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Copilot AI commented Dec 9, 2025

Replaced the default Next.js README template with project-specific documentation for the RAGBot electronics recommendation system.

Changes

  • Project Overview: Added description of RAG-based chatbot architecture with technology badges (Next.js 15, TypeScript, LangChain, ChromaDB)
  • Features: Documented core functionality (RAG chat, document analysis, vector search), UI capabilities (markdown support, responsive design), admin features (user management, analytics, logs), and security (NextAuth, bcrypt)
  • Setup Guide: Added installation steps, environment variable configuration (Gemini API, ChromaDB, MongoDB), and ChromaDB deployment instructions
  • Project Structure: Included annotated directory tree showing API routes, components, utilities, and middleware organization
  • Usage Examples: Provided sample queries for electronics recommendations and document analysis workflows
  • Admin Documentation: Described dashboard routes for user management, chatbot configuration, analytics, and activity logs
  • API Reference: Listed available endpoints for chat, authentication, and chatbot management

Technical Details

The application uses:

  • LangChain retrieval chains with Google Gemini embeddings (text-embedding-004) and chat models (gemini-1.5-flash)
  • ChromaDB for vector storage with configurable collection names
  • RecursiveCharacterTextSplitter for document processing (CSV, PDF, TXT)
  • History-aware retriever for context maintenance across conversation turns
Original prompt

Can you add a comprehensive Readme.md file to this repository?


✨ Let Copilot coding agent set things up for you — coding agent works faster and does higher quality work when set up for your repo.

Copilot AI and others added 2 commits December 9, 2025 20:33
Co-authored-by: prathamsatani <82748065+prathamsatani@users.noreply.github.com>
Co-authored-by: prathamsatani <82748065+prathamsatani@users.noreply.github.com>
Copilot AI changed the title [WIP] Add comprehensive Readme.md file to repository Add comprehensive README documentation Dec 9, 2025
Copilot AI requested a review from prathamsatani December 9, 2025 20:36
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2 participants