Hide navigation sidebar

Hide table of contents sidebar

Skip to content

🚀 Star us on GitHub | Join Discord | Haive Central Docs

Toggle site navigation sidebar

haive-agents 0.1.0 documentation

Toggle table of contents sidebar

haive-agents 0.1.0 documentation

📖 Getting Started

🚀 Quick Start Guide
💻 Installation & Setup
🎓 Examples & Tutorials

🧠 Core Concepts

Agent Types
Memory Systems
Dynamic Supervisor System

🔧 Advanced Topics

⚙️ Configuration Guide
🚀 Production Deployment Guide
🔧 Troubleshooting Guide
Changelog

🔍 API Reference

agents
Toggle navigation of agents
- agents.base
  Toggle navigation of agents.base
- agents.chain
  Toggle navigation of agents.chain
- agents.conversation
  Toggle navigation of agents.conversation
  - agents.conversation.base
    Toggle navigation of agents.conversation.base
    - agents.conversation.base.agent
    - agents.conversation.base.example
  - agents.conversation.collaberative
    Toggle navigation of agents.conversation.collaberative
  - agents.conversation.debate
    Toggle navigation of agents.conversation.debate
  - agents.conversation.directed
    Toggle navigation of agents.conversation.directed
  - agents.conversation.round_robin
    Toggle navigation of agents.conversation.round_robin
    - agents.conversation.round_robin.agent
    - agents.conversation.round_robin.example
  - agents.conversation.social_media
    Toggle navigation of agents.conversation.social_media
    - agents.conversation.social_media.example
    - agents.conversation.social_media.models
- agents.discovery
  Toggle navigation of agents.discovery
- agents.document
  Toggle navigation of agents.document
  - agents.document.agent
- agents.document_loader
  Toggle navigation of agents.document_loader
  - agents.document_loader.base
    Toggle navigation of agents.document_loader.base
    - agents.document_loader.base.agent
  - agents.document_loader.directory
    Toggle navigation of agents.document_loader.directory
    - agents.document_loader.directory.agent
  - agents.document_loader.file
    Toggle navigation of agents.document_loader.file
    - agents.document_loader.file.agent
  - agents.document_loader.web
    Toggle navigation of agents.document_loader.web
    - agents.document_loader.web.agent
- agents.document_modifiers
  Toggle navigation of agents.document_modifiers
  - agents.document_modifiers.base
    Toggle navigation of agents.document_modifiers.base
  - agents.document_modifiers.complex_extraction
    Toggle navigation of agents.document_modifiers.complex_extraction
    - agents.document_modifiers.complex_extraction.agent
  - agents.document_modifiers.kg
    Toggle navigation of agents.document_modifiers.kg
    - agents.document_modifiers.kg.kg_base
      Toggle navigation of 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
      Toggle navigation of 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
    Toggle navigation of agents.document_modifiers.summarizer
    - agents.document_modifiers.summarizer.iterative_refinement
    - agents.document_modifiers.summarizer.map_branch
      Toggle navigation of agents.document_modifiers.summarizer.map_branch
  - agents.document_modifiers.tnt
    Toggle navigation of agents.document_modifiers.tnt
- agents.document_processing
  Toggle navigation of agents.document_processing
  - agents.document_processing.agent
- agents.dynamic_supervisor
  Toggle navigation of agents.dynamic_supervisor
- agents.experiments
  Toggle navigation of agents.experiments
  - agents.experiments.dynamic_supervisor
  - agents.experiments.dynamic_supervisor_enhanced
  - agents.experiments.static_supervisor_with_sync
  - agents.experiments.supervisor
    Toggle navigation of agents.experiments.supervisor
- agents.long_term_memory
- agents.ltm
  Toggle navigation of agents.ltm
  - agents.ltm.agent
  - agents.ltm.memory_schemas
- agents.memory
  Toggle navigation of agents.memory
  - agents.memory.agentic_rag_coordinator
  - agents.memory.config
  - agents.memory.core
    Toggle navigation of agents.memory.core
  - agents.memory.enhanced_retriever
