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Agentle 0.6.12 documentation
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Agentle 0.6.12 documentation

Contents:

  • Installation
  • Quickstart
  • Usage
  • Agents
  • Inputs
  • Tools
  • Structured Outputs
  • Prompt Management
  • Knowledge Integration
  • Agent Composition
  • A2A
  • Model Context Protocol (MCP)
  • Observability
  • Deployment
  • Examples
  • Contributing
  • API Reference
    • Agents API
      • agentle.agents
        • agentle.agents.a2a
          • agentle.agents.a2a.a2a_interface
          • agentle.agents.a2a.a2a_interface_options
          • agentle.agents.a2a.message_parts
            • agentle.agents.a2a.message_parts.adapters
              • agentle.agents.a2a.message_parts.adapters.agent_part_to_generation_part_adapter
              • agentle.agents.a2a.message_parts.adapters.generation_part_to_agent_part_adapter
            • agentle.agents.a2a.message_parts.cache_control_type
            • agentle.agents.a2a.message_parts.data_part
            • agentle.agents.a2a.message_parts.file_part
            • agentle.agents.a2a.message_parts.text_part
          • agentle.agents.a2a.messages
            • agentle.agents.a2a.messages.generation_message_to_message_adapter
            • agentle.agents.a2a.messages.message
            • agentle.agents.a2a.messages.message_to_generation_message_adapter
          • agentle.agents.a2a.models
            • agentle.agents.a2a.models.agent_skill
            • agentle.agents.a2a.models.agent_usage_statistics
            • agentle.agents.a2a.models.artifact
            • agentle.agents.a2a.models.authentication
            • agentle.agents.a2a.models.capabilities
            • agentle.agents.a2a.models.file
            • agentle.agents.a2a.models.json_rpc_error
            • agentle.agents.a2a.models.json_rpc_response
            • agentle.agents.a2a.models.run_state
          • agentle.agents.a2a.notifications
            • agentle.agents.a2a.notifications.push_notification_config
            • agentle.agents.a2a.notifications.task_push_notification_config
          • agentle.agents.a2a.resources
            • agentle.agents.a2a.resources.push_notification_resource
            • agentle.agents.a2a.resources.task_resource
          • agentle.agents.a2a.tasks
            • agentle.agents.a2a.tasks.managment
              • agentle.agents.a2a.tasks.managment.in_memory
              • agentle.agents.a2a.tasks.managment.task_manager
            • agentle.agents.a2a.tasks.send_task_request
            • agentle.agents.a2a.tasks.send_task_response
            • agentle.agents.a2a.tasks.task
            • agentle.agents.a2a.tasks.task_artifact_update_event
            • agentle.agents.a2a.tasks.task_get_result
            • agentle.agents.a2a.tasks.task_query_params
            • agentle.agents.a2a.tasks.task_send_params
            • agentle.agents.a2a.tasks.task_state
            • agentle.agents.a2a.tasks.task_status
            • agentle.agents.a2a.tasks.task_status_update_event
        • agentle.agents.agent
        • agentle.agents.agent_config
        • agentle.agents.agent_config_dict
        • agentle.agents.agent_input
        • agentle.agents.agent_pipeline
        • agentle.agents.agent_protocol
        • agentle.agents.agent_run_output
        • agentle.agents.agent_team
        • agentle.agents.apis
          • agentle.agents.apis.api
          • agentle.agents.apis.api_key_authentication
          • agentle.agents.apis.api_key_location
          • agentle.agents.apis.api_metrics
          • agentle.agents.apis.array_schema
          • agentle.agents.apis.auth_type
          • agentle.agents.apis.authentication
          • agentle.agents.apis.authentication_base
          • agentle.agents.apis.authentication_config
          • agentle.agents.apis.basic_authentication
          • agentle.agents.apis.bearer_authentication
          • agentle.agents.apis.cache_strategy
          • agentle.agents.apis.circuit_breaker
          • agentle.agents.apis.circuit_breaker_error
          • agentle.agents.apis.circuit_breaker_state
          • agentle.agents.apis.endpoint
          • agentle.agents.apis.endpoint_parameter
          • agentle.agents.apis.file_upload
