Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Z _ _cache (agent_framework.agent_registry.AgentRegistry attribute) (agent_framework.command.CommandRegistry attribute) (agent_framework.tool_registry.ToolRegistry attribute) _catalog (agent_framework.agent_registry.AgentRegistry attribute) (agent_framework.tool_registry.ToolRegistry attribute) _clients (agent_framework.mcp.manager.McpManager attribute) (agent_framework.mcp.McpManager attribute) _executor (agent_framework.host.AgentHost attribute) _fallback_state (agent_framework.drivers.dial.DialChatCompletionsDriver attribute) (agent_framework.drivers.DialChatCompletionsDriver attribute) _programmatic (agent_framework.tool_registry.ToolRegistry attribute) A aappend() (agent_framework.conversation.InMemoryConversationStore method) aclose() (agent_framework.drivers.dial.DialChatCompletionsDriver method) (agent_framework.drivers.DialChatCompletionsDriver method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) acquire() (agent_framework.tracing_consumers.log_handler.LoggingTraceHandler method) acreate() (agent_framework.conversation.InMemoryConversationStore method) action (agent_framework.audit_trace.PermissionRequestRecord attribute) (agent_framework.user_communication.PermissionRequest attribute) active_records (agent_framework.audit_trace.InMemoryAuditTracer attribute) active_tracer_scope() (in module agent_framework.tracing_bridge) add() (agent_framework.usage_tracking.UsageTotals method) (agent_framework_evaluator.usage.UsageTotals method) add_note() (agent_framework.agents.helpers.AgentMarkdownError method) (agent_framework.errors.ConversationNotFoundError method) (agent_framework.errors.ModelDriverError method) addFilter() (agent_framework.tracing_consumers.log_handler.LoggingTraceHandler method) adelete() (agent_framework.conversation.InMemoryConversationStore method) after_iteration() (agent_framework.agent.Agent method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) after_run() (agent_framework.agent.AgentBehavior method) (agent_framework.agents.agent_behavior.AgentBehavior method) (agent_framework.agents.AgentBehavior method) (agent_framework.runtime_trace_behavior.RuntimeTraceBehavior method) (agent_framework.trace_logging.TraceLoggingBehavior method) Agent (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.agent) agent_decision (agent_framework.audit_trace.AgentCallAuditRecord attribute) agent_directory (agent_framework.config.HostConfig attribute), [1] agent_framework.agent module agent_framework.agent_event_publisher module agent_framework.agent_registry module agent_framework.agents module agent_framework.agents.agent module agent_framework.agents.agent_behavior module agent_framework.agents.agent_decision module agent_framework.agents.agent_end_event module agent_framework.agents.agent_end_hook_decision module agent_framework.agents.agent_hook_decision module agent_framework.agents.agent_host_protocol module agent_framework.agents.agent_invocation module agent_framework.agents.agent_parameter module agent_framework.agents.agent_result module agent_framework.agents.agent_run module agent_framework.agents.agent_start_event module agent_framework.agents.call_context module agent_framework.agents.helpers module agent_framework.agents.model_end_event module agent_framework.agents.model_start_event module agent_framework.agents.result_envelope module agent_framework.agents.sequential_hook module agent_framework.agents.skill_end_event module agent_framework.agents.skill_start_event module agent_framework.agents.subagent_end_event module agent_framework.agents.subagent_hook_decision module agent_framework.agents.subagent_start_event module agent_framework.agents.tool_end_event module agent_framework.agents.tool_hook_decision module agent_framework.agents.tool_start_event module agent_framework.agents.turn_driver module agent_framework.agents.workflow module agent_framework.audit_trace module agent_framework.builtin_tools module agent_framework.builtin_tools.base module agent_framework.builtin_tools.bash_tool module agent_framework.builtin_tools.edit_tool module agent_framework.builtin_tools.glob_tool module agent_framework.builtin_tools.grep_tool module agent_framework.builtin_tools.read_tool module agent_framework.builtin_tools.web_fetch_tool module agent_framework.builtin_tools.write_tool module agent_framework.command module agent_framework.config module agent_framework.console_communication module agent_framework.conversation module agent_framework.drivers module agent_framework.drivers.dial module agent_framework.drivers.openai module agent_framework.errors module agent_framework.evaluator module agent_framework.file_reference module agent_framework.host module agent_framework.interaction module agent_framework.llm_trace_logging module agent_framework.mcp module agent_framework.mcp.client module agent_framework.mcp.config module agent_framework.mcp.manager module agent_framework.mcp.tools module agent_framework.mcp.types module agent_framework.memory module agent_framework.memory_tools module agent_framework.messages module agent_framework.model module agent_framework.model_overrides module agent_framework.model_validation module agent_framework.planning module agent_framework.planning.config module agent_framework.planning.plan_state module agent_framework.planning.step_reference module agent_framework.planning.turn_driver module agent_framework.runtime_trace_behavior module agent_framework.skill module agent_framework.tool module agent_framework.tool_registry module agent_framework.trace_logging module agent_framework.tracing module agent_framework.tracing_bridge module agent_framework.tracing_consumers module agent_framework.tracing_consumers.log_handler module agent_framework.tracing_subscribers module agent_framework.tracing_subscribers.jsonl_subscriber module agent_framework.tracing_subscribers.llm_trace_file_subscriber module agent_framework.usage_tracking module agent_framework.user_communication module agent_framework.validation module agent_framework.web_communication module agent_framework.web_host module agent_framework_evaluator.app module agent_framework_evaluator.auto_user_reply module agent_framework_evaluator.case_markdown module agent_framework_evaluator.cli module agent_framework_evaluator.evaluation module agent_framework_evaluator.initializer_catalog module agent_framework_evaluator.models module agent_framework_evaluator.runtime module agent_framework_evaluator.runtime.debug_subscriber module agent_framework_evaluator.runtime.runner_host module agent_framework_evaluator.runtime.session_runner module agent_framework_evaluator.runtime.setup_loader module agent_framework_evaluator.session_manager module agent_framework_evaluator.usage module agent_id (agent_framework.agent.Agent attribute), [1] (agent_framework.agent.AgentInvocation attribute) (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] (agent_framework.agents.agent_invocation.AgentInvocation attribute) (agent_framework.agents.AgentInvocation attribute) (agent_framework.evaluator.AgentPromptEvaluator attribute) (agent_framework.evaluator.OpenAiConversationEvaluator attribute) (agent_framework.host.RunRegistration attribute) (agent_framework.interaction.PendingInteraction attribute) (agent_framework.model.ProviderRequestTrace attribute) (agent_framework.model.ProviderResponseTrace attribute) (agent_framework.model_validation.ModelValidationContext attribute) (agent_framework.tracing.TraceContext attribute) (agent_framework_evaluator.models.SessionContext attribute) (agent_framework_evaluator.usage.AgentUsageSummary attribute) agent_model_override (agent_framework_evaluator.app.EvaluateBatchBody attribute) agent_model_override_scope (agent_framework_evaluator.app.EvaluateBatchBody attribute) agent_models (agent_framework.config.HostConfig attribute), [1] agent_name (agent_framework.audit_trace.AgentCallAuditRecord attribute) agent_output (agent_framework.evaluator.PromptScore attribute) agent_registry (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute), [1] agent_to_capability_definition() (in module agent_framework.agents.helpers) AgentBehavior (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.agent_behavior) AgentCallAuditRecord (class in agent_framework.audit_trace) AgentDecision (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.agent_decision) AgentEndEvent (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.agent_end_event) AgentEndHookDecision (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.agent_end_hook_decision) AgentEventPublisher (class in agent_framework.agent_event_publisher) AgentHookDecision (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.agent_hook_decision) AgentHost (class in agent_framework.host) AgentHostProtocol (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.agent_host_protocol) AgentInvocation (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.agent_invocation) AgentMarkdownError (class in agent_framework.agents.helpers) AgentModelOverride (class in agent_framework.model_overrides) AgentParameter (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.agent_parameter) AgentPromptEvaluator (class in agent_framework.evaluator) AgentRegistry (class in agent_framework.agent_registry) AgentResult (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.agent_result) AgentRun (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.agent_run) agents (agent_framework_evaluator.usage.SessionUsageSummary attribute) AgentStartEvent (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.agent_start_event) AgentUsageSummary (class in agent_framework_evaluator.usage) aget_messages() (agent_framework.conversation.InMemoryConversationStore method) aget_metadata() (agent_framework.conversation.InMemoryConversationStore method) all_tools() (agent_framework.mcp.manager.McpManager method) (agent_framework.mcp.McpManager method) allowed (agent_framework.audit_trace.PermissionRequestRecord attribute) (agent_framework.user_communication.PermissionDecision attribute) allowed_child_agents (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] allowed_skills (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] allowed_tools (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] (agent_framework.command.CommandDefinition attribute), [1] api_key (agent_framework.drivers.dial.DialChatCompletionsDriver attribute), [1] (agent_framework.drivers.DialChatCompletionsDriver attribute), [1] (agent_framework.drivers.openai.OpenAiModelDriver attribute) (agent_framework.drivers.OpenAiModelDriver attribute) (agent_framework.evaluator.OpenAiResultJudge attribute) api_version (agent_framework.drivers.dial.DialChatCompletionsDriver attribute), [1] (agent_framework.drivers.DialChatCompletionsDriver attribute), [1] append() (agent_framework.conversation.AsyncConversationStore method) (agent_framework.conversation.ConversationStore method) (agent_framework.conversation.InMemoryConversationStore method) append_prompt_fragments (agent_framework.agent.AgentEndHookDecision attribute) (agent_framework.agents.agent_end_hook_decision.AgentEndHookDecision attribute) (agent_framework.agents.AgentEndHookDecision attribute) apply_runtime_placeholders() (in module agent_framework.agents.helpers) args (agent_framework.agents.helpers.AgentMarkdownError attribute) (agent_framework.errors.ConversationNotFoundError attribute) (agent_framework.errors.ModelDriverError attribute) (agent_framework.mcp.McpServerConfig attribute) (agent_framework.mcp.types.McpServerConfig attribute) argument_hint (agent_framework.command.CommandDefinition attribute), [1] arguments (agent_framework.messages.FunctionCall attribute), [1] as_text() (agent_framework.memory.MemoryScope method) ask_confirmation() (agent_framework.console_communication.ConsoleUserCommunication method) (agent_framework.user_communication.NullUserCommunication method) (agent_framework.user_communication.UserCommunication method) (agent_framework.web_communication.WebUserCommunication method) ask_question() (agent_framework.console_communication.ConsoleUserCommunication method) (agent_framework.user_communication.NullUserCommunication method) (agent_framework.user_communication.UserCommunication method) (agent_framework.web_communication.WebUserCommunication method) assemble_system_prompt() (in module agent_framework.model) AsyncConversationStore (class in agent_framework.conversation) AsyncModelDriver (class in agent_framework.model) AsyncToSyncAdapter (class in agent_framework.model) attach() (agent_framework.agent.AgentBehavior method) (agent_framework.agents.agent_behavior.AgentBehavior method) (agent_framework.agents.AgentBehavior method) (agent_framework.runtime_trace_behavior.RuntimeTraceBehavior method) (agent_framework.trace_logging.TraceLoggingBehavior method) attach_log_sources() (agent_framework.agent_event_publisher.AgentEventPublisher method) attach_to_host() (in module agent_framework.llm_trace_logging) audit_agent_call_finished() (agent_framework.agent_event_publisher.AgentEventPublisher