Index

A

A2AAgent (class in pyagentspec.a2aagent) A2AConnectionConfig (class in pyagentspec.a2aagent) A2ASessionParameters (class in pyagentspec.a2aagent) AbstractableModel (class in pyagentspec.component) add_conditional() (pyagentspec.flows.flowbuilder.FlowBuilder method) add_data_edge() (pyagentspec.flows.flowbuilder.FlowBuilder method) add_edge() (pyagentspec.flows.flowbuilder.FlowBuilder method) add_event() (pyagentspec.tracing.spans.span.Span method) add_event_async() (pyagentspec.tracing.spans.span.Span method) add_node() (pyagentspec.flows.flowbuilder.FlowBuilder method) add_sequence() (pyagentspec.flows.flowbuilder.FlowBuilder method) additional_instructions (pyagentspec.specialized_agent.AgentSpecializationParameters attribute) additional_tools (pyagentspec.specialized_agent.AgentSpecializationParameters attribute) Agent (class in pyagentspec.agent) agent (pyagentspec.flows.nodes.agentnode.AgentNode attribute) (pyagentspec.tracing.events.agent.AgentExecutionEnd attribute) (pyagentspec.tracing.events.agent.AgentExecutionStart attribute) (pyagentspec.tracing.spans.agent.AgentExecutionSpan attribute) agent_endpoint_id (pyagentspec.ociagent.OciAgent attribute) agent_url (pyagentspec.a2aagent.A2AAgent attribute) AgentExecutionEnd (class in pyagentspec.tracing.events.agent) AgentExecutionSpan (class in pyagentspec.tracing.spans.agent) AgentExecutionStart (class in pyagentspec.tracing.events.agent) AgenticComponent (class in pyagentspec.agenticcomponent) AgentNode (class in pyagentspec.flows.nodes.agentnode) agentspec_to_runtime_converter (pyagentspec.adapters.agent_framework.AgentSpecLoader property) (pyagentspec.adapters.autogen.AgentSpecLoader property) (pyagentspec.adapters.crewai.AgentSpecLoader property) (pyagentspec.adapters.langgraph.AgentSpecLoader property) agentspec_version (pyagentspec.serialization.serializationcontext.SerializationContext attribute) AgentSpecDeserializer (class in pyagentspec.serialization.deserializer) AgentSpecExporter (class in pyagentspec.adapters.agent_framework) (class in pyagentspec.adapters.autogen) (class in pyagentspec.adapters.crewai) (class in pyagentspec.adapters.langgraph) (class in pyagentspec.adapters.wayflow) AgentSpecializationParameters (class in pyagentspec.specialized_agent) AgentSpecLoader (class in pyagentspec.adapters.agent_framework) (class in pyagentspec.adapters.autogen) (class in pyagentspec.adapters.crewai) (class in pyagentspec.adapters.langgraph) (class in pyagentspec.adapters.wayflow) AgentSpecSerializer (class in pyagentspec.serialization.serializer) AgentSpecVersionEnum (class in pyagentspec.versioning) aggregate() (pyagentspec.evaluation.aggregators.Aggregator method) (pyagentspec.evaluation.aggregators.HarmonicMeanAggregator method) (pyagentspec.evaluation.aggregators.MeanAggregator method)

Aggregator (class in pyagentspec.evaluation.aggregators) ALWAYS (pyagentspec.swarm.HandoffMode attribute) any_of (pyagentspec.property.UnionProperty attribute) api_key (pyagentspec.llms.geminiauthconfig.GeminiAIStudioAuthConfig attribute) (pyagentspec.llms.ollamaconfig.OllamaConfig attribute) (pyagentspec.llms.openaicompatibleconfig.OpenAiCompatibleConfig attribute) (pyagentspec.llms.openaiconfig.OpenAiConfig attribute) (pyagentspec.llms.vllmconfig.VllmConfig attribute) api_key: command line option, [1], [2], [3], [4] api_spec_uri (pyagentspec.flows.nodes.apinode.ApiNode attribute) (pyagentspec.tools.remotetool.RemoteTool attribute) api_type (pyagentspec.llms.ocigenaiconfig.OciGenAiConfig attribute) (pyagentspec.llms.ollamaconfig.OllamaConfig attribute) (pyagentspec.llms.openaicompatibleconfig.OpenAiCompatibleConfig attribute) (pyagentspec.llms.openaiconfig.OpenAiConfig attribute) (pyagentspec.llms.vllmconfig.VllmConfig attribute) api_type: command line option, [1], [2], [3] ApiNode (class in pyagentspec.flows.nodes.apinode) APPEND (pyagentspec.flows.nodes.mapnode.ReductionMethod attribute) args (pyagentspec.mcp.clienttransport.StdioTransport attribute) arguments (pyagentspec.tracing.events.llmgeneration.ToolCall attribute) ask_llm() (pyagentspec.evaluation.metrics.LlmBasedMetric method) auth (pyagentspec.llms.geminiconfig.GeminiConfig attribute) (pyagentspec.mcp.clienttransport.RemoteTransport attribute) (pyagentspec.mcp.clienttransport.SSETransport attribute) (pyagentspec.mcp.clienttransport.StreamableHTTPTransport attribute) auth: command line option auth_file_location (pyagentspec.llms.ociclientconfig.OciClientConfigWithApiKey attribute) (pyagentspec.llms.ociclientconfig.OciClientConfigWithSecurityToken attribute) auth_file_location: command line option auth_profile (pyagentspec.llms.ociclientconfig.OciClientConfigWithApiKey attribute) (pyagentspec.llms.ociclientconfig.OciClientConfigWithSecurityToken attribute) auth_profile: command line option auth_type (pyagentspec.llms.ociclientconfig.OciClientConfig attribute) (pyagentspec.llms.ociclientconfig.OciClientConfigWithApiKey attribute) (pyagentspec.llms.ociclientconfig.OciClientConfigWithInstancePrincipal attribute) (pyagentspec.llms.ociclientconfig.OciClientConfigWithResourcePrincipal attribute) (pyagentspec.llms.ociclientconfig.OciClientConfigWithSecurityToken attribute) auth_type: command line option AuthConfig (class in pyagentspec.auth) authorization_endpoint (pyagentspec.auth.OAuthEndpoints attribute) AVERAGE (pyagentspec.flows.nodes.mapnode.ReductionMethod attribute)

B

backoff_factor (pyagentspec.retrypolicy.RetryPolicy attribute) BooleanProperty (class in pyagentspec.property) branch_name (pyagentspec.flows.nodes.endnode.EndNode attribute) branch_selected (pyagentspec.tracing.events.flow.FlowExecutionEnd attribute) (pyagentspec.tracing.events.node.NodeExecutionEnd attribute) branches (pyagentspec.flows.node.Node attribute) (pyagentspec.flows.nodes.startnode.StartNode attribute)