          • agentle.agents.apis.hmac_authentication
          • agentle.agents.apis.http_method
          • agentle.agents.apis.no_authentication
          • agentle.agents.apis.oauth2_authentication
          • agentle.agents.apis.oauth2_grant_type
          • agentle.agents.apis.object_schema
          • agentle.agents.apis.object_serialization_style
          • agentle.agents.apis.parameter_location
          • agentle.agents.apis.params
          • agentle.agents.apis.primitive_schema
          • agentle.agents.apis.rate_limit_error
          • agentle.agents.apis.rate_limiter
          • agentle.agents.apis.request_config
          • agentle.agents.apis.request_hook
          • agentle.agents.apis.response_cache
          • agentle.agents.apis.retry_strategy
        • agentle.agents.asgi
          • agentle.agents.asgi.blacksheep
            • agentle.agents.asgi.blacksheep.agent_to_blacksheep_application_adapter
            • agentle.agents.asgi.blacksheep.agent_to_blacksheep_route_handler_adapter
        • agentle.agents.context
        • agentle.agents.context_state
        • agentle.agents.conversations
          • agentle.agents.conversations.callback_conversation_store
          • agentle.agents.conversations.conversation_store
          • agentle.agents.conversations.firebase_conversation_store
          • agentle.agents.conversations.json_file_conversation_store
          • agentle.agents.conversations.local_conversation_store
          • agentle.agents.conversations.mysql_conversation_store
          • agentle.agents.conversations.postgres_conversation_store
        • agentle.agents.errors
          • agentle.agents.errors.max_tool_calls_exceeded_error
          • agentle.agents.errors.tool_suspension_error
        • agentle.agents.exceptions
          • agentle.agents.exceptions.skip_tool_call_error
          • agentle.agents.exceptions.stop_agent_error
        • agentle.agents.execution_state
        • agentle.agents.knowledge
          • agentle.agents.knowledge.document_knowledge
          • agentle.agents.knowledge.static_knowledge
          • agentle.agents.knowledge.url_knowledge
        • agentle.agents.message_history_fixer
        • agentle.agents.performance_metrics
        • agentle.agents.step
        • agentle.agents.step_metric
        • agentle.agents.store
        • agentle.agents.suspension_manager
        • agentle.agents.templates
          • agentle.agents.templates.data_collection
            • agentle.agents.templates.data_collection.collected_data
            • agentle.agents.templates.data_collection.field_spec
            • agentle.agents.templates.data_collection.progressive_profilling_agent
        • agentle.agents.ui
          • agentle.agents.ui.streamlit
        • agentle.agents.whatsapp
          • agentle.agents.whatsapp.human_delay_calculator
          • agentle.agents.whatsapp.models
            • agentle.agents.whatsapp.models.audio_message
            • agentle.agents.whatsapp.models.context_info
            • agentle.agents.whatsapp.models.data
            • agentle.agents.whatsapp.models.device_list_metadata
            • agentle.agents.whatsapp.models.document_message
            • agentle.agents.whatsapp.models.downloaded_media
            • agentle.agents.whatsapp.models.image_message
            • agentle.agents.whatsapp.models.key
            • agentle.agents.whatsapp.models.message
            • agentle.agents.whatsapp.models.message_context_info
            • agentle.agents.whatsapp.models.quoted_message
            • agentle.agents.whatsapp.models.video_message
            • agentle.agents.whatsapp.models.whatsapp_audio_message
            • agentle.agents.whatsapp.models.whatsapp_bot_config
            • agentle.agents.whatsapp.models.whatsapp_contact
            • agentle.agents.whatsapp.models.whatsapp_document_message
            • agentle.agents.whatsapp.models.whatsapp_image_message
            • agentle.agents.whatsapp.models.whatsapp_location_message
            • agentle.agents.whatsapp.models.whatsapp_media_message
            • agentle.agents.whatsapp.models.whatsapp_message
            • agentle.agents.whatsapp.models.whatsapp_message_status
            • agentle.agents.whatsapp.models.whatsapp_message_type
