├── .gitignore ├── LICENSE ├── README.md ├── agentic-graph-rag ├── agentic │ ├── README.md │ ├── agenticGraphRAG.py │ ├── asknews-finance-graph.cypherl │ ├── helpers │ │ ├── test_community_precompute.py │ │ ├── test_config.py │ │ └── test_schema.py │ ├── jupyter-notebook │ │ └── agentic_graph_RAG.ipynb │ ├── requirements.txt │ └── setup.sh ├── impact-analysis │ └── data │ │ ├── generating.py │ │ └── queries.md └── vector │ ├── README.md │ ├── requirements.txt │ ├── setup.sh │ └── vector_search.py ├── graph-rag ├── data │ └── memgraph-export-got.cypherl ├── graphRAG.ipynb ├── processed_data.json └── ted-talks │ ├── docker-compose.yml │ └── graphRAG.ipynb ├── integrations ├── cognee │ └── cognee.ipynb ├── langchain │ ├── langchain-kg-creation.png │ └── langchain.ipynb ├── langgraph │ ├── memgraph-toolkit-chatbot │ │ ├── .codespellignore │ │ ├── .env.example │ │ ├── .gitignore │ │ ├── LICENSE │ │ ├── Makefile │ │ ├── README.md │ │ ├── langgraph.json │ │ ├── pyproject.toml │ │ ├── src │ │ │ └── agent │ │ │ │ ├── __init__.py │ │ │ │ └── graph.py │ │ ├── static │ │ │ ├── langgraph-studio-memgraph-schema.png │ │ │ ├── langgraph-studio-memgraph-toolkit.png │ │ │ └── studio_ui.png │ │ └── tests │ │ │ ├── conftest.py │ │ │ ├── integration_tests │ │ │ ├── __init__.py │ │ │ └── test_graph.py │ │ │ └── unit_tests │ │ │ ├── __init__.py │ │ │ └── test_configuration.py │ └── synonym-agent │ │ ├── agents.py │ │ ├── app.py │ │ ├── business_rules.yaml │ │ ├── requirements.txt │ │ └── workflows.py ├── lightrag │ └── lightrag_memgraph_demo.ipynb ├── llamaindex │ ├── agentic-rag-with-graph-tools │ │ └── agentic_rag_with_pagerank.ipynb │ ├── multi-agent-rag-system │ │ ├── data │ │ │ └── 2023_canadian_budget.pdf │ │ └── multi_agent_rag_system.ipynb │ ├── property-graph-index │ │ └── llamaindex.ipynb │ └── single-agent-rag-system │ │ ├── data │ │ └── 2023_canadian_budget.pdf │ │ └── single_agent_rag_system.ipynb └── mcp │ └── synonym-agent │ ├── .gitignore │ ├── .python-version │ ├── README.md │ ├── init.bash │ ├── pyproject.toml │ ├── server.py │ └── uv.lock ├── knowledge-graph-creation ├── catcher-in-the-rye │ ├── knowledge_graph.ipynb │ └── processed_data.json └── game-of-thrones │ └── game-of-thrones-kg.ipynb ├── retrieval └── vector-search │ ├── chat-with-your-knowledge │ ├── .gitignore │ ├── README.md │ ├── app.py │ ├── controller.py │ ├── embeddings.py │ ├── memgraph_storage.py │ ├── requirements.txt │ ├── storage.py │ ├── wikipedia_detailed_processor.py │ └── wikipedia_processor.py │ ├── simple-example │ ├── README.md │ ├── requirements.txt │ └── vector.py │ └── vector_search_example.ipynb └── ted-talks └── infobip2025 ├── docker-compose.yml └── graphRAG.ipynb /.gitignore: -------------------------------------------------------------------------------- 1 | .env 2 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 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