Index

_

_backend_config (calute.security.sandbox_backends.docker_backend.DockerSandboxBackend attribute) _base_dir (calute.session.store.FileSessionStore attribute) _browser (calute.operators.browser.BrowserManager attribute) _calute (calute.operators.subagents.SpawnedAgentManager attribute) _collector (calute.audit.emitter.AuditEmitter attribute) _collectors (calute.audit.collector.CompositeCollector attribute) _config (calute.security.sandbox_backends.docker_backend.DockerSandboxBackend attribute) (calute.security.sandbox_backends.subprocess_backend.SubprocessSandboxBackend attribute) _context (calute.operators.browser.BrowserManager attribute) _data (calute.memory.storage.SimpleStorage attribute) _events (calute.audit.collector.InMemoryCollector attribute) _function_agents (calute.executors.FunctionRegistry attribute) _function_metadata (calute.executors.FunctionRegistry attribute) _functions (calute.executors.FunctionRegistry attribute) _handles (calute.operators.subagents.SpawnedAgentManager attribute) _headless (calute.operators.browser.BrowserManager attribute) _hooks (calute.extensions.hooks.HookRunner attribute) (calute.extensions.plugins.PluginRegistry attribute) _index (calute.memory.short_term_memory.ShortTermMemory attribute) (calute.memory.storage.FileStorage attribute) _items (calute.memory.short_term_memory.ShortTermMemory attribute) _lock (calute.audit.collector.InMemoryCollector attribute) (calute.audit.collector.JSONLSinkCollector attribute) (calute.audit.emitter.AuditEmitter attribute) (calute.session.store.FileSessionStore attribute) (calute.session.store.InMemorySessionStore attribute) (calute.session.workspace.WorkspaceManager attribute)

_memory_storage (calute.memory.storage.SQLiteStorage attribute) _owns_stream (calute.audit.collector.JSONLSinkCollector attribute) _page_state (calute.operators.browser.BrowserManager attribute) _pages (calute.operators.browser.BrowserManager attribute) _pending (calute.operators.user_prompt.UserPromptManager attribute) _pending_future (calute.operators.user_prompt.UserPromptManager attribute) _playwright (calute.operators.browser.BrowserManager attribute) _plugins (calute.extensions.plugins.PluginRegistry attribute) _providers (calute.extensions.plugins.PluginRegistry attribute) _runtime_state (calute.operators.subagents.SpawnedAgentManager attribute) _screenshot_dir (calute.operators.browser.BrowserManager attribute) _session_id (calute.audit.emitter.AuditEmitter attribute) _sessions (calute.operators.pty.PTYSessionManager attribute) (calute.session.store.InMemorySessionStore attribute) _skills (calute.extensions.skills.SkillRegistry attribute) _state (calute.operators.plans.PlanStateManager attribute) _store (calute.session.store.SessionManager attribute) _stream (calute.audit.collector.JSONLSinkCollector attribute) _tools (calute.extensions.plugins.PluginRegistry attribute) _workspaces (calute.session.workspace.WorkspaceManager attribute)

A

access_count (calute.memory.base.MemoryItem attribute), [1] action (calute.audit.events.ToolPolicyDecisionEvent attribute), [1] (calute.cortex.orchestration.planner.PlanStep attribute), [1] add() (calute.audit.collector.CompositeCollector method) add_capability() (calute.types.agent_types.Agent method) add_context() (calute.cortex.orchestration.task.CortexTask method) add_dependency() (calute.cortex.orchestration.task.CortexTask method) add_depth() (in module calute.executors) add_execution() (calute.executors.FunctionExecutionHistory method) add_knowledge() (calute.cortex.agents.agent.CortexAgent method) add_knowledge_source() (calute.cortex.agents.agent.CortexAgent method) add_listener() (calute.runtime.loop_detection.LoopDetector method) (calute.security.policy.PolicyEngine method) add_mcp_tools_to_agent() (in module calute.mcp.integration) add_memory() (calute.memory.compat.MemoryStore method) add_memory_tools_to_agent() (in module calute.tools.memory_tool) add_retry_condition() (calute.cortex.orchestration.task.CortexTask method) add_server() (calute.mcp.manager.MCPManager method) add_step() (calute.cortex.orchestration.planner.ExecutionPlan method) add_task() (calute.cortex.orchestration.task_creator.TaskCreationPlan method) agent (calute.cortex.orchestration.planner.PlanStep attribute), [1] (calute.cortex.orchestration.task.CortexTask attribute), [1] (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] (calute.operators.subagents.SpawnedAgentHandle attribute), [1] (calute.types.agent_types.Result attribute), [1] (calute.ui.application.ChainlitLauncher attribute) Agent (class in calute.types.agent_types) agent_id (calute.audit.events.AuditEvent attribute), [1] (calute.core.errors.AgentError attribute) (calute.memory.base.MemoryItem attribute), [1] (calute.security.policy.ToolPolicyViolation attribute) (calute.session.models.SessionRecord attribute), [1] (calute.session.models.TurnRecord attribute), [1] (calute.types.function_execution_types.Completion attribute), [1] (calute.types.function_execution_types.FunctionCallsExtracted attribute), [1] (calute.types.function_execution_types.FunctionDetection attribute), [1] (calute.types.function_execution_types.FunctionExecutionComplete attribute), [1] (calute.types.function_execution_types.FunctionExecutionStart attribute), [1] (calute.types.function_execution_types.ReinvokeSignal attribute), [1] (calute.types.function_execution_types.RequestFunctionCall attribute), [1] (calute.types.function_execution_types.ResponseResult attribute), [1] (calute.types.function_execution_types.StreamChunk attribute), [1] agent_overrides (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] agent_policies (calute.security.policy.PolicyEngine attribute) agent_role (calute.cortex.orchestration.task_creator.TaskDefinition attribute), [1] AGENT_TEMPLATE (calute.cortex.core.templates.PromptTemplate attribute) agent_transitions (calute.session.models.SessionRecord attribute), [1] AgentCapability (class in calute.types.function_execution_types) AgentError AgentOrchestrator (class in calute.executors) AgentRuntimeOverrides (class in calute.runtime.features) agents (calute.api_server.cortex_completion_service.CortexCompletionService attribute) (calute.api_server.models.HealthResponse attribute), [1] (calute.api_server.routers.ChatRouter attribute) (calute.api_server.routers.HealthRouter attribute) (calute.api_server.routers.ModelsRouter attribute) (calute.api_server.routers.UnifiedChatRouter attribute) (calute.api_server.server.CaluteAPIServer attribute) (calute.cortex.orchestration.cortex.Cortex attribute) (calute.executors.AgentOrchestrator attribute) AGENTS_REGISTRY (in module calute.core.basics) AgentSwitch (class in calute.types.function_execution_types) AgentSwitchTrigger (class in calute.types.function_execution_types) AgentTransitionRecord (class in calute.session.models) aget_result (calute.core.streamer_buffer.StreamerBuffer attribute) ALL_OPERATOR_TOOLS (in module calute.operators.config)

ALLOW (calute.security.policy.PolicyAction attribute), [1] allow (calute.security.policy.ToolPolicy attribute), [1] allow_dangerous_tools (calute.cortex.orchestration.task.CortexTask attribute), [1] allow_delegation (calute.cortex.agents.agent.CortexAgent attribute), [1] allow_freeform (calute.operators.types.PendingUserPrompt attribute), [1] allowed_functions (calute.core.config.SecurityConfig attribute), [1] allowed_tool_names (calute.operators.config.OperatorRuntimeConfig attribute), [1] analyze_code_structure() (in module calute.tools.coding_tools) answer() (calute.operators.user_prompt.UserPromptManager method) ANTHROPIC (calute.core.config.LLMProvider attribute) AnthropicLLM (class in calute.llms.anthropic) any (calute.types.tool_calls.ToolChoice attribute), [1] api_key (calute.core.config.LLMConfig attribute), [1] (calute.core.config.SecurityConfig attribute), [1] (calute.llms.base.LLMConfig attribute), [1] api_key_env_var (calute.core.config.LLMConfig attribute), [1] (calute.core.config.SecurityConfig attribute), [1] APIClient (class in calute.tools.web_tools) app (calute.api_server.server.CaluteAPIServer attribute) AppendFile (class in calute.tools.standalone) apply_diff() (in module calute.tools.coding_tools) apply_request_parameters() (calute.api_server.completion_service.CompletionService method) approach (calute.cortex.orchestration.task_creator.TaskCreationPlan attribute), [1] args (calute.mcp.types.MCPServerConfig attribute), [1] arguments (calute.cortex.orchestration.planner.PlanStep attribute), [1] (calute.mcp.types.MCPPrompt attribute), [1] (calute.session.models.ToolCallRecord attribute), [1] (calute.types.function_execution_types.RequestFunctionCall attribute), [1] (calute.types.function_execution_types.ToolCallStreamChunk attribute), [1] (calute.types.oai_protocols.DeltaFunctionCall attribute), [1] (calute.types.oai_protocols.FunctionCall attribute), [1] (calute.types.tool_calls.FunctionCall attribute), [1] arguments_preview (calute.audit.events.ToolCallAttemptEvent attribute), [1] as_context_dict() (calute.executors.FunctionExecutionHistory method) assemble_system_prompt_prefix() (calute.runtime.context.PromptContextBuilder method) assistant (calute.types.messages.Roles attribute), [1] AssistantMessage (class in calute.types.messages) astream_completion() (calute.llms.anthropic.AnthropicLLM method) (calute.llms.base.BaseLLM method) (calute.llms.gemini.GeminiLLM method) (calute.llms.ollama.OllamaLLM method) (calute.llms.openai.OpenAILLM method) async_call() (calute.tools.web_tools.APIClient static method) (calute.tools.web_tools.RSSReader static method) (calute.tools.web_tools.WebScraper static method) async_execution (calute.cortex.orchestration.task.CortexTask attribute), [1] athread_run() (calute.calute.Calute method) attach_mcp() (calute.cortex.agents.agent.CortexAgent method) (calute.types.agent_types.Agent method) attach_runtime() (calute.operators.state.OperatorState method) audit_collector (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] audit_event_ids (calute.session.models.TurnRecord attribute), [1] AuditCollector (class in calute.audit.collector) AuditEmitter (class in calute.audit.emitter) AuditEvent (class in calute.audit.events) author (calute.extensions.plugins.PluginMeta attribute), [1] (calute.extensions.skills.SkillMetadata attribute), [1] auto (calute.types.tool_calls.ToolChoice attribute), [1] auto_add_memory_tools (calute.calute.Calute attribute) auto_assign_agents (calute.cortex.orchestration.task_creator.TaskCreator attribute) auto_compact (calute.cortex.agents.agent.CortexAgent attribute) (calute.types.agent_types.Agent attribute), [1] auto_consolidate (calute.core.config.MemoryConfig attribute), [1] auto_format_guidance (calute.cortex.agents.agent.CortexAgent attribute), [1] auto_generate_schema (calute.cortex.core.tool.CortexTool attribute), [1] AutoCompactAgent (class in calute.agents.auto_compact_agent) average_duration (calute.executors.ExecutionMetrics attribute)

B

backend (calute.memory.storage.RAGStorage attribute) (calute.security.sandbox.SandboxRouter attribute) backend_config (calute.security.sandbox.SandboxConfig attribute), [1] backend_type (calute.audit.events.SandboxDecisionEvent attribute), [1] (calute.security.sandbox.SandboxConfig attribute), [1] backstory (calute.cortex.agents.agent.CortexAgent attribute), [1] backup_count (calute.core.config.LoggingConfig attribute), [1] base_url (calute.core.config.LLMConfig attribute), [1] (calute.llms.base.LLMConfig attribute), [1] BaseCompactionStrategy (class in calute.context.compaction_strategies) BaseContentChunk (class in calute.types.messages) BaseLLM (class in calute.llms.base) BaseMessage (class in calute.types.messages) basic_registry() (in module calute.core.basics) batch_execution() (calute.executors.EnhancedFunctionExecutor method) blocked_functions (calute.core.config.SecurityConfig attribute), [1] bootstrap() (calute.calute.Calute method) bootstrap_section (calute.runtime.context.PromptContext attribute), [1]

BRANCHING (calute.cortex.core.enums.ChainType attribute), [1] browser_headless (calute.operators.config.OperatorRuntimeConfig attribute), [1] browser_manager (calute.operators.state.OperatorState attribute) browser_screenshot_dir (calute.operators.config.OperatorRuntimeConfig attribute), [1] BrowserManager (class in calute.operators.browser) BrowserPageState (class in calute.operators.browser) buffered_content (calute.types.function_execution_types.StreamChunk attribute), [1] (calute.types.function_execution_types.SwitchContext attribute), [1] buffered_reasoning_content (calute.types.function_execution_types.StreamChunk attribute), [1] build() (calute.runtime.context.PromptContextBuilder method) build_compact_prefix() (calute.runtime.context.PromptContextBuilder method) build_context_for_task() (calute.cortex.agents.memory_integration.CortexMemory method) build_minimal_prefix() (calute.runtime.context.PromptContextBuilder method) build_none_prefix() (calute.runtime.context.PromptContextBuilder method) build_prompt_prefix() (calute.runtime.features.RuntimeFeaturesState method) build_skills_index() (calute.extensions.skills.SkillRegistry method) build_tools() (calute.operators.state.OperatorState method) build_with_overrides() (calute.runtime.context.PromptContextBuilder method)

C

cache_ttl (calute.core.config.ExecutorConfig attribute), [1] Calculator (class in calute.tools.math_tools) call_count (calute.audit.events.ToolLoopBlockEvent attribute), [1] (calute.audit.events.ToolLoopWarningEvent attribute), [1] (calute.runtime.loop_detection.LoopDetector property) (calute.runtime.loop_detection.LoopEvent attribute), [1] call_id (calute.session.models.ToolCallRecord attribute), [1] (calute.types.function_execution_types.RequestFunctionCall attribute), [1] call_tool() (calute.mcp.client.MCPClient method) (calute.mcp.manager.MCPManager method) callback (calute.cortex.orchestration.task.CortexTask attribute), [1] calute (calute.api_server.completion_service.CompletionService attribute) (calute.api_server.server.CaluteAPIServer attribute) (calute.cortex.orchestration.cortex.Cortex attribute) (calute.operators.state.OperatorState attribute) Calute (class in calute.calute) calute.agents._coder_agent module calute.agents._data_analyst_agent module calute.agents._planner_agent module calute.agents._researcher_agent module calute.agents.auto_compact_agent module calute.agents.compaction_agent module calute.api_server.completion_service module calute.api_server.converters module calute.api_server.cortex_completion_service module calute.api_server.models module calute.api_server.routers module calute.api_server.server module calute.audit.collector module calute.audit.emitter module calute.audit.events module calute.calute module calute.context.compaction_strategies module calute.context.token_counter module calute.core.basics module calute.core.config module calute.core.errors module calute.core.multimodal module calute.core.prompt_template module calute.core.streamer_buffer module calute.core.utils module calute.cortex.agents.agent module calute.cortex.agents.memory_integration module calute.cortex.agents.universal_agent module calute.cortex.core.enums module calute.cortex.core.string_utils module calute.cortex.core.templates module calute.cortex.core.tool module calute.cortex.orchestration.cortex module calute.cortex.orchestration.dynamic module calute.cortex.orchestration.planner module calute.cortex.orchestration.task module calute.cortex.orchestration.task_creator module calute.executors module calute.extensions.dependency module calute.extensions.hooks module calute.extensions.plugins module calute.extensions.skills module calute.llms.anthropic module calute.llms.base module calute.llms.gemini module calute.llms.ollama module calute.llms.openai module calute.logging.console module calute.logging.structured module calute.mcp.client module calute.mcp.integration module calute.mcp.manager module calute.mcp.types module calute.memory.base module calute.memory.compat module calute.memory.contextual_memory module calute.memory.entity_memory module calute.memory.long_term_memory module calute.memory.short_term_memory module calute.memory.storage module calute.memory.user_memory module calute.operators.browser module calute.operators.config module calute.operators.helpers module calute.operators.plans module calute.operators.pty module calute.operators.state module calute.operators.subagents module calute.operators.types module calute.operators.user_prompt module calute.runtime.context module calute.runtime.features module calute.runtime.loop_detection module calute.runtime.profiles module calute.security.policy module calute.security.sandbox module calute.security.sandbox_backends.docker_backend module calute.security.sandbox_backends.subprocess_backend module calute.session.models module calute.session.replay module calute.session.store module calute.session.workspace module calute.tools.ai_tools module calute.tools.coding_tools module calute.tools.data_tools module calute.tools.duckduckgo_engine module calute.tools.math_tools module calute.tools.memory_tool module calute.tools.standalone module calute.tools.system_tools module calute.tools.web_tools module calute.types.agent_types module calute.types.converters module calute.types.function_execution_types module calute.types.messages module calute.types.oai_protocols module calute.types.tool_calls module calute.ui.application module calute.ui.themes module calute_instance (calute.cortex.agents.agent.CortexAgent attribute), [1] CALUTE_REGISTRY (in module calute.core.basics) calute_version (calute.runtime.context.RuntimeInfo attribute), [1] CaluteAPIServer (class in calute.api_server.server) CaluteBase (class in calute.core.utils) CaluteConfig (class in calute.core.config) CaluteError CaluteLogger (class in calute.logging.console) (class in calute.logging.structured) CaluteMemoryError CaluteTimeoutError can_overide_samplings (calute.api_server.completion_service.CompletionService attribute) CANCELLED (calute.types.function_execution_types.ExecutionStatus attribute), [1]