method) audit_agent_call_started() (agent_framework.agent_event_publisher.AgentEventPublisher method) audit_callback() (agent_framework.agent_event_publisher.AgentEventPublisher method) audit_decision() (agent_framework.agent_event_publisher.AgentEventPublisher method) audit_named_event() (agent_framework.agent_event_publisher.AgentEventPublisher method) audit_skill_invocation() (agent_framework.agent_event_publisher.AgentEventPublisher method) audit_tracer (agent_framework.evaluator.RecordingAgentHost property) (agent_framework.host.AgentHost property) AuditTraceSubscriber (class in agent_framework.audit_trace) auto_input_response (agent_framework.evaluator.RecordingAgentHost attribute) awaiting_caller_callback (agent_framework.planning.plan_state.PlanState attribute) (agent_framework.planning.PlanState attribute) B backend (agent_framework.memory.CatalogMemoryQueryProvider attribute) base_context (agent_framework.tracing.CompositeRuntimeTracer attribute) base_url (agent_framework.drivers.dial.DialChatCompletionsDriver attribute), [1] (agent_framework.drivers.DialChatCompletionsDriver attribute), [1] BaseTurnDriver (class in agent_framework.agents.turn_driver) BashTool (class in agent_framework.builtin_tools.bash_tool) batch_mode (agent_framework.agent.AgentDecision attribute) (agent_framework.agents.agent_decision.AgentDecision attribute) (agent_framework.agents.AgentDecision attribute) batch_timeout_seconds (agent_framework.agent.AgentDecision attribute) (agent_framework.agents.agent_decision.AgentDecision attribute) (agent_framework.agents.AgentDecision attribute) before_iteration() (agent_framework.agent.Agent method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) before_run() (agent_framework.agent.AgentBehavior method) (agent_framework.agents.agent_behavior.AgentBehavior method) (agent_framework.agents.AgentBehavior method) (agent_framework.runtime_trace_behavior.RuntimeTraceBehavior method) (agent_framework.trace_logging.TraceLoggingBehavior method) behavior_ids (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] behaviors (agent_framework.agent.Agent attribute) (agent_framework.agents.Agent attribute) (agent_framework.agents.agent.Agent attribute) blocking (agent_framework.interaction.PendingInteraction attribute) body (agent_framework.skill.SkillContent attribute) bridge_mcp_tools() (in module agent_framework.mcp.tools) build() (in module agent_framework.builtin_tools.bash_tool) (in module agent_framework.builtin_tools.edit_tool) (in module agent_framework.builtin_tools.glob_tool) (in module agent_framework.builtin_tools.grep_tool) (in module agent_framework.builtin_tools.read_tool) (in module agent_framework.builtin_tools.web_fetch_tool) (in module agent_framework.builtin_tools.write_tool) build_behavior() (in module agent_framework.trace_logging) build_context() (agent_framework.agent.Agent method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) build_definition() (in module agent_framework.builtin_tools.base) build_llm_trace_event() (in module agent_framework.llm_trace_logging) build_memory_prompt() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) build_memory_uri() (in module agent_framework.memory) build_parser() (in module agent_framework_evaluator.cli) build_skills_catalog() (in module agent_framework.model) C call_subagent() (agent_framework.agent.AgentHostProtocol method) (agent_framework.agents.agent_host_protocol.AgentHostProtocol method) (agent_framework.agents.AgentHostProtocol method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) call_subagent_async() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) call_subagent_batch() (agent_framework.agent.AgentHostProtocol method) (agent_framework.agents.agent_host_protocol.AgentHostProtocol method) (agent_framework.agents.AgentHostProtocol method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) call_tool() (agent_framework.mcp.client.McpClient method) (agent_framework.mcp.manager.McpManager method) (agent_framework.mcp.McpManager method) callback_intent (agent_framework.agent.AgentDecision attribute) (agent_framework.agents.agent_decision.AgentDecision attribute) (agent_framework.agents.AgentDecision attribute) (agent_framework.host.SubagentBatchItemResult attribute) (agent_framework.planning.plan_state.PlanStep attribute) (agent_framework.planning.PlanStep attribute) callback_prompt (agent_framework.host.SubagentBatchItemResult attribute) callback_routing_policy (agent_framework.agent.Agent attribute) (agent_framework.agents.Agent attribute) (agent_framework.agents.agent.Agent attribute) CallbackAuditRecord (class in agent_framework.audit_trace) CallbackRoutingPolicy (class in agent_framework.agents.agent) callbacks (agent_framework.audit_trace.AgentCallAuditRecord attribute) CallContext (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.call_context) callee_id (agent_framework.agent.CallContext attribute) (agent_framework.agents.call_context.CallContext attribute) (agent_framework.agents.CallContext attribute) (agent_framework.evaluator.RecordedInteraction attribute) caller_id (agent_framework.agent.AgentInvocation attribute) (agent_framework.agent.CallContext attribute) (agent_framework.agents.agent_invocation.AgentInvocation attribute) (agent_framework.agents.AgentInvocation attribute) (agent_framework.agents.call_context.CallContext attribute) (agent_framework.agents.CallContext attribute) (agent_framework.audit_trace.AgentCallAuditRecord attribute) (agent_framework.evaluator.RecordedInteraction attribute) (agent_framework.host.RunRegistration attribute) (agent_framework.interaction.PendingInteraction attribute) (agent_framework.tracing.TraceContext attribute) calls (agent_framework.agent.WorkflowCallSubagentsStep attribute) (agent_framework.agents.workflow.WorkflowCallSubagentsStep attribute) (agent_framework.agents.WorkflowCallSubagentsStep attribute) can_query_caller (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] can_use_host_interaction (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] cancel_wait() (agent_framework.web_communication.WebUserCommunication method) capabilities (agent_framework.drivers.dial.DialChatCompletionsDriver attribute) (agent_framework.drivers.DialChatCompletionsDriver attribute) (agent_framework.drivers.openai.OpenAiModelDriver attribute) (agent_framework.drivers.OpenAiModelDriver attribute) capability_id (agent_framework.agent.CapabilityDefinition attribute) (agent_framework.model.CapabilityDefinition attribute) CapabilityDefinition (class in agent_framework.agent) (class in agent_framework.model) CapabilityParameter (class in agent_framework.agent) (class in agent_framework.model) capitalize() (agent_framework.mcp.types.McpTransport method) case_index (agent_framework_evaluator.app.EvaluateCaseBody attribute) case_indices (agent_framework_evaluator.app.EvaluateBatchBody attribute) case_run_mode (agent_framework_evaluator.app.EvaluateBatchBody attribute) (agent_framework_evaluator.session_manager.SessionRecord attribute) casefold() (agent_framework.mcp.types.McpTransport method) CatalogMemoryQueryProvider (class in agent_framework.memory) center() (agent_framework.mcp.types.McpTransport method) channel (agent_framework.tracing.TraceEvent attribute) ChatMessage (class in agent_framework.messages) child() (agent_framework.tracing.CompositeRuntimeTracer method) (agent_framework.tracing.NullRuntimeTracer method) (agent_framework.tracing.RuntimeTracer method) cleanup_checkpoints() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) cleanup_expired() (agent_framework.conversation.InMemoryConversationStore method) clear() (agent_framework.tracing.LogEventPayload method) close() (agent_framework.tracing_consumers.log_handler.LoggingTraceHandler method) close_interaction() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) coerce_parameter_value() (in module agent_framework.agents.helpers) coerce_workflow_result() (in module agent_framework.agents.workflow) comm (agent_framework_evaluator.session_manager.SessionRecord attribute) command (agent_framework.mcp.McpServerConfig attribute) (agent_framework.mcp.types.McpServerConfig attribute) command_registry (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute), [1] CommandDefinition (class in agent_framework.command) CommandRegistry (class in agent_framework.command) commands_directories (agent_framework.config.HostConfig attribute), [1] complete() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) complete_async() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) complete_without_result() (agent_framework.agent.Agent method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) completed_steps (agent_framework.planning.plan_state.PlanState attribute) (agent_framework.planning.PlanState attribute) CompletedStep (class in agent_framework.planning) (class in agent_framework.planning.plan_state) CompositeRuntimeTracer (class in agent_framework.tracing) condition (agent_framework.agent.WorkflowBranchStep attribute) (agent_framework.agents.workflow.WorkflowBranchStep attribute) (agent_framework.agents.WorkflowBranchStep attribute) config (agent_framework.agent_registry.AgentRegistry attribute), [1] (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute), [1] configs (agent_framework.mcp.manager.McpManager attribute), [1] (agent_framework.mcp.McpManager attribute), [1] ConfiguredMemoryScopeResolver (class in agent_framework.memory) connect() (agent_framework.mcp.client.McpClient method) connect_errors (agent_framework.mcp.manager.McpManager attribute), [1] (agent_framework.mcp.McpManager attribute), [1] consecutive_validation_failures (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) ConsoleUserCommunication (class in agent_framework.console_communication) construct() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) consume() (agent_framework.audit_trace.AuditTraceSubscriber method) (agent_framework.tracing.TraceSubscriber method) (agent_framework.tracing_subscribers.jsonl_subscriber.JsonlTraceSubscriber method) (agent_framework.tracing_subscribers.JsonlTraceSubscriber method) (agent_framework.tracing_subscribers.llm_trace_file_subscriber.LlmTraceFileSubscriber method) (agent_framework.tracing_subscribers.LlmTraceFileSubscriber method) (agent_framework_evaluator.runtime.debug_subscriber.DebuggerSubscriber method) consume_trace_event() (agent_framework_evaluator.usage.EvaluatorUsageTracker method) content (agent_framework.agent.SkillEndEvent attribute) (agent_framework.agents.skill_end_event.SkillEndEvent attribute) (agent_framework.agents.SkillEndEvent attribute) (agent_framework.messages.ChatMessage attribute), [1] content_bytes (agent_framework.memory.MemoryEntry attribute) content_json (agent_framework.memory.MemoryEntry attribute) content_text (agent_framework.memory.MemoryEntry attribute) ContentPart (class in agent_framework.messages) context (agent_framework.agent.AgentResult attribute) (agent_framework.agent.ModelEndEvent attribute) (agent_framework.agent.ModelStartEvent attribute) (agent_framework.agents.agent_result.AgentResult attribute) (agent_framework.agents.AgentResult attribute) (agent_framework.agents.model_end_event.ModelEndEvent attribute) (agent_framework.agents.model_start_event.ModelStartEvent attribute) (agent_framework.agents.ModelEndEvent attribute) (agent_framework.agents.ModelStartEvent attribute) (agent_framework.tracing.TraceEvent attribute) context_id (agent_framework.agent.CallContext attribute) (agent_framework.agents.call_context.CallContext attribute) (agent_framework.agents.CallContext attribute) contexts (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute), [1] continue_run (agent_framework.agent.AgentEndHookDecision attribute) (agent_framework.agent.AgentHookDecision attribute) (agent_framework.agent.SubagentHookDecision attribute) (agent_framework.agent.ToolHookDecision attribute) (agent_framework.agents.agent_end_hook_decision.AgentEndHookDecision attribute) (agent_framework.agents.agent_hook_decision.AgentHookDecision attribute) (agent_framework.agents.AgentEndHookDecision attribute) (agent_framework.agents.AgentHookDecision attribute) (agent_framework.agents.subagent_hook_decision.SubagentHookDecision attribute) (agent_framework.agents.SubagentHookDecision attribute) (agent_framework.agents.tool_hook_decision.ToolHookDecision attribute) (agent_framework.agents.ToolHookDecision attribute) conversation_id (agent_framework.tracing.TraceContext attribute) conversation_messages (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) conversation_store (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute), [1] ConversationNotFoundError (class in agent_framework.errors) ConversationStore (class in agent_framework.conversation) copy() (agent_framework.tracing.LogEventPayload method) (agent_framework.usage_tracking.UsageTotals method) (agent_framework_evaluator.app.EvaluateBatchBody method) (agent_framework_evaluator.app.EvaluateCaseBody method) (agent_framework_evaluator.app.EvaluateResultBody