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1. advanced-mcp-lab advanced-mcp-lab Public

   Advanced MCP implementation with remote HTTP transport, filesystem roots security, server-initiated LLM sampling & OpenAI GPT-4o-mini integration — production-ready agentic AI architecture

   Python 1

2. AI-NourishBot AI-NourishBot Public

   Multimodal multi-agent food intelligence system — CrewAI + IBM Watsonx Llama 3.2 90B Vision detects ingredients, filters by dietary restrictions, analyzes nutrition & suggests recipes via Gradio UI

   Python 1

3. BeeAI-Agent-Systems BeeAI-Agent-Systems Public

   Progressive BeeAI agent systems — 12 tasks from basic LLM to multi-agent travel planner using IBM Watsonx, Llama-4 Maverick, Granite, RequirementAgent, custom tools & human-in-the-loop

   Python 1

4. California-Culinary-MCP-Server California-Culinary-MCP-Server Public

   Production MCP server for California restaurant intelligence — FastMCP + 3 tools + Claude Sonnet 4 sampling + Llama 3.3 70B ReAct agent loop + Gradio UI (Connoisseur Companion)

   Python

5. docchat docchat Public

   Multi-agent RAG document Q&A — LangGraph + IBM Watsonx (Llama 3.3 70B + Granite 3.3) + Hybrid BM25/ChromaDB retrieval + Docling parser + Gradio UI with factual verification loop

   Python

6. multimodal-rag-multi-agent-recommendation multimodal-rag-multi-agent-recommendation Public

   IBM AI0351EN — 7 labs building a multimodal RAG + 6-agent recommendation system: LLM data extraction, ChromaDB text+image indexes, cosine fusion ranking, LangGraph workflow & Gradio chatbot

   Jupyter Notebook