capabilities (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.cortex.agents.universal_agent.UniversalAgent attribute) (calute.types.agent_types.Agent attribute), [1] CAPABILITY_BASED (calute.types.function_execution_types.AgentSwitchTrigger attribute), [1] CAPABILITY_REQUIRED (calute.types.function_execution_types.AgentSwitchTrigger attribute) capture() (calute.runtime.context.RuntimeInfo class method) chain (calute.cortex.orchestration.task.CortexTask attribute), [1] chain_prompts() (calute.cortex.orchestration.dynamic.DynamicTaskBuilder static method) ChainLink (class in calute.cortex.orchestration.task) ChainlitLauncher (class in calute.ui.application) ChainType (class in calute.cortex.core.enums) CHANNEL (calute.extensions.plugins.PluginType attribute), [1] chat_template_kwargs (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] ChatCompletionRequest (class in calute.types.oai_protocols) ChatCompletionResponse (class in calute.types.oai_protocols) ChatCompletionResponseChoice (class in calute.types.oai_protocols) ChatCompletionStreamResponse (class in calute.types.oai_protocols) ChatCompletionStreamResponseChoice (class in calute.types.oai_protocols) ChatMessage (class in calute.types.oai_protocols) ChatRouter (class in calute.api_server.routers) check() (calute.security.policy.PolicyEngine method) check_context_usage() (calute.cortex.agents.agent.CortexAgent method) check_openai_fields_names() (in module calute.types.converters) check_usage() (calute.agents.auto_compact_agent.AutoCompactAgent method) choices (calute.types.oai_protocols.ChatCompletionResponse attribute), [1] (calute.types.oai_protocols.ChatCompletionStreamResponse attribute), [1] (calute.types.oai_protocols.CompletionResponse attribute), [1] (calute.types.oai_protocols.CompletionStreamResponse attribute), [1] chunk (calute.types.function_execution_types.StreamChunk attribute), [1] ChunkTypes (class in calute.types.messages) CircularDependencyError clear() (calute.audit.collector.InMemoryCollector method) (calute.extensions.hooks.HookRunner method) (calute.memory.base.Memory method) (calute.memory.contextual_memory.ContextualMemory method) (calute.memory.entity_memory.EntityMemory method) (calute.memory.long_term_memory.LongTermMemory method) (calute.memory.short_term_memory.ShortTermMemory method) (calute.memory.storage.FileStorage method) (calute.memory.storage.MemoryStorage method) (calute.memory.storage.RAGStorage method) (calute.memory.storage.SimpleStorage method) (calute.memory.storage.SQLiteStorage method) clear_all_memory() (calute.cortex.orchestration.cortex.Cortex method) clear_memories() (calute.memory.compat.MemoryStore method) clear_short_term_memory() (calute.cortex.orchestration.cortex.Cortex method) clear_user_memory() (calute.memory.user_memory.UserMemory method) click() (calute.operators.browser.BrowserManager method) client (calute.llms.anthropic.AnthropicLLM attribute) (calute.llms.gemini.GeminiLLM attribute) (calute.llms.ollama.OllamaLLM attribute) (calute.llms.openai.OpenAILLM attribute) CLIENT_REGISTRY (in module calute.core.basics) client_type (calute.core.errors.ClientError attribute) ClientError close() (calute.audit.collector.JSONLSinkCollector method) (calute.core.streamer_buffer.StreamerBuffer method) (calute.llms.anthropic.AnthropicLLM method) (calute.llms.base.BaseLLM method) (calute.llms.ollama.OllamaLLM method) (calute.llms.openai.OpenAILLM method) (calute.operators.pty.PTYSessionManager method) (calute.operators.subagents.SpawnedAgentManager method) closed (calute.core.streamer_buffer.StreamerBuffer property) (calute.operators.subagents.SpawnedAgentHandle attribute), [1] COHERE (calute.core.config.LLMProvider attribute) collector (calute.audit.emitter.AuditEmitter property) ColorFormatter (class in calute.logging.console) command (calute.mcp.types.MCPServerConfig attribute), [1] (calute.operators.pty.PTYSession attribute), [1] COMPACT (calute.runtime.profiles.PromptProfile attribute) compact() (calute.context.compaction_strategies.BaseCompactionStrategy method) (calute.context.compaction_strategies.PriorityBasedStrategy method) (calute.context.compaction_strategies.SlidingWindowStrategy method) (calute.context.compaction_strategies.SummarizationStrategy method) (calute.context.compaction_strategies.TruncateStrategy method) compact_target (calute.cortex.agents.agent.CortexAgent attribute) (calute.types.agent_types.Agent attribute), [1] compact_threshold (calute.cortex.agents.agent.CortexAgent attribute) (calute.types.agent_types.Agent attribute), [1] compaction_agent (calute.context.compaction_strategies.SummarizationStrategy attribute) compaction_strategy (calute.cortex.agents.agent.CortexAgent attribute) (calute.types.agent_types.Agent attribute), [1] CompactionAgent (class in calute.agents.compaction_agent) CompactionStrategy (class in calute.types.function_execution_types) completion (calute.types.function_execution_types.ResponseResult attribute), [1] Completion (class in calute.types.function_execution_types) completion_service (calute.api_server.routers.ChatRouter attribute) (calute.api_server.routers.UnifiedChatRouter attribute) (calute.api_server.server.CaluteAPIServer attribute) completion_tokens (calute.types.oai_protocols.UsageInfo attribute), [1] CompletionLogprobs (class in calute.types.oai_protocols) CompletionRequest (class in calute.types.oai_protocols) CompletionResponse (class in calute.types.oai_protocols) CompletionResponseChoice (class in calute.types.oai_protocols) CompletionService (class in calute.api_server.completion_service) CompletionStreamResponse (class in calute.types.oai_protocols) CompletionStreamResponseChoice (class in calute.types.oai_protocols) complexity (calute.cortex.orchestration.planner.ExecutionPlan attribute), [1] CompositeCollector (class in calute.audit.collector) condition (calute.cortex.orchestration.task.ChainLink attribute), [1] CONDITIONAL (calute.types.function_execution_types.FunctionCallStrategy attribute), [1] conditional_execution (calute.cortex.orchestration.task.CortexTask attribute), [1] config (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.llms.anthropic.AnthropicLLM attribute) (calute.llms.base.BaseLLM attribute) (calute.llms.gemini.GeminiLLM attribute) (calute.llms.ollama.OllamaLLM attribute) (calute.llms.openai.OpenAILLM attribute) (calute.mcp.client.MCPClient attribute) (calute.operators.state.OperatorState attribute) (calute.runtime.features.RuntimeFeaturesState attribute), [1] (calute.security.sandbox.SandboxRouter attribute) config_key (calute.core.errors.ConfigurationError attribute) ConfigurationError configure_logging() (in module calute.logging.structured) conflicts (calute.extensions.dependency.ResolveResult attribute), [1] connect() (calute.mcp.client.MCPClient method) CONSENSUS (calute.cortex.core.enums.ProcessType attribute), [1] CONSENSUS_TEMPLATE (calute.cortex.core.templates.PromptTemplate attribute) CONSOLIDATE (calute.tools.memory_tool.MemoryOperation attribute), [1] consolidate() (calute.memory.long_term_memory.LongTermMemory method) consolidate_agent_memories() (in module calute.tools.memory_tool) consolidate_memories() (calute.memory.compat.MemoryStore method) consolidation_threshold (calute.core.config.MemoryConfig attribute), [1] content (calute.memory.base.MemoryItem attribute), [1] (calute.types.function_execution_types.ResponseResult attribute), [1] (calute.types.function_execution_types.StreamChunk attribute), [1] (calute.types.messages.AssistantMessage attribute), [1] (calute.types.messages.SystemMessage attribute), [1] (calute.types.messages.ToolMessage attribute), [1] (calute.types.messages.UserMessage attribute), [1] (calute.types.oai_protocols.ChatMessage attribute), [1] (calute.types.oai_protocols.DeltaMessage attribute), [1] (calute.types.oai_protocols.ExtractedToolCallInformation attribute), [1] content_preview (calute.audit.events.TurnEndEvent attribute), [1] context (calute.audit.events.SandboxDecisionEvent attribute), [1] CONTEXT (calute.calute.PromptSection attribute), [1] (calute.core.prompt_template.PromptSection attribute), [1] context (calute.cortex.orchestration.task.CortexTask attribute), [1] (calute.memory.compat.MemoryEntry attribute), [1] (calute.security.sandbox.ExecutionDecision attribute), [1] CONTEXT_BASED (calute.types.function_execution_types.AgentSwitchTrigger attribute), [1] context_compression (calute.cortex.orchestration.task.CortexTask attribute), [1] context_needed (calute.cortex.orchestration.task_creator.TaskDefinition attribute), [1] context_priority (calute.cortex.orchestration.task.CortexTask attribute), [1] context_requirements (calute.types.function_execution_types.AgentCapability attribute), [1] context_stack (calute.memory.contextual_memory.ContextualMemory attribute) context_variables (calute.types.agent_types.Result attribute), [1] contextual (calute.cortex.agents.memory_integration.CortexMemory attribute) ContextualMemory (class in calute.memory.contextual_memory) conversation (calute.types.oai_protocols.CountTokenRequest attribute), [1] conversation_id (calute.memory.base.MemoryItem attribute), [1] convert_openai_messages() (in module calute.types.converters) convert_openai_to_calute() (calute.api_server.converters.MessageConverter static method) convert_openai_tools() (in module calute.types.converters) copy_file() (in module calute.tools.coding_tools) Cortex (class in calute.cortex.orchestration.cortex) cortex_agents (calute.api_server.server.CaluteAPIServer attribute) cortex_completion_service (calute.api_server.routers.CortexChatRouter attribute) (calute.api_server.routers.UnifiedChatRouter attribute) (calute.api_server.server.CaluteAPIServer attribute) cortex_instance (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.cortex.orchestration.planner.CortexPlanner attribute) cortex_memory (calute.cortex.orchestration.cortex.Cortex attribute) cortex_name (calute.cortex.orchestration.cortex.Cortex attribute) CortexAgent (class in calute.cortex.agents.agent) CortexChatRouter (class in calute.api_server.routers) CortexCompletionService (class in calute.api_server.cortex_completion_service) CortexMemory (class in calute.cortex.agents.memory_integration) CortexOutput (class in calute.cortex.orchestration.cortex) CortexPlanner (class in calute.cortex.orchestration.planner) CortexTask (class in calute.cortex.orchestration.task) CortexTaskOutput (class in calute.cortex.orchestration.task) CortexTool (class in calute.cortex.core.tool) count_remaining_capacity() (calute.context.token_counter.SmartTokenCounter method) count_tokens() (calute.context.token_counter.SmartTokenCounter method) count_tokens_for_provider() (calute.context.token_counter.ProviderTokenCounter class method) Counter() (in module calute.logging.structured) CountTokenRequest (class in calute.types.oai_protocols) create_and_assign_tasks() (calute.cortex.agents.universal_agent.UniversalTaskCreator method) create_and_execute() (calute.cortex.orchestration.task_creator.TaskCreator method) create_compaction_agent() (in module calute.agents.compaction_agent) create_completion() (calute.api_server.completion_service.CompletionService method) (calute.api_server.cortex_completion_service.CortexCompletionService method) create_custom_template() (calute.cortex.core.templates.PromptTemplate method) create_diff() (in module calute.tools.coding_tools) create_directory (calute.cortex.orchestration.task.CortexTask attribute), [1] create_dynamic_cortex() (in module calute.cortex.orchestration.dynamic) create_loop_detector() (calute.runtime.features.RuntimeFeaturesState method) create_mcp_enabled_agent() (in module calute.mcp.integration) create_memory_enabled_agent() (in module calute.tools.memory_tool) create_plan() (calute.cortex.orchestration.planner.CortexPlanner method) create_query_engine() (calute.calute.Calute method) create_reinvoke_message() (calute.operators.state.OperatorState method) create_response() (calute.calute.Calute method) create_runtime_session() (calute.calute.Calute method) create_server() (calute.api_server.server.CaluteAPIServer class method) create_session() (calute.operators.pty.PTYSessionManager method) create_streaming_completion() (calute.api_server.completion_service.CompletionService method) (calute.api_server.cortex_completion_service.CortexCompletionService method) create_subagent_manager() (calute.calute.Calute method) create_tasks_from_prompt() (calute.cortex.orchestration.dynamic.DynamicCortex method) (calute.cortex.orchestration.task_creator.TaskCreator method) create_ui() (calute.calute.Calute method) (calute.cortex.agents.agent.CortexAgent method) (calute.cortex.orchestration.cortex.Cortex method) (calute.cortex.orchestration.dynamic.DynamicCortex method) (calute.cortex.orchestration.task.CortexTask method) (calute.cortex.orchestration.task_creator.TaskCreator method) create_workspace() (calute.session.workspace.WorkspaceManager method) created (calute.api_server.models.ModelInfo attribute), [1] (calute.types.oai_protocols.ChatCompletionResponse attribute), [1] (calute.types.oai_protocols.ChatCompletionStreamResponse attribute), [1] (calute.types.oai_protocols.CompletionResponse attribute), [1] (calute.types.oai_protocols.CompletionStreamResponse attribute), [1] created_at (calute.operators.subagents.SpawnedAgentHandle attribute), [1] (calute.operators.types.PendingUserPrompt attribute), [1] (calute.session.models.SessionRecord attribute), [1] (calute.session.workspace.WorkspaceIdentity attribute), [1] creator_agent (calute.cortex.orchestration.task_creator.TaskCreator attribute) CRITICAL (calute.core.config.LogLevel attribute) (calute.runtime.loop_detection.LoopSeverity attribute), [1] critical() (calute.logging.console.CaluteLogger method) CSVProcessor (class in calute.tools.data_tools) current_agent_id (calute.executors.AgentOrchestrator attribute) CUSTOM (calute.types.function_execution_types.AgentSwitchTrigger attribute) cycle (calute.extensions.dependency.CircularDependencyError attribute)

D

data (calute.api_server.models.ModelsResponse attribute), [1] (calute.session.replay.TimelineEvent attribute), [1] DataConverter (class in calute.tools.data_tools) datetime_section (calute.runtime.context.PromptContext attribute), [1] DateTimeProcessor (class in calute.tools.data_tools) db_path (calute.memory.storage.SQLiteStorage attribute) debug (calute.core.config.CaluteConfig attribute), [1] DEBUG (calute.core.config.LogLevel attribute) debug() (calute.logging.console.CaluteLogger method) debug_print() (in module calute.core.utils) dec() (calute.logging.structured.DummyMetric method) decide() (calute.security.sandbox.SandboxRouter method) default_profile_config (calute.runtime.context.PromptContextBuilder attribute) default_prompt_profile (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] default_timeout (calute.core.config.ExecutorConfig attribute), [1] delegate_task() (calute.cortex.agents.agent.CortexAgent method) delegations (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] DELETE (calute.tools.memory_tool.MemoryOperation attribute), [1] delete() (calute.memory.base.Memory method) (calute.memory.contextual_memory.ContextualMemory method) (calute.memory.entity_memory.EntityMemory method) (calute.memory.long_term_memory.LongTermMemory method) (calute.memory.short_term_memory.ShortTermMemory method) (calute.memory.storage.FileStorage method) (calute.memory.storage.MemoryStorage method) (calute.memory.storage.RAGStorage method) (calute.memory.storage.SimpleStorage method) (calute.memory.storage.SQLiteStorage method) delete_file() (in module calute.tools.coding_tools) delete_memory() (in module calute.tools.memory_tool) delete_session() (calute.session.store.FileSessionStore method) (calute.session.store.InMemorySessionStore method) (calute.session.store.SessionStore method) delta (calute.types.oai_protocols.ChatCompletionStreamResponseChoice attribute), [1] DeltaFunctionCall (class in calute.types.oai_protocols) DeltaMessage (class in calute.types.oai_protocols) DeltaToolCall (class in calute.types.oai_protocols) DENY (calute.security.policy.PolicyAction attribute), [1] deny (calute.security.policy.ToolPolicy attribute), [1] dependencies (calute.cortex.orchestration.planner.PlanStep attribute), [1] (calute.cortex.orchestration.task.CortexTask attribute), [1] (calute.cortex.orchestration.task_creator.TaskDefinition attribute), [1] (calute.extensions.plugins.PluginMeta attribute), [1] (calute.extensions.skills.SkillMetadata attribute), [1] (calute.types.function_execution_types.RequestFunctionCall attribute), [1]