BranchingNode (class in pyagentspec.flows.nodes.branchingnode) build() (pyagentspec.flows.flowbuilder.FlowBuilder method) build_from_partial_config() (pyagentspec.component.Component class method) build_linear_flow() (pyagentspec.flows.flowbuilder.FlowBuilder class method) build_spec() (pyagentspec.flows.flowbuilder.FlowBuilder method) BuiltinTool (class in pyagentspec.tools.builtintool)

C

ca_file (pyagentspec.llms.ollamaconfig.OllamaConfig attribute) (pyagentspec.llms.openaicompatibleconfig.OpenAiCompatibleConfig attribute) (pyagentspec.llms.vllmconfig.VllmConfig attribute) (pyagentspec.mcp.clienttransport.SSEmTLSTransport attribute) (pyagentspec.mcp.clienttransport.StreamableHTTPmTLSTransport attribute) ca_file: command line option cache_collection_name (pyagentspec.transforms.ConversationSummarizationTransform attribute) (pyagentspec.transforms.MessageSummarizationTransform attribute) call_id (pyagentspec.tracing.events.llmgeneration.ToolCall attribute) CatchExceptionNode (class in pyagentspec.flows.nodes.catchexceptionnode) CAUGHT_EXCEPTION_BRANCH (pyagentspec.flows.nodes.catchexceptionnode.CatchExceptionNode attribute) cert_file (pyagentspec.llms.ollamaconfig.OllamaConfig attribute) (pyagentspec.llms.openaicompatibleconfig.OpenAiCompatibleConfig attribute) (pyagentspec.llms.vllmconfig.VllmConfig attribute) (pyagentspec.mcp.clienttransport.SSEmTLSTransport attribute) (pyagentspec.mcp.clienttransport.StreamableHTTPmTLSTransport attribute) cert_file: command line option CHAT_COMPLETIONS (pyagentspec.llms.openaicompatibleconfig.OpenAIAPIType attribute) client (pyagentspec.auth.OAuthConfig attribute) client_config (pyagentspec.llms.ocigenaiconfig.OciGenAiConfig attribute) (pyagentspec.ociagent.OciAgent attribute) client_config: command line option client_id (pyagentspec.auth.OAuthClientConfig attribute) client_id_metadata_url (pyagentspec.auth.OAuthClientConfig attribute) client_secret (pyagentspec.auth.OAuthClientConfig attribute) client_transport (pyagentspec.mcp.tools.MCPTool attribute) (pyagentspec.mcp.tools.MCPToolBox attribute) ClientTool (class in pyagentspec.tools.clienttool) ClientTransport (class in pyagentspec.mcp.clienttransport) COHERE (pyagentspec.llms.ocigenaiconfig.ModelProvider attribute) command (pyagentspec.mcp.clienttransport.StdioTransport attribute) command line option api_key:, [1], [2], [3], [4] api_type:, [1], [2], [3] auth: auth_file_location: auth_profile: auth_type: ca_file: cert_file: client_config: compartment_id: credentials: default_generation_parameters:, [1], [2], [3], [4], [5] key_file: location: model_id:, [1], [2], [3], [4], [5] null, [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16] project_id: service_endpoint: serving_mode: url:, [1], [2]

compartment_id (pyagentspec.llms.ocigenaiconfig.OciGenAiConfig attribute) compartment_id: command line option completion_id (pyagentspec.tracing.events.llmgeneration.LlmGenerationChunkReceived attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationResponse attribute) Component (class in pyagentspec.component) component_type (pyagentspec.component.Component property) ComponentDeserializationPlugin (class in pyagentspec.serialization.deserializationplugin) ComponentSerializationPlugin (class in pyagentspec.serialization.serializationplugin) ComponentWithIO (class in pyagentspec.component) compute_metric() (pyagentspec.evaluation.metrics.LlmAsAJudgeMetric method) (pyagentspec.evaluation.metrics.Metric method) compute_value() (pyagentspec.evaluation.intermediates.Intermediate method) config_dir (pyagentspec.datastores.oracle.TlsOracleDatabaseConnectionConfig attribute) configuration (pyagentspec.tools.builtintool.BuiltinTool attribute) connection_config (pyagentspec.a2aagent.A2AAgent attribute) (pyagentspec.datastores.oracle.OracleDatabaseDatastore attribute) (pyagentspec.datastores.postgres.PostgresDatabaseDatastore attribute) CONTENT (pyagentspec.evaluation.metrics.LlmBasedMetric attribute) content (pyagentspec.tracing.events.humanintheloop.HumanInTheLoopRequest attribute) (pyagentspec.tracing.events.humanintheloop.HumanInTheLoopResponse attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationChunkReceived attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationResponse attribute) (pyagentspec.tracing.events.tool.ToolExecutionStreamingChunkReceived attribute) (pyagentspec.tracing.messages.message.Message attribute) ControlFlowEdge (class in pyagentspec.flows.edges.controlflowedge) conversation_id (pyagentspec.tracing.events.state.StateSnapshotEmitted attribute) conversation_store_id (pyagentspec.llms.ocigenaiconfig.OciGenAiConfig attribute) ConversationSummarizationTransform (class in pyagentspec.transforms) credentials (pyagentspec.llms.geminiauthconfig.GeminiVertexAIAuthConfig attribute) credentials: command line option current_version (pyagentspec.versioning.AgentSpecVersionEnum attribute) cwd (pyagentspec.mcp.clienttransport.StdioTransport attribute)

D

data (pyagentspec.flows.nodes.apinode.ApiNode attribute) (pyagentspec.tools.remotetool.RemoteTool attribute) DataFlowEdge (class in pyagentspec.flows.edges.dataflowedge) Dataset (class in pyagentspec.evaluation) Datastore (class in pyagentspec.datastores) datastore (pyagentspec.transforms.ConversationSummarizationTransform attribute) (pyagentspec.transforms.MessageSummarizationTransform attribute) datastore_schema (pyagentspec.datastores.InMemoryCollectionDatastore attribute) (pyagentspec.datastores.RelationalDatastore attribute) DEDICATED (pyagentspec.llms.ocigenaiconfig.ServingMode attribute) DEFAULT_BRANCH (pyagentspec.flows.nodes.branchingnode.BranchingNode attribute) DEFAULT_COLLECTION_NAME (pyagentspec.transforms.ConversationSummarizationTransform attribute) (pyagentspec.transforms.MessageSummarizationTransform attribute) DEFAULT_EXCEPTION_INFO_VALUE (pyagentspec.flows.nodes.catchexceptionnode.CatchExceptionNode attribute) default_generation_parameters: command line option, [1], [2], [3], [4], [5]

