Python Module Index a a agents agents.base agents.base.agent agents.base.agent_structured_output_mixin agents.base.agent_with_token_tracking agents.base.compiled_agent agents.base.debug_utils agents.base.enhanced_init agents.base.hooks agents.base.mixins agents.base.mixins.hooks_mixin agents.base.mixins.persistence_mixin agents.base.pre_post_agent_mixin agents.base.serialization_mixin agents.base.smart_output_parsing agents.base.structured_output_handler agents.base.typed_agent agents.base.types agents.base.universal_agent agents.base.workflow agents.chain agents.chain.chain_agent_simple agents.chain.chain_examples agents.chain.declarative_chain agents.chain.examples agents.chain.examples_simple agents.chain.extended_chain agents.chain.extended_examples agents.chain.multi_integration agents.common.models agents.common.models.grade agents.common.models.grade.base agents.common.models.grade.binary agents.common.models.grade.composite agents.common.models.grade.letter_grade agents.common.models.grade.numeric agents.common.models.grade.qualitative agents.common.models.grade.rubric agents.common.models.grade.scale agents.common.models.task_analysis agents.common.models.task_analysis.analysis agents.common.models.task_analysis.base agents.common.models.task_analysis.branching agents.common.models.task_analysis.parallelization agents.common.models.task_analysis.solvability agents.common.utils agents.common.utils.pydantic_prompt_utils agents.conversation agents.conversation.base agents.conversation.base.agent agents.conversation.base.example agents.conversation.collaberative agents.conversation.collaberative.agent agents.conversation.collaberative.example agents.conversation.collaberative.state agents.conversation.debate agents.conversation.debate.agent agents.conversation.debate.example agents.conversation.debate.state agents.conversation.directed agents.conversation.directed.agent agents.conversation.directed.example agents.conversation.directed.state agents.conversation.round_robin agents.conversation.round_robin.agent agents.conversation.round_robin.example agents.conversation.social_media agents.conversation.social_media.example agents.conversation.social_media.models agents.discovery agents.discovery.component_discovery_agent agents.discovery.dynamic_tool_selector agents.discovery.selection_strategies agents.discovery.semantic_discovery agents.document agents.document.agent agents.document_loader agents.document_loader.base agents.document_loader.base.agent agents.document_loader.directory agents.document_loader.directory.agent agents.document_loader.file agents.document_loader.file.agent agents.document_loader.web agents.document_loader.web.agent agents.document_modifiers agents.document_modifiers.base agents.document_modifiers.base.models agents.document_modifiers.base.state agents.document_modifiers.base.utils agents.document_modifiers.complex_extraction agents.document_modifiers.complex_extraction.agent agents.document_modifiers.kg agents.document_modifiers.kg.kg_base agents.document_modifiers.kg.kg_base.example agents.document_modifiers.kg.kg_base.models agents.document_modifiers.kg.kg_iterative_refinement agents.document_modifiers.kg.kg_iterative_refinement.agent agents.document_modifiers.kg.kg_map_merge agents.document_modifiers.summarizer agents.document_modifiers.summarizer.iterative_refinement agents.document_modifiers.summarizer.map_branch agents.document_modifiers.summarizer.map_branch.agent agents.document_modifiers.summarizer.map_branch.prompts agents.document_modifiers.summarizer.map_branch.state agents.document_modifiers.tnt agents.document_modifiers.tnt.agent agents.document_modifiers.tnt.branches agents.document_modifiers.tnt.engines agents.document_modifiers.tnt.models