DependencyResolver (class in calute.extensions.dependency) DependencySpec (class in calute.extensions.dependency) describe_capabilities() (calute.cortex.agents.universal_agent.UniversalAgent method) description (calute.cortex.core.tool.CortexTool attribute), [1] (calute.cortex.orchestration.planner.PlanStep attribute), [1] (calute.cortex.orchestration.task.CortexTask attribute), [1] (calute.cortex.orchestration.task_creator.TaskDefinition attribute), [1] (calute.extensions.plugins.PluginMeta attribute), [1] (calute.extensions.skills.SkillMetadata attribute), [1] (calute.mcp.types.MCPPrompt attribute), [1] (calute.mcp.types.MCPResource attribute), [1] (calute.mcp.types.MCPTool attribute), [1] (calute.types.function_execution_types.AgentCapability attribute), [1] (calute.types.oai_protocols.Function attribute), [1] (calute.types.oai_protocols.FunctionDefinition attribute), [1] (calute.types.tool_calls.Function attribute), [1] detail (calute.operators.types.ImageInspectionResult attribute), [1] (calute.types.messages.ImageURL attribute), [1] details (calute.core.errors.AgentError attribute) (calute.core.errors.CaluteError attribute) (calute.core.errors.CaluteMemoryError attribute) (calute.core.errors.CaluteTimeoutError attribute) (calute.core.errors.ClientError attribute) (calute.core.errors.ConfigurationError attribute) (calute.core.errors.FunctionExecutionError attribute) (calute.core.errors.RateLimitError attribute) (calute.core.errors.ValidationError attribute) (calute.runtime.loop_detection.LoopEvent attribute), [1] DEVELOPMENT (calute.core.config.EnvironmentType attribute) disconnect() (calute.mcp.client.MCPClient method) disconnect_all() (calute.mcp.manager.MCPManager method) discover() (calute.extensions.plugins.PluginRegistry method) (calute.extensions.skills.SkillRegistry method) discover_conventional_extensions (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] discover_extensions() (calute.runtime.features.RuntimeFeaturesState method) DockerSandboxBackend (class in calute.security.sandbox_backends.docker_backend) DONE_TAG (in module calute.api_server.cortex_completion_service) download_image() (in module calute.core.multimodal) DuckDuckGoSearch (class in calute.tools.duckduckgo_engine) DummyMetric (class in calute.logging.structured) duration_ms (calute.audit.events.ToolCallCompleteEvent attribute), [1] (calute.session.models.ToolCallRecord attribute), [1] DynamicCortex (class in calute.cortex.orchestration.dynamic) DynamicTaskBuilder (class in calute.cortex.orchestration.dynamic)

E

elevated_tools (calute.security.sandbox.SandboxConfig attribute), [1] embedding (calute.memory.base.MemoryItem attribute), [1] embedding_model (calute.core.config.MemoryConfig attribute), [1] embeddings (calute.memory.storage.RAGStorage attribute) emit() (calute.audit.collector.AuditCollector method) (calute.audit.collector.CompositeCollector method) (calute.audit.collector.InMemoryCollector method) (calute.audit.collector.JSONLSinkCollector method) emit_error() (calute.audit.emitter.AuditEmitter method) emit_hook_mutation() (calute.audit.emitter.AuditEmitter method) emit_sandbox_decision() (calute.audit.emitter.AuditEmitter method) emit_tool_call_attempt() (calute.audit.emitter.AuditEmitter method) emit_tool_call_complete() (calute.audit.emitter.AuditEmitter method) emit_tool_call_failure() (calute.audit.emitter.AuditEmitter method) emit_tool_loop_block() (calute.audit.emitter.AuditEmitter method) emit_tool_loop_warning() (calute.audit.emitter.AuditEmitter method) emit_tool_policy_decision() (calute.audit.emitter.AuditEmitter method) emit_turn_end() (calute.audit.emitter.AuditEmitter method) emit_turn_start() (calute.audit.emitter.AuditEmitter method) enable_authentication (calute.core.config.SecurityConfig attribute), [1] enable_caching (calute.core.config.ExecutorConfig attribute), [1] (calute.core.config.LLMConfig attribute), [1] enable_calute_memory (calute.cortex.orchestration.cortex.Cortex attribute) enable_console (calute.core.config.LoggingConfig attribute), [1] enable_cortex (calute.api_server.server.CaluteAPIServer attribute) enable_embeddings (calute.core.config.MemoryConfig attribute), [1] (calute.memory.short_term_memory.ShortTermMemory attribute) enable_entity (calute.cortex.orchestration.cortex.MemoryConfig attribute), [1] enable_file (calute.core.config.LoggingConfig attribute), [1] enable_function_logging (calute.core.config.ObservabilityConfig attribute), [1] enable_input_validation (calute.core.config.SecurityConfig attribute), [1] enable_json (calute.logging.structured.CaluteLogger attribute) enable_json_format (calute.core.config.LoggingConfig attribute), [1] enable_long_term (calute.cortex.orchestration.cortex.MemoryConfig attribute), [1] enable_memory (calute.calute.Calute attribute) enable_metrics (calute.core.config.ExecutorConfig attribute), [1] (calute.core.config.ObservabilityConfig attribute), [1] enable_output_sanitization (calute.core.config.SecurityConfig attribute), [1] enable_persistence (calute.core.config.MemoryConfig attribute), [1] enable_profiling (calute.core.config.ObservabilityConfig attribute), [1] enable_rate_limiting (calute.core.config.SecurityConfig attribute), [1] enable_request_logging (calute.core.config.ObservabilityConfig attribute), [1] enable_response_logging (calute.core.config.ObservabilityConfig attribute), [1] enable_short_term (calute.cortex.orchestration.cortex.MemoryConfig attribute), [1] enable_streaming (calute.core.config.LLMConfig attribute), [1] enable_tracing (calute.core.config.ObservabilityConfig attribute), [1] (calute.logging.structured.CaluteLogger attribute) enable_user (calute.cortex.orchestration.cortex.MemoryConfig attribute), [1] enabled (calute.mcp.types.MCPServerConfig attribute), [1] (calute.operators.config.OperatorRuntimeConfig attribute), [1] (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] (calute.runtime.loop_detection.LoopDetectionConfig attribute), [1] enabled_skills (calute.runtime.features.AgentRuntimeOverrides attribute), [1] (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] enabled_skills_section (calute.runtime.context.PromptContext attribute), [1] end_session() (calute.session.store.SessionManager method) ended_at (calute.session.models.TurnRecord attribute), [1] enforce() (calute.security.policy.PolicyEngine method) EnhancedAgentOrchestrator (class in calute.executors) EnhancedFunctionExecutor (class in calute.executors) EnhancedFunctionRegistry (class in calute.executors) entities (calute.memory.entity_memory.EntityMemory attribute) entity_memory (calute.cortex.agents.memory_integration.CortexMemory attribute) entity_mentions (calute.memory.entity_memory.EntityMemory attribute) EntityExtractor (class in calute.tools.ai_tools) EntityMemory (class in calute.memory.entity_memory) env (calute.cortex.core.templates.PromptTemplate attribute) (calute.mcp.types.MCPServerConfig attribute), [1] env_vars (calute.security.sandbox.SandboxBackendConfig attribute), [1] environment (calute.core.config.CaluteConfig attribute), [1] EnvironmentManager (class in calute.tools.system_tools) EnvironmentType (class in calute.core.config) EPISODIC (calute.memory.compat.MemoryType attribute) ERROR (calute.core.config.LogLevel attribute) error (calute.operators.subagents.SpawnedAgentHandle attribute), [1] (calute.session.models.ToolCallRecord attribute), [1] (calute.session.models.TurnRecord attribute), [1] (calute.types.function_execution_types.ExecutionResult attribute), [1] (calute.types.function_execution_types.FunctionExecutionComplete attribute), [1] (calute.types.function_execution_types.RequestFunctionCall attribute), [1] error() (calute.logging.console.CaluteLogger method) error_callback (calute.cortex.orchestration.task.CortexTask attribute), [1] error_context (calute.audit.events.ErrorEvent attribute), [1] error_message (calute.audit.events.ErrorEvent attribute), [1] (calute.audit.events.ToolCallFailureEvent attribute), [1] ERROR_RECOVERY (calute.types.function_execution_types.AgentSwitchTrigger attribute), [1] error_type (calute.audit.events.ErrorEvent attribute), [1] (calute.audit.events.ToolCallFailureEvent attribute), [1]

ErrorEvent (class in calute.audit.events) estimate_compression_ratio() (calute.context.token_counter.SmartTokenCounter method) estimate_messages_tokens() (in module calute.core.utils) estimate_tokens() (in module calute.core.utils) estimated_complexity (calute.cortex.orchestration.task_creator.TaskCreationPlan attribute), [1] estimated_time (calute.cortex.orchestration.planner.ExecutionPlan attribute), [1] evaluate() (calute.security.policy.ToolPolicy method) event (calute.runtime.loop_detection.ToolLoopError attribute) event_type (calute.audit.events.AuditEvent attribute), [1] (calute.audit.events.ErrorEvent attribute), [1] (calute.audit.events.HookMutationEvent attribute), [1] (calute.audit.events.SandboxDecisionEvent attribute), [1] (calute.audit.events.ToolCallAttemptEvent attribute), [1] (calute.audit.events.ToolCallCompleteEvent attribute), [1] (calute.audit.events.ToolCallFailureEvent attribute), [1] (calute.audit.events.ToolLoopBlockEvent attribute), [1] (calute.audit.events.ToolLoopWarningEvent attribute), [1] (calute.audit.events.ToolPolicyDecisionEvent attribute), [1] (calute.audit.events.TurnEndEvent attribute), [1] (calute.audit.events.TurnStartEvent attribute), [1] (calute.session.replay.TimelineEvent attribute), [1] EXAMPLES (calute.calute.PromptSection attribute), [1] (calute.core.prompt_template.PromptSection attribute), [1] examples (calute.types.agent_types.Agent attribute), [1] exception_holder (calute.core.streamer_buffer.StreamerBuffer attribute) execute() (calute.cortex.agents.agent.CortexAgent method) (calute.cortex.orchestration.task.CortexTask method) (calute.security.sandbox.SandboxBackend method) (calute.security.sandbox_backends.docker_backend.DockerSandboxBackend method) (calute.security.sandbox_backends.subprocess_backend.SubprocessSandboxBackend method) execute_function_calls() (calute.executors.EnhancedFunctionExecutor method) (calute.executors.FunctionExecutor method) execute_in_sandbox() (calute.security.sandbox.SandboxRouter method) execute_plan() (calute.cortex.orchestration.planner.CortexPlanner method) execute_prompt() (calute.cortex.orchestration.dynamic.DynamicCortex method) execute_prompts() (calute.cortex.orchestration.dynamic.DynamicCortex method) execute_single_call() (calute.executors.EnhancedFunctionExecutor method) execute_stream() (calute.cortex.agents.agent.CortexAgent method) execute_with_delegation() (calute.cortex.agents.agent.CortexAgent method) execute_with_retry() (calute.executors.EnhancedFunctionExecutor method) execute_with_task_creation() (calute.cortex.orchestration.dynamic.DynamicCortex method) execute_with_timeout() (calute.executors.EnhancedFunctionExecutor method) ExecutePythonCode (class in calute.tools.standalone) ExecuteShell (class in calute.tools.standalone) execution_error (calute.types.function_execution_types.SwitchContext attribute), [1] execution_history (calute.executors.AgentOrchestrator attribute) (calute.types.function_execution_types.Completion attribute), [1] (calute.types.function_execution_types.ResponseResult attribute), [1] execution_map (calute.executors.FunctionExecutionHistory attribute) execution_metadata (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] execution_time (calute.cortex.orchestration.cortex.CortexOutput attribute), [1] (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] ExecutionContext (class in calute.security.sandbox) ExecutionDecision (class in calute.security.sandbox) ExecutionMetrics (class in calute.executors) ExecutionPlan (class in calute.cortex.orchestration.planner) ExecutionResult (class in calute.types.function_execution_types) executions (calute.executors.FunctionExecutionHistory attribute) ExecutionStatus (class in calute.types.function_execution_types) executor (calute.calute.Calute attribute) (calute.core.config.CaluteConfig attribute), [1] (calute.ui.application.ChainlitLauncher attribute) ExecutorConfig (class in calute.core.config) existing (calute.extensions.plugins.PluginConflictError attribute) exists() (calute.memory.storage.FileStorage method) (calute.memory.storage.MemoryStorage method) (calute.memory.storage.RAGStorage method) (calute.memory.storage.SimpleStorage method) (calute.memory.storage.SQLiteStorage method) expected_output (calute.cortex.orchestration.task.CortexTask attribute), [1] (calute.cortex.orchestration.task_creator.TaskDefinition attribute), [1] explanation (calute.operators.types.OperatorPlanState attribute), [1] EXPLICIT (calute.types.function_execution_types.AgentSwitchTrigger attribute), [1] extra_args (calute.security.sandbox.SandboxBackendConfig attribute), [1] extra_body (calute.types.agent_types.Agent attribute), [1] extra_params (calute.llms.base.LLMConfig attribute), [1] extract_content() (calute.llms.anthropic.AnthropicLLM method) (calute.llms.base.BaseLLM method) (calute.llms.gemini.GeminiLLM method) (calute.llms.ollama.OllamaLLM method) (calute.llms.openai.OpenAILLM method) extract_from_markdown() (calute.calute.Calute static method) extract_md_block() (calute.calute.Calute static method) extract_reasoning_content() (calute.llms.openai.OpenAILLM method) extract_template_variables() (in module calute.cortex.core.string_utils) ExtractedToolCallInformation (class in calute.types.oai_protocols)

F

FAILED (calute.types.function_execution_types.ExecutionStatus attribute) failed_calls (calute.executors.ExecutionMetrics attribute) FAILURE (calute.types.function_execution_types.ExecutionStatus attribute), [1] fallback_agent_id (calute.types.agent_types.Agent attribute), [1] fallback_task (calute.cortex.orchestration.task.ChainLink attribute), [1] features (calute.core.config.CaluteConfig attribute), [1] fetch_model_info() (calute.llms.anthropic.AnthropicLLM method) (calute.llms.base.BaseLLM method) (calute.llms.gemini.GeminiLLM method) (calute.llms.ollama.OllamaLLM method) (calute.llms.openai.OpenAILLM method) field (calute.core.errors.ValidationError attribute) field_names (calute.types.oai_protocols.OpenAIBaseModel attribute), [1] file_path (calute.core.config.LoggingConfig attribute), [1] FileSessionStore (class in calute.session.store) FileStorage (class in calute.memory.storage) FileSystemTools (class in calute.tools.system_tools) filter_by_agent() (calute.session.replay.ReplayView method) filter_thoughts() (calute.calute.Calute static method) final_content (calute.types.function_execution_types.Completion attribute), [1] find() (calute.operators.browser.BrowserManager method) find_and_replace() (in module calute.tools.coding_tools) finish_reason (calute.types.oai_protocols.ChatCompletionResponseChoice attribute), [1] (calute.types.oai_protocols.ChatCompletionStreamResponseChoice attribute), [1] (calute.types.oai_protocols.CompletionResponseChoice attribute), [1] (calute.types.oai_protocols.CompletionStreamResponseChoice attribute), [1] flush() (calute.audit.collector.AuditCollector method) (calute.audit.collector.CompositeCollector method) (calute.audit.collector.InMemoryCollector method) (calute.audit.collector.JSONLSinkCollector method) (calute.audit.emitter.AuditEmitter method) format (calute.core.config.LoggingConfig attribute), [1] (calute.operators.types.ImageInspectionResult attribute), [1] format() (calute.logging.console.ColorFormatter method) format_chat_history() (calute.calute.Calute method) format_context_variables() (calute.calute.Calute method) format_function_parameters() (calute.calute.Calute method) format_messages() (calute.llms.base.BaseLLM method) format_prompt() (calute.calute.Calute method) frequency_penalty (calute.core.config.LLMConfig attribute), [1] (calute.llms.base.LLMConfig attribute), [1] (calute.types.agent_types.Agent attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] from_agent (calute.session.models.AgentTransitionRecord attribute), [1] (calute.types.function_execution_types.AgentSwitch attribute), [1] from_dict() (calute.memory.base.MemoryItem class method) (calute.session.models.AgentTransitionRecord class method) (calute.session.models.SessionRecord class method) (calute.session.models.ToolCallRecord class method) (calute.session.models.TurnRecord class method) (calute.session.workspace.WorkspaceIdentity class method) from_env() (calute.core.config.CaluteConfig class method) from_file() (calute.core.config.CaluteConfig class method) from_function() (calute.cortex.core.tool.CortexTool class method) from_openai() (calute.types.messages.AssistantMessage class method) (calute.types.messages.BaseContentChunk class method) (calute.types.messages.BaseMessage class method) (calute.types.messages.ImageChunk class method) (calute.types.messages.ImageURLChunk class method) (calute.types.messages.MessagesHistory class method) (calute.types.messages.SystemMessage class method) (calute.types.messages.TextChunk class method) (calute.types.messages.ToolMessage class method) (calute.types.messages.UserMessage class method) (calute.types.tool_calls.Tool class method) (calute.types.tool_calls.ToolCall class method)

from_prompt() (calute.cortex.orchestration.dynamic.DynamicTaskBuilder static method) from_task_creator() (calute.cortex.orchestration.cortex.Cortex class method) FULL (calute.runtime.profiles.PromptProfile attribute) function (calute.cortex.core.tool.CortexTool attribute), [1] (calute.types.oai_protocols.DeltaToolCall attribute), [1] (calute.types.oai_protocols.Tool attribute), [1] (calute.types.oai_protocols.ToolCall attribute), [1] (calute.types.oai_protocols.ToolDefinition attribute), [1] (calute.types.tool_calls.Tool attribute), [1] (calute.types.tool_calls.ToolCall attribute), [1] (calute.types.tool_calls.ToolTypes attribute), [1] Function (class in calute.types.oai_protocols) (class in calute.types.tool_calls) function_call (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.ChatMessage attribute), [1] (calute.types.oai_protocols.DeltaMessage attribute), [1] function_call_strategy (calute.types.agent_types.Agent attribute), [1] FUNCTION_CALLING (calute.types.function_execution_types.AgentCapability attribute) function_calls (calute.types.function_execution_types.FunctionCallsExtracted attribute), [1] (calute.types.function_execution_types.ResponseResult attribute), [1] function_calls_count (calute.audit.events.TurnEndEvent attribute), [1] function_calls_detected (calute.types.function_execution_types.StreamChunk attribute), [1] function_calls_executed (calute.types.function_execution_types.Completion attribute), [1] function_id (calute.types.function_execution_types.FunctionExecutionComplete attribute), [1] (calute.types.function_execution_types.FunctionExecutionStart attribute), [1] function_name (calute.core.errors.FunctionExecutionError attribute) (calute.types.function_execution_types.FunctionExecutionComplete attribute), [1] (calute.types.function_execution_types.FunctionExecutionStart attribute), [1] (calute.types.function_execution_types.ToolCallStreamChunk attribute), [1] function_names (calute.types.function_execution_types.AgentCapability attribute), [1] function_registry (calute.executors.AgentOrchestrator attribute) function_results (calute.types.function_execution_types.SwitchContext attribute), [1] function_timeout (calute.types.agent_types.Agent attribute), [1] function_to_json() (in module calute.core.utils) FunctionCall (class in calute.types.oai_protocols) (class in calute.types.tool_calls) FunctionCallFormat (class in calute.types.oai_protocols) FunctionCallInfo (class in calute.types.function_execution_types) FunctionCallsExtracted (class in calute.types.function_execution_types) FunctionCallStrategy (class in calute.types.function_execution_types) FunctionDefinition (class in calute.types.oai_protocols) FunctionDetection (class in calute.types.function_execution_types) FunctionExecutionComplete (class in calute.types.function_execution_types) FunctionExecutionError FunctionExecutionHistory (class in calute.executors) FunctionExecutionStart (class in calute.types.function_execution_types) FunctionExecutor (class in calute.executors) FunctionRegistry (class in calute.executors) FUNCTIONS (calute.calute.PromptSection attribute), [1] (calute.core.prompt_template.PromptSection attribute), [1] functions (calute.cortex.agents.agent.CortexAgent property) (calute.types.agent_types.Agent attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1]