  - agents.memory.graph_rag_retriever
  - agents.memory.kg_generator_agent
  - agents.memory.models_dir
    Toggle navigation of agents.memory.models_dir
  - agents.memory.multi_agent_coordinator
  - agents.memory.search
    Toggle navigation of agents.memory.search
    - agents.memory.search.base
    - agents.memory.search.deep_research
      Toggle navigation of agents.memory.search.deep_research
      - agents.memory.search.deep_research.agent
      - agents.memory.search.deep_research.models
    - agents.memory.search.labs
      Toggle navigation of agents.memory.search.labs
      - agents.memory.search.labs.agent
      - agents.memory.search.labs.models
    - agents.memory.search.pro_search
      Toggle navigation of agents.memory.search.pro_search
      - agents.memory.search.pro_search.agent
      - agents.memory.search.pro_search.models
    - agents.memory.search.quick_search
      Toggle navigation of 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
  Toggle navigation of agents.memory_reorganized
  - agents.memory_reorganized.search
    Toggle navigation of agents.memory_reorganized.search
    - agents.memory_reorganized.search.base
    - agents.memory_reorganized.search.deep_research
      Toggle navigation of 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
      Toggle navigation of agents.memory_reorganized.search.labs
      - agents.memory_reorganized.search.labs.agent
      - agents.memory_reorganized.search.labs.models
    - agents.memory_reorganized.search.pro_search
      Toggle navigation of 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
      Toggle navigation of agents.memory_reorganized.search.quick_search
      - agents.memory_reorganized.search.quick_search.agent
      - agents.memory_reorganized.search.quick_search.models
- agents.memory_v2
  Toggle navigation of agents.memory_v2
- agents.multi
  Toggle navigation of agents.multi
  - agents.multi.agent
  - agents.multi.base
    Toggle navigation of agents.multi.base
    - agents.multi.base.agent
  - agents.multi.compatibility
  - agents.multi.core
    Toggle navigation of agents.multi.core
    - agents.multi.core.clean_multi_agent
  - agents.multi.enhanced
    Toggle navigation of 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.sequential
    Toggle navigation of agents.multi.sequential
    - agents.multi.sequential.agent
  - agents.multi.simple
    Toggle navigation of agents.multi.simple
    - agents.multi.simple.agent
  - agents.multi.utils
    Toggle navigation of agents.multi.utils
    - agents.multi.utils.compatibility
- agents.patterns
  Toggle navigation of agents.patterns
- agents.planning
  Toggle navigation of agents.planning
  - agents.planning.base
    Toggle navigation of agents.planning.base
    - agents.planning.base.agents
      Toggle navigation of 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
    Toggle navigation of agents.planning.enhanced_plan_execute_v5
    - agents.planning.enhanced_plan_execute_v5.planner
      Toggle navigation of 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
    Toggle navigation of agents.planning.llm_compiler
  - agents.planning.llm_compiler_v3
    Toggle navigation of agents.planning.llm_compiler_v3
  - agents.planning.models
    Toggle navigation of agents.planning.models
    - agents.planning.models.base
  - agents.planning.p_and_e
    Toggle navigation of agents.planning.p_and_e
  - agents.planning.plan_and_execute
    Toggle navigation of agents.planning.plan_and_execute
    - agents.planning.plan_and_execute.simple
    - agents.planning.plan_and_execute.v2
      Toggle navigation of agents.planning.plan_and_execute.v2
  - agents.planning.plan_and_execute_multi
  - agents.planning.plan_execute_v3
    Toggle navigation of agents.planning.plan_execute_v3
  - agents.planning.proper_plan_execute
  - agents.planning.rewoo
    Toggle navigation of agents.planning.rewoo
    - agents.planning.rewoo.agents
    - agents.planning.rewoo.models
      Toggle navigation of agents.planning.rewoo.models
  - agents.planning.rewoo_tree_agent
