OneRAG
Production-ready RAG Framework (Python/FastAPI). 1-line config swaps: 6 Vector DBs (Weaviate, Pinecone, Qdrant, ChromaDB, pgvector, MongoDB), 5 LLMs (Gemini, OpenAI, Claude, Ollama, OpenRouter). OpenAI-compatible API. 2100+ tests.
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Download Latest Version (.zip)- onerag_harness_guard.py
- onerag_harness_session.py
- onerag-harness.rules
- config.toml
- bug_report.yml
- config.yml
- feature_request.yml
- ci.yml
- live-provider-smoke.yml
- llm-costs.yml
- dependabot.yml
- pull_request_template.md
- __init__.py
- compat_router.py
- demo_pipeline.py
- demo_router.py
- sample_data.py
- session_manager.py
- __init__.py
- _empty_state_defaults.py
- admin_router.py
- chat_router.py
- empty_state_router.py
- openai_compat_router.py
- tools_router.py
- weaviate_admin_router.py
- websocket_router.py
- __init__.py
- chat_schemas.py
- debug.py
- evaluation.py
- feedback.py
- openai_compat.py
- streaming.py
- websocket.py
- __init__.py
- chat_service.py
- openai_model_resolver.py
- rag_pipeline.py
- source_contract.py
- websocket_manager.py
- __init__.py
- admin.py
- admin_ai_settings_store.py
- analytics.py
- analytics_event_store.py
- audit_event_store.py
- chat.py
- container_registry.py
- document_ledger_store.py
- documents.py
- evaluations.py
- health.py
- image_chat.py
- ingest.py
- langsmith_logs.py
- monitoring.py
- original_file_storage.py
- prompts.py
- upload.py
- upload_job_store.py
- __init__.py
- base.py
- generic.py
- notion_extractor.py
- __init__.py
- external_crawler.py
- metadata_chunker.py
- notion_batch.py
- notion_client.py
- development.yaml
- production.yaml
- test.yaml
- batch.yaml
- bm25.yaml
- cache.yaml
- chroma.yaml
- circuit_breaker.yaml
- domain.yaml
- embeddings.yaml
- enrichment.yaml
- evaluation.yaml
- generation.yaml
- graph_rag.yaml
- grok.yaml
- langfuse.yaml
- llm.yaml
- mongodb.yaml
- notion_pipeline.yaml
- ollama.yaml
- openai_compat.yaml
- pgvector.yaml
- pinecone.yaml
- privacy.yaml
- prompts.yaml
- qdrant.yaml
- query_expansion.yaml
- rag.yaml
- reranking.yaml
- response_languages.yaml
- routing.yaml
- self_rag.yaml
- session.yaml
- sql_search.yaml
- tools.yaml
- uploads.yaml
- weaviate.yaml
- reranking_v1.py
- __init__.py
- base.py
- generation.py
- reranking.py
- retrieval.py
- root.py
- base.yaml
- routing_rules_v2.yaml
- schemas.py
- tool_definitions.yaml
- chat.py
- storage.py
- __init__.py
- di_container.py
- graceful_initializer.py
- __init__.py
- connection.py
- evaluation_manager.py
- helpers.py
- models.py
- prompt_repository.py
- __init__.py
- empty_state_settings_store.py
- postgres_chat_store.py
- postgres_store.py
- chroma_store.py
- factory.py
- mongodb_atlas_store.py
- pgvector_store.py
- pinecone_store.py
- qdrant_store.py
- weaviate_store.py
- __init__.py
- __init__.py
- codes.py
- exceptions.py
- formatter.py
- messages.py
- README.md
- __init__.py
- auth.py
- circuit_breaker.py
- config_loader.py
- config_validator.py
- env_validator.py
- environment.py
- langfuse_client.py
- langsmith_client.py
- llm_client.py
- logger.py
- metrics.py
- mongodb_client.py
- prompt_sanitizer.py
- retry.py
- score_normalizer.py
- startup_policy.py
- topic_extractor.py
- types.py
- weaviate_client.py
- weaviate_setup.py
- error_logger.py
- rate_limiter.py
- __init__.py