G

Gauge() (in module calute.logging.structured) GEMINI (calute.core.config.LLMProvider attribute) gemini_content (calute.types.function_execution_types.StreamChunk property) GeminiLLM (class in calute.llms.gemini) genai (calute.llms.gemini.GeminiLLM attribute) generate_completion() (calute.llms.anthropic.AnthropicLLM method) (calute.llms.base.BaseLLM method) (calute.llms.gemini.GeminiLLM method) (calute.llms.ollama.OllamaLLM method) (calute.llms.openai.OpenAILLM method) generate_function_section() (calute.calute.Calute method) generate_latest() (in module calute.logging.structured) get() (calute.core.streamer_buffer.StreamerBuffer method) (calute.extensions.skills.SkillRegistry method) get_agent_history() (calute.cortex.agents.memory_integration.CortexMemory method) get_agent_overrides() (calute.runtime.features.RuntimeFeaturesState method) get_agent_transitions() (calute.session.replay.ReplayView method) get_all() (calute.extensions.skills.SkillRegistry method) get_all_prompts() (calute.mcp.manager.MCPManager method) get_all_resources() (calute.mcp.manager.MCPManager method) get_all_tools() (calute.extensions.plugins.PluginRegistry method) (calute.mcp.manager.MCPManager method) get_available_functions() (calute.types.agent_types.Agent method) get_by_id() (calute.executors.FunctionExecutionHistory method) get_by_name() (calute.executors.FunctionExecutionHistory method) get_callable_public_name() (in module calute.core.utils) get_capabilities() (calute.security.sandbox.SandboxBackend method) (calute.security.sandbox_backends.docker_backend.DockerSandboxBackend method) (calute.security.sandbox_backends.subprocess_backend.SubprocessSandboxBackend method) get_capabilities_summary() (calute.mcp.manager.MCPManager method) get_compaction_stats() (calute.cortex.agents.agent.CortexAgent method) get_compaction_strategy() (in module calute.context.compaction_strategies) get_config() (calute.cortex.agents.agent.CortexAgent method) (in module calute.core.config) get_context() (calute.memory.base.Memory method) get_context_summary() (calute.memory.contextual_memory.ContextualMemory method) get_current_agent() (calute.executors.AgentOrchestrator method) get_current_context() (calute.memory.contextual_memory.ContextualMemory method) get_delay() (calute.executors.RetryPolicy method) get_enabled_skill_names() (calute.runtime.features.RuntimeFeaturesState method) get_enabled_skills() (calute.runtime.features.RuntimeFeaturesState method) get_entity_info() (calute.memory.entity_memory.EntityMemory method) get_events() (calute.audit.collector.InMemoryCollector method) get_events_by_type() (calute.audit.collector.InMemoryCollector method) get_execution_registry() (calute.calute.Calute method) get_execution_stats() (calute.cortex.agents.agent.CortexAgent method) (calute.cortex.orchestration.task.CortexTask method) get_function() (calute.executors.FunctionRegistry method) get_functions_by_agent() (calute.executors.FunctionRegistry method) get_functions_mapping() (calute.types.agent_types.Agent method) get_guardrails() (calute.runtime.features.RuntimeFeaturesState method) get_hooks() (calute.extensions.plugins.PluginRegistry method) get_load_order() (calute.extensions.plugins.PluginRegistry method) get_logger() (in module calute.logging.console) (in module calute.logging.structured) get_loop_detection_config() (calute.runtime.features.RuntimeFeaturesState method) get_memory_statistics() (in module calute.tools.memory_tool)

get_memory_summary() (calute.cortex.orchestration.cortex.Cortex method) get_memory_tags_and_terms() (in module calute.tools.memory_tool) get_memory_tool_descriptions() (in module calute.tools.memory_tool) get_metrics() (calute.executors.EnhancedFunctionRegistry method) (calute.logging.structured.CaluteLogger method) get_model_info() (calute.llms.base.BaseLLM method) get_next_steps() (calute.cortex.orchestration.planner.ExecutionPlan method) get_or_create_user_memory() (calute.memory.user_memory.UserMemory method) get_pending() (calute.operators.user_prompt.UserPromptManager method) get_plugin() (calute.extensions.plugins.PluginRegistry method) get_profile_config() (in module calute.runtime.profiles) get_prompt() (calute.mcp.client.MCPClient method) (calute.mcp.manager.MCPManager method) get_prompt_profile() (calute.runtime.features.RuntimeFeaturesState method) get_provider() (calute.extensions.plugins.PluginRegistry method) get_rate_limit_status() (calute.cortex.agents.agent.CortexAgent method) get_recent() (calute.memory.short_term_memory.ShortTermMemory method) get_related_entities() (calute.memory.entity_memory.EntityMemory method) get_result (calute.core.streamer_buffer.StreamerBuffer attribute) get_sandbox_config() (calute.runtime.features.RuntimeFeaturesState method) get_sandbox_router() (calute.runtime.features.RuntimeFeaturesState method) get_server() (calute.mcp.manager.MCPManager method) get_session() (calute.session.store.SessionManager method) get_statistics() (calute.agents.auto_compact_agent.AutoCompactAgent method) (calute.memory.base.Memory method) (calute.memory.compat.MemoryStore method) get_step() (calute.cortex.orchestration.planner.ExecutionPlan method) get_successful_results() (calute.executors.FunctionExecutionHistory method) get_suggestions() (calute.tools.duckduckgo_engine.DuckDuckGoSearch method) (calute.tools.duckduckgo_engine.DuckDuckGoSearch static method) get_summary() (calute.cortex.agents.memory_integration.CortexMemory method) get_task_by_id() (calute.cortex.orchestration.task_creator.TaskCreationPlan method) get_template_variables() (calute.cortex.core.templates.PromptTemplate method) get_theme_colors() (in module calute.ui.themes) get_thoughts() (calute.calute.Calute static method) get_timeline() (calute.session.replay.ReplayView method) get_tool() (calute.extensions.plugins.PluginRegistry method) get_tool_calls() (calute.session.replay.ReplayView method) get_tool_executor() (calute.calute.Calute method) get_turn() (calute.session.replay.ReplayView method) get_url() (calute.types.messages.ImageURLChunk method) get_user_context() (calute.cortex.agents.memory_integration.CortexMemory method) (calute.memory.user_memory.UserMemory method) get_user_preferences() (calute.memory.user_memory.UserMemory method) get_user_statistics() (calute.memory.user_memory.UserMemory method) get_workspace() (calute.session.workspace.WorkspaceManager method) git_add() (in module calute.tools.coding_tools) git_apply_patch() (in module calute.tools.coding_tools) git_diff() (in module calute.tools.coding_tools) git_log() (in module calute.tools.coding_tools) git_status() (in module calute.tools.coding_tools) global_policy (calute.security.policy.PolicyEngine attribute) goal (calute.cortex.agents.agent.CortexAgent attribute), [1] GORILLA (calute.types.oai_protocols.FunctionCallFormat attribute), [1] guardrails (calute.runtime.context.PromptContextBuilder attribute) (calute.runtime.features.AgentRuntimeOverrides attribute), [1] (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] guardrails_section (calute.runtime.context.PromptContext attribute), [1]

H

handle_id (calute.operators.subagents.SpawnedAgentHandle attribute), [1] has_capability() (calute.types.agent_types.Agent method) has_hooks() (calute.extensions.hooks.HookRunner method) has_pending() (calute.operators.user_prompt.UserPromptManager method) headers (calute.mcp.types.MCPServerConfig attribute), [1] HealthResponse (class in calute.api_server.models) HealthRouter (class in calute.api_server.routers) height (calute.operators.types.ImageInspectionResult attribute), [1] HERMES (calute.types.oai_protocols.FunctionCallFormat attribute), [1] HIERARCHICAL (calute.cortex.core.enums.ProcessType attribute), [1] HIGH_POWER_OPERATOR_TOOLS (in module calute.operators.config) Histogram() (in module calute.logging.structured) HISTORY (calute.calute.PromptSection attribute), [1] (calute.core.prompt_template.PromptSection attribute), [1]

HOOK (calute.extensions.plugins.PluginType attribute), [1] hook_name (calute.audit.events.HookMutationEvent attribute), [1] hook_runner (calute.runtime.context.PromptContextBuilder attribute) (calute.runtime.features.RuntimeFeaturesState attribute), [1] HookMutationEvent (class in calute.audit.events) HookRunner (class in calute.extensions.hooks) hooks (calute.extensions.plugins.RegisteredPlugin attribute), [1] HOST (calute.security.sandbox.ExecutionContext attribute), [1] HTTP (calute.mcp.types.MCPTransportType attribute) HUGGINGFACE (calute.core.config.LLMProvider attribute) human_feedback (calute.cortex.orchestration.task.CortexTask attribute), [1] (calute.cortex.orchestration.task_creator.TaskDefinition attribute), [1] human_input (calute.cortex.orchestration.task.CortexTask attribute), [1] human_input_prompt (calute.cortex.orchestration.task.CortexTask attribute), [1]

I

id (calute.api_server.models.ModelInfo attribute), [1] (calute.types.agent_types.Agent attribute), [1] (calute.types.function_execution_types.FunctionCallInfo attribute), [1] (calute.types.function_execution_types.RequestFunctionCall attribute), [1] (calute.types.function_execution_types.ToolCallStreamChunk attribute), [1] (calute.types.oai_protocols.ChatCompletionResponse attribute), [1] (calute.types.oai_protocols.ChatCompletionStreamResponse attribute), [1] (calute.types.oai_protocols.CompletionResponse attribute), [1] (calute.types.oai_protocols.CompletionStreamResponse attribute), [1] (calute.types.oai_protocols.DeltaToolCall attribute), [1] (calute.types.oai_protocols.ToolCall attribute), [1] (calute.types.tool_calls.ToolCall attribute), [1] image (calute.operators.types.ImageInspectionResult attribute), [1] (calute.security.sandbox.SandboxBackendConfig attribute), [1] (calute.types.messages.ChunkTypes attribute), [1] (calute.types.messages.ImageChunk attribute), [1] image_url (calute.types.messages.ChunkTypes attribute), [1] (calute.types.messages.ImageURLChunk attribute), [1] ImageChunk (class in calute.types.messages) ImageInspectionResult (class in calute.operators.types) ImageURL (class in calute.types.messages) ImageURLChunk (class in calute.types.messages) importance (calute.cortex.orchestration.task.CortexTask attribute), [1] (calute.cortex.orchestration.task_creator.TaskDefinition attribute), [1] importance_score (calute.memory.compat.MemoryEntry attribute), [1] importance_threshold (calute.memory.contextual_memory.ContextualMemory attribute) inc() (calute.logging.structured.DummyMetric method) include_bootstrap (calute.runtime.profiles.PromptProfileConfig attribute) include_enabled_skills (calute.runtime.profiles.PromptProfileConfig attribute) include_guardrails (calute.runtime.profiles.PromptProfileConfig attribute)

include_runtime_info (calute.runtime.profiles.PromptProfileConfig attribute) include_sandbox_info (calute.runtime.profiles.PromptProfileConfig attribute) include_skills_index (calute.runtime.profiles.PromptProfileConfig attribute) include_tools_list (calute.runtime.profiles.PromptProfileConfig attribute) include_workspace_info (calute.runtime.profiles.PromptProfileConfig attribute) index (calute.types.function_execution_types.ToolCallStreamChunk attribute), [1] (calute.types.oai_protocols.ChatCompletionResponseChoice attribute), [1] (calute.types.oai_protocols.ChatCompletionStreamResponseChoice attribute), [1] (calute.types.oai_protocols.CompletionResponseChoice attribute), [1] (calute.types.oai_protocols.CompletionStreamResponseChoice attribute), [1] (calute.types.oai_protocols.DeltaToolCall attribute), [1] INFO (calute.core.config.LogLevel attribute) info() (calute.logging.console.CaluteLogger method) InMemoryCollector (class in calute.audit.collector) InMemorySessionStore (class in calute.session.store) input_schema (calute.mcp.types.MCPTool attribute), [1] input_validator (calute.cortex.orchestration.task.CortexTask attribute), [1] instructions (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.extensions.skills.Skill attribute), [1] (calute.types.agent_types.Agent attribute), [1] interpolate_inputs() (calute.cortex.agents.agent.CortexAgent method) (calute.cortex.orchestration.task.CortexTask method) (in module calute.cortex.core.string_utils) is_available() (calute.security.sandbox.SandboxBackend method) (calute.security.sandbox_backends.docker_backend.DockerSandboxBackend method) (calute.security.sandbox_backends.subprocess_backend.SubprocessSandboxBackend method) is_complete (calute.types.function_execution_types.ToolCallStreamChunk attribute), [1] is_openai_field_name() (in module calute.types.converters) is_rate_limited() (calute.cortex.agents.agent.CortexAgent method) is_thinking (calute.types.function_execution_types.StreamChunk property)

J

json_dict (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] JSON_SCHEMA (calute.types.oai_protocols.FunctionCallFormat attribute), [1]

JSONLSinkCollector (class in calute.audit.collector) JSONProcessor (class in calute.tools.data_tools)

K

kickoff() (calute.cortex.orchestration.cortex.Cortex method)

knowledge (calute.cortex.agents.agent.CortexAgent attribute), [1] knowledge_sources (calute.cortex.agents.agent.CortexAgent attribute), [1]

L

label (calute.operators.types.UserPromptOption attribute), [1] labels() (calute.logging.structured.DummyMetric method) last_accessed (calute.memory.base.MemoryItem attribute), [1] last_input (calute.operators.subagents.SpawnedAgentHandle attribute), [1] last_output (calute.operators.subagents.SpawnedAgentHandle attribute), [1] launch() (calute.ui.application.ChainlitLauncher method) launch_application() (in module calute.ui.application) length_instructions (calute.agents.compaction_agent.CompactionAgent attribute) level (calute.core.config.LoggingConfig attribute), [1] (calute.logging.structured.CaluteLogger attribute) limit (calute.core.errors.RateLimitError attribute) LINEAR (calute.cortex.core.enums.ChainType attribute), [1] link_map (calute.operators.browser.BrowserPageState attribute), [1] list_directory() (in module calute.tools.coding_tools) list_handles() (calute.operators.subagents.SpawnedAgentManager method) list_keys() (calute.memory.storage.FileStorage method) (calute.memory.storage.MemoryStorage method) (calute.memory.storage.RAGStorage method) (calute.memory.storage.SimpleStorage method) (calute.memory.storage.SQLiteStorage method) list_operator_state() (calute.operators.state.OperatorState method) list_pages() (calute.operators.browser.BrowserManager method) list_servers() (calute.mcp.manager.MCPManager method) list_sessions() (calute.operators.pty.PTYSessionManager method) (calute.session.store.FileSessionStore method) (calute.session.store.InMemorySessionStore method) (calute.session.store.SessionManager method) (calute.session.store.SessionStore method) list_workspaces() (calute.session.workspace.WorkspaceManager method) ListDir (class in calute.tools.standalone) llm (calute.api_server.cortex_completion_service.CortexCompletionService attribute) (calute.api_server.server.CaluteAPIServer attribute) (calute.core.config.CaluteConfig attribute), [1] (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.cortex.agents.universal_agent.UniversalTaskCreator attribute) (calute.cortex.orchestration.cortex.Cortex attribute) (calute.cortex.orchestration.task_creator.TaskCreator attribute) llm_client (calute.agents.compaction_agent.CompactionAgent attribute) (calute.calute.Calute attribute) (calute.context.compaction_strategies.SummarizationStrategy attribute) (calute.context.token_counter.SmartTokenCounter attribute) LLMConfig (class in calute.core.config) (class in calute.llms.base) LLMProvider (class in calute.core.config) load() (calute.memory.storage.FileStorage method) (calute.memory.storage.MemoryStorage method) (calute.memory.storage.RAGStorage method) (calute.memory.storage.SimpleStorage method) (calute.memory.storage.SQLiteStorage method) (calute.session.replay.SessionReplay static method)