            • agentle.agents.whatsapp.models.whatsapp_response_base
            • agentle.agents.whatsapp.models.whatsapp_session
            • agentle.agents.whatsapp.models.whatsapp_text_message
            • agentle.agents.whatsapp.models.whatsapp_video_message
            • agentle.agents.whatsapp.models.whatsapp_webhook_payload
          • agentle.agents.whatsapp.providers
            • agentle.agents.whatsapp.providers.base
              • agentle.agents.whatsapp.providers.base.whatsapp_provider
            • agentle.agents.whatsapp.providers.evolution
              • agentle.agents.whatsapp.providers.evolution.evolution_api_config
              • agentle.agents.whatsapp.providers.evolution.evolution_api_provider
            • agentle.agents.whatsapp.providers.meta
              • agentle.agents.whatsapp.providers.meta.meta_whatsapp_config
              • agentle.agents.whatsapp.providers.meta.meta_whatsapp_provider
            • agentle.agents.whatsapp.providers.twilio
              • agentle.agents.whatsapp.providers.twilio.twilio_api_config
              • agentle.agents.whatsapp.providers.twilio.twilio_api_provider
              • agentle.agents.whatsapp.providers.twilio.twilio_webhook_parser
          • agentle.agents.whatsapp.v2
            • agentle.agents.whatsapp.v2.batch_processor_manager
            • agentle.agents.whatsapp.v2.bot_config
            • agentle.agents.whatsapp.v2.in_memory_batch_processor_manager
            • agentle.agents.whatsapp.v2.message_limit
            • agentle.agents.whatsapp.v2.payload
            • agentle.agents.whatsapp.v2.whatsapp_bot
            • agentle.agents.whatsapp.v2.whatsapp_cloud_api_provider
            • agentle.agents.whatsapp.v2.whatsapp_provider
          • agentle.agents.whatsapp.whatsapp_bot
      • agentle.agents.agent
      • agentle.agents.agent_pipeline
      • agentle.agents.agent_team
      • agentle.agents.context
      • agentle.agents.agent_config
      • agentle.agents.agent_input
      • agentle.agents.agent_run_output
      • agentle.agents.knowledge
        • agentle.agents.knowledge.document_knowledge
        • agentle.agents.knowledge.static_knowledge
        • agentle.agents.knowledge.url_knowledge
      • agentle.agents.a2a
        • agentle.agents.a2a.a2a_interface
        • agentle.agents.a2a.a2a_interface_options
        • agentle.agents.a2a.message_parts
          • agentle.agents.a2a.message_parts.adapters
            • agentle.agents.a2a.message_parts.adapters.agent_part_to_generation_part_adapter
            • agentle.agents.a2a.message_parts.adapters.generation_part_to_agent_part_adapter
          • agentle.agents.a2a.message_parts.cache_control_type
          • agentle.agents.a2a.message_parts.data_part
          • agentle.agents.a2a.message_parts.file_part
          • agentle.agents.a2a.message_parts.text_part
        • agentle.agents.a2a.messages
          • agentle.agents.a2a.messages.generation_message_to_message_adapter
          • agentle.agents.a2a.messages.message
          • agentle.agents.a2a.messages.message_to_generation_message_adapter
        • agentle.agents.a2a.models
          • agentle.agents.a2a.models.agent_skill
          • agentle.agents.a2a.models.agent_usage_statistics
          • agentle.agents.a2a.models.artifact
          • agentle.agents.a2a.models.authentication
          • agentle.agents.a2a.models.capabilities
          • agentle.agents.a2a.models.file
          • agentle.agents.a2a.models.json_rpc_error
          • agentle.agents.a2a.models.json_rpc_response
          • agentle.agents.a2a.models.run_state
        • agentle.agents.a2a.notifications
          • agentle.agents.a2a.notifications.push_notification_config
          • agentle.agents.a2a.notifications.task_push_notification_config
        • agentle.agents.a2a.resources
          • agentle.agents.a2a.resources.push_notification_resource
          • agentle.agents.a2a.resources.task_resource
        • agentle.agents.a2a.tasks
          • agentle.agents.a2a.tasks.managment
            • agentle.agents.a2a.tasks.managment.in_memory
            • agentle.agents.a2a.tasks.managment.task_manager
          • agentle.agents.a2a.tasks.send_task_request
          • agentle.agents.a2a.tasks.send_task_response
          • agentle.agents.a2a.tasks.task
