LICENSE
README.md
pyproject.toml
src/hybridrag/__init__.py
src/hybridrag/api/__init__.py
src/hybridrag/api/main.py
src/hybridrag/api/models.py
src/hybridrag/cli/__init__.py
src/hybridrag/cli/__main__.py
src/hybridrag/cli/app.py
src/hybridrag/cli/main.py
src/hybridrag/config/__init__.py
src/hybridrag/config/settings.py
src/hybridrag/core/__init__.py
src/hybridrag/core/mongodb_client.py
src/hybridrag/core/rag.py
src/hybridrag/core/transaction_helper.py
src/hybridrag/engine/__init__.py
src/hybridrag/engine/base.py
src/hybridrag/engine/base_engine.py
src/hybridrag/engine/constants.py
src/hybridrag/engine/exceptions.py
src/hybridrag/engine/namespace.py
src/hybridrag/engine/operate.py
src/hybridrag/engine/prompt.py
src/hybridrag/engine/rerank.py
src/hybridrag/engine/security.py
src/hybridrag/engine/types.py
src/hybridrag/engine/utils.py
src/hybridrag/engine/utils_graph.py
src/hybridrag/engine/api/__init__.py
src/hybridrag/engine/api/auth.py
src/hybridrag/engine/api/config.py
src/hybridrag/engine/api/gunicorn_config.py
src/hybridrag/engine/api/rag_server.py
src/hybridrag/engine/api/run_with_gunicorn.py
src/hybridrag/engine/api/utils_api.py
src/hybridrag/engine/api/routers/__init__.py
src/hybridrag/engine/api/routers/document_routes.py
src/hybridrag/engine/api/routers/graph_routes.py
src/hybridrag/engine/api/routers/ollama_api.py
src/hybridrag/engine/api/routers/query_routes.py
src/hybridrag/engine/evaluation/__init__.py
src/hybridrag/engine/evaluation/eval_rag_quality.py
src/hybridrag/engine/kg/__init__.py
src/hybridrag/engine/kg/json_doc_status_impl.py
src/hybridrag/engine/kg/json_kv_impl.py
src/hybridrag/engine/kg/mongo_impl.py
src/hybridrag/engine/kg/shared_storage.py
src/hybridrag/engine/llm/__init__.py
src/hybridrag/engine/llm/anthropic.py
src/hybridrag/engine/llm/azure_openai.py
src/hybridrag/engine/llm/bedrock.py
src/hybridrag/engine/llm/binding_options.py
src/hybridrag/engine/llm/gemini.py
src/hybridrag/engine/llm/hf.py
src/hybridrag/engine/llm/jina.py
src/hybridrag/engine/llm/llama_index_impl.py
src/hybridrag/engine/llm/lmdeploy.py
src/hybridrag/engine/llm/lollms.py
src/hybridrag/engine/llm/nvidia_openai.py
src/hybridrag/engine/llm/ollama.py
src/hybridrag/engine/llm/openai.py
src/hybridrag/engine/llm/zhipu.py
src/hybridrag/engine/tools/__init__.py
src/hybridrag/engine/tools/check_initialization.py
src/hybridrag/engine/tools/clean_llm_query_cache.py
src/hybridrag/engine/tools/download_cache.py
src/hybridrag/engine/tools/migrate_llm_cache.py
src/hybridrag/engine/tools/visualizer/__init__.py
src/hybridrag/engine/tools/visualizer/graph_visualizer.py
src/hybridrag/enhancements/__init__.py
src/hybridrag/enhancements/entity_boosting.py
src/hybridrag/enhancements/graph_search.py
src/hybridrag/enhancements/implicit_expansion.py
src/hybridrag/enhancements/mix_mode_search.py
src/hybridrag/enhancements/mongodb_hybrid_search.py
src/hybridrag/enhancements/query_optimizer.py
src/hybridrag/enhancements/filters/__init__.py
src/hybridrag/enhancements/filters/atlas_search_filters.py
src/hybridrag/enhancements/filters/lexical_prefilters.py
src/hybridrag/enhancements/filters/metadata.py
src/hybridrag/enhancements/filters/public_filters.py
src/hybridrag/enhancements/filters/vector_search_filters.py
src/hybridrag/evaluation/__init__.py
src/hybridrag/evaluation/ragas_eval.py
src/hybridrag/ingestion/__init__.py
src/hybridrag/ingestion/chunker.py
src/hybridrag/ingestion/document_processor.py
src/hybridrag/ingestion/pipeline.py
src/hybridrag/ingestion/tavily_processor.py
src/hybridrag/ingestion/types.py
src/hybridrag/integrations/__init__.py
src/hybridrag/integrations/anthropic.py
src/hybridrag/integrations/gemini.py
src/hybridrag/integrations/langfuse.py
src/hybridrag/integrations/openai.py
src/hybridrag/integrations/rerank_instructions.py
src/hybridrag/integrations/voyage.py
src/hybridrag/memory/__init__.py
src/hybridrag/memory/conversation.py
src/hybridrag/migrations/__init__.py
src/hybridrag/migrations/migrate_schema_validation.py
src/hybridrag/presets/__init__.py
src/hybridrag/presets/search_presets.py
src/hybridrag/prompts/__init__.py
src/hybridrag/prompts/entity_extraction_prompt.py
src/hybridrag/prompts/memory_prompt.py
src/hybridrag/prompts/reranking_prompt.py
src/hybridrag/prompts/system_prompt.py
src/hybridrag/prompts/topic_extraction_prompt.py
src/hybridrag/ui/__init__.py
src/hybridrag/ui/chat.py
src/mongodb_hybridrag.egg-info/PKG-INFO
src/mongodb_hybridrag.egg-info/SOURCES.txt
src/mongodb_hybridrag.egg-info/dependency_links.txt
src/mongodb_hybridrag.egg-info/entry_points.txt
src/mongodb_hybridrag.egg-info/requires.txt
src/mongodb_hybridrag.egg-info/top_level.txt
tests/test_schema_validation.py