agents.document_modifiers.tnt.state agents.document_modifiers.tnt.utils agents.document_processing agents.document_processing.agent agents.dynamic_supervisor agents.dynamic_supervisor.agent agents.dynamic_supervisor.models agents.dynamic_supervisor.prompts agents.dynamic_supervisor.state agents.dynamic_supervisor.tools agents.experiments agents.experiments.dynamic_supervisor agents.experiments.dynamic_supervisor_enhanced agents.experiments.static_supervisor_with_sync agents.experiments.supervisor agents.experiments.supervisor.base_supervisor agents.experiments.supervisor.state_models agents.experiments.supervisor.tools agents.long_term_memory agents.ltm agents.ltm.agent agents.ltm.memory_schemas agents.memory agents.memory.agentic_rag_coordinator agents.memory.config agents.memory.core agents.memory.core.classifier agents.memory.core.stores agents.memory.core.types agents.memory.enhanced_retriever agents.memory.graph_rag_retriever agents.memory.kg_generator_agent agents.memory.models_dir agents.memory.models_dir.episodic agents.memory.models_dir.procedural agents.memory.models_dir.semantic agents.memory.multi_agent_coordinator agents.memory.search agents.memory.search.base agents.memory.search.deep_research agents.memory.search.deep_research.agent agents.memory.search.deep_research.models agents.memory.search.labs agents.memory.search.labs.agent agents.memory.search.labs.models agents.memory.search.pro_search agents.memory.search.pro_search.agent agents.memory.search.pro_search.models agents.memory.search.quick_search agents.memory.search.quick_search.agent agents.memory.search.quick_search.models agents.memory.unified_memory_api agents.memory_reorganized agents.memory_reorganized.search agents.memory_reorganized.search.base agents.memory_reorganized.search.deep_research agents.memory_reorganized.search.deep_research.agent agents.memory_reorganized.search.deep_research.models agents.memory_reorganized.search.labs agents.memory_reorganized.search.labs.agent agents.memory_reorganized.search.labs.models agents.memory_reorganized.search.pro_search agents.memory_reorganized.search.pro_search.agent agents.memory_reorganized.search.pro_search.models agents.memory_reorganized.search.quick_search agents.memory_reorganized.search.quick_search.agent agents.memory_reorganized.search.quick_search.models agents.memory_v2 agents.memory_v2.advanced_rag_memory_agent agents.memory_v2.conversation_memory_agent agents.memory_v2.extraction_prompts agents.memory_v2.graph_memory_agent agents.memory_v2.integrated_memory_system agents.memory_v2.kg_memory_agent agents.memory_v2.long_term_memory_agent agents.memory_v2.memory_models_standalone agents.memory_v2.memory_state agents.memory_v2.memory_state_original agents.memory_v2.memory_state_with_tokens agents.memory_v2.memory_tools agents.memory_v2.message_document_converter agents.memory_v2.multi_memory_agent agents.memory_v2.multi_memory_coordinator agents.memory_v2.multi_react_memory_system agents.memory_v2.rag_memory_agent agents.memory_v2.react_memory_agent agents.memory_v2.react_memory_coordinator agents.memory_v2.simple_memory_agent agents.memory_v2.simple_memory_agent_deepseek agents.memory_v2.standalone_memory_agent_free agents.memory_v2.standalone_rag_memory agents.memory_v2.time_weighted_retriever agents.memory_v2.token_tracker agents.multi agents.multi.agent agents.multi.base agents.multi.base.agent agents.multi.compatibility agents.multi.core agents.multi.core.clean_multi_agent agents.multi.enhanced agents.multi.enhanced.multi_agent_v3 agents.multi.enhanced.multi_agent_v4 agents.multi.enhanced_clean_multi_agent agents.multi.enhanced_dynamic_supervisor agents.multi.enhanced_multi_agent_generic agents.multi.enhanced_multi_agent_standalone