method) (agent_framework_evaluator.app.UserInputBody method) (agent_framework_evaluator.usage.UsageTotals method) correlation_id (agent_framework.agent.CallContext attribute) (agent_framework.agents.call_context.CallContext attribute) (agent_framework.agents.CallContext attribute) count() (agent_framework.mcp.types.McpTransport method) create() (agent_framework.conversation.AsyncConversationStore method) (agent_framework.conversation.ConversationStore method) (agent_framework.conversation.InMemoryConversationStore method) (agent_framework.evaluator.RecordingAgentHost class method) (agent_framework.host.AgentHost class method) create_app() (in module agent_framework_evaluator.app) create_memory() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) create_memory_backend() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) create_memory_projector() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) create_memory_query_provider() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) create_memory_scope_resolver() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) create_session() (agent_framework_evaluator.session_manager.SessionManager method) create_web_host() (in module agent_framework.web_host) created_at (agent_framework.interaction.PendingInteraction attribute) createLock() (agent_framework.tracing_consumers.log_handler.LoggingTraceHandler method) custom_fields (agent_framework.drivers.dial.DialChatCompletionsDriver attribute), [1] (agent_framework.drivers.DialChatCompletionsDriver attribute), [1] D debugger (agent_framework_evaluator.session_manager.SessionRecord attribute) DebuggerSubscriber (class in agent_framework_evaluator.runtime.debug_subscriber) decide() (agent_framework.agent.Agent method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) (agent_framework.drivers.dial.DialChatCompletionsDriver method) (agent_framework.drivers.DialChatCompletionsDriver method) 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(agent_framework.mcp.types.McpTransport method) isupper() (agent_framework.mcp.types.McpTransport method) items() (agent_framework.tracing.LogEventPayload method) J join() (agent_framework.mcp.types.McpTransport method) json() (agent_framework_evaluator.app.EvaluateBatchBody method) (agent_framework_evaluator.app.EvaluateCaseBody method) (agent_framework_evaluator.app.EvaluateResultBody method) (agent_framework_evaluator.app.UserInputBody method) JsonlTraceSubscriber (class in agent_framework.tracing_subscribers) (class in agent_framework.tracing_subscribers.jsonl_subscriber) judge (agent_framework.evaluator.AgentPromptEvaluator attribute) (agent_framework.evaluator.OpenAiConversationEvaluator attribute) JudgeResult (class in agent_framework.evaluator) K key (agent_framework.memory.MemoryScope attribute) keys() (agent_framework.tracing.LogEventPayload method) kind (agent_framework.agent.AgentDecision attribute) (agent_framework.agent.CallContext attribute) (agent_framework.agents.agent_decision.AgentDecision attribute) (agent_framework.agents.AgentDecision attribute) (agent_framework.agents.call_context.CallContext attribute) (agent_framework.agents.CallContext attribute) (agent_framework.evaluator.RecordedInteraction attribute) (agent_framework.memory.MemoryScope attribute) (agent_framework.planning.plan_state.PlanStep attribute) (agent_framework.planning.PlanStep attribute) (agent_framework.tracing.TraceEvent attribute) L last_run_prompts (agent_framework_evaluator.session_manager.SessionRecord attribute) last_run_result (agent_framework_evaluator.session_manager.SessionRecord attribute) last_stderr (agent_framework.mcp.client.StdioTransport property) last_step_id (agent_framework.agent.ProgrammaticWorkflowState attribute) (agent_framework.agents.ProgrammaticWorkflowState attribute) (agent_framework.agents.workflow.ProgrammaticWorkflowState attribute) last_usage_summary (agent_framework_evaluator.session_manager.SessionRecord attribute) last_value (agent_framework.agent.ProgrammaticWorkflowState attribute) (agent_framework.agents.ProgrammaticWorkflowState attribute) (agent_framework.agents.workflow.ProgrammaticWorkflowState attribute) level (agent_framework.tracing.TraceEvent attribute) lineno (agent_framework.tracing.LogEventPayload attribute) list() (agent_framework.memory.CatalogMemoryQueryProvider method) (agent_framework.memory.InMemoryMemoryBackend method) (agent_framework.memory.MemoryBackend method) (agent_framework.memory.MemoryQueryProvider method) list_initializer_scripts() (in module agent_framework_evaluator.initializer_catalog) list_memory_refs() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) list_names() (agent_framework.agent_registry.AgentRegistry method) (agent_framework.tool_registry.ToolRegistry method) list_tools() (agent_framework.mcp.client.McpClient method) ljust() (agent_framework.mcp.types.McpTransport method) llm_calls (agent_framework_evaluator.usage.AgentUsageSummary attribute) llm_evaluator_output (agent_framework.evaluator.PromptScore attribute) llm_evaluator_payload (agent_framework.evaluator.PromptScore attribute) llm_message_received (agent_framework.audit_trace.AgentCallAuditRecord attribute) llm_message_sent (agent_framework.audit_trace.AgentCallAuditRecord attribute) llm_score (agent_framework.evaluator.PromptScore attribute) LlmTraceFileSubscriber (class in agent_framework.tracing_subscribers) (class in agent_framework.tracing_subscribers.llm_trace_file_subscriber) LlmTraceLogger (class in agent_framework.llm_trace_logging) LlmUsage (class in agent_framework.model) load() (agent_framework.skill.SkillLoader method) load_agent() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) load_checkpoint() (agent_framework.agent.AgentHostProtocol method) (agent_framework.agents.agent_host_protocol.AgentHostProtocol method) (agent_framework.agents.AgentHostProtocol method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) load_from_path() (agent_framework.agent_registry.AgentRegistry method) load_host_config() (in module agent_framework.config) load_initializer_default_agent() (in module agent_framework_evaluator.initializer_catalog) load_initializer_default_agent_model_override() (in module agent_framework_evaluator.initializer_catalog) load_initializer_default_agent_model_override_scope() (in module agent_framework_evaluator.initializer_catalog) load_initializer_default_eval_model() (in module agent_framework_evaluator.initializer_catalog) load_initializer_default_evaluator_criteria() (in module agent_framework_evaluator.initializer_catalog) load_initializer_default_prompt() (in module agent_framework_evaluator.initializer_catalog) load_mcp_configs() (in module agent_framework.mcp) (in module agent_framework.mcp.config) load_raw_test_cases() (in module agent_framework_evaluator.initializer_catalog) load_runtime_metadata() (in module agent_framework.agents.helpers) load_setup_module() (in module agent_framework_evaluator.runtime.setup_loader) load_test_cases() (in module agent_framework_evaluator.initializer_catalog) log_level (agent_framework_evaluator.app.EvaluateBatchBody attribute) (agent_framework_evaluator.app.EvaluateCaseBody attribute) (agent_framework_evaluator.app.EvaluateResultBody attribute) log_provider_request() (agent_framework.llm_trace_logging.LlmTraceLogger method) log_provider_response() (agent_framework.llm_trace_logging.LlmTraceLogger method) LogEventPayload (class in agent_framework.tracing) logger_name (agent_framework.tracing.LogEventPayload attribute) LoggingTraceHandler (class in agent_framework.tracing_consumers) (class in agent_framework.tracing_consumers.log_handler) lower() (agent_framework.mcp.types.McpTransport method) lstrip() (agent_framework.mcp.types.McpTransport method) M main() (in module agent_framework_evaluator.cli) make_agent_model_override() (in module agent_framework.model_overrides) make_qualified_name() (agent_framework.mcp.McpToolInfo static method) (agent_framework.mcp.types.McpToolInfo static method) make_trace_event() (in module agent_framework.tracing) maketrans() (agent_framework.mcp.types.McpTransport static method) MarkdownCaseLoader (class in agent_framework_evaluator.case_markdown) match_reason (agent_framework.memory.MemoryQueryHit attribute) max_bubble_hops (agent_framework.agents.agent.CallbackRoutingPolicy attribute) max_plan_revisions (agent_framework.planning.config.PlanningConfig attribute) (agent_framework.planning.PlanningConfig attribute) max_steps (agent_framework.agent.ProgrammaticWorkflow attribute) (agent_framework.agents.ProgrammaticWorkflow attribute) (agent_framework.agents.workflow.ProgrammaticWorkflow attribute) (agent_framework.planning.config.PlanningConfig attribute) (agent_framework.planning.PlanningConfig attribute) mcp_config_path (agent_framework.config.HostConfig attribute), [1] mcp_enabled (agent_framework.config.HostConfig attribute), [1] mcp_manager (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute), [1] McpBridgeTool (class in agent_framework.mcp.tools) McpClient (class in agent_framework.mcp.client) McpManager (class in agent_framework.mcp) (class in agent_framework.mcp.manager) McpServerConfig (class in agent_framework.mcp) (class in agent_framework.mcp.types) McpToolInfo (class in agent_framework.mcp) (class in agent_framework.mcp.types) McpTransport (class in agent_framework.mcp) (class in agent_framework.mcp.types) memory_auto_store_threshold_bytes (agent_framework.config.HostConfig attribute) memory_backend (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) memory_backend_kind (agent_framework.config.HostConfig attribute) memory_builtin_tools_enabled (agent_framework.config.HostConfig attribute) memory_default_projection_mode (agent_framework.config.HostConfig attribute) memory_enable_agent_scope (agent_framework.config.HostConfig attribute) memory_enabled (agent_framework.config.HostConfig attribute) memory_global_scopes (agent_framework.config.HostConfig attribute) memory_group_scopes (agent_framework.config.HostConfig attribute) memory_projection_requests (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) memory_projector (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) memory_projector_kind (agent_framework.config.HostConfig attribute) memory_query_provider (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) memory_query_provider_kind (agent_framework.config.HostConfig attribute) memory_scope_resolver (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) memory_uri (agent_framework.audit_trace.MemoryOperationRecord attribute) memory_use_case_scopes (agent_framework.config.HostConfig attribute) MemoryBackend (class in agent_framework.memory) MemoryEntry (class in agent_framework.memory) MemoryOperationRecord (class in agent_framework.audit_trace) MemoryProjector (class in agent_framework.memory) MemoryQueryHit (class in agent_framework.memory) MemoryQueryProvider (class in agent_framework.memory) MemoryRef (class in agent_framework.memory) MemoryScope (class in agent_framework.memory) MemoryScopeResolver (class in agent_framework.memory) merge_runtime_system_into_messages() (in module agent_framework.model) merged() (agent_framework.tracing.TraceContext method) message (agent_framework.agent.AgentDecision attribute) (agent_framework.agent.AgentResult attribute) (agent_framework.agents.agent_decision.AgentDecision attribute) (agent_framework.agents.agent_result.AgentResult attribute) (agent_framework.agents.AgentDecision attribute) (agent_framework.agents.AgentResult attribute) (agent_framework.host.SubagentBatchItemResult attribute) (agent_framework.planning.plan_state.PlanStep attribute) (agent_framework.planning.PlanStep attribute) (agent_framework.tracing.LogEventPayload attribute) messages (agent_framework.model.ModelContext attribute), [1] metadata (agent_framework.audit_trace.MemoryOperationRecord attribute) (agent_framework.memory.MemoryRef attribute) metadata() (agent_framework.interaction.PendingInteraction method) mime_type (agent_framework.audit_trace.MemoryOperationRecord attribute) (agent_framework.memory.MemoryRef attribute) missing_parameters (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) missing_tool_policy (agent_framework.config.HostConfig attribute), [1] mode (agent_framework.agent.WorkflowCallSubagentsStep attribute) (agent_framework.agents.workflow.WorkflowCallSubagentsStep attribute) (agent_framework.agents.WorkflowCallSubagentsStep attribute) model (agent_framework.command.CommandDefinition attribute), [1] model_computed_fields (agent_framework_evaluator.app.EvaluateBatchBody attribute) (agent_framework_evaluator.app.EvaluateCaseBody attribute) (agent_framework_evaluator.app.EvaluateResultBody attribute) (agent_framework_evaluator.app.UserInputBody attribute) model_config (agent_framework_evaluator.app.EvaluateBatchBody attribute) (agent_framework_evaluator.app.EvaluateCaseBody attribute) (agent_framework_evaluator.app.EvaluateResultBody attribute) (agent_framework_evaluator.app.UserInputBody attribute) model_construct() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) model_copy() (agent_framework_evaluator.app.EvaluateBatchBody