LICENSE
README.md
pyproject.toml
src/mnemostack/__init__.py
src/mnemostack/audit.py
src/mnemostack/auth.py
src/mnemostack/cli.py
src/mnemostack/config.py
src/mnemostack/feedback.py
src/mnemostack/ingest.py
src/mnemostack/inspector.py
src/mnemostack/logging_config.py
src/mnemostack/mcp_models.py
src/mnemostack/openbao.py
src/mnemostack/provenance.py
src/mnemostack/quotas.py
src/mnemostack/ratelimit.py
src/mnemostack/reranker_cache.py
src/mnemostack/retriever_base.py
src/mnemostack/server.py
src/mnemostack/synthesis.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/factory.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/markdown/__init__.py
src/mnemostack/markdown/indexer.py
src/mnemostack/markdown/parse.py
src/mnemostack/markdown/sync.py
src/mnemostack/markdown/watch.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/corpus.py
src/mnemostack/recall/expansion.py
src/mnemostack/recall/filters.py
src/mnemostack/recall/flow.py
src/mnemostack/recall/followup.py
src/mnemostack/recall/fusion.py
src/mnemostack/recall/inference_retry.py
src/mnemostack/recall/mca_prefilter.py
src/mnemostack/recall/query_expansion.py
src/mnemostack/recall/recaller.py
src/mnemostack/recall/render.py
src/mnemostack/recall/reranker.py
src/mnemostack/recall/retrievers.py
src/mnemostack/recall/scoring_reranker.py
src/mnemostack/recall/specificity.py
src/mnemostack/recall/tokens.py
src/mnemostack/recall/trace.py
src/mnemostack/recall/validity.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/utils/__init__.py
src/mnemostack/utils/text.py
src/mnemostack/vector/__init__.py
src/mnemostack/vector/async_qdrant.py
src/mnemostack/vector/qdrant.py
src/mnemostack/vector/sparse.py
tests/test_adaptive_dampening.py
tests/test_adaptive_weights.py
tests/test_answer.py
tests/test_answer_generator_category.py
tests/test_answer_generator_list_extract.py
tests/test_async_api.py
tests/test_async_vector.py
tests/test_audit.py
tests/test_audit_inspector.py
tests/test_auth.py
tests/test_bm25_from_qdrant.py
tests/test_chunking.py
tests/test_cli_doctor.py
tests/test_cli_enrich.py
tests/test_cli_index_idempotent.py
tests/test_cli_recreate_confirm.py
tests/test_cli_tiers.py
tests/test_confidence_decay.py
tests/test_config.py
tests/test_consolidation.py
tests/test_date_query_parsing.py
tests/test_embeddings.py
tests/test_extractor.py
tests/test_fallback.py
tests/test_feedback_surfaces.py
tests/test_feedback_tenant.py
tests/test_followup.py
tests/test_fusion_weights.py
tests/test_gemini_vision.py
tests/test_graph.py
tests/test_graph_auth.py
tests/test_graph_resurrection.py
tests/test_graph_tenant.py
tests/test_hyde_retriever.py
tests/test_inference_retry.py
tests/test_ingest.py
tests/test_ingest_wrappers.py
tests/test_inspector.py
tests/test_logging.py
tests/test_markdown.py
tests/test_markdown_watch.py
tests/test_mca_prefilter.py
tests/test_mcp.py
tests/test_mcp_validation.py
tests/test_memgraph_index_root.py
tests/test_messages_chunker.py
tests/test_multi_field_lexical.py
tests/test_multi_tenant.py
tests/test_multihop_classifier.py
tests/test_observability.py
tests/test_ollama_think.py
tests/test_ollama_vision.py
tests/test_openbao_keystore.py
tests/test_payload_schema.py
tests/test_pipeline.py
tests/test_prompt_overrides.py
tests/test_provenance.py
tests/test_prune.py
tests/test_qdrant_server_smoke.py
tests/test_qdrant_smoke_pair_check.py
tests/test_qdrant_validity_pushdown.py
tests/test_query_expansion.py
tests/test_quotas.py
tests/test_ratelimit.py
tests/test_recall.py
tests/test_recall_filters.py
tests/test_recall_trace.py
tests/test_recaller_async.py
tests/test_recaller_integration.py
tests/test_render.py
tests/test_reranker.py
tests/test_reranker_cache.py
tests/test_retriever_base.py
tests/test_scoring_reranker.py
tests/test_server.py
tests/test_smoke.py
tests/test_specificity_resolver.py
tests/test_synthesis.py
tests/test_temporal_retriever.py
tests/test_tenant_lifecycle.py
tests/test_text_search.py
tests/test_tokens.py
tests/test_utils_text.py
tests/test_validity.py
tests/test_vector.py
tests/test_vector_floor.py
tests/test_version.py