agents.multi.enhanced_parallel_agent agents.multi.enhanced_sequential_agent agents.multi.enhanced_supervisor_agent agents.multi.experiments.implementations.clean_base agents.multi.experiments.implementations.clean_multi_agent agents.multi.experiments.implementations.compatibility_enhanced_base agents.multi.experiments.implementations.multi_agent_v2 agents.multi.experiments.implementations.proper_base agents.multi.experiments.implementations.self_discover_state agents.multi.experiments.list_multi_agent agents.multi.experiments.proper_list_multi_agent agents.multi.experiments.routing_patterns agents.multi.sequential agents.multi.sequential.agent agents.multi.simple agents.multi.simple.agent agents.multi.utils agents.multi.utils.compatibility agents.patterns agents.patterns.hybrid_multi_agent_patterns agents.patterns.react_structured_agent_variants agents.patterns.react_structured_reflection_patterns agents.patterns.react_with_structured_output agents.patterns.sequential_with_structured_output agents.patterns.sequential_workflow_agent agents.patterns.simple_rag_agent_pattern agents.planning agents.planning.base agents.planning.base.agents agents.planning.base.agents.executor agents.planning.base.agents.planner agents.planning.base.models agents.planning.base.prompts agents.planning.clean_plan_execute agents.planning.enhanced_plan_execute_v5 agents.planning.enhanced_plan_execute_v5.planner agents.planning.enhanced_plan_execute_v5.planner.models agents.planning.enhanced_plan_execute_v5.planner.prompts agents.planning.enhanced_plan_execute_v6 agents.planning.langgraph_plan_execute agents.planning.llm_compiler agents.planning.llm_compiler.agent agents.planning.llm_compiler.aug_llms agents.planning.llm_compiler.config agents.planning.llm_compiler.models agents.planning.llm_compiler.tools agents.planning.llm_compiler_v3 agents.planning.llm_compiler_v3.agent agents.planning.llm_compiler_v3.config agents.planning.llm_compiler_v3.models agents.planning.llm_compiler_v3.prompts agents.planning.llm_compiler_v3.state agents.planning.models agents.planning.models.base agents.planning.p_and_e agents.planning.p_and_e.engines agents.planning.p_and_e.enhanced_multi_agent agents.planning.p_and_e.example agents.planning.p_and_e.models agents.planning.p_and_e.multi_agent agents.planning.p_and_e.prompts agents.planning.p_and_e.state agents.planning.plan_and_execute agents.planning.plan_and_execute.simple agents.planning.plan_and_execute.v2 agents.planning.plan_and_execute.v2.agent agents.planning.plan_and_execute.v2.models agents.planning.plan_and_execute.v2.prompts agents.planning.plan_and_execute.v2.state agents.planning.plan_and_execute_multi agents.planning.plan_execute_v3 agents.planning.plan_execute_v3.agent agents.planning.plan_execute_v3.config agents.planning.plan_execute_v3.engines agents.planning.plan_execute_v3.models agents.planning.plan_execute_v3.prompts agents.planning.plan_execute_v3.state agents.planning.proper_plan_execute agents.planning.rewoo agents.planning.rewoo.agents agents.planning.rewoo.models agents.planning.rewoo.models.join_step agents.planning.rewoo.models.plans agents.planning.rewoo.models.steps agents.planning.rewoo.models.tool_step agents.planning.rewoo_tree_agent agents.planning.rewoo_tree_agent_v2 agents.planning.rewoo_tree_agent_v3 agents.planning.rewoo_v3 agents.planning.rewoo_v3.agent agents.planning.rewoo_v3.models agents.planning.rewoo_v3.prompts agents.planning.rewoo_v3.state agents.planning.smart_parsing_example agents.planning_v2 agents.planning_v2.base agents.planning_v2.base.models agents.planning_v2.base.planner agents.planning_v2.base.planner.agent agents.planning_v2.base.planner.demo agents.planning_v2.base.planner.example