DEFAULT_INPUT (pyagentspec.flows.nodes.branchingnode.BranchingNode attribute) DEFAULT_NEXT_BRANCH (pyagentspec.flows.node.Node attribute) DEFAULT_OUTPUT (pyagentspec.flows.nodes.apinode.ApiNode attribute) (pyagentspec.flows.nodes.inputmessagenode.InputMessageNode attribute) (pyagentspec.flows.nodes.llmnode.LlmNode attribute) description (pyagentspec.tracing.events.event.Event attribute) (pyagentspec.tracing.spans.root.RootSpan attribute) (pyagentspec.tracing.spans.span.Span attribute) DeserializationContext (class in pyagentspec.serialization.deserializationcontext) deserialize() (pyagentspec.serialization.deserializationplugin.ComponentDeserializationPlugin method) (pyagentspec.serialization.pydanticdeserializationplugin.PydanticComponentDeserializationPlugin method) destination_input (pyagentspec.flows.edges.dataflowedge.DataFlowEdge attribute) destination_node (pyagentspec.flows.edges.dataflowedge.DataFlowEdge attribute) DictProperty (class in pyagentspec.property) dsn (pyagentspec.datastores.oracle.TlsOracleDatabaseConnectionConfig attribute) dump_field() (pyagentspec.serialization.serializationcontext.SerializationContext method)

E

empty_default (pyagentspec.property.Property attribute) end() (pyagentspec.tracing.spans.span.Span method) end_async() (pyagentspec.tracing.spans.span.Span method) end_time (pyagentspec.tracing.spans.root.RootSpan attribute) (pyagentspec.tracing.spans.span.Span attribute) EndNode (class in pyagentspec.flows.nodes.endnode) endpoints (pyagentspec.auth.OAuthConfig attribute) env (pyagentspec.mcp.clienttransport.StdioTransport attribute) evaluate() (pyagentspec.evaluation.Evaluator method) EvaluationResults (class in pyagentspec.evaluation)

Evaluator (class in pyagentspec.evaluation) Event (class in pyagentspec.tracing.events.event) events (pyagentspec.tracing.spans.root.RootSpan attribute) (pyagentspec.tracing.spans.span.Span attribute) exception_message (pyagentspec.tracing.events.exception.ExceptionRaised attribute) exception_stacktrace (pyagentspec.tracing.events.exception.ExceptionRaised attribute) exception_type (pyagentspec.tracing.events.exception.ExceptionRaised attribute) ExceptionRaised (class in pyagentspec.tracing.events.exception) execution_confirmed (pyagentspec.tracing.events.tool.ToolConfirmationResponse attribute) executor_name (pyagentspec.tools.builtintool.BuiltinTool attribute) extra_state (pyagentspec.tracing.events.state.StateSnapshotEmitted attribute)

F

features() (pyagentspec.evaluation.Dataset method) FIXED (pyagentspec.auth.ScopePolicy attribute) FloatProperty (class in pyagentspec.property) Flow (class in pyagentspec.flows.flow) flow (pyagentspec.tracing.events.flow.FlowExecutionEnd attribute) (pyagentspec.tracing.events.flow.FlowExecutionStart attribute) (pyagentspec.tracing.spans.flow.FlowExecutionSpan attribute) FlowBuilder (class in pyagentspec.flows.flowbuilder) FlowExecutionEnd (class in pyagentspec.tracing.events.flow) FlowExecutionSpan (class in pyagentspec.tracing.spans.flow) FlowExecutionStart (class in pyagentspec.tracing.events.flow)

FlowNode (class in pyagentspec.flows.nodes.flownode) from_branch (pyagentspec.flows.edges.controlflowedge.ControlFlowEdge attribute) from_df() (pyagentspec.evaluation.Dataset static method) from_dict() (pyagentspec.component.Component class method) (pyagentspec.evaluation.Dataset static method) (pyagentspec.serialization.deserializer.AgentSpecDeserializer method) from_json() (pyagentspec.component.Component class method) (pyagentspec.serialization.deserializer.AgentSpecDeserializer method) from_node (pyagentspec.flows.edges.controlflowedge.ControlFlowEdge attribute) from_partial_dict() (pyagentspec.serialization.deserializer.AgentSpecDeserializer method) from_yaml() (pyagentspec.component.Component class method) (pyagentspec.serialization.deserializer.AgentSpecDeserializer method)

G

GeminiAIStudioAuthConfig (class in pyagentspec.llms.geminiauthconfig) GeminiAuthConfig (class in pyagentspec.llms.geminiauthconfig) GeminiConfig (class in pyagentspec.llms.geminiconfig) GeminiVertexAIAuthConfig (class in pyagentspec.llms.geminiauthconfig) get_class_from_name() (pyagentspec.component.Component static method) get_component_type() (pyagentspec.serialization.deserializationcontext.DeserializationContext method)

get_entity_definition() (pyagentspec.transforms.ConversationSummarizationTransform static method) (pyagentspec.transforms.MessageSummarizationTransform static method) get_sample() (pyagentspec.evaluation.Dataset method) get_validation_errors() (pyagentspec.component.Component class method) get_versioned_model_fields() (pyagentspec.component.Component method) GROK (pyagentspec.llms.ocigenaiconfig.ModelProvider attribute) group_manager (pyagentspec.managerworkers.ManagerWorkers attribute)

H

HandoffMode (class in pyagentspec.swarm) HarmonicMeanAggregator (class in pyagentspec.evaluation.aggregators) headers (pyagentspec.flows.nodes.apinode.ApiNode attribute) (pyagentspec.mcp.clienttransport.RemoteTransport attribute) (pyagentspec.mcp.clienttransport.SSETransport attribute) (pyagentspec.mcp.clienttransport.StreamableHTTPTransport attribute) (pyagentspec.tools.remotetool.RemoteTool attribute)

http_method (pyagentspec.flows.nodes.apinode.ApiNode attribute) (pyagentspec.tools.remotetool.RemoteTool attribute) human_in_the_loop (pyagentspec.specialized_agent.AgentSpecializationParameters attribute) HumanInTheLoopRequest (class in pyagentspec.tracing.events.humanintheloop) HumanInTheLoopResponse (class in pyagentspec.tracing.events.humanintheloop)