- evaluation.py
- prompts.py
- __init__.py
- executor.py
- factory.py
- interfaces.py
- orchestrator.py
- planner.py
- reflector.py
- synthesizer.py
- __init__.py
- base.py
- simple_chunker.py
- __init__.py
- base.py
- csv_loader.py
- docx_loader.py
- factory.py
- html_loader.py
- json_loader.py
- labels.py
- markdown_loader.py
- pdf_loader.py
- pptx_loader.py
- text_loader.py
- xlsx_loader.py
- __init__.py
- base.py
- rule_based.py
- __init__.py
- chunk.py
- document.py
- __init__.py
- faq_processor.py
- __init__.py
- base.py
- document_processing.py
- factory.py
- README.md
- __init__.py
- _retry.py
- factory.py
- gemini_embedder.py
- interfaces.py
- local_embedder.py
- ollama_embedder.py
- openai_embedder.py
- vector_ops.py
- vertex_embedder.py
- __init__.py
- llm_enricher.py
- null_enricher.py
- __init__.py
- enricher_interface.py
- enrichment_prompts.py
- enrichment_schema.py
- __init__.py
- enrichment_service.py
- __init__.py
- README.md
- __init__.py
- factory.py
- interfaces.py
- internal_evaluator.py
- models.py
- ragas_evaluator.py
- __init__.py
- __init__.py
- _async_bridge.py
- generator.py
- prompt_manager.py
- __init__.py
- llm_entity_extractor.py
- llm_relation_extractor.py
- __init__.py
- neo4j_store.py
- networkx_store.py
- __init__.py
- builder.py
- factory.py
- interfaces.py
- models.py
- __init__.py
- audit.py
- detector.py
- models.py
- policy.py
- processor.py
- __init__.py
- masker.py
- processor.py
- whitelist.py
- __init__.py
- stopwords.py
- synonym_manager.py
- user_dictionary.py
- __init__.py
- hybrid_merger.py
- index.py
- tokenizer.py
- __init__.py
- factory.py
- memory_cache.py
- redis_cache.py
- semantic_cache.py
- __init__.py
- interfaces.py
- vector_graph_search.py
- __init__.py
- gpt5_engine.py
- interface.py
- __init__.py
- bge_reranker.py
- cohere_reranker.py
- colbert_reranker.py
- factory.py
- gemini_reranker.py
- jina_reranker.py
- local_reranker.py
- openai_llm_reranker.py
- openrouter_reranker.py
- reranker_chain.py
- vertex_ranking_reranker.py
- __init__.py
- chroma_retriever.py
- factory.py
- grok_retriever.py
- mongodb_atlas_retriever.py
- mongodb_retriever.py
- pgvector_retriever.py
- pinecone_retriever.py
- qdrant_retriever.py
- weaviate_retriever.py
- __init__.py
- grok_answer_provider.py
- grok_collection_manager.py
- interfaces.py
- orchestrator.py
- scoring.py
- __init__.py
- complexity_calculator.py
- llm_query_router.py
- rule_based_router.py
- rule_manager.py
- __init__.py
- evaluator.py
- orchestrator.py
- admin_service.py
- memory_service.py
- session_service.py
- __init__.py
- facade.py
- __init__.py
- sql_generation.py
- __init__.py
- query_executor.py
- result_formatter.py
- service.py
- sql_generator.py
- __init__.py
- external_api_caller.py
- factory.py
- graph_search.py
- interfaces.py
- server.py
- tool_executor.py
- tool_loader.py
- vector_search.py
- web_search.py
- __init__.py
- encoding.py
- sitemap.py
- factory.py
- interfaces.py
- service.py
- __init__.py
- __init__.py
- architecture.svg
- demo-cli.svg
- logo.svg
- screenshot-admin.png
- screenshot-chat-dark.png
- screenshot-docs.png
- extraction_prompts.json
- prompts.json
- product_spec.md
- quarterly_report.txt
- 2026-05-03-consensus-agent-harness.md
- 2026-05-03-release-readiness-priorities.md
- 2026-05-05-ralph-loop-execution-plan.md