agents.planning_v2.base.planner.models agents.planning_v2.base.planner.prompts agents.planning_v2.base.planner.prompts_advanced agents.planning_v2.base.planner.simple_agent agents.planning_v2.base.replanner_models agents.planning_v2.base.state agents.planning_v2.base.tree_models agents.planning_v2.demo_output agents.rag agents.rag.adaptive agents.rag.adaptive.agent agents.rag.adaptive_rag agents.rag.adaptive_tools agents.rag.adaptive_tools.agent agents.rag.agentic agents.rag.agentic.agent agents.rag.agentic.agentic_rag_agent agents.rag.agentic.document_grader agents.rag.agentic.query_rewriter agents.rag.agentic.react_rag_agent agents.rag.agentic_router agents.rag.agentic_router.agent agents.rag.agentic_router.agent_chain agents.rag.agentic_router.agent_v2 agents.rag.answer_agent agents.rag.base agents.rag.branched_chain agents.rag.chain_collection agents.rag.collective_rag_agent_v4 agents.rag.common.answer_generators agents.rag.common.document_graders agents.rag.common.document_graders.binary_grader agents.rag.common.document_graders.comprehensive_grader agents.rag.common.document_graders.models agents.rag.common.hallucination_graders agents.rag.common.query_constructors.flare agents.rag.common.query_constructors.hyde agents.rag.common.query_constructors.hyde.enhanced_prompts agents.rag.common.query_refinement agents.rag.corrective agents.rag.corrective.agent agents.rag.corrective.agent_v2 agents.rag.db_rag agents.rag.db_rag.base agents.rag.db_rag.graph_db agents.rag.db_rag.graph_db.agent agents.rag.db_rag.graph_db.config agents.rag.db_rag.graph_db.example agents.rag.db_rag.graph_db.models agents.rag.db_rag.graph_db.state agents.rag.db_rag.sql_rag agents.rag.db_rag.sql_rag.agent agents.rag.db_rag.sql_rag.config agents.rag.db_rag.sql_rag.engines agents.rag.db_rag.sql_rag.example agents.rag.db_rag.sql_rag.prompts agents.rag.db_rag.sql_rag.state agents.rag.db_rag.sql_rag.utils agents.rag.document_grading agents.rag.document_grading.agent agents.rag.dynamic agents.rag.enhanced_memory_react agents.rag.factories agents.rag.factories.compatible_rag_factory agents.rag.factories.compatible_rag_factory_simple agents.rag.factories.rag_workflow_factory agents.rag.filtered agents.rag.flare agents.rag.flare.agent agents.rag.fusion agents.rag.fusion.agent agents.rag.hallucination_grading agents.rag.hallucination_grading.agent agents.rag.hyde agents.rag.hyde.agent agents.rag.hyde.agent_v2 agents.rag.hyde.enhanced_agent agents.rag.hyde.enhanced_agent_v2 agents.rag.list_iteration_example agents.rag.llm_rag agents.rag.llm_rag.example agents.rag.memory_aware agents.rag.memory_aware.agent agents.rag.models agents.rag.modular_chain agents.rag.multi_agent_rag agents.rag.multi_agent_rag.additional_workflows agents.rag.multi_agent_rag.advanced_workflows agents.rag.multi_agent_rag.agents agents.rag.multi_agent_rag.compatibility agents.rag.multi_agent_rag.complete_rag_workflows agents.rag.multi_agent_rag.enhanced_multi_rag agents.rag.multi_agent_rag.enhanced_state_schemas agents.rag.multi_agent_rag.enhanced_workflows agents.rag.multi_agent_rag.graded_rag_workflows agents.rag.multi_agent_rag.graded_rag_workflows_v2 agents.rag.multi_agent_rag.grading_components agents.rag.multi_agent_rag.multi_rag agents.rag.multi_agent_rag.simple_enhanced_workflows agents.rag.multi_agent_rag.specialized_workflows agents.rag.multi_agent_rag.specialized_workflows_v2 agents.rag.multi_agent_rag.state agents.rag.multi_query agents.rag.multi_query.agent agents.rag.multi_strategy agents.rag.query_decomposition agents.rag.query_decomposition.agent agents.rag.query_planning agents.rag.query_planning.agent agents.rag.query_planning.agent_chain agents.rag.self_corr agents.rag.self_rag2 agents.rag.self_rag2.nodes agents.rag.self_rag2.state