LICENSE
README.md
pyproject.toml
setup.py
mothrag/__init__.py
mothrag.egg-info/PKG-INFO
mothrag.egg-info/SOURCES.txt
mothrag.egg-info/dependency_links.txt
mothrag.egg-info/entry_points.txt
mothrag.egg-info/requires.txt
mothrag.egg-info/top_level.txt
mothrag/api/__init__.py
mothrag/api/simple.py
mothrag/arms/__init__.py
mothrag/arms/base.py
mothrag/arms/infobox_arm.py
mothrag/arms/legacy.py
mothrag/arms/mothgraph_arm.py
mothrag/aurora/__init__.py
mothrag/aurora/adapter.py
mothrag/aurora/c7.py
mothrag/aurora/rules.py
mothrag/aurora/verifier.py
mothrag/aurora/verifier_liberal.py
mothrag/cli/__init__.py
mothrag/cli/smoke.py
mothrag/core/__init__.py
mothrag/core/_api_adapters.py
mothrag/core/abstain_markers.py
mothrag/core/anchor.py
mothrag/core/api.py
mothrag/core/arms_runner.py
mothrag/core/decompose.py
mothrag/core/domain_plugin.py
mothrag/core/mothrag.py
mothrag/core/query_type_classifier.py
mothrag/core/selective_ensemble.py
mothrag/core/symbolic_memory.py
mothrag/core/arbitrate/__init__.py
mothrag/core/arbitrate/arbitrator.py
mothrag/core/arbitrate/arbitrator_v2.py
mothrag/core/arbitrate/gamma_l4b_andgate.py
mothrag/core/arbitrate/pam_lite_arbitrator.py
mothrag/core/arbitrate/pam_lite_mechanism.py
mothrag/core/arbitrate/refuse_abstention.py
mothrag/core/arbitrate/signal_dup.py
mothrag/core/arbitrate/signals.py
mothrag/core/retrieval/__init__.py
mothrag/core/retrieval/dense.py
mothrag/core/retrieval/hybrid_graph.py
mothrag/core/retrieval/infobox.py
mothrag/core/retrieval/multimodal.py
mothrag/core/retrieval/protocol.py
mothrag/core/retry/__init__.py
mothrag/core/retry/orchestrator.py
mothrag/core/retry/protocol.py
mothrag/core/retry/strategies/__init__.py
mothrag/core/retry/strategies/active_gap_query.py
mothrag/core/retry/strategies/arm_fallback.py
mothrag/core/retry/strategies/bottom_up_boost.py
mothrag/core/retry/strategies/cross_arm_consensus.py
mothrag/core/retry/strategies/iter_extension.py
mothrag/core/retry/strategies/l4b_anchor_retry.py
mothrag/core/retry/strategies/query_reformulation.py
mothrag/core/retry/strategies/reroute_iter_with_boost.py
mothrag/core/retry/strategies/soft_fallback.py
mothrag/core/retry/strategies/sub_question_reroute.py
mothrag/core/retry/strategies/suppress_gate.py
mothrag/core/spectral/__init__.py
mothrag/core/spectral/aspects.py
mothrag/core/spectral/disaggregation.py
mothrag/data/__init__.py
mothrag/data/preprocess_wikipedia.py
mothrag/embedders/__init__.py
mothrag/embedders/base.py
mothrag/embedders/cohere.py
mothrag/embedders/gemini.py
mothrag/embedders/openai.py
mothrag/embedders/sentence_transformers.py
mothrag/embedders/vertex.py
mothrag/eval/__init__.py
mothrag/eval/faithfulness.py
mothrag/eval/iterative_pipeline.py
mothrag/eval/latency.py
mothrag/eval/metrics.py
mothrag/eval/normalize_questions.py
mothrag/eval/pipeline.py
mothrag/eval/soft_em.py
mothrag/graph/__init__.py
mothrag/graph/index.py
mothrag/graph/openie.py
mothrag/iterative_ragnatela/__init__.py
mothrag/iterative_ragnatela/convergence.py
mothrag/iterative_ragnatela/gamma_pooling.py
mothrag/iterative_ragnatela/ragnatela_orchestrator.py
mothrag/iterative_ragnatela/subq_generation.py
mothrag/iterative_ragnatela/types.py
mothrag/loaders/__init__.py
mothrag/loaders/html.py
mothrag/loaders/json_loader.py
mothrag/loaders/pdf.py
mothrag/loaders/text.py
mothrag/loaders/url.py
mothrag/plugins/__init__.py
mothrag/plugins/wikipedia.py
mothrag/readers/__init__.py
mothrag/readers/anthropic.py
mothrag/readers/base.py
mothrag/readers/cohere.py
mothrag/readers/gemini.py
mothrag/readers/groq.py
mothrag/readers/openai.py
mothrag/retrieval/__init__.py
mothrag/retrieval/embeddings.py
mothrag/retrieval/ner.py
mothrag/retrieval/openie.py
mothrag/retrieval/bridge_haiku/__init__.py
mothrag/retrieval/bridge_haiku/_haiku_base.py
mothrag/retrieval/bridge_haiku/ann.py
mothrag/retrieval/bridge_haiku/bridge_arm.py
mothrag/retrieval/bridge_haiku/entity_extractor.py
mothrag/retrieval/bridge_haiku/pit_fusion.py
mothrag/retrieval/bridge_haiku/svo_generator.py
mothrag/retrieval/bridge_haiku/tripartite_judge.py