I

ids() (pyagentspec.evaluation.Dataset method) initial_retry_delay (pyagentspec.retrypolicy.RetryPolicy attribute) InMemoryCollectionDatastore (class in pyagentspec.datastores) input_tokens (pyagentspec.tracing.events.llmgeneration.LlmGenerationResponse attribute) InputMessageNode (class in pyagentspec.flows.nodes.inputmessagenode) inputs (pyagentspec.agenticcomponent.AgenticComponent attribute) (pyagentspec.component.ComponentWithIO attribute) (pyagentspec.tracing.events.agent.AgentExecutionStart attribute) (pyagentspec.tracing.events.flow.FlowExecutionStart attribute) (pyagentspec.tracing.events.managerworkers.ManagerWorkersExecutionStart attribute) (pyagentspec.tracing.events.node.NodeExecutionStart attribute) (pyagentspec.tracing.events.swarm.SwarmExecutionStart attribute) (pyagentspec.tracing.events.tool.ToolExecutionRequest attribute)

IntegerProperty (class in pyagentspec.property) Intermediate (class in pyagentspec.evaluation.intermediates) is_async_mode_active() (pyagentspec.tracing.trace.Trace method) issuer (pyagentspec.auth.OAuthConfig attribute) item_type (pyagentspec.property.ListProperty attribute)

J

jitter (pyagentspec.retrypolicy.RetryPolicy attribute)

json_schema_is_valid() (pyagentspec.property.Property class method)

K

key_file (pyagentspec.llms.ollamaconfig.OllamaConfig attribute) (pyagentspec.llms.openaicompatibleconfig.OpenAiCompatibleConfig attribute) (pyagentspec.llms.vllmconfig.VllmConfig attribute) (pyagentspec.mcp.clienttransport.SSEmTLSTransport attribute) (pyagentspec.mcp.clienttransport.StreamableHTTPmTLSTransport attribute)

key_file: command line option

L

ListProperty (class in pyagentspec.property) llm (pyagentspec.transforms.ConversationSummarizationTransform attribute) (pyagentspec.transforms.MessageSummarizationTransform attribute) llm_config (pyagentspec.flows.nodes.llmnode.LlmNode attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationChunkReceived attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationRequest attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationResponse attribute) (pyagentspec.tracing.spans.llm.LlmGenerationSpan attribute) llm_generation_config (pyagentspec.tracing.events.llmgeneration.LlmGenerationRequest attribute) LlmAsAJudgeMetric (class in pyagentspec.evaluation.metrics) LlmBasedMetric (class in pyagentspec.evaluation.metrics) LlmConfig (class in pyagentspec.llms.llmconfig) LlmGenerationChunkReceived (class in pyagentspec.tracing.events.llmgeneration) LlmGenerationConfig (class in pyagentspec.llms.llmgenerationconfig) LlmGenerationRequest (class in pyagentspec.tracing.events.llmgeneration) LlmGenerationResponse (class in pyagentspec.tracing.events.llmgeneration) LlmGenerationSpan (class in pyagentspec.tracing.spans.llm) LlmNode (class in pyagentspec.flows.nodes.llmnode) load_component() (pyagentspec.adapters.langgraph.AgentSpecLoader method) (pyagentspec.adapters.wayflow.AgentSpecLoader method)

load_config_dict() (pyagentspec.serialization.deserializationcontext.DeserializationContext method) load_dict() (pyagentspec.adapters.agent_framework.AgentSpecLoader method) (pyagentspec.adapters.autogen.AgentSpecLoader method) (pyagentspec.adapters.crewai.AgentSpecLoader method) (pyagentspec.adapters.langgraph.AgentSpecLoader method) load_field() (pyagentspec.serialization.deserializationcontext.DeserializationContext method) load_json() (pyagentspec.adapters.agent_framework.AgentSpecLoader method) (pyagentspec.adapters.autogen.AgentSpecLoader method) (pyagentspec.adapters.crewai.AgentSpecLoader method) (pyagentspec.adapters.langgraph.AgentSpecLoader method) (pyagentspec.adapters.wayflow.AgentSpecLoader method) load_yaml() (pyagentspec.adapters.agent_framework.AgentSpecLoader method) (pyagentspec.adapters.autogen.AgentSpecLoader method) (pyagentspec.adapters.crewai.AgentSpecLoader method) (pyagentspec.adapters.langgraph.AgentSpecLoader method) (pyagentspec.adapters.wayflow.AgentSpecLoader method) loc (pyagentspec.validation_helpers.PyAgentSpecErrorDetails attribute) location (pyagentspec.llms.geminiauthconfig.GeminiVertexAIAuthConfig attribute) location: command line option

