Index

_

__graph_store__ (motleycrew.storage.graph_node.MotleyGraphNode attribute) __init__() (motleycrew.agents.crewai.agent_with_config.CrewAIAgentWithConfig method) (motleycrew.agents.crewai.crewai.CrewAIMotleyAgentParent method) (motleycrew.agents.crewai.crewai_agent.CrewAIMotleyAgent method) (motleycrew.agents.crewai.CrewAIAgentWithConfig method) (motleycrew.agents.crewai.CrewAIMotleyAgent method) (motleycrew.agents.crewai.CrewAIMotleyAgentParent method) (motleycrew.agents.langchain.langchain.LangchainMotleyAgent method) (motleycrew.agents.langchain.LangchainMotleyAgent method) (motleycrew.agents.langchain.legacy_react.LegacyReActMotleyAgent method) (motleycrew.agents.langchain.LegacyReActMotleyAgent method) (motleycrew.agents.langchain.ReActToolCallingMotleyAgent method) (motleycrew.agents.langchain.tool_calling_react.ReActToolCallingMotleyAgent method) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPrompts method) (motleycrew.agents.LangchainMotleyAgent method) (motleycrew.agents.llama_index.llama_index.LlamaIndexMotleyAgent method) (motleycrew.agents.llama_index.llama_index_react.ReActLlamaIndexMotleyAgent method) (motleycrew.agents.llama_index.LlamaIndexMotleyAgent method) (motleycrew.agents.llama_index.ReActLlamaIndexMotleyAgent method) (motleycrew.agents.MotleyAgentParent method) (motleycrew.agents.parent.MotleyAgentParent method) (motleycrew.applications.research_agent.answer_task.AnswerTask method) (motleycrew.applications.research_agent.question_answerer.AnswerSubQuestionTool method) (motleycrew.applications.research_agent.question_generator.QuestionGeneratorTool method) (motleycrew.applications.research_agent.question_prioritizer.QuestionPrioritizerTool method) (motleycrew.applications.research_agent.question_task.QuestionTask method) (motleycrew.common.exceptions.AgentNotMaterialized method) (motleycrew.common.exceptions.CannotModifyMaterializedAgent method) (motleycrew.common.exceptions.IntegrationTestException method) (motleycrew.common.exceptions.InvalidToolInput method) (motleycrew.common.exceptions.IpynbIntegrationTestResultNotFound method) (motleycrew.common.exceptions.LLMFrameworkNotSupported method) (motleycrew.common.exceptions.LLMProviderNotSupported method) (motleycrew.common.exceptions.ModuleNotInstalled method) (motleycrew.common.MotleyAgentFactory method) (motleycrew.common.types.MotleyAgentFactory method) (motleycrew.crew.crew.MotleyCrew method) (motleycrew.crew.crew_threads.TaskUnitThread method) (motleycrew.crew.crew_threads.TaskUnitThreadPool method) (motleycrew.crew.MotleyCrew method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method) (motleycrew.tasks.simple.SimpleTask method) (motleycrew.tasks.SimpleTask method) (motleycrew.tasks.Task method) (motleycrew.tasks.task.Task method) (motleycrew.tools.autogen_chat_tool.AutoGenChatTool method) (motleycrew.tools.code.aider_tool.AiderTool method) (motleycrew.tools.code.AiderTool method) (motleycrew.tools.code.postgresql_linter.PostgreSQLLinterTool method) (motleycrew.tools.code.PostgreSQLLinterTool method) (motleycrew.tools.code.python_linter.PythonLinterTool method) (motleycrew.tools.code.python_repl.PythonREPLTool method) (motleycrew.tools.code.PythonLinterTool method) (motleycrew.tools.code.PythonREPLTool method) (motleycrew.tools.DirectOutput method) (motleycrew.tools.html_render_tool.HTMLRenderer method) (motleycrew.tools.html_render_tool.HTMLRenderTool method) (motleycrew.tools.image.dall_e.DallEImageGeneratorTool method) (motleycrew.tools.image.DallEImageGeneratorTool method) (motleycrew.tools.image.replicate_tool.ReplicateImageGeneratorTool method) (motleycrew.tools.image.ReplicateImageGeneratorTool method) (motleycrew.tools.llm_tool.LLMTool method) (motleycrew.tools.mermaid_evaluator_tool.MermaidEvaluatorTool method) (motleycrew.tools.MotleyTool method) (motleycrew.tools.RetryConfig method) (motleycrew.tools.tool.DirectOutput method) (motleycrew.tools.tool.MotleyTool method) (motleycrew.tools.tool.RetryConfig method) (motleycrew.tracking.callbacks.LlamaIndexLunaryCallbackHandler method)