- 2026-05-06-grok-managed-rag-goal.md
- 2026-05-10-minimal-security-verification-plan.md
- 2026-06-25-admin-ai-settings-langfuse-tracking-plan.md
- dependency-triage.md
- error_message_standards.md
- logging_standards.md
- API_REFERENCE.md
- ARCHITECTURE.md
- CODEX_HARNESS.md
- config_management_improvements.md
- DEVELOPMENT.md
- DOMAIN_GUIDE.md
- EVALUATION_SYSTEM.md
- INGESTION.md
- INTEGRATION_VERIFICATION.md
- LANGFUSE_SETUP.md
- PRODUCTION_IMPROVEMENT_ROADMAP.md
- PRODUCTION_READINESS_VERIFICATION.md
- rate-limiting-guide.md
- README.md
- SETUP.md
- STATUS.md
- streaming-api-guide.md
- SYSTEM_ANALYSIS_AND_IMPROVEMENTS.md
- TECHNICAL_DEBT_ANALYSIS.md
- tutorial.md
- websocket-api-guide.md
- __init__.py
- en.yaml
- ja.yaml
- ko.yaml
- zh.yaml
- system_prompt_en.txt
- system_prompt_ja.txt
- system_prompt_ko.txt
- system_prompt_zh.txt
- sample_data_en.json
- sample_data_ja.json
- sample_data_ko.json
- sample_data_zh.json
- .env.example
- __init__.py
- chat.py
- load_data.py
- run.py
- BRAND_CONFIGURATION_GUIDE.md
- BUILD_OPTIMIZATION_RECOMMENDATIONS.md
- CHAT_EMPTY_STATE_SETTINGS.md
- CHATTAB_REFACTORING_PLAN.md
- claude-withcodex-setup.md
- COLOR_SYSTEM_GUIDE.md
- CUSTOMIZATION_GUIDE.md
- DEPLOY_NOW.md
- FEATURE_FLAGS_GUIDE.md
- HARDCODING_IMPROVEMENTS.md
- IMPLEMENTATION_SUMMARY.md
- IMPROVEMENTS_2025.md
- LOCALHOST_ISSUE_FIXED.md
- PERFORMANCE_OPTIMIZATIONS.md
- PHONE_MASKING_GUIDE.md
- RAILWAY_DEPLOYMENT_GUIDE.md
- RAILWAY_ENV_SETUP.md
- RAILWAY_SETUP.md
- SYSTEM_IMPROVEMENTS_2025.md
- WEBSOCKET_DI_GUIDE.md
- websocket-chat.spec.ts
- _redirects
- chatbot.svg
- config.js
- onerag-embed.js
- vite.svg
- fail-on-warning-output.mjs
- AccessControl.test.tsx
- DocumentsTab.test.tsx
- PromptManager.test.tsx
- UploadTab.test.tsx
- ChatDevTools.test.tsx
- ChatHeader.test.tsx
- ChatInput.test.tsx
- ChatMessageItem.test.tsx
- ChatMessageList.test.tsx
- ChatSessionSidebar.test.tsx
- ChatTab.test.tsx
- ChunkDetailModal.test.tsx
- formatModelDisplayName.test.ts
- pdfCitationGeometry.test.ts
- RagTracePanel.test.tsx
- ChatDevTools.tsx
- ChatHeader.tsx
- ChatInput.tsx
- ChatMessageItem.tsx
- ChatMessageList.tsx
- ChatSessionSidebar.tsx
- ChunkDetailModal.tsx
- formatModelDisplayName.ts
- index.ts
- pdfCitationGeometry.ts
- PdfCitationPreview.tsx
- RagTracePanel.tsx
- DocumentBulkDeleteDialog.test.tsx
- DocumentDeleteAllDialog.test.tsx
- DocumentDeleteDialog.test.tsx
- DocumentDetailDialog.test.tsx
- DocumentGridView.test.tsx
- DocumentListView.test.tsx
- DocumentToolbar.test.tsx
- DocumentBulkDeleteDialog.tsx
- DocumentDeleteAllDialog.tsx
- DocumentDeleteDialog.tsx
- DocumentDetailDialog.tsx
- DocumentGridView.tsx
- DocumentListView.tsx
- DocumentToolbar.tsx
- index.ts
- BrandLogo.tsx
- ChatbotIcon.tsx
- index.ts
- PromptDeleteDialog.test.tsx
- PromptEditDialog.test.tsx
- PromptFilterBar.test.tsx
- PromptImportDialog.test.tsx
- PromptTable.test.tsx
- PromptViewDialog.test.tsx
- index.ts
- PromptCategoryTabs.tsx
- PromptDeleteDialog.tsx
- PromptEditDialog.tsx
- PromptFilterBar.tsx
- PromptHeader.tsx
- PromptImportDialog.tsx
- PromptTable.tsx
- PromptViewDialog.tsx
- accordion.tsx
- alert.tsx
- avatar.tsx
- badge.tsx
- button.tsx
- card.tsx
- checkbox.tsx
- dialog.tsx
- drawer.tsx
- input.tsx
- label.tsx
- progress.tsx
- scroll-area.tsx
- select.tsx
- separator.tsx
- sheet.tsx
