├── .dockerignore ├── .env.example ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.yml │ ├── config.yml │ └── feature_request.yml └── workflows │ ├── ci.yml │ └── publish.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CHANGELOG.md ├── CONTRIBUTING.md ├── Dockerfile ├── LICENSE ├── MANIFEST.in ├── Makefile ├── README.md ├── conftest.py ├── docker-compose.yml ├── docs ├── advanced-augmentation.md ├── cli.md ├── features │ ├── architecture.md │ ├── databases.md │ └── llm.md ├── getting-started │ ├── basic-usage.md │ ├── installation.md │ └── quickstart.md └── introduction.md ├── examples ├── agno │ ├── .env.example │ ├── README.md │ ├── main.py │ └── pyproject.toml ├── cockroachdb │ ├── .env.example │ ├── README.md │ ├── main.py │ └── pyproject.toml ├── digitalocean │ ├── .env.example │ ├── README.md │ ├── main.py │ └── pyproject.toml ├── mongodb │ ├── .env.example │ ├── README.md │ ├── main.py │ └── pyproject.toml ├── nebius │ ├── .env.example │ ├── README.md │ ├── main.py │ └── pyproject.toml ├── neon │ ├── .env.example │ ├── README.md │ ├── main.py │ └── pyproject.toml ├── postgres │ ├── .env.example │ ├── README.md │ ├── main.py │ └── pyproject.toml └── sqlite │ ├── .env.example │ ├── README.md │ ├── main.py │ └── pyproject.toml ├── memori ├── __init__.py ├── __main__.py ├── _cli.py ├── _config.py ├── _exceptions.py ├── _network.py ├── _search.py ├── _setup.py ├── _utils.py ├── api │ ├── _quota.py │ └── _sign_up.py ├── llm │ ├── __init__.py │ ├── _base.py │ ├── _clients.py │ ├── _constants.py │ ├── _embeddings.py │ ├── _invoke.py │ ├── _iterable.py │ ├── _iterator.py │ ├── _providers.py │ ├── _registry.py │ ├── _streaming.py │ ├── _utils.py │ ├── _xai_wrappers.py │ └── adapters │ │ ├── anthropic │ │ ├── __init__.py │ │ └── _adapter.py │ │ ├── bedrock │ │ ├── __init__.py │ │ └── _adapter.py │ │ ├── google │ │ ├── __init__.py │ │ └── _adapter.py │ │ ├── openai │ │ ├── __init__.py │ │ └── _adapter.py │ │ └── xai │ │ ├── __init__.py │ │ └── _adapter.py ├── memory │ ├── _collector.py │ ├── _manager.py │ ├── _struct.py │ ├── _writer.py │ ├── augmentation │ │ ├── __init__.py │ │ ├── _base.py │ │ ├── _db_writer.py │ │ ├── _manager.py │ │ ├── _models.py │ │ ├── _registry.py │ │ ├── _runtime.py │ │ ├── augmentations │ │ │ └── memori │ │ │ │ ├── __init__.py │ │ │ │ └── _augmentation.py │ │ ├── input.py │ │ └── memories │ │ │ ├── _conversation.py │ │ │ ├── _entity.py │ │ │ └── _process.py │ └── recall.py ├── py.typed └── storage │ ├── __init__.py │ ├── _base.py │ ├── _builder.py │ ├── _connection.py │ ├── _manager.py │ ├── _registry.py │ ├── adapters │ ├── dbapi │ │ ├── __init__.py │ │ └── _adapter.py │ ├── django │ │ ├── __init__.py │ │ └── _adapter.py │ ├── mongodb │ │ ├── __init__.py │ │ └── _adapter.py │ └── sqlalchemy │ │ ├── __init__.py │ │ └── _adapter.py │ ├── cockroachdb │ ├── _cluster_manager.py │ ├── _display.py │ └── _files.py │ ├── drivers │ ├── mongodb │ │ ├── __init__.py │ │ └── _driver.py │ ├── mysql │ │ ├── __init__.py │ │ └── _driver.py │ ├── oracle │ │ ├── __init__.py │ │ └── _driver.py │ ├── postgresql │ │ ├── __init__.py │ │ └── _driver.py │ └── sqlite │ │ ├── __init__.py │ │ └── _driver.py │ └── migrations │ ├── _mongodb.py │ ├── _mysql.py │ ├── _oracle.py │ ├── _postgresql.py │ └── _sqlite.py ├── pyproject.toml └── tests ├── build ├── mongodb.py ├── mysql.py ├── oracle.py ├── postgresql.py └── sqlite.py ├── database ├── core.py └── init_db.py ├── llm ├── adapters │ ├── anthropic │ │ └── test_llm_adapters_anthropic_adapter.py │ ├── bedrock │ │ └── test_llm_adapters_bedrock_adapter.py │ ├── google │ │ └── test_llm_adapters_google_adapter.py │ ├── openai │ │ └── test_llm_adapters_openai_adapter.py │ └── xai │ │ └── test_llm_adapters_xai_adapter.py ├── clients │ └── oss │ │ ├── agno │ │ ├── anthropic_async.py │ │ ├── anthropic_sync.py │ │ ├── gemini_async.py │ │ ├── gemini_streaming.py │ │ ├── gemini_sync.py │ │ ├── openai_async.py │ │ ├── openai_streaming.py │ │ ├── openai_sync.py │ │ ├── xai_async.py │ │ ├── xai_streaming.py │ │ └── xai_sync.py │ │ ├── anthropic │ │ ├── async.py │ │ └── sync.py │ │ ├── gemini │ │ ├── async.py │ │ ├── async_streaming.py │ │ └── sync.py │ │ ├── langchain │ │ ├── chatbedrock │ │ │ └── async_runnable.py │ │ ├── chatgooglegenai │ │ │ ├── async_runnable.py │ │ │ ├── async_streaming.py │ │ │ ├── sync.py │ │ │ ├── sync_runnable.py │ │ │ └── sync_runnable_structured_output.py │ │ ├── chatopenai │ │ │ ├── async_ainvoke.py │ │ │ ├── async_runnable.py │ │ │ ├── async_streaming.py │ │ │ ├── sync.py │ │ │ ├── sync_runnable.py │ │ │ └── sync_runnable_structured_output.py │ │ └── chatvertexai │ │ │ └── sync.py │ │ ├── openai │ │ ├── async.py │ │ ├── async_streaming.py │ │ └── sync.py │ │ └── xai │ │ ├── async.py │ │ ├── async_stream.py │ │ └── sync.py ├── test_llm_base.py ├── test_llm_base_system_prompt.py ├── test_llm_clients.py ├── test_llm_deprecation_warnings.py ├── test_llm_embeddings.py ├── test_llm_embeddings_bundled.py ├── test_llm_provider_sdk_version.py ├── test_llm_registry.py ├── test_llm_utils.py ├── test_llm_xai_wrappers.py └── unit_test_objects.py ├── memory ├── augmentation │ ├── test_advanced_augmentation.py │ ├── test_base.py │ ├── test_manager.py │ ├── test_manager_quota.py │ ├── test_models.py │ ├── test_quota_propagation.py │ └── test_registry.py ├── test_memory_augmentation_db_writer.py ├── test_memory_struct.py ├── test_memory_struct_triples.py ├── test_memory_writer.py └── test_recall.py ├── storage ├── adapters │ ├── conftest.py │ ├── dbapi │ │ ├── test_dbapi_no_conflicts.py │ │ └── test_storage_adapters_dbapi_adapter.py │ ├── django │ │ └── test_storage_adapters_django_adapter.py │ └── sqlalchemy │ │ └── test_storage_adaptors_sqlalchemy_adapter.py ├── cockroachdb │ ├── test_storage_cockroachdb_display.py │ └── test_storage_cockroachdb_files.py ├── drivers │ ├── conftest.py │ ├── test_mongodb_driver.py │ ├── test_mysql_driver.py │ ├── test_oracle_driver.py │ ├── test_postgresql_driver.py │ └── test_sqlite_driver.py ├── 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