M

ManagerWorkers (class in pyagentspec.managerworkers) managerworkers (pyagentspec.tracing.events.managerworkers.ManagerWorkersExecutionEnd attribute) (pyagentspec.tracing.events.managerworkers.ManagerWorkersExecutionStart attribute) (pyagentspec.tracing.spans.managerworkers.ManagerWorkersExecutionSpan attribute) ManagerWorkersExecutionEnd (class in pyagentspec.tracing.events.managerworkers) ManagerWorkersExecutionSpan (class in pyagentspec.tracing.spans.managerworkers) ManagerWorkersExecutionStart (class in pyagentspec.tracing.events.managerworkers) MapNode (class in pyagentspec.flows.nodes.mapnode) mapping (pyagentspec.flows.nodes.branchingnode.BranchingNode attribute) MAX (pyagentspec.flows.nodes.mapnode.ReductionMethod attribute) max_attempts (pyagentspec.retrypolicy.RetryPolicy attribute) max_cache_lifetime (pyagentspec.transforms.ConversationSummarizationTransform attribute) (pyagentspec.transforms.MessageSummarizationTransform attribute) max_cache_size (pyagentspec.transforms.ConversationSummarizationTransform attribute) (pyagentspec.transforms.MessageSummarizationTransform attribute) max_message_size (pyagentspec.transforms.MessageSummarizationTransform attribute) max_num_messages (pyagentspec.transforms.ConversationSummarizationTransform attribute) max_retries (pyagentspec.a2aagent.A2ASessionParameters attribute) max_retry_delay (pyagentspec.retrypolicy.RetryPolicy attribute) max_tokens (pyagentspec.llms.llmgenerationconfig.LlmGenerationConfig attribute) MCPTool (class in pyagentspec.mcp.tools) MCPToolBox (class in pyagentspec.mcp.tools) MCPToolSpec (class in pyagentspec.mcp.tools) MeanAggregator (class in pyagentspec.evaluation.aggregators) Message (class in pyagentspec.tracing.messages.message) message (pyagentspec.flows.nodes.inputmessagenode.InputMessageNode attribute) (pyagentspec.flows.nodes.outputmessagenode.OutputMessageNode attribute) MessageSummarizationTransform (class in pyagentspec.transforms) MessageTransform (class in pyagentspec.transforms) META (pyagentspec.llms.ocigenaiconfig.ModelProvider attribute) metadata (pyagentspec.tracing.events.event.Event attribute) (pyagentspec.tracing.spans.root.RootSpan attribute) (pyagentspec.tracing.spans.span.Span attribute) method (pyagentspec.auth.PKCEPolicy attribute) Metric (class in pyagentspec.evaluation.metrics) metric_names (pyagentspec.evaluation.EvaluationResults attribute) MIN (pyagentspec.flows.nodes.mapnode.ReductionMethod attribute) min_num_messages (pyagentspec.transforms.ConversationSummarizationTransform attribute) model_config (pyagentspec.tracing.events.agent.AgentExecutionEnd attribute) (pyagentspec.tracing.events.agent.AgentExecutionStart attribute) (pyagentspec.tracing.events.event.Event attribute) (pyagentspec.tracing.events.exception.ExceptionRaised attribute) (pyagentspec.tracing.events.flow.FlowExecutionEnd attribute) (pyagentspec.tracing.events.flow.FlowExecutionStart attribute) (pyagentspec.tracing.events.humanintheloop.HumanInTheLoopRequest attribute) (pyagentspec.tracing.events.humanintheloop.HumanInTheLoopResponse attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationChunkReceived attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationRequest attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationResponse attribute) (pyagentspec.tracing.events.llmgeneration.ToolCall attribute) (pyagentspec.tracing.events.managerworkers.ManagerWorkersExecutionEnd attribute) (pyagentspec.tracing.events.managerworkers.ManagerWorkersExecutionStart attribute) (pyagentspec.tracing.events.node.NodeExecutionEnd attribute) (pyagentspec.tracing.events.node.NodeExecutionStart attribute) (pyagentspec.tracing.events.state.StateSnapshotEmitted attribute) (pyagentspec.tracing.events.swarm.SwarmExecutionEnd attribute) (pyagentspec.tracing.events.swarm.SwarmExecutionStart attribute) (pyagentspec.tracing.events.tool.ToolConfirmationRequest attribute) (pyagentspec.tracing.events.tool.ToolConfirmationResponse attribute) (pyagentspec.tracing.events.tool.ToolExecutionRequest attribute) (pyagentspec.tracing.events.tool.ToolExecutionResponse attribute) (pyagentspec.tracing.events.tool.ToolExecutionStreamingChunkReceived attribute) (pyagentspec.tracing.messages.message.Message attribute) (pyagentspec.tracing.spans.agent.AgentExecutionSpan attribute) (pyagentspec.tracing.spans.flow.FlowExecutionSpan attribute) (pyagentspec.tracing.spans.llm.LlmGenerationSpan attribute) (pyagentspec.tracing.spans.managerworkers.ManagerWorkersExecutionSpan attribute) (pyagentspec.tracing.spans.node.NodeExecutionSpan attribute) (pyagentspec.tracing.spans.root.RootSpan attribute) (pyagentspec.tracing.spans.span.Span attribute) (pyagentspec.tracing.spans.swarm.SwarmExecutionSpan attribute) (pyagentspec.tracing.spans.tool.ToolExecutionSpan attribute)

model_fields_set (pyagentspec.component.Component property) model_id (pyagentspec.llms.geminiconfig.GeminiConfig attribute) (pyagentspec.llms.ocigenaiconfig.OciGenAiConfig attribute) (pyagentspec.llms.ollamaconfig.OllamaConfig attribute) (pyagentspec.llms.openaicompatibleconfig.OpenAiCompatibleConfig attribute) (pyagentspec.llms.openaiconfig.OpenAiConfig attribute) (pyagentspec.llms.vllmconfig.VllmConfig attribute) model_id: command line option, [1], [2], [3], [4], [5] model_json_schema() (pyagentspec.component.Component class method) model_post_init() (pyagentspec.tracing.events.event.Event method) (pyagentspec.tracing.spans.agent.AgentExecutionSpan method) (pyagentspec.tracing.spans.flow.FlowExecutionSpan method) (pyagentspec.tracing.spans.llm.LlmGenerationSpan method) (pyagentspec.tracing.spans.managerworkers.ManagerWorkersExecutionSpan method) (pyagentspec.tracing.spans.node.NodeExecutionSpan method) (pyagentspec.tracing.spans.root.RootSpan method) (pyagentspec.tracing.spans.span.Span method) (pyagentspec.tracing.spans.swarm.SwarmExecutionSpan method) (pyagentspec.tracing.spans.tool.ToolExecutionSpan method) ModelProvider (class in pyagentspec.llms.ocigenaiconfig) msg (pyagentspec.validation_helpers.PyAgentSpecErrorDetails attribute) MTlsOracleDatabaseConnectionConfig (class in pyagentspec.datastores.oracle)

N

NEVER (pyagentspec.swarm.HandoffMode attribute) Node (class in pyagentspec.flows.node) node (pyagentspec.tracing.events.node.NodeExecutionEnd attribute) (pyagentspec.tracing.events.node.NodeExecutionStart attribute) (pyagentspec.tracing.spans.node.NodeExecutionSpan attribute) NodeExecutionEnd (class in pyagentspec.tracing.events.node)

NodeExecutionSpan (class in pyagentspec.tracing.spans.node) NodeExecutionStart (class in pyagentspec.tracing.events.node) null command line option, [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16] NullProperty (class in pyagentspec.property) NumberProperty (class in pyagentspec.property)

O

OAuthClientConfig (class in pyagentspec.auth) OAuthConfig (class in pyagentspec.auth) OAuthEndpoints (class in pyagentspec.auth) ObjectProperty (class in pyagentspec.property) OCI (pyagentspec.llms.ocigenaiconfig.OciAPIType attribute) OciAgent (class in pyagentspec.ociagent) OciAPIType (class in pyagentspec.llms.ocigenaiconfig) OciClientConfig (class in pyagentspec.llms.ociclientconfig) OciClientConfigWithApiKey (class in pyagentspec.llms.ociclientconfig) OciClientConfigWithInstancePrincipal (class in pyagentspec.llms.ociclientconfig) OciClientConfigWithResourcePrincipal (class in pyagentspec.llms.ociclientconfig) OciClientConfigWithSecurityToken (class in pyagentspec.llms.ociclientconfig) OciGenAiConfig (class in pyagentspec.llms.ocigenaiconfig) OllamaConfig (class in pyagentspec.llms.ollamaconfig) ON_DEMAND (pyagentspec.llms.ocigenaiconfig.ServingMode attribute) on_end() (pyagentspec.tracing.spanprocessor.SpanProcessor method) on_end_async() (pyagentspec.tracing.spanprocessor.SpanProcessor method) on_event() (pyagentspec.tracing.spanprocessor.SpanProcessor method) on_event_async() (pyagentspec.tracing.spanprocessor.SpanProcessor method) on_start() (pyagentspec.tracing.spanprocessor.SpanProcessor method)