- skeleton.tsx
- switch.tsx
- table.tsx
- tabs.tsx
- textarea.tsx
- toast.tsx
- toaster.tsx
- tooltip.tsx
- AccessControl.tsx
- AppLayout.tsx
- ChatEmptyState.tsx
- ChatSettingsManager.tsx
- ChatTab.tsx
- DocumentsTab.tsx
- ErrorBoundary.tsx
- LazyImage.tsx
- MarkdownRenderer.tsx
- PageHeader.tsx
- PromptManager.tsx
- ProtectedRoute.tsx
- ResponsiveImage.tsx
- Sidebar.tsx
- UploadTab.tsx
- VirtualizedDocumentList.tsx
- operatorSettings.test.ts
- index.ts
- brand.ts
- chatEmptyStateSettings.ts
- colors.ts
- features.ts
- index.ts
- layout.ts
- operatorSettings.ts
- ChatAPIContext.test.tsx
- WebSocketProvider.test.tsx
- ChatAPIContext.ts
- ChatAPIProvider.tsx
- ConfigContext.ts
- ConfigProvider.tsx
- FeatureContext.ts
- FeatureProvider.tsx
- index.ts
- useChatAPI.ts
- useConfig.ts
- useFeature.ts
- useWebSocket.ts
- WebSocketContext.ts
- WebSocketProvider.tsx
- withFeature.tsx
- useEmbedBridge.test.tsx
- useEmbedBridge.ts
- useOfflineDetection.test.ts
- useChatDevTools.test.ts
- useChatInteraction.test.ts
- useChatMessages.sse.test.ts
- useChatMessages.test.ts
- useChatSession.test.tsx
- useChatSessionCore.test.tsx
- useChatSessionWithDI.test.tsx
- useChatStreaming.test.ts
- useChatStreamingCore.test.tsx
- useChatStreamingWithDI.test.tsx
- index.ts
- useChatDevTools.ts
- useChatInteraction.ts
- useChatMessages.ts
- useChatSession.ts
- useChatSessionCore.ts
- useChatSessionWithDI.ts
- useChatStreaming.ts
- useChatStreamingCore.ts
- useChatStreamingWithDI.ts
- useDocumentDelete.test.ts
- useDocumentList.test.ts
- useDocumentSelection.test.ts
- index.ts
- useDocumentDelete.ts
- useDocumentList.ts
- useDocumentSelection.ts
- usePromptManager.test.ts
- index.ts
- usePromptManager.ts
- use-toast.ts
- useDebounce.ts
- useIsDarkMode.ts
- useKeyboardNavigation.ts
- useMediaQuery.ts
- useOfflineDetection.ts
- useVirtualList.ts
- format.test.ts
- menuLocale.test.ts
- es.ts
- ja.ts
- zhHant.ts
- format.ts
- menuMessages.ts
- useMenuLocale.ts
- utils.ts
- AdminDashboard.tracking.test.tsx
- AdminDashboard.tsx
- GlobalSettingsPage.tsx
- SettingsPage.tsx
- ChatPage.tsx
- PromptsPage.tsx
- UploadPage.tsx
- adminService.test.ts
- api.chunkedUpload.test.ts
- api.test.ts
- chatAPIService.test.ts
- chatSettingsService.test.ts
- chatWebSocketService.di.test.ts
- chatWebSocketService.test.ts
- adminService.ts
- analyticsService.ts
- api.ts
- authHeaders.ts
- chatAPIService.ts
- chatSettingsService.ts
- chatWebSocketService.ts
- createChatWebSocketService.ts
- promptService.ts
- handlers.ts
- server.ts
- axeHelper.ts
- setup.ts
- index.ts
- MockChatAPIService.ts
- MockWebSocket.ts
- chatAPI.test.ts
- prompt.test.ts
- websocket.test.ts
- chat.ts
- chatAPI.ts
- chatStreaming.ts
- global.d.ts
- index.ts
- prompt.ts
- websocket.ts
- clientId.test.ts
- documentUtils.test.ts
- logger.test.ts
- sanitize.test.ts
- formatters.test.ts
- htmlParser.test.ts
- mappers.test.ts
- formatters.ts
- htmlParser.ts
- mappers.ts
- accessControl.ts
- accessibility.ts
- clientId.ts
- documentUtils.ts
- logger.ts
- performance.ts
- privacy.test.ts
- privacy.ts
- rateLimiter.ts
- sanitize.ts
- App.tsx
- index.css
- main.tsx
- vite-env.d.ts
- .dockerignore
- .env.example
- .gitignore
- .nvmrc
- check-env.js
- CLAUDE.md
- components.json
- Dockerfile
- entrypoint.sh
- eslint.config.js
- generate-config.js