method) (agent_framework_evaluator.app.EvaluateCaseBody method) (agent_framework_evaluator.app.EvaluateResultBody method) (agent_framework_evaluator.app.UserInputBody method) model_definition() (agent_framework.builtin_tools.base.PermissionGatedTool method) (agent_framework.builtin_tools.bash_tool.BashTool method) (agent_framework.builtin_tools.edit_tool.EditTool method) (agent_framework.builtin_tools.glob_tool.GlobTool method) (agent_framework.builtin_tools.grep_tool.GrepTool method) (agent_framework.builtin_tools.read_tool.ReadTool method) (agent_framework.builtin_tools.web_fetch_tool.WebFetchTool method) (agent_framework.builtin_tools.write_tool.WriteTool method) (agent_framework.mcp.tools.McpBridgeTool method) (agent_framework.tool.Tool method) model_driver (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute), [1] model_dump() (agent_framework_evaluator.app.EvaluateBatchBody method) (agent_framework_evaluator.app.EvaluateCaseBody method) (agent_framework_evaluator.app.EvaluateResultBody method) (agent_framework_evaluator.app.UserInputBody method) model_dump_json() (agent_framework_evaluator.app.EvaluateBatchBody method) (agent_framework_evaluator.app.EvaluateCaseBody method) (agent_framework_evaluator.app.EvaluateResultBody method) (agent_framework_evaluator.app.UserInputBody method) model_extra (agent_framework_evaluator.app.EvaluateBatchBody property) (agent_framework_evaluator.app.EvaluateCaseBody property) (agent_framework_evaluator.app.EvaluateResultBody property) (agent_framework_evaluator.app.UserInputBody property) model_fields (agent_framework_evaluator.app.EvaluateBatchBody attribute) (agent_framework_evaluator.app.EvaluateCaseBody attribute) (agent_framework_evaluator.app.EvaluateResultBody attribute) (agent_framework_evaluator.app.UserInputBody attribute) model_fields_set (agent_framework_evaluator.app.EvaluateBatchBody property) (agent_framework_evaluator.app.EvaluateCaseBody property) (agent_framework_evaluator.app.EvaluateResultBody property) (agent_framework_evaluator.app.UserInputBody property) model_for() (agent_framework.config.HostConfig method) model_json_schema() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) model_name (agent_framework.evaluator.OpenAiResultJudge attribute) (agent_framework.model.ProviderRequestTrace attribute) (agent_framework.model.ProviderResponseTrace attribute) model_names (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] (agent_framework.model_overrides.AgentModelOverride attribute) (agent_framework.model_validation.ModelValidationContext attribute) model_parametrized_name() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) model_post_init() (agent_framework_evaluator.app.EvaluateBatchBody method) (agent_framework_evaluator.app.EvaluateCaseBody method) (agent_framework_evaluator.app.EvaluateResultBody method) (agent_framework_evaluator.app.UserInputBody method) model_rebuild() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) model_response (agent_framework.audit_trace.AgentCallAuditRecord attribute) model_validate() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) model_validate_json() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) model_validate_strings() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) model_validation_chain (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) ModelContext (class in agent_framework.model) ModelDriver (class in agent_framework.model) ModelDriverBase (class in agent_framework.model) ModelDriverError (class in agent_framework.errors) ModelEndEvent (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.model_end_event) ModelExceptionValidator (class in agent_framework.model_validation) ModelResponse (class in agent_framework.model) ModelResponseValidator (class in agent_framework.model_validation) ModelStartEvent (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.model_start_event) ModelValidationChain (class in agent_framework.model_validation) ModelValidationContext (class in agent_framework.model_validation) module agent_framework.agent agent_framework.agent_event_publisher agent_framework.agent_registry agent_framework.agents agent_framework.agents.agent agent_framework.agents.agent_behavior agent_framework.agents.agent_decision agent_framework.agents.agent_end_event agent_framework.agents.agent_end_hook_decision agent_framework.agents.agent_hook_decision agent_framework.agents.agent_host_protocol agent_framework.agents.agent_invocation agent_framework.agents.agent_parameter agent_framework.agents.agent_result agent_framework.agents.agent_run agent_framework.agents.agent_start_event agent_framework.agents.call_context agent_framework.agents.helpers agent_framework.agents.model_end_event agent_framework.agents.model_start_event agent_framework.agents.result_envelope agent_framework.agents.sequential_hook agent_framework.agents.skill_end_event agent_framework.agents.skill_start_event agent_framework.agents.subagent_end_event agent_framework.agents.subagent_hook_decision agent_framework.agents.subagent_start_event agent_framework.agents.tool_end_event agent_framework.agents.tool_hook_decision agent_framework.agents.tool_start_event agent_framework.agents.turn_driver agent_framework.agents.workflow agent_framework.audit_trace agent_framework.builtin_tools agent_framework.builtin_tools.base agent_framework.builtin_tools.bash_tool agent_framework.builtin_tools.edit_tool agent_framework.builtin_tools.glob_tool agent_framework.builtin_tools.grep_tool agent_framework.builtin_tools.read_tool agent_framework.builtin_tools.web_fetch_tool agent_framework.builtin_tools.write_tool agent_framework.command agent_framework.config agent_framework.console_communication agent_framework.conversation agent_framework.drivers agent_framework.drivers.dial agent_framework.drivers.openai agent_framework.errors agent_framework.evaluator agent_framework.file_reference agent_framework.host agent_framework.interaction agent_framework.llm_trace_logging agent_framework.mcp agent_framework.mcp.client agent_framework.mcp.config agent_framework.mcp.manager agent_framework.mcp.tools agent_framework.mcp.types agent_framework.memory agent_framework.memory_tools agent_framework.messages agent_framework.model agent_framework.model_overrides agent_framework.model_validation agent_framework.planning agent_framework.planning.config agent_framework.planning.plan_state agent_framework.planning.step_reference agent_framework.planning.turn_driver agent_framework.runtime_trace_behavior agent_framework.skill agent_framework.tool agent_framework.tool_registry agent_framework.trace_logging agent_framework.tracing agent_framework.tracing_bridge agent_framework.tracing_consumers agent_framework.tracing_consumers.log_handler agent_framework.tracing_subscribers agent_framework.tracing_subscribers.jsonl_subscriber agent_framework.tracing_subscribers.llm_trace_file_subscriber agent_framework.usage_tracking agent_framework.user_communication agent_framework.validation agent_framework.web_communication agent_framework.web_host agent_framework_evaluator.app agent_framework_evaluator.auto_user_reply agent_framework_evaluator.case_markdown agent_framework_evaluator.cli agent_framework_evaluator.evaluation agent_framework_evaluator.initializer_catalog agent_framework_evaluator.models agent_framework_evaluator.runtime agent_framework_evaluator.runtime.debug_subscriber agent_framework_evaluator.runtime.runner_host agent_framework_evaluator.runtime.session_runner agent_framework_evaluator.runtime.setup_loader agent_framework_evaluator.session_manager agent_framework_evaluator.usage module (agent_framework.tracing.LogEventPayload attribute) MultipleStructuredJsonDocumentsValidator (class in agent_framework.model_validation) N name (agent_framework.agent.AgentParameter attribute) (agent_framework.agent.CapabilityParameter attribute) (agent_framework.agents.agent_parameter.AgentParameter attribute) (agent_framework.agents.AgentParameter attribute) (agent_framework.builtin_tools.base.PermissionGatedTool property) (agent_framework.builtin_tools.bash_tool.BashTool property) (agent_framework.builtin_tools.edit_tool.EditTool property) (agent_framework.builtin_tools.glob_tool.GlobTool property) (agent_framework.builtin_tools.grep_tool.GrepTool property) (agent_framework.builtin_tools.read_tool.ReadTool property) (agent_framework.builtin_tools.web_fetch_tool.WebFetchTool property) (agent_framework.builtin_tools.write_tool.WriteTool property) (agent_framework.command.CommandDefinition attribute), [1] (agent_framework.mcp.McpServerConfig attribute) (agent_framework.mcp.tools.McpBridgeTool property) (agent_framework.mcp.types.McpServerConfig attribute) (agent_framework.messages.ChatMessage attribute), [1] (agent_framework.messages.FunctionCall attribute), [1] (agent_framework.model.CapabilityParameter attribute) (agent_framework.skill.SkillDefinition attribute) (agent_framework.tool.Tool property) (agent_framework.tool.ToolParameter attribute) (agent_framework.tracing_consumers.log_handler.LoggingTraceHandler property) next_memory_version() (in module agent_framework.memory) next_step (agent_framework.agent.WorkflowCallSubagentsStep attribute) (agent_framework.agent.WorkflowCallSubagentStep attribute) (agent_framework.agents.workflow.WorkflowCallSubagentsStep attribute) (agent_framework.agents.workflow.WorkflowCallSubagentStep attribute) (agent_framework.agents.WorkflowCallSubagentsStep attribute) (agent_framework.agents.WorkflowCallSubagentStep attribute) normalize_agent_id() (in module agent_framework.agent_registry) normalize_agent_model_override_scope() (in module agent_framework.model_overrides) normalize_chat_completions_usage() (in module agent_framework.model) normalize_memory_parameters() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) normalize_model_override_names() (in module agent_framework.model_overrides) normalize_openai_usage() (in module agent_framework.model) normalized_output (agent_framework.evaluator.FormatEvaluationResult attribute) notify() (agent_framework.mcp.client.HttpTransport method) (agent_framework.mcp.client.StdioTransport method) NullRuntimeTracer (class in agent_framework.tracing) NullUserCommunication (class in agent_framework.user_communication) O on_callback_answered() (agent_framework.agent_event_publisher.AgentEventPublisher method) on_callback_requested() (agent_framework.agent_event_publisher.AgentEventPublisher method) on_context_updated() (agent_framework.agent_event_publisher.AgentEventPublisher method) on_model_call_failed() (agent_framework.agent_event_publisher.AgentEventPublisher method) on_post_agent (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] on_post_model (agent_framework.agent.Agent attribute) (agent_framework.agents.Agent attribute) (agent_framework.agents.agent.Agent attribute) (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) on_post_skill (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] on_post_subagent (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] on_post_tool (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] on_pre_agent (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] on_pre_model (agent_framework.agent.Agent attribute) (agent_framework.agents.Agent attribute) (agent_framework.agents.agent.Agent attribute) (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) on_pre_skill (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] on_pre_subagent (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] on_pre_tool (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] on_request_trace (agent_framework.drivers.dial.DialChatCompletionsDriver attribute), [1] (agent_framework.drivers.DialChatCompletionsDriver attribute), [1] (agent_framework.drivers.openai.OpenAiModelDriver attribute) (agent_framework.drivers.OpenAiModelDriver attribute) on_response_trace (agent_framework.drivers.dial.DialChatCompletionsDriver attribute), [1] (agent_framework.drivers.DialChatCompletionsDriver attribute), [1] (agent_framework.drivers.openai.OpenAiModelDriver attribute) (agent_framework.drivers.OpenAiModelDriver attribute) on_tool_execution_failed() (agent_framework.agent_event_publisher.AgentEventPublisher method) open_context() (agent_framework.agent.AgentHostProtocol method) (agent_framework.agents.agent_host_protocol.AgentHostProtocol method) (agent_framework.agents.AgentHostProtocol method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) open_interaction() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) openai_api_key (agent_framework.config.HostConfig attribute), [1] openai_responses_text_format_field() (in module agent_framework.model) OpenAiConversationEvaluator (class in agent_framework.evaluator) OpenAiEvaluationInput (class in agent_framework.evaluator) OpenAiEvaluationScene (class in agent_framework.evaluator) OpenAiModelDriver (class in agent_framework.drivers) (class in agent_framework.drivers.openai) OpenAiResultJudge (class in agent_framework.evaluator) operation (agent_framework.audit_trace.MemoryOperationRecord attribute) optional_text() (in module agent_framework.agents.helpers) output_cached_tokens (agent_framework.model.LlmUsage attribute) (agent_framework.usage_tracking.UsageTotals attribute) (agent_framework_evaluator.usage.UsageTotals attribute) output_dir (agent_framework.audit_trace.InMemoryAuditTracer attribute) output_key (agent_framework.agents.agent_decision.SubagentCallSpec attribute) (agent_framework.agents.SubagentCallSpec attribute) (agent_framework.host.SubagentBatchItemResult attribute) output_path (agent_framework.audit_trace.InMemoryAuditTracer attribute) output_text (agent_framework.evaluator.FormatEvaluationResult attribute) (agent_framework.evaluator.JudgeResult attribute) output_tokens (agent_framework.model.LlmUsage attribute) (agent_framework.usage_tracking.UsageTotals attribute) (agent_framework_evaluator.usage.UsageTotals attribute) overall_score (agent_framework.evaluator.EvaluationSummary attribute) (agent_framework.evaluator.PromptScore attribute) P parallel_execution (agent_framework.planning.config.PlanningConfig attribute) (agent_framework.planning.PlanningConfig attribute) parameter_values (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) parameters (agent_framework.agent.Agent attribute), [1] (agent_framework.agent.AgentDecision attribute) (agent_framework.agent.AgentInvocation attribute) (agent_framework.agent.CapabilityDefinition attribute) (agent_framework.agent.SkillEndEvent attribute) (agent_framework.agent.SkillStartEvent attribute) (agent_framework.agent.WorkflowCallSubagentStep attribute) (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] (agent_framework.agents.agent_decision.AgentDecision attribute) (agent_framework.agents.agent_decision.SubagentCallSpec attribute) (agent_framework.agents.agent_invocation.AgentInvocation attribute) (agent_framework.agents.AgentDecision attribute) (agent_framework.agents.AgentInvocation attribute) (agent_framework.agents.skill_end_event.SkillEndEvent attribute) (agent_framework.agents.skill_start_event.SkillStartEvent attribute) (agent_framework.agents.SkillEndEvent attribute) (agent_framework.agents.SkillStartEvent attribute) (agent_framework.agents.SubagentCallSpec attribute) (agent_framework.agents.workflow.WorkflowCallSubagentStep attribute) (agent_framework.agents.WorkflowCallSubagentStep attribute) (agent_framework.audit_trace.SkillInvocationRecord attribute) (agent_framework.model.CapabilityDefinition attribute) (agent_framework.model.ToolDefinition attribute) (agent_framework.planning.plan_state.PlanStep attribute) (agent_framework.planning.PlanStep attribute) (agent_framework.tool.ToolDefinition attribute) parameters_schema (agent_framework.model.ToolDefinition attribute) (agent_framework.tool.ToolDefinition attribute) parent_event_id (agent_framework.tracing.TraceEvent attribute) parent_run_id (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) (agent_framework.host.RunRegistration attribute) (agent_framework.interaction.PendingInteraction attribute) (agent_framework_evaluator.usage.AgentUsageSummary attribute) parent_span_id (agent_framework.tracing.TraceEvent attribute) parse_allowed_tool_names() (in module agent_framework.agents.helpers) parse_behavior_ids() (in module agent_framework.agents.helpers) parse_case_markdown_file() (in module agent_framework_evaluator.case_markdown) parse_eval_response() (in module agent_framework_evaluator.evaluation) parse_file() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) parse_input_file() (agent_framework.evaluator.AgentPromptEvaluator static method) (agent_framework.evaluator.OpenAiConversationEvaluator static method) parse_json_object_model_output() (in module agent_framework.model) parse_memory_uri() (in module agent_framework.memory) parse_obj() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) parse_raw() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) parse_simple_frontmatter() (in module agent_framework_evaluator.case_markdown) parsed_payload (agent_framework.model.ProviderResponseTrace attribute) partition() (agent_framework.mcp.types.McpTransport method) passthrough_child_callbacks (agent_framework.agents.agent.CallbackRoutingPolicy attribute) pathname (agent_framework.tracing.LogEventPayload attribute) payload (agent_framework.evaluator.JudgeResult attribute) (agent_framework.evaluator.RecordedInteraction attribute) (agent_framework.model.ModelResponse attribute), [1] (agent_framework.tracing.TraceEvent attribute) pending_callback_step_id (agent_framework.planning.plan_state.PlanState attribute) (agent_framework.planning.PlanState attribute) pending_interactions (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) PendingInteraction (class in agent_framework.interaction) PermissionDecision (class in agent_framework.user_communication) PermissionGatedTool (class in agent_framework.builtin_tools.base) PermissionRequest (class in agent_framework.user_communication) PermissionRequestRecord (class in agent_framework.audit_trace) placeholder_values (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) plan (agent_framework.agent.AgentDecision attribute) (agent_framework.agents.agent_decision.AgentDecision attribute) (agent_framework.agents.AgentDecision attribute) (agent_framework.planning.plan_state.PlanState attribute) (agent_framework.planning.PlanState attribute) plan_revision (agent_framework.planning.plan_state.PlanState attribute) (agent_framework.planning.PlanState attribute) plan_revision_at_start (agent_framework.planning.CompletedStep attribute) (agent_framework.planning.plan_state.CompletedStep attribute) plan_state (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) plan_step_to_dict() (in module agent_framework.planning.plan_state) planning_config (agent_framework.agent.Agent attribute) (agent_framework.agents.Agent attribute) (agent_framework.agents.agent.Agent attribute) PlanningConfig (class in agent_framework.planning) (class in agent_framework.planning.config) PlanningTurnDriver (class in agent_framework.planning) (class in agent_framework.planning.turn_driver) PlanState (class in agent_framework.planning) (class in agent_framework.planning.plan_state) PlanStep (class in agent_framework.planning) (class in agent_framework.planning.plan_state) pop() (agent_framework.tracing.LogEventPayload method) (agent_framework_evaluator.session_manager.SessionManager method) popitem() (agent_framework.tracing.LogEventPayload method) priority (agent_framework.agent.CapabilityDefinition attribute) (agent_framework.model.CapabilityDefinition attribute) (agent_framework.skill.SkillDefinition attribute) ProgrammaticWorkflow (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.workflow) ProgrammaticWorkflowState (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.workflow) ProgrammaticWorkflowStep (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.workflow) prompt (agent_framework.agent.AgentResult attribute) (agent_framework.agents.agent_result.AgentResult attribute) (agent_framework.agents.AgentResult attribute) (agent_framework.audit_trace.CallbackAuditRecord attribute) (agent_framework.audit_trace.UserInputRecord attribute) (agent_framework.evaluator.EvaluationScene attribute) (agent_framework.evaluator.PromptScore attribute) (agent_framework.interaction.PendingInteraction attribute) prompt_fragments (agent_framework.agent.AgentEndHookDecision attribute) (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_end_hook_decision.AgentEndHookDecision attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentEndHookDecision attribute) (agent_framework.agents.AgentRun attribute) prompt_id (agent_framework.interaction.PendingInteraction attribute) (agent_framework_evaluator.app.UserInputBody attribute) prompt_scores (agent_framework.evaluator.EvaluationSummary attribute) prompt_template (agent_framework.command.CommandDefinition attribute), [1] PromptScore (class in agent_framework.evaluator) provider_name (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] (agent_framework.model.ProviderRequestTrace attribute) (agent_framework.model.ProviderResponseTrace attribute) (agent_framework.model_validation.ModelValidationContext attribute) ProviderRequestTrace (class in agent_framework.model) ProviderResponseTrace (class in agent_framework.model) publish() (agent_framework.tracing.CompositeRuntimeTracer method) (agent_framework.tracing.NullRuntimeTracer method) (agent_framework.tracing.RuntimeTracer method) publish_trace_event() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) put() (agent_framework.memory.InMemoryMemoryBackend method) (agent_framework.memory.MemoryBackend method) Q qualified_name (agent_framework.mcp.McpToolInfo attribute) (agent_framework.mcp.types.McpToolInfo attribute) query() (agent_framework.memory.CatalogMemoryQueryProvider method) (agent_framework.memory.MemoryQueryProvider method) query_memory() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) R rate_limit_initial_delay_seconds (agent_framework.drivers.dial.DialChatCompletionsDriver attribute) (agent_framework.drivers.DialChatCompletionsDriver attribute) rate_limit_max_attempts (agent_framework.drivers.dial.DialChatCompletionsDriver attribute) (agent_framework.drivers.DialChatCompletionsDriver attribute) rate_limit_max_delay_seconds (agent_framework.drivers.dial.DialChatCompletionsDriver attribute) (agent_framework.drivers.DialChatCompletionsDriver attribute) raw_text (agent_framework.model.ModelResponse attribute), [1] (agent_framework.model.ProviderResponseTrace attribute) raw_usage (agent_framework.model.ModelResponse attribute), [1] (agent_framework.model.ProviderResponseTrace attribute) read_optional_path_relative_to_env_file() (in module agent_framework.config) read_user_input() (agent_framework.console_communication.ConsoleUserCommunication method) (agent_framework.user_communication.NullUserCommunication method) (agent_framework.user_communication.UserCommunication method) (agent_framework.web_communication.WebUserCommunication method) ReadTool (class in agent_framework.builtin_tools.read_tool) reconnect() (agent_framework.mcp.client.McpClient method) record_callback() (agent_framework.audit_trace.InMemoryAuditTracer method) record_decision() (agent_framework.audit_trace.InMemoryAuditTracer method) record_event() (agent_framework.audit_trace.InMemoryAuditTracer method) record_llm_request() (agent_framework.audit_trace.InMemoryAuditTracer method) record_llm_response() (agent_framework.audit_trace.InMemoryAuditTracer method) record_llm_usage() (agent_framework.usage_tracking.RuntimeUsageTracker method) record_memory_operation() (agent_framework.audit_trace.InMemoryAuditTracer method) record_permission() (agent_framework.audit_trace.InMemoryAuditTracer method) record_run_started() (agent_framework.usage_tracking.RuntimeUsageTracker method) record_runtime_llm_usage() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) record_skill_invocation() (agent_framework.audit_trace.InMemoryAuditTracer method) record_user_input() (agent_framework.audit_trace.InMemoryAuditTracer method) record_user_output() (agent_framework.audit_trace.InMemoryAuditTracer method) recorded_interactions (agent_framework.evaluator.RecordingAgentHost attribute) RecordedInteraction (class in agent_framework.evaluator) RecordingAgentHost (class in agent_framework.evaluator) ref (agent_framework.memory.MemoryEntry attribute) (agent_framework.memory.MemoryQueryHit attribute) ref_resolution (agent_framework.planning.config.PlanningConfig attribute) (agent_framework.planning.PlanningConfig attribute) reflect_after_each_batch (agent_framework.planning.config.PlanningConfig attribute) (agent_framework.planning.PlanningConfig attribute) refresh_parameter_state() (agent_framework.agent.Agent method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) register() (agent_framework.tool_registry.ToolRegistry method) register_builtin_tools() (in module agent_framework.builtin_tools) register_exception_validator() (agent_framework.model_validation.ModelValidationChain method) register_memory_tools() (in module agent_framework.memory_tools) register_model_exception_validator() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) register_model_response_validator() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) register_response_validator() (agent_framework.model_validation.ModelValidationChain method) register_run() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) register_tool() (agent_framework.agent.AgentHostProtocol method) (agent_framework.agents.agent_host_protocol.AgentHostProtocol method) (agent_framework.agents.AgentHostProtocol method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) relative_path (agent_framework.skill.SkillResource attribute) release() (agent_framework.tracing_consumers.log_handler.LoggingTraceHandler method) reload() (agent_framework.agent_registry.AgentRegistry method) (agent_framework.command.CommandRegistry method) (agent_framework.skill.SkillRegistry