Cld2labs/multiagent-qna

[gopal-raj-suresh]

Description

This PR introduces the MultiAgentQnA blueprint, a hierarchical multi-agent GenAI system designed for intelligent question answering. The blueprint demonstrates advanced orchestration patterns using specialized agents (Supervisor, Research, Answer) and integrates retrieval to support multi-step reasoning workflows.

Key Features:

• Multi-agent architecture with role specialization
• Supervisor agent for query routing and orchestration
• Research agent with RAG-powered retrieval
• Answer agent for response synthesis
• Real-time agent trace/log visualization
• Prebuilt vector index for sample knowledge base
• Configurable agent parameters and behaviors

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 MultiAgentQnA blueprint are listed in:

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

Key technologies: FastAPI, React, LangChain agents, vector store + RAG, OpenAI-compatible LLMs

Tests

Testing Instructions:

git clone https://github.com/cld2labs/GenAIExamples.git
cd GenAIExamples
git checkout cld2labs/multiagent-qna
cd MultiAgentQnA

[github-actions]

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
• ⚠️ 5 package(s) with unknown licenses.

See the Details below.

License Issues

MultiAgentQnA/api/requirements.txt

Package	Version	License	Issue Type
cryptography	>= 3.1.0	Null	Unknown License
numpy	>= 1.24.0	Null	Unknown License
pypdf	>= 3.17.0	Null	Unknown License
python-multipart	>= 0.0.6	Null	Unknown License

MultiAgentQnA/ui/package.json

Package	Version	License	Issue Type
lucide-react	^0.294.0	Null	Unknown License

Scanned Files

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