agents.rag.self_reflective agents.rag.self_reflective.agent agents.rag.self_route agents.rag.self_route.agent agents.rag.simple agents.rag.simple.agent agents.rag.simple.answer_agent agents.rag.simple.answer_generator agents.rag.simple.answer_generator.models agents.rag.simple.answer_generator.prompts agents.rag.simple.clean_simple_rag agents.rag.simple.enhanced_v3 agents.rag.simple.enhanced_v3.agent agents.rag.simple.enhanced_v3.answer_generator_agent agents.rag.simple.enhanced_v3.retriever_agent agents.rag.simple.enhanced_v3.state agents.rag.simple.multi_agent_simple_rag agents.rag.simple.sequential_agent agents.rag.simple.simple_rag agents.rag.simple.simple_rag_state agents.rag.simple_rag_agent_v4 agents.rag.speculative agents.rag.speculative.agent agents.rag.step_back agents.rag.step_back.agent agents.rag.synthesis_agent agents.rag.typed agents.rag.unified_factory agents.rag.utils agents.rag.utils.structured_output_enhancer agents.react agents.react.agent agents.react.dynamic_react_agent agents.react.state agents.react_class agents.react_class.react agents.react_class.react_agent agents.react_class.react_agent2 agents.react_class.react_agent2.dynamic_agent agents.react_class.react_agent2.many_tools agents.react_class.react_many_tools agents.react_class.react_v2 agents.react_class.react_v2.agent agents.react_class.react_v2.config agents.react_class.react_v2.utils agents.react_class.react_v3 agents.react_class.react_v3.agent agents.react_class.react_v3.config agents.react_class.react_v3.example agents.reasoning_and_critique agents.reasoning_and_critique.lats agents.reasoning_and_critique.lats.config agents.reasoning_and_critique.lats.example agents.reasoning_and_critique.lats.v2 agents.reasoning_and_critique.logic agents.reasoning_and_critique.logic.engines agents.reasoning_and_critique.mcts agents.reasoning_and_critique.reflection agents.reasoning_and_critique.reflection.agent agents.reasoning_and_critique.reflection.config agents.reasoning_and_critique.reflection.models agents.reasoning_and_critique.reflection.state agents.reasoning_and_critique.reflexion agents.reasoning_and_critique.reflexion.example agents.reasoning_and_critique.self_discover agents.reasoning_and_critique.self_discover.adapter agents.reasoning_and_critique.self_discover.adapter.agent agents.reasoning_and_critique.self_discover.adapter.models agents.reasoning_and_critique.self_discover.adapter.prompts agents.reasoning_and_critique.self_discover.agent agents.reasoning_and_critique.self_discover.executor agents.reasoning_and_critique.self_discover.executor.agent agents.reasoning_and_critique.self_discover.executor.models agents.reasoning_and_critique.self_discover.executor.prompts agents.reasoning_and_critique.self_discover.fixed_selector agents.reasoning_and_critique.self_discover.selector agents.reasoning_and_critique.self_discover.selector.agent agents.reasoning_and_critique.self_discover.selector.models agents.reasoning_and_critique.self_discover.selector.prompts agents.reasoning_and_critique.self_discover.self_discover_enhanced_v4 agents.reasoning_and_critique.self_discover.self_discover_multiagent agents.reasoning_and_critique.self_discover.self_discover_sequential_v2 agents.reasoning_and_critique.self_discover.self_discover_simple_v4 agents.reasoning_and_critique.self_discover.self_discover_v4 agents.reasoning_and_critique.self_discover.self_discover_working_v4 agents.reasoning_and_critique.self_discover.structurer agents.reasoning_and_critique.self_discover.structurer.agent agents.reasoning_and_critique.self_discover.structurer.models agents.reasoning_and_critique.self_discover.structurer.prompts agents.reasoning_and_critique.self_discover.v2 agents.reasoning_and_critique.self_discover.v2.agent