gt; (for Caching/Rate Limiting)&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  1. Backend Setup
&lt;/h3&gt;

&lt;p&gt;Navigate to the backend directory:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;cd &lt;/span&gt;backend
bun &lt;span class="nb"&gt;install&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Environment Variables:&lt;/strong&gt;&lt;br&gt;
Copy &lt;code&gt;.env.example&lt;/code&gt; to &lt;code&gt;.env&lt;/code&gt; and populate the following secrets:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Variable&lt;/th&gt;
&lt;th&gt;Description&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;DATABASE_URL&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;PostgreSQL connection string (Neon Tech).&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;JWT_SECRET&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Secret key for signing authentication tokens.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;CLOUDFLARE_WORKER_AI_API_KEY&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;API Key for Cloudflare Workers AI.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;CLOUDFLARE_WORKER_ACCOUNT_ID&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Cloudflare Account ID.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;CLOUDFLARE_AI_MODEL&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Embedding model (e.g., &lt;code&gt;@cf/baai/bge-small-en-v1.5&lt;/code&gt;).&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;EMBEDDING_THRESHOLD&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Similarity threshold for suggestions (e.g., &lt;code&gt;0.4&lt;/code&gt;).&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;EMBEDDING_MATCH_COUNT&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Number of suggestions to return (e.g., &lt;code&gt;10&lt;/code&gt;).&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;NOTIFICATION_API_CLIENT_ID&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Client ID for notification service (optional).&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;NOTIFICATION_API_CLIENT_SECRET&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Secret for notification service (optional).&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;UPSTASH_REDIS_REST_URL&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;URL for Upstash Redis instance.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;UPSTASH_REDIS_REST_TOKEN&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Auth token for Upstash Redis.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;FRONTEND_URL&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;URL of the frontend (e.g., &lt;code&gt;http://localhost:5173&lt;/code&gt;).&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Run the development server:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;bun run dev
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  2. Frontend Setup
&lt;/h3&gt;

&lt;p&gt;Navigate to the web directory:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;cd &lt;/span&gt;web
npm &lt;span class="nb"&gt;install&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Environment Variables:&lt;/strong&gt;&lt;br&gt;
Create a &lt;code&gt;.env&lt;/code&gt; file with the following configurations:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Variable&lt;/th&gt;
&lt;th&gt;Description&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;VITE_API_URL&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Full URL to the backend API (e.g., &lt;code&gt;http://localhost:3000/api&lt;/code&gt;).&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Start the frontend development server:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm run dev
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The application should now be running at &lt;code&gt;http://localhost:5173&lt;/code&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Created by **Kuchuk Borom Debbarma&lt;/em&gt;**&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>ai</category>
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