- index.html
- nginx.conf
- nixpacks.toml
- package-lock.json
- package.json
- playwright.config.ts
- postcss.config.cjs
- railway.toml
- README.md
- tailwind.config.cjs
- tsconfig.app.json
- tsconfig.json
- tsconfig.node.json
- vite.config.ts
- vitest.config.ts
- continuation.md
- frontend-warning-gate.md
- local-frontend-quality-gate.md
- source-citation-contract.md
- 01_quickstart.ipynb
- 02_api_exploration.ipynb
- 03_evaluation_demo.ipynb
- README.md
- .env.quickstart
- load_sample_data.py
- sample_data.json
- 001_create_prompts_table.sql
- 002_create_batch_tables.sql
- 002_create_notion_metadata_collection.py
- 003_add_running_status.sql
- 003_insert_initial_parsing_rules.sql
- BATCH_SYSTEM_SETUP.md
- README.md
- backup_weaviate.py
- chat_concurrency_smoke.py
- check_weaviate.py
- check_weaviate_duplicates.py
- check_weaviate_schema.py
- create_prompts_table.py
- create_tables_railway.py
- deploy-railway.sh
- e2e_rag_smoke.py
- index_all_data.py
- production_corpus_e2e.py
- quick_analyze.py
- README.md
- reindex_documents.py
- run_eval.py
- run_migration_003.py
- search_weaviate.py
- setup-langfuse-env.sh
- setup_batch_tables.py
- start-langfuse.sh
- stop-langfuse.sh
- upload_size_smoke.py
- verify-integration.sh
- __init__.py
- test_compat_e2e.py
- __init__.py
- test_admin_auth.py
- test_admin_debug_endpoint.py
- test_container_wiring.py
- test_e2e_debug_flow.py
- test_grok_agent_wiring.py
- test_openai_compat_rag.py
- __init__.py
- test_local_embedder_integration.py
- __init__.py
- test_mongodb_atlas_live.py
- test_pinecone_live.py
- __init__.py
- test_chroma_live.py
- test_pgvector_live.py
- test_qdrant_live.py
- test_data_consistency.py
- test_evaluation_system.py
- test_graphrag_e2e.py
- test_hybrid_search_auto.py
- test_hybrid_search_integration.py
- test_ingestion_flow.py
- test_memory_leak_prevention.py
- test_neo4j_integration.py
- test_operational_performance_acceptance.py
- test_operational_stability.py
- test_scoring_integration.py
- test_self_reflection_e2e.py
- test_self_reflection_real_llm.py
- test_session_race_condition.py
- test_streaming_e2e.py
- test_web_search_e2e.py
- test_websocket_e2e.py
- __init__.py
- test_auth_security.py
- test_config_validator.py
- test_environment.py
- test_retry_policy.py
- __init__.py
- test_local_upload_flow.py
- test_agent_timeout.py
- test_factory_reflection.py
- test_orchestrator_reflection.py
- test_reflection_interfaces.py
- test_reflector.py
- test_audit_pii_protection.py
- test_csv_streaming.py
- test_encoding_detection.py
- __init__.py
- test_executor.py
- test_factory.py
- test_interfaces.py
- test_orchestrator.py
- test_output_language_config.py
- test_planner.py
- test_prompt_externalization.py
- test_rag_integration.py
- test_synthesizer.py
- __init__.py
- test_compat_router.py
- test_compat_seed_prompt_externalization.py
- test_demo_context_label_externalization.py
- test_demo_pipeline.py
- test_demo_prompt_externalization.py
- test_demo_router.py
- test_demo_timeout_message.py
- test_sample_data_dynamic_languages.py
- test_session_manager.py
- test_session_manager_cleanup_backoff.py
- __init__.py
- test_empty_state_router.py
- __init__.py
- test_chat_router_persistence.py
- test_chat_router_streaming.py
- test_entity_distribution_field_config.py
- test_weaviate_admin_status.py
