Index

_

__add__() (AgentTeam method)

__init__() (InMemorySessionManager method) (RedisSessionManager method)

A

Agent (class in agentle.agents.agent) agent_config (Agent property) agentle.agents module agentle.agents.a2a module agentle.agents.a2a.a2a_interface module agentle.agents.a2a.a2a_interface_options module agentle.agents.a2a.message_parts module agentle.agents.a2a.message_parts.adapters module agentle.agents.a2a.message_parts.adapters.agent_part_to_generation_part_adapter module agentle.agents.a2a.message_parts.adapters.generation_part_to_agent_part_adapter module agentle.agents.a2a.message_parts.data_part module agentle.agents.a2a.message_parts.file_part module agentle.agents.a2a.message_parts.text_part module agentle.agents.a2a.messages module agentle.agents.a2a.messages.generation_message_to_message_adapter module agentle.agents.a2a.messages.message module agentle.agents.a2a.messages.message_to_generation_message_adapter module agentle.agents.a2a.models module agentle.agents.a2a.models.agent_skill module agentle.agents.a2a.models.agent_usage_statistics module agentle.agents.a2a.models.artifact module agentle.agents.a2a.models.authentication module agentle.agents.a2a.models.capabilities module agentle.agents.a2a.models.file module agentle.agents.a2a.models.json_rpc_error module agentle.agents.a2a.models.json_rpc_response module agentle.agents.a2a.models.run_state module agentle.agents.a2a.notifications module agentle.agents.a2a.notifications.push_notification_config module agentle.agents.a2a.notifications.task_push_notification_config module agentle.agents.a2a.resources module agentle.agents.a2a.resources.push_notification_resource module agentle.agents.a2a.resources.task_resource module agentle.agents.a2a.tasks module agentle.agents.a2a.tasks.managment module agentle.agents.a2a.tasks.managment.in_memory module agentle.agents.a2a.tasks.managment.task_manager module agentle.agents.a2a.tasks.send_task_request module agentle.agents.a2a.tasks.send_task_response module agentle.agents.a2a.tasks.task module agentle.agents.a2a.tasks.task_artifact_update_event module agentle.agents.a2a.tasks.task_get_result module agentle.agents.a2a.tasks.task_query_params module agentle.agents.a2a.tasks.task_send_params module agentle.agents.a2a.tasks.task_state module agentle.agents.a2a.tasks.task_status module agentle.agents.a2a.tasks.task_status_update_event module agentle.agents.agent module, [1] agentle.agents.agent_config module agentle.agents.agent_config_dict module agentle.agents.agent_input module agentle.agents.agent_pipeline module, [1] agentle.agents.agent_protocol module agentle.agents.agent_run_output module agentle.agents.agent_team module, [1] agentle.agents.asgi module agentle.agents.asgi.blacksheep module agentle.agents.asgi.blacksheep.agent_to_blacksheep_application_adapter module agentle.agents.asgi.blacksheep.agent_to_blacksheep_route_handler_adapter module agentle.agents.context module agentle.agents.context_state module agentle.agents.errors module agentle.agents.errors.max_tool_calls_exceeded_error module agentle.agents.errors.tool_suspension_error module agentle.agents.exceptions module agentle.agents.exceptions.skip_tool_call_error module agentle.agents.exceptions.stop_agent_error module agentle.agents.execution_state module agentle.agents.knowledge module agentle.agents.knowledge.document_knowledge module agentle.agents.knowledge.static_knowledge module agentle.agents.knowledge.url_knowledge module agentle.agents.step module agentle.agents.store module agentle.agents.suspension_manager module agentle.agents.ui module agentle.agents.ui.streamlit module agentle.agents.whatsapp module agentle.agents.whatsapp.models module agentle.agents.whatsapp.models.audio_message module agentle.agents.whatsapp.models.data module agentle.agents.whatsapp.models.document_message module agentle.agents.whatsapp.models.downloaded_media module agentle.agents.whatsapp.models.image_message module agentle.agents.whatsapp.models.key module agentle.agents.whatsapp.models.message module agentle.agents.whatsapp.models.video_message module agentle.agents.whatsapp.models.whatsapp_audio_message module agentle.agents.whatsapp.models.whatsapp_bot_config module