  - agents.planning.rewoo_tree_agent_v2
  - agents.planning.rewoo_tree_agent_v3
  - agents.planning.rewoo_v3
    Toggle navigation of agents.planning.rewoo_v3
  - agents.planning.smart_parsing_example
- agents.planning_v2
  Toggle navigation of agents.planning_v2
  - agents.planning_v2.base
    Toggle navigation of agents.planning_v2.base
  - agents.planning_v2.demo_output
- agents.rag
  Toggle navigation of agents.rag
  - agents.rag.adaptive
    Toggle navigation of agents.rag.adaptive
    - agents.rag.adaptive.agent
  - agents.rag.adaptive_rag
  - agents.rag.adaptive_tools
    Toggle navigation of agents.rag.adaptive_tools
    - agents.rag.adaptive_tools.agent
  - agents.rag.agentic
    Toggle navigation of agents.rag.agentic
  - agents.rag.agentic_router
    Toggle navigation of agents.rag.agentic_router
  - agents.rag.answer_agent
  - agents.rag.base
  - agents.rag.branched_chain
  - agents.rag.chain_collection
  - agents.rag.collective_rag_agent_v4
  - agents.rag.corrective
    Toggle navigation of agents.rag.corrective
    - agents.rag.corrective.agent
    - agents.rag.corrective.agent_v2
  - agents.rag.db_rag
    Toggle navigation of agents.rag.db_rag
    - agents.rag.db_rag.base
    - agents.rag.db_rag.graph_db
      Toggle navigation of agents.rag.db_rag.graph_db
    - agents.rag.db_rag.sql_rag
      Toggle navigation of agents.rag.db_rag.sql_rag
  - agents.rag.document_grading
    Toggle navigation of agents.rag.document_grading
    - agents.rag.document_grading.agent
  - agents.rag.dynamic
  - agents.rag.enhanced_memory_react
  - agents.rag.factories
    Toggle navigation of agents.rag.factories
  - agents.rag.filtered
  - agents.rag.flare
    Toggle navigation of agents.rag.flare
    - agents.rag.flare.agent
  - agents.rag.fusion
    Toggle navigation of agents.rag.fusion
    - agents.rag.fusion.agent
  - agents.rag.hallucination_grading
    Toggle navigation of agents.rag.hallucination_grading
    - agents.rag.hallucination_grading.agent
  - agents.rag.hyde
    Toggle navigation of agents.rag.hyde
  - agents.rag.list_iteration_example
  - agents.rag.llm_rag
    Toggle navigation of agents.rag.llm_rag
    - agents.rag.llm_rag.example
  - agents.rag.memory_aware
    Toggle navigation of agents.rag.memory_aware
    - agents.rag.memory_aware.agent
  - agents.rag.models
  - agents.rag.modular_chain
  - agents.rag.multi_agent_rag
    Toggle navigation of agents.rag.multi_agent_rag
  - agents.rag.multi_query
    Toggle navigation of agents.rag.multi_query
    - agents.rag.multi_query.agent
  - agents.rag.multi_strategy
  - agents.rag.query_decomposition
    Toggle navigation of agents.rag.query_decomposition
    - agents.rag.query_decomposition.agent
  - agents.rag.query_planning
    Toggle navigation of agents.rag.query_planning
    - agents.rag.query_planning.agent
    - agents.rag.query_planning.agent_chain
  - agents.rag.self_corr
  - agents.rag.self_rag2
    Toggle navigation of agents.rag.self_rag2
    - agents.rag.self_rag2.nodes
    - agents.rag.self_rag2.state
  - agents.rag.self_reflective
    Toggle navigation of agents.rag.self_reflective
    - agents.rag.self_reflective.agent
  - agents.rag.self_route
    Toggle navigation of agents.rag.self_route
    - agents.rag.self_route.agent
  - agents.rag.simple
    Toggle navigation of agents.rag.simple
    - agents.rag.simple.agent
    - agents.rag.simple.answer_agent
    - agents.rag.simple.answer_generator
      Toggle navigation of 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
      Toggle navigation of agents.rag.simple.enhanced_v3
    - 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
    Toggle navigation of agents.rag.speculative
    - agents.rag.speculative.agent
  - agents.rag.step_back
    Toggle navigation of agents.rag.step_back
    - agents.rag.step_back.agent
  - agents.rag.synthesis_agent
  - agents.rag.typed
  - agents.rag.unified_factory
  - agents.rag.utils
    Toggle navigation of agents.rag.utils
    - agents.rag.utils.structured_output_enhancer
- agents.react
  Toggle navigation of agents.react
- agents.react_class