- test_websocket_router.py
- __init__.py
- test_streaming_schemas.py
- test_websocket_schemas.py
- __init__.py
- test_anchor_soft_boost.py
- test_build_result_quality.py
- test_chat_service.py
- test_chat_service_streaming.py
- test_data_source_filter.py
- test_exact_identifier.py
- test_hallucination_gate.py
- test_named_doc_currency_pattern.py
- test_rag_pipeline.py
- test_rag_pipeline_debug_trace.py
- test_rag_pipeline_multiturn_rewrite.py
- test_rag_pipeline_quality_gate.py
- test_rag_pipeline_timeout.py
- test_rerank_fusion.py
- test_source_contract_privacy.py
- test_stream_chunk_pacing.py
- test_stream_no_documents_message.py
- test_websocket_manager.py
- test_admin_ai_settings_store.py
- test_admin_debug_trace.py
- test_admin_router.py
- test_admin_secret_redaction.py
- test_admin_tracking_api.py
- test_admin_websocket.py
- test_analytics_event_store.py
- test_audit_event_store.py
- test_chat_quality_metadata.py
- test_container_registry.py
- test_cost_tracking_chain.py
- test_document_ledger_store.py
- test_documents_bulk_delete_request.py
- test_evaluations_auth.py
- test_feedback_endpoint.py
- test_health_readiness.py
- test_openai_compat_history.py
- test_openai_compat_pipeline.py
- test_openai_compat_prompt_override.py
- test_openai_compat_router.py
- test_openai_compat_schemas.py
- test_openai_model_resolver.py
- test_original_file_storage.py
- test_prompts_routes.py
- test_tools_router.py
- test_upload_job_store.py
- test_upload_job_store_sync.py
- test_upload_pptx_support.py
- test_upload_processing.py
- test_upload_provenance.py
- test_upload_storage_integration.py
- test_di_container_structure.py
- test_interface_compliance.py
- test_module_dependencies.py
- test_wiring_completeness.py
- __init__.py
- test_metadata_chunker_fallback_labels.py
- test_metadata_chunker_generalization.py
- test_metadata_schema_parsing_generalization.py
- test_notion_boolean_labels.py
- test_notion_client_backoff.py
- test_notion_skip_keys_config.py
- test_reranking_schema_v2.py
- test_enrichment_config.py
- test_environment_config.py
- test_graph_rag_config.py
- test_mcp_tools_config.py
- test_required_sections.py
- test_schemas_init.py
- test_vectordb_config.py
- test_storage_interfaces.py
- test_di_container_reranker_v2.py
- test_di_container_startup_policy.py
- test_content_type_markers_config.py
- test_document_doc_type_extensible.py
- test_document_processing_contract.py
- test_docx_legacy_loader.py
- test_faq_column_aliases_config.py
- test_faq_section_category_config.py
- test_faq_use_konlpy_config.py
- test_loader_labels_config.py
- test_pdf_loader_metadata.py
- test_period_metadata.py
- test_pptx_loader.py
- test_rule_based_category_generalization.py
- test_rule_based_pattern_generalization.py
- test_simple_chunker_neutral_fallback.py
- test_table_chunking.py
- test_xlsx_loader_date_normalization.py
- __init__.py
- test_chat.py
- test_i18n.py
- test_load_data.py
- test_run.py
- __init__.py
- test_embedder_factory_local.py
- test_embedder_retry.py
- test_local_embedder.py
- test_vector_ops.py
- test_vertex_embedder.py
- __init__.py
- test_enrichment_service.py
- test_llm_enricher_backoff.py
- test_prompt_externalization.py
- __init__.py
- test_config.py
- test_di_integration.py
- test_document_label_externalization.py
- test_factory.py
- test_interfaces.py