agentle.agents.whatsapp.models.whatsapp_contact module agentle.agents.whatsapp.models.whatsapp_document_message module agentle.agents.whatsapp.models.whatsapp_image_message module agentle.agents.whatsapp.models.whatsapp_location_message module agentle.agents.whatsapp.models.whatsapp_media_message module agentle.agents.whatsapp.models.whatsapp_message module agentle.agents.whatsapp.models.whatsapp_message_status module agentle.agents.whatsapp.models.whatsapp_message_type module agentle.agents.whatsapp.models.whatsapp_session module agentle.agents.whatsapp.models.whatsapp_text_message module agentle.agents.whatsapp.models.whatsapp_video_message module agentle.agents.whatsapp.models.whatsapp_webhook_payload module agentle.agents.whatsapp.providers module agentle.agents.whatsapp.providers.base module agentle.agents.whatsapp.providers.base.whatsapp_provider module agentle.agents.whatsapp.providers.evolution module agentle.agents.whatsapp.providers.evolution.evolution_api_config module agentle.agents.whatsapp.whatsapp_bot module agentle.generations module agentle.generations.providers module agentle.generations.providers.google module agentle.generations.providers.openai module agentle.mcp module agentle.mcp.errors module agentle.mcp.errors.error_code module agentle.mcp.models module agentle.mcp.models.annotations module agentle.mcp.models.blob_resource_contents module agentle.mcp.models.call_tool_result module agentle.mcp.models.embedded_resource module agentle.mcp.models.image_content module agentle.mcp.models.resource_contents module agentle.mcp.models.role module agentle.mcp.models.text_content module agentle.mcp.models.text_resource_contents module agentle.mcp.prompts module agentle.mcp.prompts.prompt module agentle.mcp.prompts.prompt_argument module agentle.mcp.resources module agentle.mcp.resources.binary_resources module agentle.mcp.resources.binary_resources.audio_files module agentle.mcp.resources.binary_resources.base64_convertible module agentle.mcp.resources.binary_resources.image module agentle.mcp.resources.binary_resources.pdfs module agentle.mcp.resources.binary_resources.video_files module agentle.mcp.resources.resource_content module agentle.mcp.resources.resource_description module agentle.mcp.resources.resource_description_with_template module agentle.mcp.resources.text_resources module agentle.mcp.resources.text_resources.configuration_file module agentle.mcp.resources.text_resources.json_data module agentle.mcp.resources.text_resources.log_file module agentle.mcp.resources.text_resources.plain_text module agentle.mcp.resources.text_resources.source_code module agentle.mcp.resources.text_resources.textfyable module agentle.mcp.resources.text_resources.xml_data module agentle.mcp.roots module agentle.mcp.roots.root module agentle.mcp.sampling module agentle.mcp.sampling.completion_result module agentle.mcp.sampling.hint module agentle.mcp.sampling.messages module agentle.mcp.sampling.messages.assistant_message module agentle.mcp.sampling.messages.image_message_content module agentle.mcp.sampling.messages.message module agentle.mcp.sampling.messages.text_message_content module agentle.mcp.sampling.messages.user_message module agentle.mcp.sampling.model_preferences module agentle.mcp.sampling.request module agentle.mcp.servers module agentle.mcp.servers.mcp_server_protocol module, [1] agentle.mcp.servers.sse_mcp_server module agentle.mcp.servers.stdio_mcp_server module, [1] agentle.mcp.servers.streamable_http_mcp_server module, [1] agentle.mcp.session_management module agentle.mcp.session_management.in_memory module, [1] agentle.mcp.session_management.redis module, [1] agentle.mcp.session_management.session_manager module, [1] agentle.mcp.tools module agentle.mcp.tools.input_schema module agentle.mcp.tools.mcp_tool module agentle.prompts module agentle.rag module agentle.stt module agentle.tts module AgentPipeline (class in agentle.agents.agent_pipeline) agents (AgentPipeline attribute), [1] (AgentTeam attribute), [1] AgentTeam (class in agentle.agents.agent_team) AgentTeam.Config (class in agentle.agents.agent_team) arbitrary_types_allowed (AgentTeam.Config attribute) authentication (Agent attribute), [1]

C

call_tool() (MCPServerProtocol method) call_tool_async() (MCPServerProtocol method) (StdioMCPServer method) (StreamableHTTPMCPServer method) capabilities (Agent attribute), [1] cleanup() (MCPServerProtocol method) cleanup_async() (MCPServerProtocol method) (StdioMCPServer method) (StreamableHTTPMCPServer method)

clone() (Agent method) close() (InMemorySessionManager method) (RedisSessionManager method) (SessionManager method) command (StdioMCPServer attribute), [1] config (Agent attribute), [1] connect() (MCPServerProtocol method) connect_async() (MCPServerProtocol method) (StdioMCPServer method) (StreamableHTTPMCPServer method)

D

debug (Agent attribute) debug_mode (AgentPipeline attribute), [1] defaultInputModes (Agent attribute), [1] defaultOutputModes (Agent attribute), [1] delete_session() (InMemorySessionManager method) (RedisSessionManager method) (SessionManager method)

description (Agent attribute), [1] document_cache_store (Agent attribute) document_parser (Agent attribute) documentationUrl (Agent attribute), [1]

