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Description

This PR introduces the RAGChatbot blueprint, a Retrieval-Augmented Generation (RAG) chatbot implementation designed for document-based question answering. The blueprint demonstrates RAG workflow with ingestion, vector indexing, retrieval, and context-grounded response generation.

Key Features:

  • PDF document ingestion and automatic indexing
  • Vector database integration for semantic search
  • Context-aware answer generation using RAG
  • Conversation history and multi-turn chat support
  • Real-time retrieval with relevance scoring
  • Document chunk visualization for transparency

Issues

n/a

Type of change

List the type of change like below. Please delete options that are not relevant.

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds new functionality)
  • Breaking change (fix or feature that would break existing design and interface)
  • Others (enhancement, documentation, validation, etc.)

Dependencies

No new repository-level dependencies.

All dependencies for the RAGChatbot blueprint are listed in:

  • Backend: RAGChatbot/api/requirements.txt
  • Frontend: RAGChatbot/ui/package.json

Key technologies: FastAPI, React, LangChain, FAISS, embeddings + RAG

Tests

Testing Instructions:

git clone https://github.com/cld2labs/GenAIExamples.git
cd GenAIExamples
git checkout cld2labs/rag-chatbot
cd RAGChatbot

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Dependency Review

The following issues were found:
  • ✅ 0 vulnerable package(s)
  • ✅ 0 package(s) with incompatible licenses
  • ✅ 0 package(s) with invalid SPDX license definitions
  • ⚠️ 4 package(s) with unknown licenses.
See the Details below.

License Issues

RAGChatbot/api/requirements.txt

PackageVersionLicenseIssue Type
cryptography>= 3.1.0NullUnknown License
pypdf>= 4.0.0NullUnknown License
python-multipart>= 0.0.6NullUnknown License

RAGChatbot/ui/package.json

PackageVersionLicenseIssue Type
lucide-react^0.294.0NullUnknown License

Scanned Files

  • RAGChatbot/api/requirements.txt
  • RAGChatbot/ui/package.json

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