- test_internal_evaluator.py
- test_internal_evaluator_prompt.py
- test_ragas_evaluator.py
- __init__.py
- test_domain_persona_substitution.py
- test_generator_errors.py
- test_generator_fallback.py
- test_llm_context_labels_externalization.py
- test_prompt_manager_hybrid.py
- test_prompt_manager_seed_externalization.py
- test_prompt_manager_seed_wiring.py
- __init__.py
- test_llm_entity_extractor.py
- test_llm_relation_extractor.py
- test_prompt_externalization.py
- test_relation_prompt_externalization.py
- __init__.py
- test_neo4j_store.py
- test_networkx_store.py
- __init__.py
- test_builder.py
- test_config.py
- test_di_integration.py
- test_exports.py
- test_factory.py
- test_interfaces.py
- test_models.py
- test_networkx_vector_search.py
- test_evaluation_persistence.py
- __init__.py
- test_empty_state_store.py
- test_postgres_chat_store.py
- __init__.py
- test_chroma_store.py
- test_factory.py
- test_mongodb_atlas_store.py
- test_pgvector_filter_safety.py
- test_pgvector_store.py
- test_pinecone_store.py
- test_qdrant_store.py
- __init__.py
- __init__.py
- test_chunker_config_wiring.py
- test_connector_factory.py
- test_sitemap_backoff.py
- test_sitemap_connector.py
- test_stability.py
- test_title_strip_config.py
- test_user_facing_error_catalog.py
- test_auth_protected_paths.py
- test_circuit_breaker_concurrency.py
- test_config_loader.py
- test_env_validator.py
- test_langfuse_gate.py
- test_langfuse_record_generation.py
- test_llm_client_fallback.py
- test_llm_client_streaming.py
- test_metrics_internal.py
- test_performance_metrics.py
- test_prompt_sanitizer_injection.py
- test_prompt_sanitizer_obfuscation.py
- test_startup_policy.py
- test_upload_access_token.py
- test_vertex_llm_client.py
- test_weaviate_bm25_tokenization.py
- test_weaviate_setup.py
- __init__.py
- test_config.py
- test_di_integration.py
- test_factory.py
- test_graph_tools.py
- test_interfaces.py
- test_server.py
- test_server_error_cases.py
- test_weaviate_tools.py
- test_rate_limiter.py
- __init__.py
- test_answer_completeness_scaffolding.py
- test_async_bridge.py
- test_extractive_fallback.py
- test_generator_context.py
- test_generator_streaming.py
- test_langfuse_generation_instrumentation.py
- test_openai_provider.py
- test_output_language_config.py
- test_prompt_manager_cache.py
- test_response_language_profiles.py
- test_stream_pii_buffer.py
- test_streaming_fallback_pii.py
- __init__.py
- test_graph_search.py
- test_interfaces.py
- test_vector_search.py
- test_web_search.py
- __init__.py
- test_audit_phone_pattern.py
- test_detector_config_wiring.py
- test_detector_ner_label_mapping.py
- test_detector_pattern_externalization.py
- test_masker_business_phone_config.py
- test_masker_config_wiring.py
- test_masker_none_defense.py
- test_masker_pattern_externalization.py
- test_pii_detector.py
- test_pii_integration.py
- test_pii_passport_driver_license.py
- test_pii_policy.py
- test_pii_policy_engine_wiring.py
- test_pii_processor.py
- test_review_processor_mask_templates.py
- test_load_sample_data.py
- __init__.py
- test_stopword_filter.py
- test_synonym_manager.py
- test_user_dict.py
- __init__.py
- test_hybrid_merger.py
- test_index.py
- test_integration.py
- test_tokenizer.py
- __init__.py
- test_cache_factory.py
- __init__.py
- test_vector_graph_search.py
- test_gpt5_engine_deprecation.py