E

endpoint (Agent attribute), [1]

extend() (AgentTeam method)

F

file_audio_description_provider (Agent attribute)

file_visual_description_provider (Agent attribute) from_agent_card() (Agent class method)

G

generation_provider (Agent attribute), [1] get_session() (InMemorySessionManager method) (RedisSessionManager method) (SessionManager method)

H

has_tools() (Agent method)

headers (StreamableHTTPMCPServer attribute), [1]

I

InMemorySessionManager (class in agentle.mcp.session_management.in_memory)

instructions (Agent attribute), [1] is_module_available() (in module agentle.agents.agent)

L

list_resource_contents() (MCPServerProtocol method) list_resource_contents_async() (MCPServerProtocol method) (StdioMCPServer method) (StreamableHTTPMCPServer method) list_resources() (MCPServerProtocol method) list_resources_async() (MCPServerProtocol method) (StdioMCPServer method) (StreamableHTTPMCPServer method)

list_tools() (MCPServerProtocol method) list_tools_async() (MCPServerProtocol method) (StdioMCPServer method) (StreamableHTTPMCPServer method)

M

mcp_endpoint (StreamableHTTPMCPServer attribute), [1] mcp_servers (Agent attribute), [1] MCPServerProtocol (class in agentle.mcp.servers.mcp_server_protocol) model (Agent attribute), [1] model_config (Agent attribute) (AgentPipeline attribute) (AgentTeam attribute) (MCPServerProtocol attribute) (StdioMCPServer attribute) (StreamableHTTPMCPServer attribute) model_post_init() (StdioMCPServer method) (StreamableHTTPMCPServer method) module 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.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, [1] agentle.agents.agent_config agentle.agents.agent_config_dict agentle.agents.agent_input agentle.agents.agent_pipeline, [1] agentle.agents.agent_protocol agentle.agents.agent_run_output agentle.agents.agent_team, [1] 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.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.step agentle.agents.store agentle.agents.suspension_manager agentle.agents.ui agentle.agents.ui.streamlit agentle.agents.whatsapp agentle.agents.whatsapp.models agentle.agents.whatsapp.models.audio_message agentle.agents.whatsapp.models.data 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.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_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.whatsapp_bot agentle.generations agentle.generations.providers agentle.generations.providers.google agentle.generations.providers.openai 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, [1] agentle.mcp.servers.sse_mcp_server agentle.mcp.servers.stdio_mcp_server, [1] agentle.mcp.servers.streamable_http_mcp_server, [1] agentle.mcp.session_management agentle.mcp.session_management.in_memory, [1] agentle.mcp.session_management.redis, [1] agentle.mcp.session_management.session_manager, [1] agentle.mcp.tools agentle.mcp.tools.input_schema agentle.mcp.tools.mcp_tool agentle.prompts agentle.rag agentle.stt agentle.tts

N

name (Agent attribute), [1] (MCPServerProtocol property) (StdioMCPServer property) (StreamableHTTPMCPServer property)

O

orchestrator_model (AgentTeam attribute), [1]

orchestrator_provider (AgentTeam attribute), [1]

R

RedisSessionManager (class in agentle.mcp.session_management.redis) request_timeout_s (StdioMCPServer attribute) resolved_model (Agent property) response_schema (Agent attribute), [1] resume() (Agent method) (AgentPipeline method) (AgentTeam method) resume_async() (Agent method) (AgentPipeline method) (AgentTeam method)

run() (Agent method) (AgentPipeline method) (AgentTeam method) run_async() (Agent method) (AgentPipeline method) (AgentTeam method)

S

server_env (StdioMCPServer attribute), [1] server_name (StdioMCPServer attribute), [1] (StreamableHTTPMCPServer attribute), [1] server_url (StreamableHTTPMCPServer attribute), [1] session_manager (StreamableHTTPMCPServer attribute), [1] SessionManager (class in agentle.mcp.session_management.session_manager) skills (Agent attribute), [1] speech_to_text_provider (Agent attribute)

start_mcp_servers() (Agent method) start_mcp_servers_async() (Agent method) static_knowledge (Agent attribute) StdioMCPServer (class in agentle.mcp.servers.stdio_mcp_server) store_session() (InMemorySessionManager method) (RedisSessionManager method) (SessionManager method) StreamableHTTPMCPServer (class in agentle.mcp.servers.streamable_http_mcp_server) suspension_manager (Agent attribute)

T

team_config (AgentTeam attribute), [1] timeout_s (StreamableHTTPMCPServer attribute), [1]

to_agent_card() (Agent method) to_api() (Agent method) tools (Agent attribute), [1]

U

uid (Agent attribute)

url (Agent attribute), [1]

V

version (Agent attribute), [1]

W

working_dir (StdioMCPServer attribute), [1]