on_start_async() (pyagentspec.tracing.spanprocessor.SpanProcessor method) OPENAI_CHAT_COMPLETIONS (pyagentspec.llms.ocigenaiconfig.OciAPIType attribute) OPENAI_RESPONSES (pyagentspec.llms.ocigenaiconfig.OciAPIType attribute) OpenAIAPIType (class in pyagentspec.llms.openaicompatibleconfig) OpenAiCompatibleConfig (class in pyagentspec.llms.openaicompatibleconfig) OpenAiConfig (class in pyagentspec.llms.openaiconfig) OPTIONAL (pyagentspec.swarm.HandoffMode attribute) OracleDatabaseConnectionConfig (class in pyagentspec.datastores.oracle) OracleDatabaseDatastore (class in pyagentspec.datastores.oracle) OTHER (pyagentspec.llms.ocigenaiconfig.ModelProvider attribute) output_tokens (pyagentspec.tracing.events.llmgeneration.LlmGenerationChunkReceived attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationResponse attribute) OutputMessageNode (class in pyagentspec.flows.nodes.outputmessagenode) outputs (pyagentspec.agenticcomponent.AgenticComponent attribute) (pyagentspec.component.ComponentWithIO attribute) (pyagentspec.tracing.events.agent.AgentExecutionEnd attribute) (pyagentspec.tracing.events.flow.FlowExecutionEnd attribute) (pyagentspec.tracing.events.managerworkers.ManagerWorkersExecutionEnd attribute) (pyagentspec.tracing.events.node.NodeExecutionEnd attribute) (pyagentspec.tracing.events.swarm.SwarmExecutionEnd attribute) (pyagentspec.tracing.events.tool.ToolExecutionResponse attribute)

P

ParallelFlowNode (class in pyagentspec.flows.nodes.parallelflownode) ParallelMapNode (class in pyagentspec.flows.nodes.parallelmapnode) password (pyagentspec.datastores.oracle.TlsOracleDatabaseConnectionConfig attribute) (pyagentspec.datastores.postgres.TlsPostgresDatabaseConnectionConfig attribute) pkce (pyagentspec.auth.OAuthConfig attribute) PKCEMethod (class in pyagentspec.auth) PKCEPolicy (class in pyagentspec.auth) PLAIN (pyagentspec.auth.PKCEMethod attribute) plugin_name (pyagentspec.serialization.deserializationplugin.ComponentDeserializationPlugin property) (pyagentspec.serialization.pydanticdeserializationplugin.PydanticComponentDeserializationPlugin property) (pyagentspec.serialization.pydanticserializationplugin.PydanticComponentSerializationPlugin property) (pyagentspec.serialization.serializationplugin.ComponentSerializationPlugin property) plugin_version (pyagentspec.serialization.deserializationplugin.ComponentDeserializationPlugin property) (pyagentspec.serialization.pydanticdeserializationplugin.PydanticComponentDeserializationPlugin property) (pyagentspec.serialization.pydanticserializationplugin.PydanticComponentSerializationPlugin property) (pyagentspec.serialization.serializationplugin.ComponentSerializationPlugin property)

poll_interval (pyagentspec.a2aagent.A2ASessionParameters attribute) PostgresDatabaseConnectionConfig (class in pyagentspec.datastores.postgres) PostgresDatabaseDatastore (class in pyagentspec.datastores.postgres) project_id (pyagentspec.llms.geminiauthconfig.GeminiVertexAIAuthConfig attribute) project_id: command line option prompt (pyagentspec.tracing.events.llmgeneration.LlmGenerationRequest attribute) prompt_template (pyagentspec.flows.nodes.llmnode.LlmNode attribute) properties (pyagentspec.property.ObjectProperty attribute) Property (class in pyagentspec.property) protocol (pyagentspec.datastores.oracle.TlsOracleDatabaseConnectionConfig attribute) provider (pyagentspec.llms.ocigenaiconfig.OciGenAiConfig attribute) PyAgentSpecErrorDetails (class in pyagentspec.validation_helpers) PydanticComponentDeserializationPlugin (class in pyagentspec.serialization.pydanticdeserializationplugin) PydanticComponentSerializationPlugin (class in pyagentspec.serialization.pydanticserializationplugin)

Q

query_params (pyagentspec.flows.nodes.apinode.ApiNode attribute) (pyagentspec.tools.remotetool.RemoteTool attribute)

R

recoverable_statuses (pyagentspec.retrypolicy.RetryPolicy attribute) redirect_uri (pyagentspec.auth.OAuthConfig attribute) reducers (pyagentspec.flows.nodes.mapnode.MapNode attribute) (pyagentspec.flows.nodes.parallelmapnode.ParallelMapNode attribute) ReductionMethod (class in pyagentspec.flows.nodes.mapnode) refresh_endpoint (pyagentspec.auth.OAuthEndpoints attribute) registration_endpoint (pyagentspec.auth.OAuthClientConfig attribute) RelationalDatastore (class in pyagentspec.datastores) RemoteAgent (class in pyagentspec.remoteagent) RemoteTool (class in pyagentspec.tools.remotetool) RemoteTransport (class in pyagentspec.mcp.clienttransport) request_id (pyagentspec.tracing.events.humanintheloop.HumanInTheLoopRequest attribute) (pyagentspec.tracing.events.humanintheloop.HumanInTheLoopResponse attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationChunkReceived attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationRequest attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationResponse attribute) (pyagentspec.tracing.events.tool.ToolConfirmationRequest attribute) (pyagentspec.tracing.events.tool.ToolConfirmationResponse attribute) (pyagentspec.tracing.events.tool.ToolExecutionRequest attribute) (pyagentspec.tracing.events.tool.ToolExecutionResponse attribute) (pyagentspec.tracing.events.tool.ToolExecutionStreamingChunkReceived attribute) request_timeout (pyagentspec.retrypolicy.RetryPolicy attribute)

required (pyagentspec.auth.PKCEPolicy attribute) resource (pyagentspec.auth.OAuthConfig attribute) RESPONSES (pyagentspec.llms.openaicompatibleconfig.OpenAIAPIType attribute) results (pyagentspec.evaluation.EvaluationResults attribute) retry_policy (pyagentspec.flows.nodes.apinode.ApiNode attribute) (pyagentspec.mcp.clienttransport.RemoteTransport attribute) (pyagentspec.mcp.clienttransport.SSETransport attribute) (pyagentspec.mcp.clienttransport.StreamableHTTPTransport attribute) (pyagentspec.ociagent.OciAgent attribute) (pyagentspec.tools.remotetool.RemoteTool attribute) RetryPolicy (class in pyagentspec.retrypolicy) revocation_endpoint (pyagentspec.auth.OAuthEndpoints attribute) ROLE (pyagentspec.evaluation.metrics.LlmBasedMetric attribute) role (pyagentspec.tracing.messages.message.Message attribute) RootSpan (class in pyagentspec.tracing.spans.root) runtime_to_agentspec_converter (pyagentspec.adapters.agent_framework.AgentSpecExporter property) (pyagentspec.adapters.agent_framework.AgentSpecLoader property) (pyagentspec.adapters.autogen.AgentSpecExporter property) (pyagentspec.adapters.autogen.AgentSpecLoader property) (pyagentspec.adapters.crewai.AgentSpecExporter property) (pyagentspec.adapters.crewai.AgentSpecLoader property) (pyagentspec.adapters.langgraph.AgentSpecExporter property) (pyagentspec.adapters.langgraph.AgentSpecLoader property)