LOAD_BALANCING (calute.types.function_execution_types.AgentSwitchTrigger attribute), [1] load_config() (in module calute.core.config) load_session() (calute.session.store.FileSessionStore method) (calute.session.store.InMemorySessionStore method) (calute.session.store.SessionStore method) LOCAL (calute.core.config.LLMProvider attribute) LocalLLM (class in calute.llms.ollama) log_agent_start() (in module calute.logging.console) log_agent_switch() (calute.logging.structured.CaluteLogger method) log_delegation() (in module calute.logging.console) log_error() (in module calute.logging.console) log_file (calute.logging.structured.CaluteLogger attribute) log_function_call() (calute.logging.structured.CaluteLogger method) log_llm_request() (calute.logging.structured.CaluteLogger method) log_memory_operation() (calute.logging.structured.CaluteLogger method) log_retry() (in module calute.logging.console) log_step() (in module calute.logging.console) log_success() (in module calute.logging.console) log_task_complete() (in module calute.logging.console) log_task_start() (in module calute.logging.console) log_thinking() (in module calute.logging.console) log_warning() (in module calute.logging.console) logger (calute.api_server.cortex_completion_service.CortexCompletionService attribute) (calute.cortex.orchestration.cortex.Cortex attribute) (calute.cortex.orchestration.planner.CortexPlanner attribute) (calute.cortex.orchestration.task_creator.TaskCreator attribute) (calute.logging.console.CaluteLogger attribute) (calute.logging.structured.CaluteLogger attribute) (calute.mcp.manager.MCPManager attribute) logging (calute.core.config.CaluteConfig attribute), [1] LoggingConfig (class in calute.core.config) logit_bias (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] LogLevel (class in calute.core.config) logprobs (calute.types.oai_protocols.CompletionResponseChoice attribute), [1] (calute.types.oai_protocols.CompletionStreamResponseChoice attribute), [1] long_term (calute.cortex.agents.memory_integration.CortexMemory attribute) LONG_TERM (calute.memory.compat.MemoryType attribute) long_term (calute.memory.contextual_memory.ContextualMemory attribute) long_term_capacity (calute.cortex.orchestration.cortex.MemoryConfig attribute), [1] LongTermMemory (class in calute.memory.long_term_memory) LOOP (calute.cortex.core.enums.ChainType attribute), [1] loop_detection (calute.runtime.features.AgentRuntimeOverrides attribute), [1] (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] LoopDetectionConfig (class in calute.runtime.loop_detection) LoopDetector (class in calute.runtime.loop_detection) LoopEvent (class in calute.runtime.loop_detection) LoopSeverity (class in calute.runtime.loop_detection)

M

make_instruction_prompt() (calute.types.messages.MessagesHistory method) manage_messages() (calute.calute.Calute method) manager_agent (calute.cortex.orchestration.cortex.Cortex attribute) MANAGER_DELEGATION_TEMPLATE (calute.cortex.core.templates.PromptTemplate attribute) MANAGER_REVIEW_TEMPLATE (calute.cortex.core.templates.PromptTemplate attribute) master_fd (calute.operators.pty.PTYSession attribute), [1] MathematicalFunctions (class in calute.tools.math_tools) max_concurrent_executions (calute.core.config.ExecutorConfig attribute), [1] max_context_length (calute.cortex.orchestration.task.CortexTask attribute), [1] max_context_tokens (calute.cortex.agents.agent.CortexAgent attribute) (calute.types.agent_types.Agent attribute), [1] max_duration (calute.executors.ExecutionMetrics attribute) max_execution_time (calute.cortex.agents.agent.CortexAgent attribute), [1] max_file_size (calute.core.config.LoggingConfig attribute), [1] max_function_retries (calute.types.agent_types.Agent attribute), [1] max_input_length (calute.core.config.SecurityConfig attribute), [1] max_items (calute.memory.short_term_memory.ShortTermMemory attribute) max_iterations (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.cortex.orchestration.cortex.Cortex attribute) max_long_term (calute.core.config.MemoryConfig attribute), [1] (calute.cortex.orchestration.cortex.MemoryConfig attribute), [1] max_model_len (calute.llms.base.LLMConfig attribute), [1] max_output_length (calute.core.config.SecurityConfig attribute), [1] max_retries (calute.core.config.ExecutorConfig attribute), [1] (calute.core.config.LLMConfig attribute), [1] (calute.cortex.orchestration.task.CortexTask attribute), [1] (calute.types.function_execution_types.RequestFunctionCall attribute), [1] max_rpm (calute.cortex.agents.agent.CortexAgent attribute), [1] max_short_term (calute.core.config.MemoryConfig attribute), [1] (calute.cortex.orchestration.cortex.MemoryConfig attribute), [1] max_skill_instructions_length (calute.runtime.profiles.PromptProfileConfig attribute) max_tasks (calute.cortex.orchestration.task_creator.TaskCreator attribute) max_tokens (calute.core.config.LLMConfig attribute), [1] (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.llms.base.LLMConfig attribute), [1] (calute.types.agent_types.Agent attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] max_tool_calls_per_turn (calute.runtime.loop_detection.LoopDetectionConfig attribute), [1] max_tools_listed (calute.runtime.profiles.PromptProfileConfig attribute) max_working (calute.core.config.MemoryConfig attribute), [1] (calute.cortex.orchestration.cortex.MemoryConfig attribute), [1] maybe_finish() (calute.core.streamer_buffer.StreamerBuffer method) maybe_load_image_from_str_or_bytes() (in module calute.core.multimodal) mcp_tool_to_calute_function() (in module calute.mcp.integration) MCPClient (class in calute.mcp.client) MCPManager (class in calute.mcp.manager) MCPPrompt (class in calute.mcp.types) MCPResource (class in calute.mcp.types) MCPServerConfig (class in calute.mcp.types) MCPTool (class in calute.mcp.types) MCPTransportType (class in calute.mcp.types) memory (calute.core.config.CaluteConfig attribute), [1] (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.cortex.orchestration.cortex.Cortex attribute) (calute.cortex.orchestration.task.CortexTask attribute), [1] Memory (class in calute.memory.base) memory_enabled (calute.cortex.agents.agent.CortexAgent attribute), [1] memory_id (calute.memory.base.MemoryItem attribute), [1] memory_store (calute.calute.Calute attribute) (calute.tools.memory_tool.MemoryToolContext attribute) memory_type (calute.cortex.orchestration.cortex.Cortex attribute) (calute.memory.base.MemoryItem attribute), [1] (calute.memory.compat.MemoryEntry attribute), [1] MemoryConfig (class in calute.core.config) (class in calute.cortex.orchestration.cortex) MemoryEntry (class in calute.memory.compat) MemoryItem (class in calute.memory.base) MemoryOperation (class in calute.tools.memory_tool) MemoryStorage (class in calute.memory.storage) MemoryStore (class in calute.memory.compat) MemoryToolContext (class in calute.tools.memory_tool) MemoryType (class in calute.memory.compat) merge() (calute.core.config.CaluteConfig method) merge_chunk() (in module calute.core.utils) merge_fields() (in module calute.core.utils) merge_operator_tools() (calute.runtime.features.RuntimeFeaturesState method) merge_plugin_tools() (calute.runtime.features.RuntimeFeaturesState method) message (calute.core.errors.AgentError attribute) (calute.core.errors.CaluteError attribute) (calute.core.errors.CaluteMemoryError attribute) (calute.core.errors.ClientError attribute) (calute.core.errors.ConfigurationError attribute) (calute.core.errors.FunctionExecutionError attribute) (calute.core.errors.ValidationError attribute) (calute.cortex.orchestration.task.TaskValidationError attribute) (calute.types.function_execution_types.FunctionDetection attribute), [1] (calute.types.function_execution_types.ReinvokeSignal attribute), [1] (calute.types.oai_protocols.ChatCompletionResponseChoice attribute), [1] MessageConverter (class in calute.api_server.converters) messages (calute.types.messages.MessagesHistory attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] MessagesHistory (class in calute.types.messages) meta (calute.extensions.plugins.RegisteredPlugin attribute), [1] metadata (calute.audit.events.AuditEvent attribute), [1] (calute.extensions.skills.Skill attribute), [1] (calute.memory.base.MemoryItem attribute), [1] (calute.session.models.SessionRecord attribute), [1] (calute.session.models.ToolCallRecord attribute) (calute.session.models.TurnRecord attribute), [1] (calute.session.workspace.WorkspaceIdentity attribute), [1] metrics_endpoint (calute.core.config.ObservabilityConfig attribute), [1] mime_type (calute.mcp.types.MCPResource attribute), [1] min_duration (calute.executors.ExecutionMetrics attribute) min_p (calute.llms.base.LLMConfig attribute), [1] (calute.types.agent_types.Agent attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] MINIMAL (calute.runtime.profiles.PromptProfile attribute) missing (calute.extensions.dependency.ResolveResult attribute), [1] mode (calute.operators.types.ImageInspectionResult attribute), [1] (calute.security.sandbox.SandboxConfig attribute), [1] model (calute.context.compaction_strategies.BaseCompactionStrategy attribute) (calute.context.token_counter.SmartTokenCounter attribute) (calute.core.config.LLMConfig attribute), [1] (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.cortex.orchestration.task_creator.TaskCreator attribute) (calute.llms.base.LLMConfig attribute), [1] (calute.types.agent_types.Agent attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.ChatCompletionResponse attribute), [1] (calute.types.oai_protocols.ChatCompletionStreamResponse attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionResponse attribute), [1] (calute.types.oai_protocols.CompletionStreamResponse attribute), [1] (calute.types.oai_protocols.CountTokenRequest attribute), [1] model_config (calute.api_server.models.HealthResponse attribute) (calute.api_server.models.ModelInfo attribute) (calute.api_server.models.ModelsResponse attribute) (calute.core.config.CaluteConfig attribute) (calute.core.config.ExecutorConfig attribute) (calute.core.config.LLMConfig attribute) (calute.core.config.LoggingConfig attribute) (calute.core.config.MemoryConfig attribute) (calute.core.config.ObservabilityConfig attribute) (calute.core.config.SecurityConfig attribute) (calute.core.utils.CaluteBase attribute), [1] (calute.types.agent_types.Agent attribute) (calute.types.agent_types.Result attribute) (calute.types.messages.AssistantMessage attribute) (calute.types.messages.BaseContentChunk attribute) (calute.types.messages.BaseMessage attribute) (calute.types.messages.ImageChunk attribute) (calute.types.messages.ImageURL attribute) (calute.types.messages.ImageURLChunk attribute) (calute.types.messages.MessagesHistory attribute) (calute.types.messages.SystemMessage attribute) (calute.types.messages.TextChunk attribute) (calute.types.messages.ToolMessage attribute) (calute.types.messages.UserMessage attribute) (calute.types.oai_protocols.ChatCompletionRequest attribute) (calute.types.oai_protocols.ChatCompletionResponse attribute) (calute.types.oai_protocols.ChatCompletionResponseChoice attribute) (calute.types.oai_protocols.ChatCompletionStreamResponse attribute) (calute.types.oai_protocols.ChatCompletionStreamResponseChoice attribute) (calute.types.oai_protocols.ChatMessage attribute) (calute.types.oai_protocols.CompletionLogprobs attribute) (calute.types.oai_protocols.CompletionRequest attribute) (calute.types.oai_protocols.CompletionResponse attribute) (calute.types.oai_protocols.CompletionResponseChoice attribute) (calute.types.oai_protocols.CompletionStreamResponse attribute) (calute.types.oai_protocols.CompletionStreamResponseChoice attribute) (calute.types.oai_protocols.CountTokenRequest attribute) (calute.types.oai_protocols.DeltaFunctionCall attribute) (calute.types.oai_protocols.DeltaMessage attribute) (calute.types.oai_protocols.DeltaToolCall attribute) (calute.types.oai_protocols.ExtractedToolCallInformation attribute) (calute.types.oai_protocols.Function attribute) (calute.types.oai_protocols.FunctionCall attribute) (calute.types.oai_protocols.FunctionDefinition attribute) (calute.types.oai_protocols.OpenAIBaseModel attribute) (calute.types.oai_protocols.Tool attribute) (calute.types.oai_protocols.ToolCall attribute) (calute.types.oai_protocols.ToolDefinition attribute) (calute.types.oai_protocols.UsageInfo attribute) (calute.types.tool_calls.Function attribute) (calute.types.tool_calls.FunctionCall attribute) (calute.types.tool_calls.Tool attribute) (calute.types.tool_calls.ToolCall attribute)

model_metadata (calute.llms.base.LLMConfig attribute), [1] ModelInfo (class in calute.api_server.models) ModelsResponse (class in calute.api_server.models) ModelsRouter (class in calute.api_server.routers) module calute.agents._coder_agent calute.agents._data_analyst_agent calute.agents._planner_agent calute.agents._researcher_agent calute.agents.auto_compact_agent calute.agents.compaction_agent calute.api_server.completion_service calute.api_server.converters calute.api_server.cortex_completion_service calute.api_server.models calute.api_server.routers calute.api_server.server calute.audit.collector calute.audit.emitter calute.audit.events calute.calute calute.context.compaction_strategies calute.context.token_counter calute.core.basics calute.core.config calute.core.errors calute.core.multimodal calute.core.prompt_template calute.core.streamer_buffer calute.core.utils calute.cortex.agents.agent calute.cortex.agents.memory_integration calute.cortex.agents.universal_agent calute.cortex.core.enums calute.cortex.core.string_utils calute.cortex.core.templates calute.cortex.core.tool calute.cortex.orchestration.cortex calute.cortex.orchestration.dynamic calute.cortex.orchestration.planner calute.cortex.orchestration.task calute.cortex.orchestration.task_creator calute.executors calute.extensions.dependency calute.extensions.hooks calute.extensions.plugins calute.extensions.skills calute.llms.anthropic calute.llms.base calute.llms.gemini calute.llms.ollama calute.llms.openai calute.logging.console calute.logging.structured calute.mcp.client calute.mcp.integration calute.mcp.manager calute.mcp.types calute.memory.base calute.memory.compat calute.memory.contextual_memory calute.memory.entity_memory calute.memory.long_term_memory calute.memory.short_term_memory calute.memory.storage calute.memory.user_memory calute.operators.browser calute.operators.config calute.operators.helpers calute.operators.plans calute.operators.pty calute.operators.state calute.operators.subagents calute.operators.types calute.operators.user_prompt calute.runtime.context calute.runtime.features calute.runtime.loop_detection calute.runtime.profiles calute.security.policy calute.security.sandbox calute.security.sandbox_backends.docker_backend calute.security.sandbox_backends.subprocess_backend calute.session.models calute.session.replay calute.session.store calute.session.workspace calute.tools.ai_tools calute.tools.coding_tools calute.tools.data_tools calute.tools.duckduckgo_engine calute.tools.math_tools calute.tools.memory_tool calute.tools.standalone calute.tools.system_tools calute.tools.web_tools calute.types.agent_types calute.types.converters calute.types.function_execution_types calute.types.messages calute.types.oai_protocols calute.types.tool_calls calute.ui.application calute.ui.themes mount_paths (calute.security.sandbox.SandboxBackendConfig attribute), [1] mount_readonly (calute.security.sandbox.SandboxBackendConfig attribute), [1] move_file() (in module calute.tools.coding_tools) mutated_field (calute.audit.events.HookMutationEvent attribute), [1]

