LICENSE
README.md
pyproject.toml
src/mnemostack/__init__.py
src/mnemostack/cli.py
src/mnemostack/config.py
src/mnemostack/logging_config.py
src/mnemostack.egg-info/PKG-INFO
src/mnemostack.egg-info/SOURCES.txt
src/mnemostack.egg-info/dependency_links.txt
src/mnemostack.egg-info/entry_points.txt
src/mnemostack.egg-info/requires.txt
src/mnemostack.egg-info/top_level.txt
src/mnemostack/chunking/__init__.py
src/mnemostack/chunking/base.py
src/mnemostack/chunking/char.py
src/mnemostack/chunking/markdown.py
src/mnemostack/chunking/messages.py
src/mnemostack/chunking/paragraph.py
src/mnemostack/consolidation/__init__.py
src/mnemostack/consolidation/phases.py
src/mnemostack/consolidation/runtime.py
src/mnemostack/embeddings/__init__.py
src/mnemostack/embeddings/base.py
src/mnemostack/embeddings/gemini.py
src/mnemostack/embeddings/huggingface.py
src/mnemostack/embeddings/ollama.py
src/mnemostack/embeddings/registry.py
src/mnemostack/graph/__init__.py
src/mnemostack/graph/extractor.py
src/mnemostack/graph/store.py
src/mnemostack/llm/__init__.py
src/mnemostack/llm/base.py
src/mnemostack/llm/gemini.py
src/mnemostack/llm/ollama.py
src/mnemostack/llm/registry.py
src/mnemostack/mcp/__init__.py
src/mnemostack/mcp/server.py
src/mnemostack/observability/__init__.py
src/mnemostack/observability/recorder.py
src/mnemostack/recall/__init__.py
src/mnemostack/recall/answer.py
src/mnemostack/recall/bm25.py
src/mnemostack/recall/expansion.py
src/mnemostack/recall/fusion.py
src/mnemostack/recall/recaller.py
src/mnemostack/recall/reranker.py
src/mnemostack/recall/retrievers.py
src/mnemostack/recall/pipeline/__init__.py
src/mnemostack/recall/pipeline/base.py
src/mnemostack/recall/pipeline/presets.py
src/mnemostack/recall/pipeline/resurrection.py
src/mnemostack/recall/pipeline/stages.py
src/mnemostack/recall/pipeline/state.py
src/mnemostack/vector/__init__.py
src/mnemostack/vector/async_qdrant.py
src/mnemostack/vector/qdrant.py
tests/test_answer.py
tests/test_async_vector.py
tests/test_chunking.py
tests/test_config.py
tests/test_consolidation.py
tests/test_embeddings.py
tests/test_extractor.py
tests/test_graph.py
tests/test_graph_resurrection.py
tests/test_logging.py
tests/test_mcp.py
tests/test_messages_chunker.py
tests/test_observability.py
tests/test_pipeline.py
tests/test_query_expansion.py
tests/test_recall.py
tests/test_recaller_integration.py
tests/test_reranker.py
tests/test_vector.py