          • agentle.agents.a2a.tasks.task_artifact_update_event
          • agentle.agents.a2a.tasks.task_get_result
          • agentle.agents.a2a.tasks.task_query_params
          • agentle.agents.a2a.tasks.task_send_params
          • agentle.agents.a2a.tasks.task_state
          • agentle.agents.a2a.tasks.task_status
          • agentle.agents.a2a.tasks.task_status_update_event
    • Generations API
      • agentle.generations
      • agentle.generations.providers
      • agentle.generations.providers.google
      • agentle.generations.providers.openai
    • Prompts API
    • MCP API
      • agentle.mcp
        • agentle.mcp.errors
          • agentle.mcp.errors.error_code
        • agentle.mcp.models
          • agentle.mcp.models.annotations
          • agentle.mcp.models.blob_resource_contents
          • agentle.mcp.models.call_tool_result
          • agentle.mcp.models.embedded_resource
          • agentle.mcp.models.image_content
          • agentle.mcp.models.resource_contents
          • agentle.mcp.models.role
          • agentle.mcp.models.text_content
          • agentle.mcp.models.text_resource_contents
        • agentle.mcp.prompts
          • agentle.mcp.prompts.prompt
          • agentle.mcp.prompts.prompt_argument
        • agentle.mcp.resources
          • agentle.mcp.resources.binary_resources
            • agentle.mcp.resources.binary_resources.audio_files
            • agentle.mcp.resources.binary_resources.base64_convertible
            • agentle.mcp.resources.binary_resources.image
            • agentle.mcp.resources.binary_resources.pdfs
            • agentle.mcp.resources.binary_resources.video_files
          • agentle.mcp.resources.resource_content
          • agentle.mcp.resources.resource_description
          • agentle.mcp.resources.resource_description_with_template
          • agentle.mcp.resources.text_resources
            • agentle.mcp.resources.text_resources.configuration_file
            • agentle.mcp.resources.text_resources.json_data
            • agentle.mcp.resources.text_resources.log_file
            • agentle.mcp.resources.text_resources.plain_text
            • agentle.mcp.resources.text_resources.source_code
            • agentle.mcp.resources.text_resources.textfyable
            • agentle.mcp.resources.text_resources.xml_data
        • agentle.mcp.roots
          • agentle.mcp.roots.root
        • agentle.mcp.sampling
          • agentle.mcp.sampling.completion_result
          • agentle.mcp.sampling.hint
          • agentle.mcp.sampling.messages
            • agentle.mcp.sampling.messages.assistant_message
            • agentle.mcp.sampling.messages.image_message_content
            • agentle.mcp.sampling.messages.message
            • agentle.mcp.sampling.messages.text_message_content
            • agentle.mcp.sampling.messages.user_message
          • agentle.mcp.sampling.model_preferences
          • agentle.mcp.sampling.request
        • agentle.mcp.servers
          • agentle.mcp.servers.mcp_server_protocol
          • agentle.mcp.servers.sse_mcp_server
          • agentle.mcp.servers.stdio_mcp_server
          • agentle.mcp.servers.streamable_http_mcp_server
        • agentle.mcp.session_management
          • agentle.mcp.session_management.in_memory
          • agentle.mcp.session_management.redis
          • agentle.mcp.session_management.session_manager
        • agentle.mcp.tools
          • agentle.mcp.tools.input_schema
          • agentle.mcp.tools.mcp_tool
      • agentle.mcp.servers
        • agentle.mcp.servers.mcp_server_protocol
        • agentle.mcp.servers.sse_mcp_server
        • agentle.mcp.servers.stdio_mcp_server
        • agentle.mcp.servers.streamable_http_mcp_server
      • agentle.mcp.session_management
        • agentle.mcp.session_management.in_memory
        • agentle.mcp.session_management.redis
        • agentle.mcp.session_management.session_manager
    • RAG API
    • Speech-to-Text API
      • agentle.stt
    • Text-to-Speech API
      • agentle.tts
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agentle.agents.whatsappΒΆ

Modules

human_delay_calculator

Human-like delay calculator for WhatsApp bot message processing.

models

providers

v2

whatsapp_bot

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