mothrag/retrieval/bridge_haiku/types.py
mothrag/retrieval/chain_filter/__init__.py
mothrag/retrieval/chain_filter/chain_filter.py
mothrag/retrieval/specialist/__init__.py
mothrag/retrieval/specialist/compare_arm.py
mothrag/retrieval/specialist/decompose_arm_v2.py
mothrag/routing/__init__.py
mothrag/routing/arm_applicability.py
mothrag/routing/dup_arm.py
mothrag/routing/infobox_router.py
mothrag/routing/pdd_inverse_scaling.py
mothrag/routing/semantic_features.py
mothrag/routing/specialist_slot_adapters.py
mothrag/routing/specialist_slot_router.py
mothrag/utils/__init__.py
mothrag/utils/llm_cost.py
mothrag/utils/resume.py
mothrag/utils/url_safety.py
mothrag/vector_dbs/__init__.py
mothrag/vector_dbs/base.py
mothrag/vector_dbs/chroma.py
mothrag/vector_dbs/faiss_adapter.py
mothrag/vector_dbs/in_memory.py
mothrag/vector_dbs/pinecone.py
mothrag/vector_dbs/qdrant.py
tests/test_abstain_markers.py
tests/test_active_gap_query.py
tests/test_adapter_string_source_hardening.py
tests/test_adaptive_gamma_retrigger.py
tests/test_anchor.py
tests/test_ann_coerce.py
tests/test_arbitrate_default.py
tests/test_arbitrate_subset_plumbing.py
tests/test_arbitration_ablation_flags.py
tests/test_arbitrator_v2.py
tests/test_arm_applicability.py
tests/test_arms_infobox.py
tests/test_arms_runner.py
tests/test_bridge_haiku_ann_integration.py
tests/test_bridge_haiku_arm.py
tests/test_bridge_haiku_arm_integration.py
tests/test_bridge_haiku_judge_pit.py
tests/test_bridge_haiku_llm_modules.py
tests/test_bridge_haiku_pit_fusion.py
tests/test_bridge_prompt_variants.py
tests/test_bug_pattern.py
tests/test_c1_integration.py
tests/test_chain_filter.py
tests/test_chainfilter_cohort_gate.py
tests/test_cli_flag_wiring.py
tests/test_compare_arm.py
tests/test_compound_paths.py
tests/test_conservative_gating.py
tests/test_decompose.py
tests/test_decompose_arm_v2.py
tests/test_dup_arm_pool.py
tests/test_ensemble_arbitrate.py
tests/test_faithfulness_gamma_coord.py
tests/test_gamma_aware_bridge_cohort.py
tests/test_gamma_aware_integration.py
tests/test_gamma_aware_pdd.py
tests/test_gamma_l4b_andgate.py
tests/test_gamma_source_key_fix.py
tests/test_gemini_embedding_corpus_routing.py
tests/test_gemini_judge_cache.py
tests/test_hop_multipliers_provenance.py
tests/test_hybrid_graph_retrieval.py
tests/test_imports.py
tests/test_infobox_retrieval.py
tests/test_infobox_router.py
tests/test_iter_p4_p5.py
tests/test_iter_stepchain_composite.py
tests/test_iterative_pipeline.py
tests/test_layer2_wiring.py
tests/test_metrics.py
tests/test_mothgraph_arm.py
tests/test_object_span_relaxed.py
tests/test_pam_lite_adapter.py
tests/test_pam_lite_arbitrator.py
tests/test_pam_lite_hop_multiplier_scoring.py
tests/test_pam_lite_mechanism.py
tests/test_pam_lite_router.py
tests/test_pam_lite_traced.py
tests/test_passage_cache.py
tests/test_path_serialize_and_bridge_provider.py
tests/test_pdd_cohort_gated.py
tests/test_per_arm_gate.py
tests/test_per_patch_flags.py
tests/test_pip_arms_pool.py
tests/test_pool_safety_axiom.py
tests/test_query_type_classifier.py
tests/test_refuse_abstention.py
tests/test_reroute_iter_with_boost.py
tests/test_retry_strategies.py
tests/test_route_prospective_ablation_flags.py
tests/test_route_prospective_bridge_qtype_gate.py
tests/test_route_prospective_bridge_scope.py
tests/test_route_prospective_bridge_substrate.py
tests/test_route_prospective_chainfilter.py
tests/test_route_prospective_chainfilter_wire.py
tests/test_route_prospective_ctx_completeness.py
tests/test_route_prospective_patch_flags.py
tests/test_route_prospective_specialists.py
tests/test_sel_v2_arms_pool_extension.py
tests/test_selective_ensemble.py
tests/test_signal_dup_universality.py
tests/test_spectral_disaggregation.py
tests/test_sub_question_reroute.py
tests/test_suppress_gate.py
tests/test_symbolic_memory.py
tests/test_telemetry.py
tests/test_url_safety.py
tests/test_v050_phase2_adapters.py
tests/test_v050_smoke.py
tests/test_v2_mode_opt_in_arms.py
tests/test_vertex_adapter.py
tests/test_wikipedia_plugin.py