S

S256 (pyagentspec.auth.PKCEMethod attribute) sample_ids (pyagentspec.evaluation.EvaluationResults attribute) scope_policy (pyagentspec.auth.OAuthConfig attribute) ScopePolicy (class in pyagentspec.auth) scopes (pyagentspec.auth.OAuthConfig attribute) sender (pyagentspec.tracing.messages.message.Message attribute) sensitive_headers (pyagentspec.flows.nodes.apinode.ApiNode attribute) (pyagentspec.mcp.clienttransport.RemoteTransport attribute) (pyagentspec.mcp.clienttransport.SSETransport attribute) (pyagentspec.mcp.clienttransport.StreamableHTTPTransport attribute) (pyagentspec.tools.remotetool.RemoteTool attribute) SerializationContext (class in pyagentspec.serialization.serializationcontext) serialize() (pyagentspec.serialization.pydanticserializationplugin.PydanticComponentSerializationPlugin method) (pyagentspec.serialization.serializationplugin.ComponentSerializationPlugin method) serialize_model() (pyagentspec.component.Component method) ServerTool (class in pyagentspec.tools.servertool) service_endpoint (pyagentspec.llms.ociclientconfig.OciClientConfig attribute) service_endpoint: command line option service_error_retry_on_any_5xx (pyagentspec.retrypolicy.RetryPolicy attribute) serving_mode (pyagentspec.llms.ocigenaiconfig.OciGenAiConfig attribute) serving_mode: command line option ServingMode (class in pyagentspec.llms.ocigenaiconfig) session_parameters (pyagentspec.a2aagent.A2AAgent attribute) (pyagentspec.mcp.clienttransport.ClientTransport attribute) SessionParameters (class in pyagentspec.mcp.clienttransport) set_entry_point() (pyagentspec.flows.flowbuilder.FlowBuilder method) set_finish_points() (pyagentspec.flows.flowbuilder.FlowBuilder method) shutdown() (pyagentspec.tracing.spanprocessor.SpanProcessor method) shutdown_async() (pyagentspec.tracing.spanprocessor.SpanProcessor method) source_node (pyagentspec.flows.edges.dataflowedge.DataFlowEdge attribute) source_output (pyagentspec.flows.edges.dataflowedge.DataFlowEdge attribute) Span (class in pyagentspec.tracing.spans.span) SpanProcessor (class in pyagentspec.tracing.spanprocessor) SpecializedAgent (class in pyagentspec.specialized_agent) SSEmTLSTransport (class in pyagentspec.mcp.clienttransport) SSETransport (class in pyagentspec.mcp.clienttransport) sslcert (pyagentspec.datastores.postgres.TlsPostgresDatabaseConnectionConfig attribute)

sslcrl (pyagentspec.datastores.postgres.TlsPostgresDatabaseConnectionConfig attribute) sslkey (pyagentspec.datastores.postgres.TlsPostgresDatabaseConnectionConfig attribute) sslmode (pyagentspec.datastores.postgres.TlsPostgresDatabaseConnectionConfig attribute) sslrootcert (pyagentspec.datastores.postgres.TlsPostgresDatabaseConnectionConfig attribute) start() (pyagentspec.tracing.spans.span.Span method) start_async() (pyagentspec.tracing.spans.span.Span method) start_time (pyagentspec.tracing.spans.root.RootSpan attribute) (pyagentspec.tracing.spans.span.Span attribute) StartNode (class in pyagentspec.flows.nodes.startnode) startup() (pyagentspec.tracing.spanprocessor.SpanProcessor method) startup_async() (pyagentspec.tracing.spanprocessor.SpanProcessor method) state_snapshot (pyagentspec.tracing.events.state.StateSnapshotEmitted attribute) StateSnapshotEmitted (class in pyagentspec.tracing.events.state) StdioTransport (class in pyagentspec.mcp.clienttransport) StreamableHTTPmTLSTransport (class in pyagentspec.mcp.clienttransport) StreamableHTTPTransport (class in pyagentspec.mcp.clienttransport) StringProperty (class in pyagentspec.property) subflow (pyagentspec.flows.nodes.catchexceptionnode.CatchExceptionNode attribute) (pyagentspec.flows.nodes.flownode.FlowNode attribute) (pyagentspec.flows.nodes.mapnode.MapNode attribute) (pyagentspec.flows.nodes.parallelmapnode.ParallelMapNode attribute) subflows (pyagentspec.flows.nodes.parallelflownode.ParallelFlowNode attribute) SUM (pyagentspec.flows.nodes.mapnode.ReductionMethod attribute) summarization_instructions (pyagentspec.transforms.ConversationSummarizationTransform attribute) (pyagentspec.transforms.MessageSummarizationTransform attribute) summarized_conversation_template (pyagentspec.transforms.ConversationSummarizationTransform attribute) summarized_message_template (pyagentspec.transforms.MessageSummarizationTransform attribute) supported_component_types() (pyagentspec.serialization.deserializationplugin.ComponentDeserializationPlugin method) (pyagentspec.serialization.pydanticdeserializationplugin.PydanticComponentDeserializationPlugin method) (pyagentspec.serialization.pydanticserializationplugin.PydanticComponentSerializationPlugin method) (pyagentspec.serialization.serializationplugin.ComponentSerializationPlugin method) Swarm (class in pyagentspec.swarm) swarm (pyagentspec.tracing.events.swarm.SwarmExecutionEnd attribute) (pyagentspec.tracing.events.swarm.SwarmExecutionStart attribute) (pyagentspec.tracing.spans.swarm.SwarmExecutionSpan attribute) SwarmExecutionEnd (class in pyagentspec.tracing.events.swarm) SwarmExecutionSpan (class in pyagentspec.tracing.spans.swarm) SwarmExecutionStart (class in pyagentspec.tracing.events.swarm) SYSTEM (pyagentspec.evaluation.metrics.LlmBasedMetric attribute)