  Toggle navigation of agents.react_class
  - agents.react_class.react
  - agents.react_class.react_agent
  - agents.react_class.react_agent2
    Toggle navigation of 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
    Toggle navigation of agents.react_class.react_v2
  - agents.react_class.react_v3
    Toggle navigation of agents.react_class.react_v3
- agents.reasoning_and_critique
  Toggle navigation of agents.reasoning_and_critique
  - agents.reasoning_and_critique.lats
    Toggle navigation of agents.reasoning_and_critique.lats
  - agents.reasoning_and_critique.logic
    Toggle navigation of agents.reasoning_and_critique.logic
    - agents.reasoning_and_critique.logic.engines
  - agents.reasoning_and_critique.mcts
  - agents.reasoning_and_critique.reflection
    Toggle navigation of agents.reasoning_and_critique.reflection
  - agents.reasoning_and_critique.reflexion
    Toggle navigation of agents.reasoning_and_critique.reflexion
    - agents.reasoning_and_critique.reflexion.example
  - agents.reasoning_and_critique.self_discover
    Toggle navigation of agents.reasoning_and_critique.self_discover
    - agents.reasoning_and_critique.self_discover.adapter
      Toggle navigation of agents.reasoning_and_critique.self_discover.adapter
    - agents.reasoning_and_critique.self_discover.agent
    - agents.reasoning_and_critique.self_discover.executor
      Toggle navigation of agents.reasoning_and_critique.self_discover.executor
    - agents.reasoning_and_critique.self_discover.fixed_selector
    - agents.reasoning_and_critique.self_discover.selector
      Toggle navigation of agents.reasoning_and_critique.self_discover.selector
    - 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
      Toggle navigation of agents.reasoning_and_critique.self_discover.structurer
    - agents.reasoning_and_critique.self_discover.v2
      Toggle navigation of agents.reasoning_and_critique.self_discover.v2
  - agents.reasoning_and_critique.tot
    Toggle navigation of agents.reasoning_and_critique.tot
- agents.reflection
  Toggle navigation of agents.reflection
- agents.research
  Toggle navigation of agents.research
  - agents.research.open_perplexity
    Toggle navigation of agents.research.open_perplexity
  - agents.research.person
    Toggle navigation of agents.research.person
    - agents.research.person.agent
  - agents.research.storm
    Toggle navigation of agents.research.storm
    - agents.research.storm.example
    - agents.research.storm.generate_perspectives
    - agents.research.storm.interview
      Toggle navigation of 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
  Toggle navigation of agents.sequential
  - agents.sequential.config
  - agents.sequential.example
- agents.simple
  Toggle navigation of agents.simple
- agents.structured
  Toggle navigation of agents.structured
- agents.structured_output
  Toggle navigation of agents.structured_output
  - agents.structured_output.agent
  - agents.structured_output.models
- agents.supervisor
  Toggle navigation of agents.supervisor
  - agents.supervisor.agent
  - agents.supervisor.core
    Toggle navigation of agents.supervisor.core
    - agents.supervisor.core.simple_supervisor
    - agents.supervisor.core.supervisor_agent
  - agents.supervisor.dynamic
    Toggle navigation of agents.supervisor.dynamic
  - agents.supervisor.models
  - agents.supervisor.state
    Toggle navigation of agents.supervisor.state
    - agents.supervisor.state.dynamic_state
  - agents.supervisor.tools
  - agents.supervisor.utils
    Toggle navigation of agents.supervisor.utils
- agents.task_analysis
  Toggle navigation of agents.task_analysis
- agents.utils
- agents.wiki_writer
  Toggle navigation of agents.wiki_writer
  - agents.wiki_writer.interview

Toggle table of contents sidebar

agents.multi.utils¶

Utility modules for multi-agent support.

Submodules¶

agents.multi.utils.compatibility

agents.multi.utils.compatibility

agents.multi.simple.agent

Copyright © 2025, Haive Team

Made with Sphinx and @pradyunsg's Furo

On this page

agents.multi.utils
- Submodules