agents.reasoning_and_critique.self_discover.v2.example agents.reasoning_and_critique.self_discover.v2.models agents.reasoning_and_critique.self_discover.v2.prompts agents.reasoning_and_critique.self_discover.v2.state agents.reasoning_and_critique.tot agents.reasoning_and_critique.tot.agent agents.reasoning_and_critique.tot.agents agents.reasoning_and_critique.tot.agents.candidate_generator agents.reasoning_and_critique.tot.agents.solution_scorer agents.reasoning_and_critique.tot.config agents.reasoning_and_critique.tot.engines agents.reasoning_and_critique.tot.example agents.reasoning_and_critique.tot.models agents.reasoning_and_critique.tot.modular agents.reasoning_and_critique.tot.orchestrator agents.reasoning_and_critique.tot.tot_multi_agent agents.reasoning_and_critique.tot.tree_of_thoughts_agent agents.reasoning_and_critique.tot.v2 agents.reflection agents.reflection.agent agents.reflection.message_transformer agents.reflection.message_transformer_posthook agents.reflection.models agents.reflection.multi_agent_reflection agents.reflection.prompts agents.reflection.simple_agent agents.reflection.state agents.reflection.structured_output agents.research agents.research.open_perplexity agents.research.open_perplexity.cli agents.research.open_perplexity.config agents.research.open_perplexity.models agents.research.open_perplexity.prompts agents.research.open_perplexity.state agents.research.perplexity.pro_search agents.research.perplexity.pro_search.models agents.research.perplexity.pro_search.search agents.research.perplexity.pro_search.search.models agents.research.perplexity.pro_search.search.prompts agents.research.perplexity.pro_search.tasks agents.research.perplexity.pro_search.tasks.models agents.research.perplexity.pro_search.tasks.prompts agents.research.person agents.research.person.agent agents.research.storm agents.research.storm.example agents.research.storm.generate_perspectives agents.research.storm.interview agents.research.storm.interview.models agents.research.storm.outline_generator agents.research.storm.related_topics_generator agents.research.storm.section_writer agents.research.storm.state agents.self_healing_code agents.sequential agents.sequential.config agents.sequential.example agents.simple agents.simple.agent agents.simple.agent_v3_minimal agents.simple.clean_enhanced_simple agents.simple.config agents.simple.enhanced_agent_v3 agents.simple.enhanced_simple_agent agents.simple.enhanced_simple_agent_v2 agents.simple.enhanced_simple_minimal agents.simple.enhanced_simple_real agents.simple.example agents.simple.factory agents.simple.lazy_simple_agent agents.simple.structured agents.simple.ultra_lazy_agent agents.simple.v2 agents.simple.v2.config agents.structured agents.structured.agent agents.structured.models agents.structured.prompts agents.structured_output agents.structured_output.agent agents.structured_output.models agents.supervisor agents.supervisor.agent agents.supervisor.core agents.supervisor.core.simple_supervisor agents.supervisor.core.supervisor_agent agents.supervisor.dynamic agents.supervisor.dynamic.dynamic_agent_tools agents.supervisor.dynamic.dynamic_multi_agent agents.supervisor.dynamic.dynamic_supervisor agents.supervisor.models agents.supervisor.state agents.supervisor.state.dynamic_state agents.supervisor.tools agents.supervisor.utils agents.supervisor.utils.compatibility_bridge agents.supervisor.utils.registry agents.supervisor.utils.routing agents.task_analysis agents.task_analysis.analysis agents.task_analysis.base agents.task_analysis.complexity agents.task_analysis.context agents.task_analysis.decomposer agents.task_analysis.execution agents.task_analysis.tree agents.utils agents.wiki_writer agents.wiki_writer.interview