N

n (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] name (calute.cortex.core.tool.CortexTool attribute), [1] (calute.extensions.dependency.DependencySpec attribute), [1] (calute.extensions.plugins.PluginConflictError attribute) (calute.extensions.plugins.PluginMeta attribute), [1] (calute.extensions.skills.Skill property) (calute.extensions.skills.SkillMetadata attribute), [1] (calute.logging.structured.CaluteLogger attribute) (calute.mcp.types.MCPPrompt attribute), [1] (calute.mcp.types.MCPResource attribute), [1] (calute.mcp.types.MCPServerConfig attribute), [1] (calute.mcp.types.MCPTool attribute), [1] (calute.session.workspace.WorkspaceIdentity attribute), [1] (calute.types.agent_types.Agent attribute), [1] (calute.types.function_execution_types.AgentCapability attribute), [1] (calute.types.function_execution_types.FunctionCallInfo attribute), [1] (calute.types.function_execution_types.RequestFunctionCall attribute), [1] (calute.types.oai_protocols.ChatMessage attribute), [1] (calute.types.oai_protocols.DeltaFunctionCall attribute), [1] (calute.types.oai_protocols.Function attribute), [1] (calute.types.oai_protocols.FunctionCall attribute), [1] (calute.types.oai_protocols.FunctionDefinition attribute), [1] (calute.types.tool_calls.Function attribute), [1] (calute.types.tool_calls.FunctionCall attribute), [1]

next_task (calute.cortex.orchestration.task.ChainLink attribute), [1] NONE (calute.runtime.profiles.PromptProfile attribute) none (calute.types.tool_calls.ToolChoice attribute), [1] NOUS (calute.types.oai_protocols.FunctionCallFormat attribute), [1] now_iso() (in module calute.operators.types) NumberTheory (class in calute.tools.math_tools)

O

object (calute.api_server.models.ModelInfo attribute), [1] (calute.api_server.models.ModelsResponse attribute), [1] (calute.types.oai_protocols.ChatCompletionResponse attribute), [1] (calute.types.oai_protocols.ChatCompletionStreamResponse attribute), [1] (calute.types.oai_protocols.CompletionResponse attribute), [1] (calute.types.oai_protocols.CompletionStreamResponse attribute), [1] objective (calute.cortex.orchestration.planner.ExecutionPlan attribute), [1] (calute.cortex.orchestration.task_creator.TaskCreationPlan attribute), [1] observability (calute.core.config.CaluteConfig attribute), [1] ObservabilityConfig (class in calute.core.config) observe() (calute.logging.structured.DummyMetric method) OFF (calute.security.sandbox.SandboxMode attribute), [1] OK (calute.runtime.loop_detection.LoopSeverity attribute), [1] OllamaLLM (class in calute.llms.ollama) open() (calute.operators.browser.BrowserManager method) OPENAI (calute.core.config.LLMProvider attribute) (calute.types.oai_protocols.FunctionCallFormat attribute), [1] OpenAIBaseModel (class in calute.types.oai_protocols) OpenAILLM (class in calute.llms.openai) operation (calute.core.errors.CaluteMemoryError attribute) (calute.core.errors.CaluteTimeoutError attribute)

operator (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] operator_state (calute.runtime.features.RuntimeFeaturesState attribute), [1] operator_tool() (in module calute.operators.helpers) OperatorPlanState (class in calute.operators.types) OperatorPlanStep (class in calute.operators.types) OperatorRuntimeConfig (class in calute.operators.config) OperatorState (class in calute.operators.state) optional_tools (calute.security.policy.ToolPolicy attribute), [1] options (calute.operators.types.PendingUserPrompt attribute), [1] orchestrator (calute.calute.Calute attribute) original_error (calute.core.errors.ClientError attribute) (calute.core.errors.FunctionExecutionError attribute) output (calute.cortex.orchestration.task.CortexTask property) (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] output_file (calute.cortex.orchestration.task.CortexTask attribute), [1] output_format_preference (calute.cortex.agents.agent.CortexAgent attribute), [1] output_json (calute.cortex.orchestration.task.CortexTask attribute), [1] output_pydantic (calute.cortex.orchestration.task.CortexTask attribute), [1] owned_by (calute.api_server.models.ModelInfo attribute), [1]

P

PARALLEL (calute.cortex.core.enums.ProcessType attribute), [1] (calute.types.function_execution_types.FunctionCallStrategy attribute), [1] parallel_tool_calls (calute.types.agent_types.Agent attribute), [1] parameters (calute.cortex.core.tool.CortexTool attribute), [1] (calute.types.oai_protocols.Function attribute), [1] (calute.types.oai_protocols.FunctionDefinition attribute), [1] (calute.types.tool_calls.Function attribute), [1] parse_dependency() (in module calute.extensions.dependency) parse_skill_md() (in module calute.extensions.skills) parse_tool_calls() (calute.llms.anthropic.AnthropicLLM method) (calute.llms.base.BaseLLM method) (calute.llms.gemini.GeminiLLM method) (calute.llms.ollama.OllamaLLM method) (calute.llms.openai.OpenAILLM method) PARTIAL (calute.types.function_execution_types.ExecutionStatus attribute), [1] path (calute.operators.types.ImageInspectionResult attribute), [1] pattern (calute.audit.events.ToolLoopBlockEvent attribute), [1] (calute.audit.events.ToolLoopWarningEvent attribute), [1] (calute.runtime.loop_detection.LoopEvent attribute), [1] PENDING (calute.types.function_execution_types.ExecutionStatus attribute), [1] PendingUserPrompt (class in calute.operators.types) performance_metrics (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] performance_score (calute.types.function_execution_types.AgentCapability attribute), [1] persistence_path (calute.core.config.MemoryConfig attribute), [1] (calute.cortex.orchestration.cortex.MemoryConfig attribute), [1] PERSONA (calute.calute.PromptSection attribute), [1] (calute.core.prompt_template.PromptSection attribute), [1] pingpong_critical (calute.runtime.loop_detection.LoopDetectionConfig attribute), [1] pingpong_warning (calute.runtime.loop_detection.LoopDetectionConfig attribute), [1] PIPELINE (calute.types.function_execution_types.FunctionCallStrategy attribute), [1] placeholder (calute.operators.types.PendingUserPrompt attribute), [1] plan_id (calute.cortex.orchestration.planner.ExecutionPlan attribute), [1] (calute.cortex.orchestration.task_creator.TaskCreationPlan attribute), [1] plan_manager (calute.operators.state.OperatorState attribute) PLANNED (calute.cortex.core.enums.ProcessType attribute), [1] planner (calute.cortex.orchestration.cortex.Cortex attribute) planner_agent (calute.cortex.orchestration.planner.CortexPlanner attribute) PLANNER_TEMPLATE (calute.cortex.core.templates.PromptTemplate attribute) planning_model (calute.cortex.orchestration.planner.CortexPlanner attribute) PlanStateManager (class in calute.operators.plans) PlanStep (class in calute.cortex.orchestration.planner) platform (calute.runtime.context.RuntimeInfo attribute), [1] plugin_dirs (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] plugin_names (calute.extensions.plugins.PluginRegistry property) plugin_registry (calute.runtime.context.PromptContextBuilder attribute) (calute.runtime.features.RuntimeFeaturesState attribute), [1] plugin_type (calute.extensions.plugins.PluginMeta attribute), [1] PluginConflictError PluginMeta (class in calute.extensions.plugins) PluginRegistry (class in calute.extensions.plugins) plugins (calute.core.config.CaluteConfig attribute), [1] PluginType (class in calute.extensions.plugins) policy (calute.runtime.features.AgentRuntimeOverrides attribute), [1] (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] policy_source (calute.audit.events.ToolPolicyDecisionEvent attribute), [1] PolicyAction (class in calute.security.policy) PolicyEngine (class in calute.security.policy) pop_context() (calute.memory.contextual_memory.ContextualMemory method) power_tools_enabled (calute.operators.config.OperatorRuntimeConfig attribute), [1] pre_execution_callback (calute.cortex.orchestration.task.CortexTask attribute), [1] prefix (calute.types.messages.AssistantMessage attribute), [1]

presence_penalty (calute.core.config.LLMConfig attribute), [1] (calute.llms.base.LLMConfig attribute), [1] (calute.types.agent_types.Agent attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] preserve_recent (calute.context.compaction_strategies.BaseCompactionStrategy attribute) preserve_recent_messages (calute.cortex.agents.agent.CortexAgent attribute) (calute.types.agent_types.Agent attribute), [1] preserve_system (calute.context.compaction_strategies.BaseCompactionStrategy attribute) preserve_system_prompt (calute.cortex.agents.agent.CortexAgent attribute) (calute.types.agent_types.Agent attribute), [1] PRIORITY_BASED (calute.types.function_execution_types.CompactionStrategy attribute), [1] priority_scorer (calute.context.compaction_strategies.PriorityBasedStrategy attribute) PriorityBasedStrategy (class in calute.context.compaction_strategies) PROCEDURAL (calute.memory.compat.MemoryType attribute) process (calute.cortex.orchestration.cortex.Cortex attribute) (calute.mcp.client.MCPClient attribute) (calute.operators.pty.PTYSession attribute), [1] process_streaming_response() (calute.llms.anthropic.AnthropicLLM method) (calute.llms.base.BaseLLM method) (calute.llms.gemini.GeminiLLM method) (calute.llms.ollama.OllamaLLM method) (calute.llms.openai.OpenAILLM method) processing_time (calute.types.oai_protocols.UsageInfo attribute), [1] ProcessManager (class in calute.tools.system_tools) ProcessType (class in calute.cortex.core.enums) PRODUCTION (calute.core.config.EnvironmentType attribute) profile (calute.runtime.profiles.PromptProfileConfig attribute) progress (calute.types.function_execution_types.FunctionExecutionStart attribute), [1] promotion_threshold (calute.memory.contextual_memory.ContextualMemory attribute) PROMPT (calute.calute.PromptSection attribute), [1] (calute.core.prompt_template.PromptSection attribute), [1] prompt (calute.session.models.TurnRecord attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] prompt_context (calute.cortex.orchestration.task.CortexTask attribute), [1] prompt_preview (calute.audit.events.TurnStartEvent attribute), [1] prompt_profile (calute.operators.subagents.SpawnedAgentHandle attribute), [1] (calute.runtime.features.AgentRuntimeOverrides attribute), [1] prompt_tokens (calute.types.oai_protocols.UsageInfo attribute), [1] PromptContext (class in calute.runtime.context) PromptContextBuilder (class in calute.runtime.context) PromptProfile (class in calute.runtime.profiles) PromptProfileConfig (class in calute.runtime.profiles) prompts (calute.mcp.client.MCPClient attribute) PromptSection (class in calute.calute) (class in calute.core.prompt_template) PromptTemplate (class in calute.calute) (class in calute.core.prompt_template) (class in calute.cortex.core.templates) provider (calute.context.token_counter.SmartTokenCounter attribute) (calute.core.config.LLMConfig attribute), [1] PROVIDER (calute.extensions.plugins.PluginType attribute), [1] provider (calute.extensions.plugins.RegisteredPlugin attribute), [1] ProviderTokenCounter (class in calute.context.token_counter) pty_manager (calute.operators.state.OperatorState attribute) PTYSession (class in calute.operators.pty) PTYSessionManager (class in calute.operators.pty) push_context() (calute.memory.contextual_memory.ContextualMemory method) put() (calute.core.streamer_buffer.StreamerBuffer method) pydantic_output (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] python_version (calute.runtime.context.RuntimeInfo attribute), [1]

Q

question (calute.operators.types.PendingUserPrompt attribute), [1]

queue (calute.operators.subagents.SpawnedAgentHandle attribute), [1] QWEN (calute.types.oai_protocols.FunctionCallFormat attribute), [1]

R

RAGStorage (class in calute.memory.storage) rate_limit_per_hour (calute.core.config.SecurityConfig attribute), [1] rate_limit_per_minute (calute.core.config.SecurityConfig attribute), [1] RateLimitError raw (calute.extensions.dependency.VersionConstraint attribute) raw_output (calute.cortex.orchestration.cortex.CortexOutput attribute), [1] (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] read_file() (in module calute.tools.coding_tools) read_resource() (calute.mcp.client.MCPClient method) (calute.mcp.manager.MCPManager method) ReadFile (class in calute.tools.standalone) reason (calute.audit.events.SandboxDecisionEvent attribute), [1] (calute.security.sandbox.ExecutionDecision attribute), [1] (calute.session.models.AgentTransitionRecord attribute), [1] (calute.types.function_execution_types.AgentSwitch attribute), [1] reasoning_content (calute.types.function_execution_types.Completion attribute), [1] (calute.types.function_execution_types.ResponseResult attribute), [1] (calute.types.function_execution_types.StreamChunk attribute), [1] reasoning_section (calute.runtime.context.PromptContext attribute), [1] record_agent_transition() (calute.session.store.SessionManager method) record_call() (calute.runtime.loop_detection.LoopDetector method) record_compaction() (calute.agents.auto_compact_agent.AutoCompactAgent method) record_execution() (calute.executors.ExecutionMetrics method) record_turn() (calute.session.store.SessionManager method) ref_id (calute.operators.browser.BrowserPageState attribute), [1] register() (calute.executors.EnhancedFunctionRegistry method) (calute.executors.FunctionRegistry method) (calute.extensions.hooks.HookRunner method) (calute.extensions.skills.SkillRegistry method) register_agent() (calute.api_server.server.CaluteAPIServer method) (calute.calute.Calute method) (calute.executors.AgentOrchestrator method) (calute.executors.EnhancedAgentOrchestrator method) register_cortex_agent() (calute.api_server.server.CaluteAPIServer method) register_hook() (calute.extensions.plugins.PluginRegistry method) register_plugin() (calute.extensions.plugins.PluginRegistry method) register_provider() (calute.extensions.plugins.PluginRegistry method) register_switch_trigger() (calute.executors.AgentOrchestrator method) (calute.executors.EnhancedAgentOrchestrator method) register_tool() (calute.extensions.plugins.PluginRegistry method) RegisteredPlugin (class in calute.extensions.plugins) REGISTRY (in module calute.core.basics) reinvoke_after_function (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.cortex.orchestration.cortex.Cortex attribute) REINVOKE_FOLLOWUP_INSTRUCTION (calute.calute.Calute attribute) reinvoked (calute.types.function_execution_types.ResponseResult attribute), [1] (calute.types.function_execution_types.StreamChunk attribute), [1] ReinvokeSignal (class in calute.types.function_execution_types) relationships (calute.memory.entity_memory.EntityMemory attribute) relevance_score (calute.memory.base.MemoryItem attribute), [1] remove_agent_policy() (calute.security.policy.PolicyEngine method) remove_dependency() (calute.cortex.orchestration.task.CortexTask method) remove_server() (calute.mcp.manager.MCPManager method) render() (calute.cortex.core.templates.PromptTemplate method) render_agent_prompt() (calute.cortex.core.templates.PromptTemplate method) render_consensus() (calute.cortex.core.templates.PromptTemplate method) render_manager_delegation() (calute.cortex.core.templates.PromptTemplate method) render_manager_review() (calute.cortex.core.templates.PromptTemplate method) render_planner() (calute.cortex.core.templates.PromptTemplate method) render_step_execution() (calute.cortex.core.templates.PromptTemplate method) render_task_prompt() (calute.cortex.core.templates.PromptTemplate method) repetition_penalty (calute.core.config.LLMConfig attribute), [1] (calute.llms.base.LLMConfig attribute), [1] (calute.types.agent_types.Agent attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] ReplayView (class in calute.session.replay) request() (calute.operators.user_prompt.UserPromptManager method) request_id (calute.operators.types.PendingUserPrompt attribute), [1]

RequestFunctionCall (class in calute.types.function_execution_types) required_tools (calute.extensions.skills.SkillMetadata attribute), [1] reset() (calute.runtime.loop_detection.LoopDetector method) reset_all() (calute.cortex.agents.memory_integration.CortexMemory method) reset_short_term() (calute.cortex.agents.memory_integration.CortexMemory method) reset_stats() (calute.cortex.agents.agent.CortexAgent method) (calute.cortex.orchestration.task.CortexTask method) resolution_order (calute.extensions.dependency.ResolveResult attribute), [1] resolve() (calute.extensions.dependency.DependencyResolver method) ResolveResult (class in calute.extensions.dependency) resource (calute.core.errors.RateLimitError attribute) resources (calute.extensions.skills.SkillMetadata attribute), [1] (calute.mcp.client.MCPClient attribute) resources_dir (calute.extensions.skills.Skill attribute), [1] response (calute.types.function_execution_types.ResponseResult attribute), [1] response_content (calute.session.models.TurnRecord attribute), [1] ResponseResult (class in calute.types.function_execution_types) result (calute.session.models.ToolCallRecord attribute), [1] (calute.types.function_execution_types.ExecutionResult attribute), [1] (calute.types.function_execution_types.FunctionExecutionComplete attribute), [1] (calute.types.function_execution_types.RequestFunctionCall attribute), [1] Result (class in calute.types.agent_types) result_holder (calute.core.streamer_buffer.StreamerBuffer attribute) result_preview (calute.audit.events.ToolCallCompleteEvent attribute), [1] resume() (calute.operators.subagents.SpawnedAgentManager method) retention_days (calute.memory.long_term_memory.LongTermMemory attribute) RETRIEVE (calute.tools.memory_tool.MemoryOperation attribute), [1] retrieve() (calute.memory.base.Memory method) (calute.memory.contextual_memory.ContextualMemory method) (calute.memory.entity_memory.EntityMemory method) (calute.memory.long_term_memory.LongTermMemory method) (calute.memory.short_term_memory.ShortTermMemory method) retrieve_memories() (calute.memory.compat.MemoryStore method) retrieve_recent() (calute.memory.compat.MemoryStore method) retry_after (calute.core.errors.RateLimitError attribute) retry_attempts (calute.llms.base.LLMConfig attribute), [1] retry_conditions (calute.cortex.orchestration.task.CortexTask attribute), [1] retry_count (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] (calute.types.function_execution_types.RequestFunctionCall attribute), [1] retry_delay (calute.core.config.ExecutorConfig attribute), [1] RetryPolicy (class in calute.executors) revision (calute.operators.types.OperatorPlanState attribute), [1] role (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.types.messages.AssistantMessage attribute), [1] (calute.types.messages.BaseMessage attribute), [1] (calute.types.messages.SystemMessage attribute), [1] (calute.types.messages.ToolMessage attribute), [1] (calute.types.messages.UserMessage attribute), [1] (calute.types.oai_protocols.ChatMessage attribute), [1] (calute.types.oai_protocols.DeltaMessage attribute), [1] Roles (class in calute.types.messages) root_path (calute.session.workspace.WorkspaceIdentity attribute), [1] router (calute.api_server.routers.ChatRouter attribute) (calute.api_server.routers.CortexChatRouter attribute) (calute.api_server.routers.HealthRouter attribute) (calute.api_server.routers.ModelsRouter attribute) (calute.api_server.routers.UnifiedChatRouter attribute) RSSReader (class in calute.tools.web_tools) RULES (calute.calute.PromptSection attribute), [1] (calute.core.prompt_template.PromptSection attribute), [1] rules (calute.types.agent_types.Agent attribute), [1] run() (calute.api_server.server.CaluteAPIServer method) (calute.calute.Calute method) (calute.extensions.hooks.HookRunner method) run_sync() (in module calute.core.utils) runtime_section (calute.runtime.context.PromptContext attribute), [1] runtime_state (calute.operators.state.OperatorState attribute) RuntimeFeaturesConfig (class in calute.runtime.features) RuntimeFeaturesState (class in calute.runtime.features) RuntimeInfo (class in calute.runtime.context)