T

temperature (pyagentspec.llms.llmgenerationconfig.LlmGenerationConfig attribute) timestamp (pyagentspec.tracing.events.event.Event attribute) TlsOracleDatabaseConnectionConfig (class in pyagentspec.datastores.oracle) TlsPostgresDatabaseConnectionConfig (class in pyagentspec.datastores.postgres) to_component() (pyagentspec.adapters.wayflow.AgentSpecExporter method) to_df() (pyagentspec.evaluation.EvaluationResults method) to_dict() (pyagentspec.adapters.agent_framework.AgentSpecExporter method) (pyagentspec.adapters.autogen.AgentSpecExporter method) (pyagentspec.adapters.crewai.AgentSpecExporter method) (pyagentspec.adapters.langgraph.AgentSpecExporter method) (pyagentspec.component.Component method) (pyagentspec.evaluation.EvaluationResults method) (pyagentspec.serialization.serializer.AgentSpecSerializer method) to_json() (pyagentspec.adapters.agent_framework.AgentSpecExporter method) (pyagentspec.adapters.autogen.AgentSpecExporter method) (pyagentspec.adapters.crewai.AgentSpecExporter method) (pyagentspec.adapters.langgraph.AgentSpecExporter method) (pyagentspec.adapters.wayflow.AgentSpecExporter method) (pyagentspec.component.Component method) (pyagentspec.serialization.serializer.AgentSpecSerializer method) to_node (pyagentspec.flows.edges.controlflowedge.ControlFlowEdge attribute) to_yaml() (pyagentspec.adapters.agent_framework.AgentSpecExporter method) (pyagentspec.adapters.autogen.AgentSpecExporter method) (pyagentspec.adapters.crewai.AgentSpecExporter method) (pyagentspec.adapters.langgraph.AgentSpecExporter method) (pyagentspec.adapters.wayflow.AgentSpecExporter method) (pyagentspec.component.Component method) (pyagentspec.serialization.serializer.AgentSpecSerializer method) token_endpoint (pyagentspec.auth.OAuthEndpoints attribute) token_endpoint_auth_method (pyagentspec.auth.OAuthClientConfig attribute)

Tool (class in pyagentspec.tools.tool) tool (pyagentspec.flows.nodes.toolnode.ToolNode attribute) (pyagentspec.tracing.events.tool.ToolConfirmationRequest attribute) (pyagentspec.tracing.events.tool.ToolConfirmationResponse attribute) (pyagentspec.tracing.events.tool.ToolExecutionRequest attribute) (pyagentspec.tracing.events.tool.ToolExecutionResponse attribute) (pyagentspec.tracing.events.tool.ToolExecutionStreamingChunkReceived attribute) (pyagentspec.tracing.spans.tool.ToolExecutionSpan attribute) tool_calls (pyagentspec.tracing.events.llmgeneration.LlmGenerationChunkReceived attribute) (pyagentspec.tracing.events.llmgeneration.LlmGenerationResponse attribute) tool_execution_request_id (pyagentspec.tracing.events.tool.ToolConfirmationRequest attribute) (pyagentspec.tracing.events.tool.ToolConfirmationResponse attribute) tool_filter (pyagentspec.mcp.tools.MCPToolBox attribute) tool_name (pyagentspec.tracing.events.llmgeneration.ToolCall attribute) tool_type (pyagentspec.tools.builtintool.BuiltinTool attribute) tool_version (pyagentspec.tools.builtintool.BuiltinTool attribute) ToolBox (class in pyagentspec.tools.toolbox) ToolCall (class in pyagentspec.tracing.events.llmgeneration) ToolConfirmationRequest (class in pyagentspec.tracing.events.tool) ToolConfirmationResponse (class in pyagentspec.tracing.events.tool) ToolExecutionRequest (class in pyagentspec.tracing.events.tool) ToolExecutionResponse (class in pyagentspec.tracing.events.tool) ToolExecutionSpan (class in pyagentspec.tracing.spans.tool) ToolExecutionStreamingChunkReceived (class in pyagentspec.tracing.events.tool) ToolNode (class in pyagentspec.flows.nodes.toolnode) tools (pyagentspec.tracing.events.llmgeneration.LlmGenerationRequest attribute) top_p (pyagentspec.llms.llmgenerationconfig.LlmGenerationConfig attribute) Trace (class in pyagentspec.tracing.trace) type (pyagentspec.auth.OAuthClientConfig attribute) (pyagentspec.validation_helpers.PyAgentSpecErrorDetails attribute)

U

UnionProperty (class in pyagentspec.property) url (pyagentspec.datastores.postgres.TlsPostgresDatabaseConnectionConfig attribute) (pyagentspec.flows.nodes.apinode.ApiNode attribute) (pyagentspec.llms.ollamaconfig.OllamaConfig attribute) (pyagentspec.llms.openaicompatibleconfig.OpenAiCompatibleConfig attribute) (pyagentspec.llms.vllmconfig.VllmConfig attribute) (pyagentspec.mcp.clienttransport.RemoteTransport attribute) (pyagentspec.mcp.clienttransport.SSETransport attribute) (pyagentspec.mcp.clienttransport.StreamableHTTPTransport attribute) (pyagentspec.tools.remotetool.RemoteTool attribute)

url: command line option, [1], [2] USE_CHALLENGE_OR_SUPPORTED (pyagentspec.auth.ScopePolicy attribute) user (pyagentspec.datastores.oracle.TlsOracleDatabaseConnectionConfig attribute) (pyagentspec.datastores.postgres.TlsPostgresDatabaseConnectionConfig attribute) USER (pyagentspec.evaluation.metrics.LlmBasedMetric attribute) userinfo_endpoint (pyagentspec.auth.OAuthEndpoints attribute)

V

v25_3_0 (pyagentspec.versioning.AgentSpecVersionEnum attribute) v25_3_1 (pyagentspec.versioning.AgentSpecVersionEnum attribute) v25_4_0 (pyagentspec.versioning.AgentSpecVersionEnum attribute) v25_4_1 (pyagentspec.versioning.AgentSpecVersionEnum attribute)

v25_4_2 (pyagentspec.versioning.AgentSpecVersionEnum attribute) v26_1_0 (pyagentspec.versioning.AgentSpecVersionEnum attribute) v26_2_0 (pyagentspec.versioning.AgentSpecVersionEnum attribute) value_type (pyagentspec.property.DictProperty attribute) VllmConfig (class in pyagentspec.llms.vllmconfig)

W

wallet_location (pyagentspec.datastores.oracle.MTlsOracleDatabaseConnectionConfig attribute)

wallet_password (pyagentspec.datastores.oracle.MTlsOracleDatabaseConnectionConfig attribute) workers (pyagentspec.managerworkers.ManagerWorkers attribute)

X

XAI (pyagentspec.llms.ocigenaiconfig.ModelProvider attribute)