- test_gpt5_engine_english_markers_config.py
- test_gpt5_engine_language_config.py
- test_gpt5_engine_model_override.py
- test_gpt5_engine_simple_query.py
- __init__.py
- test_bge_reranker.py
- test_cohere_reranker.py
- test_gemini_reranker.py
- test_jina_reranker.py
- test_llm_reranker_prompt_template.py
- test_local_reranker.py
- test_openai_llm_reranker.py
- test_openrouter_reranker.py
- test_reranker_factory.py
- test_reranker_factory_v2.py
- test_vertex_ranking_reranker.py
- __init__.py
- test_chroma_add_documents.py
- test_chroma_document_management.py
- test_chroma_retriever.py
- test_mongodb_atlas_document_management.py
- test_mongodb_atlas_retriever.py
- test_mongodb_hybrid_retriever.py
- test_pgvector_document_management.py
- test_pgvector_retriever.py
- test_pinecone_document_management.py
- test_pinecone_retriever.py
- test_qdrant_document_management.py
- test_qdrant_retriever.py
- test_retriever_factory.py
- test_weaviate_document_management.py
- test_weaviate_retriever.py
- __init__.py
- test_cache_key_params.py
- test_colbert_reranker.py
- test_grok_answer_provider.py
- test_grok_collection_manager.py
- test_hybrid_merger.py
- test_orchestrator_adapter_filters.py
- test_orchestrator_auto_graph.py
- test_orchestrator_document_management.py
- test_orchestrator_dynamic_alpha.py
- test_orchestrator_failure_propagation.py
- test_orchestrator_failures.py
- test_orchestrator_hybrid.py
- test_orchestrator_scoring.py
- test_reranker_chain.py
- test_reranker_v2_wiring.py
- test_scoring_config.py
- test_scoring_service.py
- test_semantic_cache.py
- test_tokenizer_config.py
- test_weaviate_metadata_suffix.py
- test_block_messages_config.py
- test_extract_topic_unified_config.py
- test_greeting_triggers_config.py
- test_llm_query_router.py
- test_router_language_config.py
- test_router_prompt_template_config.py
- __init__.py
- test_complexity_markers_config.py
- test_complexity_markers_wiring.py
- test_orchestrator_options.py
- test_prompt_externalization.py
- test_context_labels.py
- test_facade_chat_history_restore.py
- test_memory_service_chat_store.py
- test_memory_service_metadata.py
- test_session_id_security.py
- test_session_ttl_config.py
- test_user_info_extraction.py
- __init__.py
- test_result_formatter_labels.py
- test_sql_prompt_externalization.py
- __init__.py
- test_compose_healthcheck_contract.py
- test_grok_retriever.py
- test_llm_client_generation_instrumentation.py
- test_makefile_frontend_contract.py
- test_modules_dict_resolve_timeout.py
- test_ollama_embedder.py
- test_ollama_llm_client.py
- __init__.py
- conftest.py
- test_main_startup.py
- .dockerignore
- .env.example
- .gitignore
- .importlinter
- .pre-commit-config.yaml
- .python-version
- AGENTS.md
- CHANGELOG.md
- CLAUDE.md
- CODE_OF_CONDUCT.md
- CONTRIBUTING.md
- demo_main.py
- docker-compose.langfuse.yml
- docker-compose.neo4j.yml
- docker-compose.prod.yml
- docker-compose.verify.yml
- docker-compose.weaviate.yml
- docker-compose.yml
- docker-entrypoint.sh
- Dockerfile
- Dockerfile.demo
- LICENSE
- main.py
- Makefile
- OpenSource.md
- PRIORITY_MATRIX.md
- PRIORITY_ROADMAP.md
- pyproject.toml
- railway.json
- railway.toml
- README.md
- README_EN.md
- SECURITY.md
- SUPPORT.md
- uv.lock
// repository documentation
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