S

SAFE_OPERATOR_TOOLS (in module calute.operators.config) SafeSearch (calute.tools.duckduckgo_engine.DuckDuckGoSearch attribute), [1] same_call_critical (calute.runtime.loop_detection.LoopDetectionConfig attribute), [1] same_call_warning (calute.runtime.loop_detection.LoopDetectionConfig attribute), [1] sandbox (calute.runtime.features.AgentRuntimeOverrides attribute), [1] (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] SANDBOX (calute.security.sandbox.ExecutionContext attribute), [1] sandbox_backend (calute.runtime.features.RuntimeFeaturesState attribute), [1] sandbox_config (calute.runtime.context.PromptContextBuilder attribute) sandbox_context (calute.session.models.ToolCallRecord attribute), [1] sandbox_memory_limit_mb (calute.security.sandbox.SandboxConfig attribute), [1] sandbox_network_access (calute.security.sandbox.SandboxConfig attribute), [1] sandbox_section (calute.runtime.context.PromptContext attribute), [1] sandbox_timeout (calute.security.sandbox.SandboxConfig attribute), [1] SandboxBackend (class in calute.security.sandbox) SandboxBackendConfig (class in calute.security.sandbox) SandboxConfig (class in calute.security.sandbox) SandboxDecisionEvent (class in calute.audit.events) sandboxed_tools (calute.security.sandbox.SandboxConfig attribute), [1] SandboxExecutionUnavailableError SandboxMode (class in calute.security.sandbox) SandboxRouter (class in calute.security.sandbox) satisfied (calute.extensions.dependency.ResolveResult attribute), [1] satisfies() (calute.extensions.dependency.VersionConstraint method) SAVE (calute.tools.memory_tool.MemoryOperation attribute), [1] save() (calute.memory.base.Memory method) (calute.memory.contextual_memory.ContextualMemory method) (calute.memory.entity_memory.EntityMemory method) (calute.memory.long_term_memory.LongTermMemory method) (calute.memory.short_term_memory.ShortTermMemory method) (calute.memory.storage.FileStorage method) (calute.memory.storage.MemoryStorage method) (calute.memory.storage.RAGStorage method) (calute.memory.storage.SimpleStorage method) (calute.memory.storage.SQLiteStorage method) save_agent_interaction() (calute.cortex.agents.memory_integration.CortexMemory method) save_cortex_decision() (calute.cortex.agents.memory_integration.CortexMemory method) save_memory() (calute.cortex.orchestration.cortex.Cortex method) (calute.memory.user_memory.UserMemory method) (in module calute.tools.memory_tool) save_session() (calute.session.store.FileSessionStore method) (calute.session.store.InMemorySessionStore method) (calute.session.store.SessionStore method) save_task_result() (calute.cortex.agents.memory_integration.CortexMemory method) save_to_memory (calute.cortex.orchestration.task.CortexTask attribute), [1] screenshot() (calute.operators.browser.BrowserManager method) SEARCH (calute.extensions.plugins.PluginType attribute), [1] (calute.tools.memory_tool.MemoryOperation attribute), [1] search() (calute.extensions.skills.SkillRegistry method) (calute.memory.base.Memory method) (calute.memory.contextual_memory.ContextualMemory method) (calute.memory.entity_memory.EntityMemory method) (calute.memory.long_term_memory.LongTermMemory method) (calute.memory.short_term_memory.ShortTermMemory method) search_memory() (in module calute.tools.memory_tool) search_multiple_sources() (calute.tools.duckduckgo_engine.DuckDuckGoSearch method) (calute.tools.duckduckgo_engine.DuckDuckGoSearch static method) search_similar() (calute.memory.storage.RAGStorage method) search_user_memory() (calute.memory.user_memory.UserMemory method) SearchType (calute.tools.duckduckgo_engine.DuckDuckGoSearch attribute), [1] section_order (calute.calute.PromptTemplate attribute), [1] (calute.core.prompt_template.PromptTemplate attribute), [1] sections (calute.calute.PromptTemplate attribute), [1] (calute.core.prompt_template.PromptTemplate attribute), [1] security (calute.core.config.CaluteConfig attribute), [1] security_config (calute.cortex.orchestration.task.CortexTask attribute), [1] SecurityConfig (class in calute.core.config) SEMANTIC (calute.memory.compat.MemoryType attribute) send_input() (calute.operators.subagents.SpawnedAgentManager method) SEP (calute.calute.Calute attribute), [1] SEQUENTIAL (calute.cortex.core.enums.ProcessType attribute), [1] sequential (calute.cortex.orchestration.task_creator.TaskCreationPlan attribute), [1] SEQUENTIAL (calute.types.function_execution_types.FunctionCallStrategy attribute), [1] SerializableImage (in module calute.core.multimodal) serialize_image_to_byte_str() (in module calute.core.multimodal) server_name (calute.mcp.types.MCPPrompt attribute), [1] (calute.mcp.types.MCPResource attribute), [1] (calute.mcp.types.MCPTool attribute), [1] servers (calute.mcp.manager.MCPManager attribute) service_name (calute.core.config.ObservabilityConfig attribute), [1] service_version (calute.core.config.ObservabilityConfig attribute), [1] session (calute.session.replay.ReplayView attribute) session_id (calute.audit.emitter.AuditEmitter property) (calute.audit.events.AuditEvent attribute), [1] (calute.mcp.client.MCPClient attribute) (calute.operators.pty.PTYSession attribute), [1] (calute.session.models.SessionRecord attribute), [1] session_store (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] SessionId (in module calute.session.models) SessionManager (class in calute.session.store) SessionRecord (class in calute.session.models) SessionReplay (class in calute.session.replay) SessionStore (class in calute.session.store) set_agent_policy() (calute.security.policy.PolicyEngine method) set_callback() (calute.cortex.orchestration.task.CortexTask method) set_config() (in module calute.core.config) set_global_policy() (calute.security.policy.PolicyEngine method) set_json_output_model() (calute.cortex.orchestration.task.CortexTask method) set_level() (calute.logging.console.CaluteLogger method) set_model() (calute.types.agent_types.Agent method) set_power_tools_enabled() (calute.operators.state.OperatorState method) set_sampling_params() (calute.types.agent_types.Agent method) set_security_config() (calute.cortex.orchestration.task.CortexTask method) set_step_callback() (calute.cortex.agents.agent.CortexAgent method) set_verbosity() (in module calute.logging.console) setup_chainlit_theme() (in module calute.ui.themes) severity (calute.audit.events.AuditEvent attribute), [1] (calute.audit.events.ErrorEvent attribute), [1] (calute.audit.events.ToolCallFailureEvent attribute), [1] (calute.audit.events.ToolLoopBlockEvent attribute), [1] (calute.audit.events.ToolLoopWarningEvent attribute), [1] (calute.runtime.loop_detection.LoopEvent attribute), [1] severity_level (calute.audit.events.ToolLoopWarningEvent attribute), [1] shell_default_max_output_chars (calute.operators.config.OperatorRuntimeConfig attribute), [1] shell_default_workdir (calute.operators.config.OperatorRuntimeConfig attribute), [1] shell_default_yield_ms (calute.operators.config.OperatorRuntimeConfig attribute), [1] short_term (calute.cortex.agents.memory_integration.CortexMemory attribute) SHORT_TERM (calute.memory.compat.MemoryType attribute) short_term (calute.memory.contextual_memory.ContextualMemory attribute) short_term_capacity (calute.cortex.orchestration.cortex.MemoryConfig attribute), [1] ShortTermMemory (class in calute.memory.short_term_memory) should_switch_agent() (calute.executors.AgentOrchestrator method) (calute.executors.EnhancedAgentOrchestrator method) SimpleStorage (class in calute.memory.storage) Skill (class in calute.extensions.skills) skill_dirs (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] skill_names (calute.extensions.skills.SkillRegistry property) skill_registry (calute.runtime.context.PromptContextBuilder attribute) (calute.runtime.features.RuntimeFeaturesState attribute), [1]

SkillMetadata (class in calute.extensions.skills) SkillRegistry (class in calute.extensions.skills) skills_section (calute.runtime.context.PromptContext attribute), [1] SLIDING_WINDOW (calute.types.function_execution_types.CompactionStrategy attribute), [1] SlidingWindowStrategy (class in calute.context.compaction_strategies) SmartTokenCounter (class in calute.context.token_counter) snapshot() (calute.operators.subagents.SpawnedAgentHandle method) source_agent_id (calute.operators.subagents.SpawnedAgentHandle attribute), [1] source_path (calute.extensions.skills.Skill attribute), [1] span() (calute.logging.structured.CaluteLogger method) spawn() (calute.operators.subagents.SpawnedAgentManager method) SpawnedAgentHandle (class in calute.operators.subagents) SpawnedAgentManager (class in calute.operators.subagents) SPEECH (calute.extensions.plugins.PluginType attribute), [1] SQLiteStorage (class in calute.memory.storage) SSE (calute.mcp.types.MCPTransportType attribute) sse_read_timeout (calute.mcp.types.MCPServerConfig attribute), [1] STAGING (calute.core.config.EnvironmentType attribute) start_session() (calute.session.store.SessionManager method) started_at (calute.session.models.TurnRecord attribute), [1] state (calute.operators.plans.PlanStateManager property) static_call() (calute.tools.ai_tools.EntityExtractor method) (calute.tools.ai_tools.EntityExtractor static method) (calute.tools.ai_tools.TextClassifier method) (calute.tools.ai_tools.TextClassifier static method) (calute.tools.ai_tools.TextEmbedder method) (calute.tools.ai_tools.TextEmbedder static method) (calute.tools.ai_tools.TextSimilarity method) (calute.tools.ai_tools.TextSimilarity static method) (calute.tools.ai_tools.TextSummarizer method) (calute.tools.ai_tools.TextSummarizer static method) (calute.tools.data_tools.CSVProcessor static method) (calute.tools.data_tools.DataConverter static method) (calute.tools.data_tools.DateTimeProcessor static method) (calute.tools.data_tools.JSONProcessor static method) (calute.tools.data_tools.TextProcessor static method) (calute.tools.duckduckgo_engine.DuckDuckGoSearch method) (calute.tools.duckduckgo_engine.DuckDuckGoSearch static method) (calute.tools.math_tools.Calculator static method) (calute.tools.math_tools.MathematicalFunctions static method) (calute.tools.math_tools.NumberTheory static method) (calute.tools.math_tools.StatisticalAnalyzer static method) (calute.tools.math_tools.UnitConverter static method) (calute.tools.standalone.AppendFile static method) (calute.tools.standalone.ExecutePythonCode static method) (calute.tools.standalone.ExecuteShell static method) (calute.tools.standalone.ListDir static method) (calute.tools.standalone.ReadFile static method) (calute.tools.standalone.WriteFile static method) (calute.tools.system_tools.EnvironmentManager static method) (calute.tools.system_tools.FileSystemTools static method) (calute.tools.system_tools.ProcessManager static method) (calute.tools.system_tools.SystemInfo static method) (calute.tools.system_tools.TempFileManager static method) (calute.tools.web_tools.APIClient static method) (calute.tools.web_tools.RSSReader static method) (calute.tools.web_tools.URLAnalyzer static method) (calute.tools.web_tools.WebScraper static method) StatisticalAnalyzer (class in calute.tools.math_tools) status (calute.api_server.models.HealthResponse attribute), [1] (calute.audit.events.ToolCallCompleteEvent attribute), [1] (calute.operators.subagents.SpawnedAgentHandle attribute), [1] (calute.operators.types.OperatorPlanStep attribute), [1] (calute.session.models.ToolCallRecord attribute), [1] (calute.session.models.TurnRecord attribute), [1] (calute.types.function_execution_types.ExecutionResult attribute), [1] (calute.types.function_execution_types.FunctionExecutionComplete attribute), [1] (calute.types.function_execution_types.RequestFunctionCall attribute), [1] STDIO (calute.mcp.types.MCPTransportType attribute) step (calute.operators.types.OperatorPlanStep attribute), [1] step_callback (calute.cortex.agents.agent.CortexAgent attribute), [1] STEP_EXECUTION_TEMPLATE (calute.cortex.core.templates.PromptTemplate attribute) step_id (calute.cortex.orchestration.planner.PlanStep attribute), [1] steps (calute.cortex.orchestration.planner.ExecutionPlan attribute), [1] (calute.operators.types.OperatorPlanState attribute), [1] stop (calute.llms.base.LLMConfig attribute), [1] (calute.types.agent_types.Agent attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] storage (calute.cortex.agents.memory_integration.CortexMemory attribute) (calute.memory.long_term_memory.LongTermMemory attribute) (calute.memory.short_term_memory.ShortTermMemory attribute) (calute.memory.user_memory.UserMemory attribute) storage_dir (calute.memory.storage.FileStorage attribute) store (calute.session.store.SessionManager property) stream (calute.llms.base.LLMConfig attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] stream() (calute.core.streamer_buffer.StreamerBuffer method) stream_callback() (in module calute.logging.console) stream_completion() (calute.llms.anthropic.AnthropicLLM method) (calute.llms.base.BaseLLM method) (calute.llms.gemini.GeminiLLM method) (calute.llms.ollama.OllamaLLM method) (calute.llms.openai.OpenAILLM method) STREAMABLE_HTTP (calute.mcp.types.MCPTransportType attribute) StreamChunk (class in calute.types.function_execution_types) StreamerBuffer (class in calute.core.streamer_buffer) streaming_tool_calls (calute.types.function_execution_types.StreamChunk attribute), [1] STRICT (calute.security.sandbox.SandboxMode attribute), [1] subagent_default_profile (calute.operators.config.OperatorRuntimeConfig attribute), [1] subagent_default_timeout_ms (calute.operators.config.OperatorRuntimeConfig attribute), [1] subagent_manager (calute.operators.state.OperatorState attribute) SubprocessSandboxBackend (class in calute.security.sandbox_backends.subprocess_backend) SUCCESS (calute.types.function_execution_types.ExecutionStatus attribute), [1] successful_calls (calute.executors.ExecutionMetrics attribute) SummarizationStrategy (class in calute.context.compaction_strategies) SUMMARIZE (calute.tools.memory_tool.MemoryOperation attribute), [1] (calute.types.function_execution_types.CompactionStrategy attribute), [1] summarize() (calute.memory.short_term_memory.ShortTermMemory method) summarize_context() (calute.agents.compaction_agent.CompactionAgent method) summarize_messages() (calute.agents.compaction_agent.CompactionAgent method) summarize_result() (calute.operators.state.OperatorState method) summary (calute.cortex.orchestration.task.CortexTaskOutput property) (calute.session.replay.TimelineEvent attribute), [1] summary() (calute.operators.plans.PlanStateManager method) (calute.operators.types.ImageInspectionResult method) suppress_tokens (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] switch_agent() (calute.executors.AgentOrchestrator method) (calute.executors.EnhancedAgentOrchestrator method) switch_triggers (calute.executors.AgentOrchestrator attribute) (calute.types.agent_types.Agent attribute), [1] SwitchContext (class in calute.types.function_execution_types) SYSTEM (calute.calute.PromptSection attribute), [1] (calute.core.prompt_template.PromptSection attribute), [1] system (calute.types.messages.Roles attribute), [1] SystemInfo (class in calute.tools.system_tools) SystemMessage (class in calute.types.messages)