method) (agent_framework.tool_registry.ToolRegistry method) remember_for_session (agent_framework.audit_trace.PermissionRequestRecord attribute) (agent_framework.user_communication.PermissionDecision attribute) removeFilter() (agent_framework.tracing_consumers.log_handler.LoggingTraceHandler method) removeprefix() (agent_framework.mcp.types.McpTransport method) removesuffix() (agent_framework.mcp.types.McpTransport method) render() (in module agent_framework.command) render_catalog() (agent_framework.memory.MemoryProjector method) (agent_framework.memory.XmlMemoryProjector method) render_content() (agent_framework.memory.MemoryEntry method) render_entries() (agent_framework.memory.MemoryProjector method) (agent_framework.memory.XmlMemoryProjector method) render_memory_entry() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) render_subagent_envelope() (in module agent_framework.agents.result_envelope) render_user_prompt() (agent_framework.agent.Agent method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) rendered_prompt (agent_framework.agent.AgentInvocation attribute) (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_invocation.AgentInvocation attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentInvocation attribute) (agent_framework.agents.AgentRun attribute) replace() (agent_framework.mcp.types.McpTransport method) (agent_framework_evaluator.usage.UsageTotals method) replace_file_blocks() (in module agent_framework.file_reference) reply_text_for_outbox_item() (in module agent_framework_evaluator.auto_user_reply) request() (agent_framework.mcp.client.HttpTransport method) (agent_framework.mcp.client.StdioTransport method) request_permission() (agent_framework.console_communication.ConsoleUserCommunication method) (agent_framework.user_communication.NullUserCommunication method) (agent_framework.user_communication.UserCommunication method) (agent_framework.web_communication.WebUserCommunication method) request_user_input() (agent_framework.agent.AgentHostProtocol method) (agent_framework.agents.agent_host_protocol.AgentHostProtocol method) (agent_framework.agents.AgentHostProtocol method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) require_step_result() (agent_framework.agent.ProgrammaticWorkflowState method) (agent_framework.agents.ProgrammaticWorkflowState method) (agent_framework.agents.workflow.ProgrammaticWorkflowState method) required (agent_framework.agent.AgentParameter attribute) (agent_framework.agent.CapabilityParameter attribute) (agent_framework.agents.agent_parameter.AgentParameter attribute) (agent_framework.agents.AgentParameter attribute) (agent_framework.model.CapabilityParameter attribute) (agent_framework.tool.ToolParameter attribute) reset() (agent_framework_evaluator.usage.EvaluatorUsageTracker method) reset_model_fallback() (agent_framework.drivers.dial.DialChatCompletionsDriver method) (agent_framework.drivers.openai.OpenAiModelDriver method) resolve() (agent_framework.file_reference.DefaultFileReferenceResolver method) (agent_framework.file_reference.FileReferenceResolver method) (agent_framework.planning.step_reference.StepReferenceResolver method) (agent_framework.planning.StepReferenceResolver method) (in module agent_framework.planning.step_reference) resolve_callback() (agent_framework.agent.AgentHostProtocol method) (agent_framework.agents.agent_host_protocol.AgentHostProtocol method) (agent_framework.agents.AgentHostProtocol method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) resolve_env_path() (in module agent_framework_evaluator.initializer_catalog) resolve_initializer_path() (in module agent_framework_evaluator.initializer_catalog) resolve_model_tool_definitions() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) resolve_runtime_decision() (agent_framework.agent.Agent method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) resolve_schema_path() (in module agent_framework.agents.helpers) resolve_setup_path_for_run() (in module agent_framework_evaluator.initializer_catalog) resolve_step_refs() (in module agent_framework.planning) resolve_workflow_value() (in module agent_framework.agents.workflow) resolve_world_path() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) resolved_memory_refs (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) resolved_response_format_dict() (agent_framework.drivers.dial.DialChatCompletionsDriver static method) (agent_framework.drivers.openai.OpenAiModelDriver static method) (in module agent_framework.model) resource (agent_framework.audit_trace.PermissionRequestRecord attribute) (agent_framework.user_communication.PermissionRequest attribute) respond_to_callback() (agent_framework.agent.Agent method) (agent_framework.agent.AgentBehavior method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) (agent_framework.agents.agent_behavior.AgentBehavior method) (agent_framework.agents.AgentBehavior method) (agent_framework.runtime_trace_behavior.RuntimeTraceBehavior method) (agent_framework.trace_logging.TraceLoggingBehavior method) response (agent_framework.agent.AgentDecision attribute) (agent_framework.agent.AgentResult attribute) (agent_framework.agent.ModelEndEvent attribute) (agent_framework.agents.agent_decision.AgentDecision attribute) (agent_framework.agents.agent_result.AgentResult attribute) (agent_framework.agents.AgentDecision attribute) (agent_framework.agents.AgentResult attribute) (agent_framework.agents.model_end_event.ModelEndEvent attribute) (agent_framework.agents.ModelEndEvent attribute) (agent_framework.audit_trace.CallbackAuditRecord attribute) (agent_framework.audit_trace.UserInputRecord attribute) (agent_framework.host.SubagentBatchItemResult attribute) response_format (agent_framework.model.ModelContext attribute) response_mode (agent_framework.model.ModelContext attribute), [1] (agent_framework.model_validation.ModelValidationContext attribute) response_validators (agent_framework.model_validation.ModelValidationChain attribute) result (agent_framework.agent.AgentEndEvent attribute) (agent_framework.agent.SubagentEndEvent attribute) (agent_framework.agent.ToolEndEvent attribute) (agent_framework.agents.agent_end_event.AgentEndEvent attribute) (agent_framework.agents.AgentEndEvent attribute) (agent_framework.agents.subagent_end_event.SubagentEndEvent attribute) (agent_framework.agents.SubagentEndEvent attribute) (agent_framework.agents.tool_end_event.ToolEndEvent attribute) (agent_framework.agents.ToolEndEvent attribute) (agent_framework.planning.CompletedStep attribute) (agent_framework.planning.plan_state.CompletedStep attribute) result_field (agent_framework_evaluator.app.EvaluateResultBody attribute) ResultJudge (class in agent_framework.evaluator) retry_on_rate_limit (agent_framework.drivers.dial.DialChatCompletionsDriver attribute) (agent_framework.drivers.DialChatCompletionsDriver attribute) retry_without_response_format (agent_framework.drivers.dial.DialChatCompletionsDriver attribute), [1] (agent_framework.drivers.DialChatCompletionsDriver attribute), [1] rfind() (agent_framework.mcp.types.McpTransport method) rindex() (agent_framework.mcp.types.McpTransport method) rjust() (agent_framework.mcp.types.McpTransport method) role (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] (agent_framework.audit_trace.UserOutputRecord attribute) (agent_framework.messages.ChatMessage attribute), [1] root_agent_id (agent_framework.config.HostConfig attribute), [1] rpartition() (agent_framework.mcp.types.McpTransport method) rsplit() (agent_framework.mcp.types.McpTransport method) rstrip() (agent_framework.mcp.types.McpTransport method) run() (agent_framework.agent.Agent method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) run_agent() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) run_code_evaluation() (in module agent_framework_evaluator.evaluation) run_code_evaluations() (in module agent_framework_evaluator.evaluation) run_console() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) run_evaluation() (in module agent_framework_evaluator.evaluation) run_id (agent_framework.agent.AgentInvocation attribute) (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_invocation.AgentInvocation attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentInvocation attribute) (agent_framework.agents.AgentRun attribute) (agent_framework.audit_trace.AgentCallAuditRecord attribute) (agent_framework.host.RunRegistration attribute) (agent_framework.host.SubagentBatchItemResult attribute) (agent_framework.interaction.PendingInteraction attribute) (agent_framework.model.ModelContext attribute) (agent_framework.model.ProviderRequestTrace attribute) (agent_framework.model.ProviderResponseTrace attribute) (agent_framework.model_validation.ModelValidationContext attribute) (agent_framework.tracing.TraceContext attribute) (agent_framework_evaluator.usage.AgentUsageSummary attribute) run_once() (agent_framework_evaluator.runtime.session_runner.SessionRunner method) run_post_model_hooks() (agent_framework.agent.AgentHostProtocol method) (agent_framework.agents.agent_host_protocol.AgentHostProtocol method) (agent_framework.agents.AgentHostProtocol method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) run_pre_model_hooks() (agent_framework.agent.AgentHostProtocol method) (agent_framework.agents.agent_host_protocol.AgentHostProtocol method) (agent_framework.agents.AgentHostProtocol method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) run_root() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) run_tool_loop() (in module agent_framework.host) run_turn() (agent_framework.agents.StandardTurnDriver method) (agent_framework.agents.turn_driver.StandardTurnDriver method) (agent_framework.agents.turn_driver.TurnDriver method) (agent_framework.agents.TurnDriver method) (agent_framework.planning.PlanningTurnDriver method) (agent_framework.planning.turn_driver.PlanningTurnDriver method) runner (agent_framework_evaluator.session_manager.SessionRecord attribute) RunnerHost (class in agent_framework_evaluator.runtime.runner_host) RunRegistration (class in agent_framework.host) runs (agent_framework_evaluator.usage.SessionUsageSummary attribute) runtime_model_override (agent_framework.agent_registry.AgentRegistry attribute) runtime_prompt_source_paths() (in module agent_framework.model) runtime_tracer (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) runtime_usage_tracker (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) RuntimeTraceBehavior (class in agent_framework.runtime_trace_behavior) RuntimeTracer (class in agent_framework.tracing) RuntimeUsageTracker (class in agent_framework.usage_tracking) S save_checkpoint() (agent_framework.agent.AgentHostProtocol method) (agent_framework.agents.agent_host_protocol.AgentHostProtocol method) (agent_framework.agents.AgentHostProtocol method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) scenes (agent_framework.evaluator.EvaluationInput attribute) (agent_framework.evaluator.OpenAiEvaluationInput attribute) schema (agent_framework.evaluator.EvaluationInput attribute) schema() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) schema_evaluator_output (agent_framework.evaluator.PromptScore attribute) schema_json() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) schema_path (agent_framework.agent.AgentParameter attribute) (agent_framework.agents.agent_parameter.AgentParameter attribute) (agent_framework.agents.AgentParameter attribute) schema_score (agent_framework.evaluator.PromptScore attribute) scope (agent_framework.audit_trace.MemoryOperationRecord attribute) (agent_framework.memory.MemoryRef attribute) (agent_framework.model_overrides.AgentModelOverride attribute) score (agent_framework.evaluator.FormatEvaluationResult attribute) (agent_framework.evaluator.JudgeResult attribute) (agent_framework.memory.MemoryQueryHit attribute) score() (agent_framework.evaluator.OpenAiResultJudge method) (agent_framework.evaluator.ResultJudge method) seed_parameters (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) select_agent_result_field() (in module agent_framework_evaluator.evaluation) self_totals (agent_framework_evaluator.usage.AgentUsageSummary attribute) send_message() (agent_framework.console_communication.ConsoleUserCommunication method) (agent_framework.user_communication.NullUserCommunication method) (agent_framework.user_communication.UserCommunication method) (agent_framework.web_communication.WebUserCommunication method) SequentialHook (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.sequential_hook) serialize_test_cases() (in module agent_framework_evaluator.initializer_catalog) server_name (agent_framework.mcp.McpToolInfo attribute) (agent_framework.mcp.types.McpToolInfo attribute) session_context (agent_framework_evaluator.runtime.runner_host.RunnerHost attribute) session_id (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) (agent_framework.interaction.PendingInteraction attribute) (agent_framework.tracing.TraceContext attribute) (agent_framework_evaluator.app.EvaluateBatchBody