├── .env.example ├── .github ├── ISSUE_TEMPLATE │ └── bug_report.md ├── dependabot.yml ├── pull_request_template.md ├── secret_scanning.yml └── workflows │ ├── ai-moderator.yml │ ├── cla.yml │ ├── claude-code-review-manual.yml │ ├── claude-code-review.yml │ ├── claude.yml │ ├── codeql.yml │ ├── lint.yml │ ├── release-graphiti-core.yml │ ├── release-mcp-server.yml │ ├── release-server-container.yml │ ├── typecheck.yml │ └── unit_tests.yml ├── .gitignore ├── AGENTS.md ├── CLAUDE.md ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── Dockerfile ├── LICENSE ├── Makefile ├── OTEL_TRACING.md ├── README.md ├── SECURITY.md ├── Zep-CLA.md ├── conftest.py ├── depot.json ├── docker-compose.test.yml ├── docker-compose.yml ├── ellipsis.yaml ├── examples ├── azure-openai │ ├── .env.example │ ├── README.md │ └── azure_openai_neo4j.py ├── data │ └── manybirds_products.json ├── ecommerce │ ├── runner.ipynb │ └── runner.py ├── langgraph-agent │ ├── agent.ipynb │ └── tinybirds-jess.png ├── opentelemetry │ ├── .env.example │ ├── README.md │ ├── otel_stdout_example.py │ ├── pyproject.toml │ └── uv.lock ├── podcast │ ├── podcast_runner.py │ ├── podcast_transcript.txt │ └── transcript_parser.py ├── quickstart │ ├── README.md │ ├── quickstart_falkordb.py │ ├── quickstart_neo4j.py │ ├── quickstart_neptune.py │ └── requirements.txt └── wizard_of_oz │ ├── parser.py │ ├── runner.py │ └── woo.txt ├── graphiti_core ├── __init__.py ├── cross_encoder │ ├── __init__.py │ ├── bge_reranker_client.py │ ├── client.py │ ├── gemini_reranker_client.py │ └── openai_reranker_client.py ├── decorators.py ├── driver │ ├── __init__.py │ ├── driver.py │ ├── falkordb_driver.py │ ├── graph_operations │ │ └── graph_operations.py │ ├── kuzu_driver.py │ ├── neo4j_driver.py │ ├── neptune_driver.py │ └── search_interface │ │ └── search_interface.py ├── edges.py ├── embedder │ ├── __init__.py │ ├── azure_openai.py │ ├── client.py │ ├── gemini.py │ ├── openai.py │ └── voyage.py ├── errors.py ├── graph_queries.py ├── graphiti.py ├── graphiti_types.py ├── helpers.py ├── llm_client │ ├── __init__.py │ ├── anthropic_client.py │ ├── azure_openai_client.py │ ├── client.py │ ├── config.py │ ├── errors.py │ ├── gemini_client.py │ ├── groq_client.py │ ├── openai_base_client.py │ ├── openai_client.py │ ├── openai_generic_client.py │ └── utils.py ├── migrations │ └── __init__.py ├── models │ ├── __init__.py │ ├── edges │ │ ├── __init__.py │ │ └── edge_db_queries.py │ └── nodes │ │ ├── __init__.py │ │ └── node_db_queries.py ├── nodes.py ├── prompts │ ├── __init__.py │ ├── dedupe_edges.py │ ├── dedupe_nodes.py │ ├── eval.py │ ├── extract_edge_dates.py │ ├── extract_edges.py │ ├── extract_nodes.py │ ├── invalidate_edges.py │ ├── lib.py │ ├── models.py │ ├── prompt_helpers.py │ ├── snippets.py │ └── summarize_nodes.py ├── py.typed ├── search │ ├── __init__.py │ ├── search.py │ ├── search_config.py │ ├── search_config_recipes.py │ ├── search_filters.py │ ├── search_helpers.py │ └── search_utils.py ├── telemetry │ ├── __init__.py │ └── telemetry.py ├── tracer.py └── utils │ ├── __init__.py │ ├── bulk_utils.py │ ├── datetime_utils.py │ ├── maintenance │ ├── __init__.py │ ├── community_operations.py │ ├── dedup_helpers.py │ ├── edge_operations.py │ ├── graph_data_operations.py │ ├── node_operations.py │ └── temporal_operations.py │ ├── ontology_utils │ └── entity_types_utils.py │ └── text_utils.py ├── images ├── arxiv-screenshot.png ├── graphiti-graph-intro.gif ├── graphiti-intro-slides-stock-2.gif └── simple_graph.svg ├── mcp_server ├── .env.example ├── .python-version ├── README.md ├── config │ ├── config-docker-falkordb-combined.yaml │ ├── config-docker-falkordb.yaml │ ├── config-docker-neo4j.yaml │ ├── config.yaml │ └── mcp_config_stdio_example.json ├── docker │ ├── Dockerfile │ ├── Dockerfile.standalone │ ├── README-falkordb-combined.md │ ├── README.md │ ├── build-standalone.sh │ ├── build-with-version.sh │ ├── docker-compose-falkordb.yml │ ├── docker-compose-neo4j.yml │ ├── docker-compose.yml │ └── github-actions-example.yml ├── docs │ └── cursor_rules.md ├── main.py ├── pyproject.toml ├── pytest.ini ├── src │ ├── __init__.py │ ├── config │ │ ├── __init__.py │ │ └── schema.py │ ├── graphiti_mcp_server.py │ ├── models │ │ ├── __init__.py │ │ ├── entity_types.py │ │ └── response_types.py │ ├── services │ │ ├── __init__.py │ │ ├── factories.py │ │ └── queue_service.py │ └── utils │ │ ├── __init__.py │ │ ├── formatting.py │ │ └── utils.py ├── tests │ ├── README.md │ ├── __init__.py │ ├── conftest.py │ ├── pytest.ini │ ├── run_tests.py │ ├── test_async_operations.py │ ├── test_comprehensive_integration.py │ ├── test_configuration.py │ ├── test_falkordb_integration.py │ ├── test_fixtures.py │ ├── test_http_integration.py │ ├── test_integration.py │ ├── test_mcp_integration.py │ ├── test_mcp_transports.py │ ├── test_stdio_simple.py │ └── test_stress_load.py └── uv.lock ├── py.typed ├── pyproject.toml ├── pytest.ini ├── server ├── .env.example ├── Makefile ├── README.md ├── graph_service │ ├── __init__.py │ ├── config.py │ ├── dto │ │ ├── __init__.py │ │ ├── common.py │ │ ├── ingest.py │ │ └── retrieve.py │ ├── main.py │ ├── routers │ │ ├── __init__.py │ │ ├── ingest.py │ │ └── retrieve.py │ └── zep_graphiti.py ├── pyproject.toml └── uv.lock ├── signatures └── version1 │ └── cla.json ├── tests ├── cross_encoder │ ├── test_bge_reranker_client_int.py │ └── test_gemini_reranker_client.py ├── driver │ ├── __init__.py │ └── test_falkordb_driver.py ├── embedder │ ├── embedder_fixtures.py │ ├── test_gemini.py │ ├── test_openai.py │ └── test_voyage.py ├── evals │ ├── data │ │ └── longmemeval_data │ │ │ ├── README.md │ │ │ └── longmemeval_oracle.json │ ├── eval_cli.py │ ├── eval_e2e_graph_building.py │ ├── pytest.ini │ └── utils.py ├── helpers_test.py ├── llm_client │ ├── test_anthropic_client.py │ ├── test_anthropic_client_int.py │ ├── test_azure_openai_client.py │ ├── test_client.py │ ├── test_errors.py │ └── test_gemini_client.py ├── 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