T

T (in module calute.core.utils) tags (calute.extensions.skills.SkillMetadata attribute), [1] (calute.memory.compat.MemoryEntry attribute), [1] target_length (calute.agents.compaction_agent.CompactionAgent attribute) target_tokens (calute.context.compaction_strategies.BaseCompactionStrategy attribute) task (calute.core.streamer_buffer.StreamerBuffer attribute) (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] (calute.operators.subagents.SpawnedAgentHandle attribute), [1] TASK_CREATION_TEMPLATE (calute.cortex.orchestration.task_creator.TaskCreator attribute) task_creator (calute.api_server.cortex_completion_service.CortexCompletionService attribute) (calute.cortex.agents.universal_agent.UniversalTaskCreator attribute) (calute.cortex.orchestration.dynamic.DynamicCortex attribute) task_id (calute.cortex.orchestration.task_creator.TaskDefinition attribute), [1] (calute.memory.base.MemoryItem attribute), [1] task_outputs (calute.cortex.orchestration.cortex.Cortex attribute) (calute.cortex.orchestration.cortex.CortexOutput attribute), [1] TASK_TEMPLATE (calute.cortex.core.templates.PromptTemplate attribute) TaskCreationPlan (class in calute.cortex.orchestration.task_creator) TaskCreator (class in calute.cortex.orchestration.task_creator) TaskDefinition (class in calute.cortex.orchestration.task_creator) tasks (calute.cortex.orchestration.cortex.Cortex attribute) (calute.cortex.orchestration.task_creator.TaskCreationPlan attribute), [1] TaskValidationError temperature (calute.core.config.LLMConfig attribute), [1] (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.llms.base.LLMConfig attribute), [1] (calute.types.agent_types.Agent attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] TempFileManager (class in calute.tools.system_tools) template (calute.calute.Calute attribute) template_engine (calute.cortex.orchestration.cortex.Cortex attribute) (calute.cortex.orchestration.planner.CortexPlanner attribute) (calute.cortex.orchestration.task_creator.TaskCreator attribute) TESTING (calute.core.config.EnvironmentType attribute) text (calute.types.messages.ChunkTypes attribute), [1] (calute.types.messages.TextChunk attribute), [1] (calute.types.oai_protocols.CompletionResponseChoice attribute), [1] (calute.types.oai_protocols.CompletionStreamResponseChoice attribute), [1] text_offset (calute.types.oai_protocols.CompletionLogprobs attribute), [1] TextChunk (class in calute.types.messages) TextClassifier (class in calute.tools.ai_tools) TextEmbedder (class in calute.tools.ai_tools) TextProcessor (class in calute.tools.data_tools) TextSimilarity (class in calute.tools.ai_tools) TextSummarizer (class in calute.tools.ai_tools) thread (calute.core.streamer_buffer.StreamerBuffer attribute) thread_run() (calute.calute.Calute method) TimeFilter (calute.tools.duckduckgo_engine.DuckDuckGoSearch attribute), [1] TimelineEvent (class in calute.session.replay) timeout (calute.core.config.LLMConfig attribute), [1] (calute.core.errors.CaluteTimeoutError attribute) (calute.cortex.orchestration.task.CortexTask attribute), [1] (calute.llms.base.LLMConfig attribute), [1] (calute.mcp.types.MCPServerConfig attribute), [1] (calute.types.function_execution_types.RequestFunctionCall attribute), [1] timeout_behavior (calute.cortex.orchestration.task.CortexTask attribute), [1] timeout_calls (calute.executors.ExecutionMetrics attribute) timestamp (calute.audit.events.AuditEvent attribute), [1] (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] (calute.memory.base.MemoryItem attribute), [1] (calute.runtime.context.RuntimeInfo attribute), [1] (calute.session.models.AgentTransitionRecord attribute), [1] (calute.session.replay.TimelineEvent attribute), [1] timezone (calute.runtime.context.RuntimeInfo attribute), [1] title (calute.operators.browser.BrowserPageState attribute), [1] to_agent (calute.session.models.AgentTransitionRecord attribute), [1] (calute.types.function_execution_types.AgentSwitch attribute), [1] to_dict() (calute.audit.events.AuditEvent method) (calute.cortex.orchestration.cortex.CortexOutput method) (calute.cortex.orchestration.task.CortexTaskOutput method) (calute.memory.base.MemoryItem method) (calute.memory.compat.MemoryEntry method) (calute.operators.types.OperatorPlanState method) (calute.operators.types.OperatorPlanStep method) (calute.operators.types.PendingUserPrompt method) (calute.operators.types.UserPromptOption method) (calute.session.models.AgentTransitionRecord method) (calute.session.models.SessionRecord method) (calute.session.models.ToolCallRecord method) (calute.session.models.TurnRecord method) (calute.session.workspace.WorkspaceIdentity method) to_file() (calute.core.config.CaluteConfig method) to_function_json() (calute.cortex.core.tool.CortexTool method) to_json() (calute.audit.events.AuditEvent method) to_markdown() (calute.session.replay.ReplayView method) to_openai() (calute.types.messages.AssistantMessage method) (calute.types.messages.BaseContentChunk method) (calute.types.messages.BaseMessage method) (calute.types.messages.ImageChunk method) (calute.types.messages.ImageURLChunk method) (calute.types.messages.MessagesHistory method) (calute.types.messages.SystemMessage method) (calute.types.messages.TextChunk method) (calute.types.messages.ToolMessage method) (calute.types.messages.UserMessage method) (calute.types.tool_calls.Tool method) (calute.types.tool_calls.ToolCall method) to_prompt_section() (calute.extensions.skills.Skill method) to_version_constraint() (calute.extensions.dependency.DependencySpec method) token_counter (calute.context.compaction_strategies.BaseCompactionStrategy attribute) token_logprobs (calute.types.oai_protocols.CompletionLogprobs attribute), [1] token_usage (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] tokens (calute.types.oai_protocols.CompletionLogprobs attribute), [1]

tokens_per_second (calute.types.oai_protocols.UsageInfo attribute), [1] TOOL (calute.extensions.plugins.PluginType attribute), [1] tool (calute.types.messages.Roles attribute), [1] Tool (class in calute.types.oai_protocols) (class in calute.types.tool_calls) tool_call_id (calute.types.messages.ToolMessage attribute), [1] tool_calls (calute.session.models.TurnRecord attribute), [1] (calute.types.function_execution_types.StreamChunk attribute), [1] (calute.types.messages.AssistantMessage attribute), [1] (calute.types.oai_protocols.ExtractedToolCallInformation attribute), [1] tool_choice (calute.types.agent_types.Agent attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] tool_metadata() (calute.operators.types.ImageInspectionResult method) tool_name (calute.audit.events.HookMutationEvent attribute), [1] (calute.audit.events.SandboxDecisionEvent attribute), [1] (calute.audit.events.ToolCallAttemptEvent attribute), [1] (calute.audit.events.ToolCallCompleteEvent attribute), [1] (calute.audit.events.ToolCallFailureEvent attribute), [1] (calute.audit.events.ToolLoopBlockEvent attribute), [1] (calute.audit.events.ToolLoopWarningEvent attribute), [1] (calute.audit.events.ToolPolicyDecisionEvent attribute), [1] (calute.runtime.loop_detection.LoopEvent attribute), [1] (calute.security.policy.ToolPolicyViolation attribute) (calute.security.sandbox.ExecutionDecision attribute), [1] (calute.security.sandbox.SandboxExecutionUnavailableError attribute) (calute.session.models.ToolCallRecord attribute), [1] tool_restrictions (calute.cortex.orchestration.task.CortexTask attribute), [1] ToolCall (class in calute.types.oai_protocols) (class in calute.types.tool_calls) ToolCallAttemptEvent (class in calute.audit.events) ToolCallCompleteEvent (class in calute.audit.events) ToolCallFailureEvent (class in calute.audit.events) ToolCallRecord (class in calute.session.models) ToolCallStreamChunk (class in calute.types.function_execution_types) ToolChoice (class in calute.types.tool_calls) ToolDefinition (class in calute.types.oai_protocols) ToolLoopBlockEvent (class in calute.audit.events) ToolLoopError ToolLoopWarningEvent (class in calute.audit.events) ToolMessage (class in calute.types.messages) ToolPolicy (class in calute.security.policy) ToolPolicyDecisionEvent (class in calute.audit.events) ToolPolicyViolation TOOLS (calute.calute.PromptSection attribute), [1] (calute.core.prompt_template.PromptSection attribute), [1] tools (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.cortex.orchestration.task.CortexTask attribute), [1] (calute.extensions.plugins.RegisteredPlugin attribute), [1] (calute.mcp.client.MCPClient attribute) (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] tools_called (calute.types.oai_protocols.ExtractedToolCallInformation attribute), [1] tools_errors (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] tools_needed (calute.cortex.orchestration.task_creator.TaskDefinition attribute), [1] tools_section (calute.runtime.context.PromptContext attribute), [1] ToolType (in module calute.types.tool_calls) ToolTypes (class in calute.types.tool_calls) top_k (calute.core.config.LLMConfig attribute), [1] (calute.llms.base.LLMConfig attribute), [1] (calute.types.agent_types.Agent attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] top_logprobs (calute.types.oai_protocols.CompletionLogprobs attribute), [1] top_p (calute.core.config.LLMConfig attribute), [1] (calute.llms.base.LLMConfig attribute), [1] (calute.types.agent_types.Agent attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] topological_sort() (calute.extensions.dependency.DependencyResolver method) total_calls (calute.executors.ExecutionMetrics attribute) total_duration (calute.executors.ExecutionMetrics attribute) total_tasks (calute.cortex.orchestration.task_creator.TaskCreationPlan attribute), [1] total_tokens (calute.types.oai_protocols.UsageInfo attribute), [1] trace_endpoint (calute.core.config.ObservabilityConfig attribute), [1] translate_query() (calute.tools.duckduckgo_engine.DuckDuckGoSearch method) (calute.tools.duckduckgo_engine.DuckDuckGoSearch static method) transport (calute.mcp.types.MCPServerConfig attribute), [1] TRUNCATE (calute.types.function_execution_types.CompactionStrategy attribute), [1] TruncateStrategy (class in calute.context.compaction_strategies) turn_id (calute.audit.events.AuditEvent attribute), [1] (calute.session.models.AgentTransitionRecord attribute), [1] (calute.session.models.TurnRecord attribute), [1] TurnEndEvent (class in calute.audit.events) TurnRecord (class in calute.session.models) turns (calute.session.models.SessionRecord attribute), [1] (calute.session.replay.ReplayView attribute) TurnStartEvent (class in calute.audit.events) type (calute.types.function_execution_types.AgentSwitch attribute), [1] (calute.types.function_execution_types.Completion attribute), [1] (calute.types.function_execution_types.FunctionCallsExtracted attribute), [1] (calute.types.function_execution_types.FunctionDetection attribute), [1] (calute.types.function_execution_types.FunctionExecutionComplete attribute), [1] (calute.types.function_execution_types.FunctionExecutionStart attribute), [1] (calute.types.function_execution_types.ReinvokeSignal attribute), [1] (calute.types.function_execution_types.StreamChunk attribute), [1] (calute.types.function_execution_types.ToolCallStreamChunk attribute), [1] (calute.types.messages.BaseContentChunk attribute), [1] (calute.types.messages.ImageChunk attribute), [1] (calute.types.messages.ImageURLChunk attribute), [1] (calute.types.messages.TextChunk attribute), [1] (calute.types.oai_protocols.DeltaToolCall attribute), [1] (calute.types.oai_protocols.Tool attribute), [1] (calute.types.oai_protocols.ToolCall attribute), [1] (calute.types.oai_protocols.ToolDefinition attribute), [1] (calute.types.tool_calls.Tool attribute), [1] (calute.types.tool_calls.ToolCall attribute), [1]

U

UnifiedChatRouter (class in calute.api_server.routers) UnitConverter (class in calute.tools.math_tools) universal_agent (calute.api_server.cortex_completion_service.CortexCompletionService attribute) (calute.cortex.agents.universal_agent.UniversalTaskCreator attribute) UniversalAgent (class in calute.cortex.agents.universal_agent) UniversalTaskCreator (class in calute.cortex.agents.universal_agent) unregister() (calute.extensions.hooks.HookRunner method) unregister_plugin() (calute.extensions.plugins.PluginRegistry method) update() (calute.memory.base.Memory method) (calute.memory.contextual_memory.ContextualMemory method) (calute.memory.entity_memory.EntityMemory method) (calute.memory.long_term_memory.LongTermMemory method) (calute.memory.short_term_memory.ShortTermMemory method) (calute.operators.plans.PlanStateManager method) (calute.operators.types.OperatorPlanState method) update_config() (calute.cortex.agents.agent.CortexAgent method) update_user_preferences() (calute.memory.user_memory.UserMemory method) updated_at (calute.operators.subagents.SpawnedAgentHandle attribute), [1] (calute.operators.types.OperatorPlanState attribute), [1] (calute.session.models.SessionRecord attribute), [1] uri (calute.mcp.types.MCPResource attribute), [1] url (calute.mcp.types.MCPServerConfig attribute), [1] (calute.operators.browser.BrowserPageState attribute), [1] (calute.types.messages.ImageURL attribute), [1]

URLAnalyzer (class in calute.tools.web_tools) usage (calute.types.oai_protocols.ChatCompletionResponse attribute), [1] (calute.types.oai_protocols.ChatCompletionStreamResponse attribute), [1] (calute.types.oai_protocols.CompletionResponse attribute), [1] (calute.types.oai_protocols.CompletionStreamResponse attribute), [1] UsageInfo (class in calute.types.oai_protocols) use_jinja (calute.cortex.core.templates.PromptTemplate attribute) used_tools (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] user (calute.types.messages.Roles attribute), [1] (calute.types.oai_protocols.ChatCompletionRequest attribute), [1] (calute.types.oai_protocols.CompletionRequest attribute), [1] user_entities (calute.memory.user_memory.UserMemory attribute) user_id (calute.memory.base.MemoryItem attribute), [1] user_memories (calute.memory.user_memory.UserMemory attribute) user_memory (calute.cortex.agents.memory_integration.CortexMemory attribute) user_preferences (calute.memory.user_memory.UserMemory attribute) user_prompt_manager (calute.operators.state.OperatorState attribute) UserMemory (class in calute.memory.user_memory) UserMessage (class in calute.types.messages) UserPromptManager (class in calute.operators.user_prompt) UserPromptOption (class in calute.operators.types)

V

validate_api_key() (calute.core.config.LLMConfig class method) validate_arguments() (calute.executors.EnhancedFunctionRegistry method) (calute.types.tool_calls.FunctionCall class method) validate_config() (calute.llms.base.BaseLLM method) validate_dependencies() (calute.extensions.plugins.PluginRegistry method) (calute.extensions.skills.SkillRegistry method) validate_inputs_for_template() (in module calute.cortex.core.string_utils) validate_output_with_model() (calute.cortex.orchestration.task.CortexTask method) validation_required (calute.cortex.orchestration.task_creator.TaskDefinition attribute), [1] validation_results (calute.cortex.orchestration.task.CortexTaskOutput attribute), [1] ValidationError value (calute.core.errors.ValidationError attribute) (calute.operators.types.UserPromptOption attribute), [1] (calute.types.agent_types.Result attribute), [1]

verbose (calute.api_server.cortex_completion_service.CortexCompletionService attribute) (calute.cortex.agents.agent.CortexAgent attribute), [1] (calute.cortex.agents.universal_agent.UniversalTaskCreator attribute) (calute.cortex.orchestration.cortex.Cortex attribute) (calute.cortex.orchestration.planner.CortexPlanner attribute) (calute.cortex.orchestration.task_creator.TaskCreator attribute) version (calute.extensions.plugins.PluginMeta attribute), [1] (calute.extensions.skills.SkillMetadata attribute), [1] (calute.llms.anthropic.AnthropicLLM attribute) version_constraint (calute.extensions.dependency.DependencySpec attribute), [1] version_constraints (calute.extensions.plugins.PluginMeta attribute), [1] VersionConstraint (class in calute.extensions.dependency)

W

wait() (calute.operators.subagents.SpawnedAgentManager method) WARN (calute.security.sandbox.SandboxMode attribute), [1] WARNING (calute.core.config.LogLevel attribute) (calute.runtime.loop_detection.LoopSeverity attribute), [1] warning() (calute.logging.console.CaluteLogger method) WebScraper (class in calute.tools.web_tools) WEBSOCKET (calute.mcp.types.MCPTransportType attribute) width (calute.operators.types.ImageInspectionResult attribute), [1] window (calute.core.errors.RateLimitError attribute) workdir (calute.operators.pty.PTYSession attribute), [1] WORKING (calute.memory.compat.MemoryType attribute) working_directory (calute.runtime.context.RuntimeInfo attribute), [1] (calute.security.sandbox.SandboxConfig attribute), [1]

workspace_id (calute.session.models.SessionRecord attribute), [1] (calute.session.workspace.WorkspaceIdentity attribute), [1] workspace_name (calute.runtime.context.RuntimeInfo attribute), [1] workspace_root (calute.runtime.context.PromptContextBuilder attribute) (calute.runtime.features.RuntimeFeaturesConfig attribute), [1] workspace_section (calute.runtime.context.PromptContext attribute), [1] WorkspaceId (in module calute.session.models) WorkspaceIdentity (class in calute.session.workspace) WorkspaceManager (class in calute.session.workspace) wrap_function_call() (calute.tools.memory_tool.MemoryToolContext method) write() (calute.operators.pty.PTYSessionManager method) write_enabled (calute.memory.storage.SQLiteStorage attribute) write_file() (in module calute.tools.coding_tools) WriteFile (class in calute.tools.standalone)