attribute) (agent_framework_evaluator.app.EvaluateCaseBody attribute) (agent_framework_evaluator.app.EvaluateResultBody attribute) (agent_framework_evaluator.models.SessionContext attribute) (agent_framework_evaluator.session_manager.SessionRecord attribute) session_totals (agent_framework_evaluator.usage.SessionUsageSummary attribute) session_totals() (agent_framework.usage_tracking.RuntimeUsageTracker method) session_usage_totals() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) SessionContext (class in agent_framework_evaluator.models) SessionManager (class in agent_framework_evaluator.session_manager) SessionRecord (class in agent_framework_evaluator.session_manager) SessionRunner (class in agent_framework_evaluator.runtime.session_runner) SessionUsageSummary (class in agent_framework_evaluator.usage) set_name() (agent_framework.tracing_consumers.log_handler.LoggingTraceHandler method) set_trace_callbacks() (agent_framework.drivers.dial.DialChatCompletionsDriver method) (agent_framework.drivers.DialChatCompletionsDriver method) (agent_framework.drivers.openai.OpenAiModelDriver method) (agent_framework.drivers.OpenAiModelDriver method) (agent_framework.model.AsyncModelDriver method) (agent_framework.model.AsyncToSyncAdapter method) (agent_framework.model.ModelDriver method) (agent_framework.model.SyncToAsyncAdapter method) setdefault() (agent_framework.tracing.LogEventPayload method) setFormatter() (agent_framework.tracing_consumers.log_handler.LoggingTraceHandler method) setLevel() (agent_framework.tracing_consumers.log_handler.LoggingTraceHandler method) setup_path (agent_framework_evaluator.models.SessionContext attribute) shared_instructions() (agent_framework.drivers.dial.DialChatCompletionsDriver class method) (agent_framework.drivers.openai.OpenAiModelDriver class method) (agent_framework.model.ModelDriverBase class method) should_continue() (agent_framework.agent.Agent method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) size_bytes (agent_framework.audit_trace.MemoryOperationRecord attribute) (agent_framework.memory.MemoryRef attribute) skill_dir (agent_framework.skill.SkillDefinition attribute) skill_invocations (agent_framework.audit_trace.AgentCallAuditRecord attribute) skill_name (agent_framework.agent.AgentDecision attribute) (agent_framework.agent.SkillEndEvent attribute) (agent_framework.agent.SkillStartEvent attribute) (agent_framework.agents.agent_decision.AgentDecision attribute) (agent_framework.agents.AgentDecision attribute) (agent_framework.agents.skill_end_event.SkillEndEvent attribute) (agent_framework.agents.skill_start_event.SkillStartEvent attribute) (agent_framework.agents.SkillEndEvent attribute) (agent_framework.agents.SkillStartEvent attribute) (agent_framework.audit_trace.SkillInvocationRecord attribute) (agent_framework.planning.plan_state.PlanStep attribute) (agent_framework.planning.PlanStep attribute) skill_registry (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) SkillContent (class in agent_framework.skill) SkillDefinition (class in agent_framework.skill) SkillEndEvent (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.skill_end_event) SkillInvocationRecord (class in agent_framework.audit_trace) SkillLoader (class in agent_framework.skill) SkillRegistry (class in agent_framework.skill) SkillResource (class in agent_framework.skill) skills (agent_framework.model.ModelContext attribute), [1] skills_catalog_max_tokens (agent_framework.config.HostConfig attribute) skills_directories (agent_framework.config.HostConfig attribute) SkillStartEvent (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.skill_start_event) snapshot() (agent_framework_evaluator.usage.EvaluatorUsageTracker method) snapshot_interactions() (agent_framework.evaluator.RecordingAgentHost method) source_path (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] (agent_framework.builtin_tools.base.PermissionGatedTool attribute) (agent_framework.builtin_tools.bash_tool.BashTool attribute) (agent_framework.builtin_tools.edit_tool.EditTool attribute) (agent_framework.builtin_tools.glob_tool.GlobTool attribute) (agent_framework.builtin_tools.grep_tool.GrepTool attribute) (agent_framework.builtin_tools.read_tool.ReadTool attribute) (agent_framework.builtin_tools.web_fetch_tool.WebFetchTool attribute) (agent_framework.builtin_tools.write_tool.WriteTool attribute) (agent_framework.command.CommandDefinition attribute), [1] (agent_framework.mcp.tools.McpBridgeTool attribute) (agent_framework.model.ToolDefinition attribute) (agent_framework.skill.SkillDefinition attribute) (agent_framework.tool.Tool attribute) (agent_framework.tool.ToolDefinition attribute) span_id (agent_framework.tracing.TraceEvent attribute) split() (agent_framework.mcp.types.McpTransport method) split_markdown_sections() (in module agent_framework.agents.helpers) splitlines() (agent_framework.mcp.types.McpTransport method) SSE (agent_framework.mcp.McpTransport attribute) (agent_framework.mcp.types.McpTransport attribute) StandardTurnDriver (class in agent_framework.agents) (class in agent_framework.agents.turn_driver) start() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) (agent_framework.mcp.client.HttpTransport method) (agent_framework.mcp.client.StdioTransport method) start_agent_call() (agent_framework.audit_trace.InMemoryAuditTracer method) start_all() (agent_framework.mcp.manager.McpManager method) (agent_framework.mcp.McpManager method) started_at (agent_framework.planning.CompletedStep attribute) (agent_framework.planning.plan_state.CompletedStep attribute) startswith() (agent_framework.mcp.types.McpTransport method) state (agent_framework_evaluator.models.SessionContext attribute) status (agent_framework.agent.AgentResult attribute) (agent_framework.agent.CallContext attribute) (agent_framework.agents.agent_result.AgentResult attribute) (agent_framework.agents.AgentResult attribute) (agent_framework.agents.call_context.CallContext attribute) (agent_framework.agents.CallContext attribute) (agent_framework.host.SubagentBatchItemResult attribute) status_code (agent_framework.errors.ModelDriverError attribute) STDIO (agent_framework.mcp.McpTransport attribute) (agent_framework.mcp.types.McpTransport attribute) StdioTransport (class in agent_framework.mcp.client) step (agent_framework.planning.CompletedStep attribute) (agent_framework.planning.plan_state.CompletedStep attribute) step_id (agent_framework.agent.ProgrammaticWorkflowStep attribute) (agent_framework.agents.ProgrammaticWorkflowStep attribute) (agent_framework.agents.workflow.ProgrammaticWorkflowStep attribute) (agent_framework.agents.workflow.WorkflowBranchStep attribute) (agent_framework.agents.workflow.WorkflowCallSubagentsStep attribute) (agent_framework.agents.workflow.WorkflowCallSubagentStep attribute) (agent_framework.agents.workflow.WorkflowRaiseStep attribute) (agent_framework.agents.workflow.WorkflowReturnStep attribute) (agent_framework.planning.CompletedStep attribute) (agent_framework.planning.plan_state.CompletedStep attribute) step_ref_resolver (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) step_results (agent_framework.agent.ProgrammaticWorkflowState attribute) (agent_framework.agents.ProgrammaticWorkflowState attribute) (agent_framework.agents.workflow.ProgrammaticWorkflowState attribute) (agent_framework.planning.plan_state.PlanState attribute) (agent_framework.planning.PlanState attribute) step_timeout_seconds (agent_framework.planning.config.PlanningConfig attribute) (agent_framework.planning.PlanningConfig attribute) StepReferenceResolver (class in agent_framework.planning) (class in agent_framework.planning.step_reference) steps (agent_framework.agent.ProgrammaticWorkflow attribute) (agent_framework.agents.ProgrammaticWorkflow attribute) (agent_framework.agents.workflow.ProgrammaticWorkflow attribute) stop() (agent_framework.mcp.client.HttpTransport method) (agent_framework.mcp.client.StdioTransport method) stop_all() (agent_framework.mcp.manager.McpManager method) (agent_framework.mcp.McpManager method) store_memory() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) stream_text() (agent_framework.console_communication.ConsoleUserCommunication method) (agent_framework.user_communication.NullUserCommunication method) (agent_framework.user_communication.UserCommunication method) (agent_framework.web_communication.WebUserCommunication method) stringify_parameter_value() (in module agent_framework.agents.helpers) strip() (agent_framework.mcp.types.McpTransport method) subagent_call_id (agent_framework.agent.SubagentEndEvent attribute) (agent_framework.agent.SubagentStartEvent attribute) (agent_framework.agents.subagent_end_event.SubagentEndEvent attribute) (agent_framework.agents.subagent_start_event.SubagentStartEvent attribute) (agent_framework.agents.SubagentEndEvent attribute) (agent_framework.agents.SubagentStartEvent attribute) subagent_calls (agent_framework.agent.AgentDecision attribute) (agent_framework.agents.agent_decision.AgentDecision attribute) (agent_framework.agents.AgentDecision attribute) subagent_id (agent_framework.agent.AgentDecision attribute) (agent_framework.agent.SubagentEndEvent attribute) (agent_framework.agent.SubagentStartEvent attribute) (agent_framework.agent.WorkflowCallSubagentStep attribute) (agent_framework.agents.agent_decision.AgentDecision attribute) (agent_framework.agents.agent_decision.SubagentCallSpec attribute) (agent_framework.agents.AgentDecision attribute) (agent_framework.agents.subagent_end_event.SubagentEndEvent attribute) (agent_framework.agents.subagent_start_event.SubagentStartEvent attribute) (agent_framework.agents.SubagentCallSpec attribute) (agent_framework.agents.SubagentEndEvent attribute) (agent_framework.agents.SubagentStartEvent attribute) (agent_framework.agents.workflow.WorkflowCallSubagentStep attribute) (agent_framework.agents.WorkflowCallSubagentStep attribute) (agent_framework.host.SubagentBatchItemResult attribute) (agent_framework.planning.plan_state.PlanStep attribute) (agent_framework.planning.PlanStep attribute) (agent_framework.tracing.TraceContext attribute) subagent_input (agent_framework.agent.SubagentEndEvent attribute) (agent_framework.agent.SubagentStartEvent attribute) (agent_framework.agents.subagent_end_event.SubagentEndEvent attribute) (agent_framework.agents.subagent_start_event.SubagentStartEvent attribute) (agent_framework.agents.SubagentEndEvent attribute) (agent_framework.agents.SubagentStartEvent attribute) SubagentBatchItemResult (class in agent_framework.host) SubagentCallSpec (class in agent_framework.agents) (class in agent_framework.agents.agent_decision) SubagentEndEvent (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.subagent_end_event) SubagentHookDecision (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.subagent_hook_decision) subagents (agent_framework.model.ModelContext attribute), [1] SubagentStartEvent (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.subagent_start_event) submit_user_input() (agent_framework.web_communication.WebUserCommunication method) subscribe() (agent_framework.tracing.CompositeRuntimeTracer method) (agent_framework.tracing.NullRuntimeTracer method) (agent_framework.tracing.RuntimeTracer method) subscribers (agent_framework.tracing.CompositeRuntimeTracer attribute) suite_teardown_if_any() (agent_framework_evaluator.runtime.session_runner.SessionRunner method) summary (agent_framework.audit_trace.MemoryOperationRecord attribute) (agent_framework.audit_trace.PermissionRequestRecord attribute) (agent_framework.memory.MemoryRef attribute) (agent_framework.tracing.TraceEvent attribute) (agent_framework.user_communication.PermissionRequest attribute) supports_multimodal (agent_framework.model.DriverCapabilities attribute), [1] supports_response_format (agent_framework.model.DriverCapabilities attribute), [1] supports_streaming (agent_framework.model.DriverCapabilities attribute), [1] supports_tools (agent_framework.model.DriverCapabilities attribute), [1] swapcase() (agent_framework.mcp.types.McpTransport method) SyncToAsyncAdapter (class in agent_framework.model) system_message (agent_framework.agent.AgentHookDecision attribute) (agent_framework.agent.SubagentHookDecision attribute) (agent_framework.agent.ToolHookDecision attribute) (agent_framework.agents.agent_hook_decision.AgentHookDecision attribute) (agent_framework.agents.AgentHookDecision attribute) (agent_framework.agents.subagent_hook_decision.SubagentHookDecision attribute) (agent_framework.agents.SubagentHookDecision attribute) (agent_framework.agents.tool_hook_decision.ToolHookDecision attribute) (agent_framework.agents.ToolHookDecision attribute) system_prompt (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] (agent_framework.audit_trace.AgentCallAuditRecord attribute) (agent_framework.model.ModelContext attribute), [1] system_prompt_sources (agent_framework.audit_trace.AgentCallAuditRecord attribute) T tags (agent_framework.tracing.TraceEvent attribute) target (agent_framework.audit_trace.CallbackAuditRecord attribute) temperature (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] (agent_framework.model.ProviderRequestTrace attribute) terminal_tools (agent_framework.agent.Agent attribute) (agent_framework.agents.Agent attribute) (agent_framework.agents.agent.Agent attribute) text (agent_framework.audit_trace.UserOutputRecord attribute) (agent_framework.messages.ContentPart attribute), [1] (agent_framework_evaluator.app.UserInputBody attribute) then_step (agent_framework.agent.WorkflowBranchStep attribute) (agent_framework.agents.workflow.WorkflowBranchStep attribute) (agent_framework.agents.WorkflowBranchStep attribute) timeout (agent_framework.drivers.dial.DialChatCompletionsDriver attribute), [1] (agent_framework.drivers.DialChatCompletionsDriver attribute), [1] (agent_framework.mcp.McpServerConfig attribute) (agent_framework.mcp.types.McpServerConfig attribute) timeout_seconds (agent_framework.agent.WorkflowCallSubagentsStep attribute) (agent_framework.agents.workflow.WorkflowCallSubagentsStep attribute) (agent_framework.agents.WorkflowCallSubagentsStep attribute) timestamp (agent_framework.audit_trace.AgentCallAuditRecord attribute) (agent_framework.audit_trace.CallbackAuditRecord attribute) (agent_framework.audit_trace.MemoryOperationRecord attribute) (agent_framework.audit_trace.PermissionRequestRecord attribute) (agent_framework.audit_trace.SkillInvocationRecord attribute) (agent_framework.audit_trace.UserInputRecord attribute) (agent_framework.audit_trace.UserOutputRecord attribute) (agent_framework.tracing.TraceEvent attribute) title (agent_framework.audit_trace.MemoryOperationRecord attribute) (agent_framework.memory.MemoryRef attribute) (agent_framework.tracing.TraceEvent attribute) title() (agent_framework.mcp.types.McpTransport method) to_dict() (agent_framework.evaluator.RecordedInteraction method) (agent_framework.messages.ChatMessage method) (agent_framework.messages.ContentPart method) (agent_framework.messages.FunctionCall method) (agent_framework.messages.ImageUrl method) (agent_framework.messages.ToolCallMessage method) (agent_framework.model.LlmUsage method) (agent_framework.usage_tracking.UsageTotals method) (agent_framework_evaluator.usage.AgentUsageSummary method) (agent_framework_evaluator.usage.SessionUsageSummary method) (agent_framework_evaluator.usage.UsageTotals method) to_json() (agent_framework.evaluator.EvaluationSummary method) to_jsonable() (agent_framework.audit_trace.AgentCallAuditRecord method) to_markdown_table() (agent_framework.evaluator.EvaluationSummary method) to_model_payload() (agent_framework.agent.CapabilityDefinition method) (agent_framework.agent.CapabilityParameter method) (agent_framework.model.CapabilityDefinition method) (agent_framework.model.CapabilityParameter method) (agent_framework.model.ToolDefinition method) (agent_framework.tool.ToolDefinition method) Tool (class in agent_framework.tool) tool_call_id (agent_framework.agent.ToolEndEvent attribute) (agent_framework.agent.ToolStartEvent attribute) (agent_framework.agents.tool_end_event.ToolEndEvent attribute) (agent_framework.agents.tool_start_event.ToolStartEvent attribute) (agent_framework.agents.ToolEndEvent attribute) (agent_framework.agents.ToolStartEvent attribute) (agent_framework.messages.ChatMessage attribute), [1] tool_calls (agent_framework.messages.ChatMessage attribute), [1] (agent_framework.model.ModelResponse attribute), [1] tool_id (agent_framework.model.ToolDefinition attribute) (agent_framework.tool.ToolDefinition attribute) tool_input (agent_framework.agent.ToolEndEvent attribute) (agent_framework.agent.ToolStartEvent attribute) (agent_framework.agents.tool_end_event.ToolEndEvent attribute) (agent_framework.agents.tool_start_event.ToolStartEvent attribute) (agent_framework.agents.ToolEndEvent attribute) (agent_framework.agents.ToolStartEvent attribute) tool_name (agent_framework.agent.AgentDecision attribute) (agent_framework.agent.ToolEndEvent attribute) (agent_framework.agent.ToolStartEvent attribute) (agent_framework.agents.agent_decision.AgentDecision attribute) (agent_framework.agents.AgentDecision attribute) (agent_framework.agents.tool_end_event.ToolEndEvent attribute) (agent_framework.agents.tool_start_event.ToolStartEvent attribute) (agent_framework.agents.ToolEndEvent attribute) (agent_framework.agents.ToolStartEvent attribute) (agent_framework.audit_trace.PermissionRequestRecord attribute) (agent_framework.mcp.McpToolInfo attribute) (agent_framework.mcp.types.McpToolInfo attribute) (agent_framework.planning.plan_state.PlanStep attribute) (agent_framework.planning.PlanStep attribute) (agent_framework.tracing.TraceContext attribute) (agent_framework.user_communication.PermissionRequest attribute) tool_registry (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute), [1] ToolCallMessage (class in agent_framework.messages) ToolDefinition (class in agent_framework.model) (class in agent_framework.tool) ToolEndEvent (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.tool_end_event) ToolHookDecision (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.tool_hook_decision) ToolParameter (class in agent_framework.tool) ToolRegistry (class in agent_framework.tool_registry) tools (agent_framework.model.ModelContext attribute), [1] tools_directory (agent_framework.config.HostConfig attribute), [1] ToolStartEvent (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.tool_start_event) total_steps_executed (agent_framework.planning.plan_state.PlanState attribute) (agent_framework.planning.PlanState attribute) total_tokens (agent_framework.model.LlmUsage attribute) (agent_framework.usage_tracking.UsageTotals attribute) (agent_framework_evaluator.usage.UsageTotals attribute) trace_channels (agent_framework.audit_trace.AuditTraceSubscriber attribute) trace_context_overlay (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute) TraceContext (class in agent_framework.tracing) TraceEvent (class in agent_framework.tracing) TraceLoggingBehavior (class in agent_framework.trace_logging) tracer (agent_framework_evaluator.session_manager.SessionRecord attribute) TraceSubscriber (class in agent_framework.tracing) transcript_entries (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) translate() (agent_framework.mcp.types.McpTransport method) transport (agent_framework.mcp.McpServerConfig attribute) (agent_framework.mcp.types.McpServerConfig attribute) try_parse_prompt_input() (agent_framework.agent.Agent method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) try_publish_trace() (in module agent_framework.tracing_bridge) TurnDriver (class in agent_framework.agents) (class in agent_framework.agents.turn_driver) type (agent_framework.messages.ContentPart attribute), [1] (agent_framework.messages.ToolCallMessage attribute), [1] U unsubscribe() (agent_framework.tracing.CompositeRuntimeTracer method) (agent_framework.tracing.NullRuntimeTracer method) (agent_framework.tracing.RuntimeTracer method) update() (agent_framework.memory.InMemoryMemoryBackend method) (agent_framework.memory.MemoryBackend method) (agent_framework.tracing.LogEventPayload method) update_forward_refs() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) update_memory() (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) updated_subagent_id (agent_framework.agent.SubagentHookDecision attribute) (agent_framework.agents.subagent_hook_decision.SubagentHookDecision attribute) (agent_framework.agents.SubagentHookDecision attribute) updated_subagent_input (agent_framework.agent.SubagentHookDecision attribute) (agent_framework.agents.subagent_hook_decision.SubagentHookDecision attribute) (agent_framework.agents.SubagentHookDecision attribute) updated_tool_input (agent_framework.agent.ToolHookDecision attribute) (agent_framework.agents.tool_hook_decision.ToolHookDecision attribute) (agent_framework.agents.ToolHookDecision attribute) upper() (agent_framework.mcp.types.McpTransport method) upstream_body (agent_framework.errors.ModelDriverError attribute) uri (agent_framework.memory.MemoryRef attribute) url (agent_framework.mcp.McpServerConfig attribute) (agent_framework.mcp.types.McpServerConfig attribute) (agent_framework.messages.ImageUrl attribute), [1] usage (agent_framework.model.ModelResponse attribute), [1] (agent_framework.model.ProviderResponseTrace attribute) usage_tracker (agent_framework_evaluator.session_manager.SessionRecord attribute) UsageTotals (class in agent_framework.usage_tracking) (class in agent_framework_evaluator.usage) use_case_scope_keys (agent_framework.memory.ConfiguredMemoryScopeResolver attribute) user_comm (agent_framework.evaluator.RecordingAgentHost attribute) (agent_framework.host.AgentHost attribute), [1] user_prompt (agent_framework.audit_trace.AgentCallAuditRecord attribute) (agent_framework.model.ModelContext attribute), [1] user_prompt_sources (agent_framework.audit_trace.AgentCallAuditRecord attribute) user_prompt_template (agent_framework.agent.Agent attribute), [1] (agent_framework.agents.Agent attribute), [1] (agent_framework.agents.agent.Agent attribute), [1] UserCommunication (class in agent_framework.user_communication) UserInputBody (class in agent_framework_evaluator.app) UserInputRecord (class in agent_framework.audit_trace) UserOutputRecord (class in agent_framework.audit_trace) utc_now_iso() (in module agent_framework.tracing) V validate() (agent_framework_evaluator.app.EvaluateBatchBody class method) (agent_framework_evaluator.app.EvaluateCaseBody class method) (agent_framework_evaluator.app.EvaluateResultBody class method) (agent_framework_evaluator.app.UserInputBody class method) validate_exception() (agent_framework.model_validation.ModelExceptionValidator method) (agent_framework.model_validation.ModelValidationChain method) (agent_framework.model_validation.MultipleStructuredJsonDocumentsValidator method) validate_json_object_output() (in module agent_framework.evaluator) validate_model_exception() (agent_framework.agent.AgentHostProtocol method) (agent_framework.agents.agent_host_protocol.AgentHostProtocol method) (agent_framework.agents.AgentHostProtocol method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) validate_model_response() (agent_framework.agent.AgentHostProtocol method) (agent_framework.agents.agent_host_protocol.AgentHostProtocol method) (agent_framework.agents.AgentHostProtocol method) (agent_framework.evaluator.RecordingAgentHost method) (agent_framework.host.AgentHost method) validate_parameters() (agent_framework.agent.Agent method) (agent_framework.agents.Agent method) (agent_framework.agents.agent.Agent method) validate_response() (agent_framework.model_validation.ModelResponseValidator method) (agent_framework.model_validation.ModelValidationChain method) value (agent_framework.agent.WorkflowReturnStep attribute) (agent_framework.agents.workflow.WorkflowReturnStep attribute) (agent_framework.agents.WorkflowReturnStep attribute) value_type (agent_framework.agent.AgentParameter attribute) (agent_framework.agent.CapabilityParameter attribute) (agent_framework.agents.agent_parameter.AgentParameter attribute) (agent_framework.agents.AgentParameter attribute) (agent_framework.model.CapabilityParameter attribute) (agent_framework.tool.ToolParameter attribute) values() (agent_framework.tracing.LogEventPayload method) version (agent_framework.audit_trace.MemoryOperationRecord attribute) (agent_framework.memory.MemoryRef attribute) (agent_framework.skill.SkillDefinition attribute) visible_memory_scopes (agent_framework.agent.AgentRun attribute) (agent_framework.agents.agent_run.AgentRun attribute) (agent_framework.agents.AgentRun attribute) visible_scopes() (agent_framework.memory.ConfiguredMemoryScopeResolver method) (agent_framework.memory.MemoryScopeResolver method) W WebFetchTool (class in agent_framework.builtin_tools.web_fetch_tool) WebUserCommunication (class in agent_framework.web_communication) wire_llm_traces_to_runtime_tracer() (in module agent_framework.llm_trace_logging) with_context() (agent_framework.tracing.TraceEvent method) with_defaults() (agent_framework.model_validation.ModelValidationChain class method) with_traceback() (agent_framework.agents.helpers.AgentMarkdownError method) (agent_framework.errors.ConversationNotFoundError method) (agent_framework.errors.ModelDriverError method) WorkflowBranchStep (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.workflow) WorkflowCallSubagentsStep (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.workflow) WorkflowCallSubagentStep (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.workflow) WorkflowRaiseStep (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.workflow) WorkflowReturnStep (class in agent_framework.agent) (class in agent_framework.agents) (class in agent_framework.agents.workflow) world_directory (agent_framework.config.HostConfig attribute), [1] WriteTool (class in agent_framework.builtin_tools.write_tool) X XmlMemoryProjector (class in agent_framework.memory) Z zfill() (agent_framework.mcp.types.McpTransport method)