__label__ (motleycrew.storage.graph_node.MotleyGraphNode attribute)

A

add_callback_handlers_to_config() (in module motleycrew.tracking.utils) add_default_callbacks_to_langchain_config() (in module motleycrew.tracking.utils) add_dependency() (motleycrew.crew.crew.MotleyCrew method) (motleycrew.crew.MotleyCrew method) add_task_unit() (motleycrew.crew.crew_threads.TaskUnitThreadPool method) add_task_unit_to_graph() (motleycrew.crew.crew.MotleyCrew method) (motleycrew.crew.MotleyCrew method) add_tools() (motleycrew.agents.MotleyAgentParent method) (motleycrew.agents.parent.MotleyAgentParent method) additional_params (motleycrew.tasks.simple.SimpleTaskUnit attribute), [1] agent (motleycrew.agents.MotleyAgentParent property) (motleycrew.agents.parent.MotleyAgentParent property) AGENT (motleycrew.common.enums.LunaryRunType attribute) (motleycrew.common.LunaryRunType attribute) AGENT_NAME (motleycrew.tracking.callbacks.LlamaIndexLunaryCallbackHandler attribute) agent_plan_decorator() (motleycrew.agents.mixins.LangchainOutputHandlingAgentMixin method) AgentNotMaterialized AiderTool (class in motleycrew.tools.code) (class in motleycrew.tools.code.aider_tool) AiderToolInput (class in motleycrew.tools.code.aider_tool) ainvoke() (motleycrew.agents.langchain.langchain.LangchainMotleyAgent method) (motleycrew.agents.langchain.LangchainMotleyAgent method) (motleycrew.agents.LangchainMotleyAgent method) (motleycrew.agents.llama_index.llama_index.LlamaIndexMotleyAgent method) (motleycrew.agents.llama_index.LlamaIndexMotleyAgent method) ALL (motleycrew.common.AsyncBackend attribute) (motleycrew.common.enums.AsyncBackend attribute) (motleycrew.common.enums.GraphStoreType attribute) (motleycrew.common.enums.LLMFramework attribute) (motleycrew.common.enums.LLMProvider attribute) (motleycrew.common.enums.LunaryEventName attribute) (motleycrew.common.enums.LunaryRunType attribute) (motleycrew.common.enums.TaskUnitStatus attribute) (motleycrew.common.GraphStoreType attribute) (motleycrew.common.LLMFramework attribute) (motleycrew.common.LLMProvider attribute) (motleycrew.common.LunaryEventName attribute) (motleycrew.common.LunaryRunType attribute) (motleycrew.common.TaskUnitStatus attribute)

AMBIGUOUS_OUTPUT_HANDLER_CALL_ERROR (motleycrew.common.aux_prompts.AuxPrompts attribute) (motleycrew.common.AuxPrompts attribute) answer (motleycrew.applications.research_agent.question.Question attribute) AnswerSubQuestionTool (class in motleycrew.applications.research_agent.question_answerer) AnswerTask (class in motleycrew.applications.research_agent.answer_task) ANTHROPIC (motleycrew.common.enums.LLMProvider attribute) (motleycrew.common.LLMProvider attribute) args_schema (motleycrew.tools.MotleyTool property) (motleycrew.tools.tool.MotleyTool property) as_dict() (motleycrew.tasks.task_unit.TaskUnit method) (motleycrew.tasks.TaskUnit method) as_tool() (motleycrew.agents.abstract_parent.MotleyAgentAbstractParent method) (motleycrew.agents.crewai.crewai.CrewAIMotleyAgentParent method) (motleycrew.agents.crewai.CrewAIMotleyAgentParent method) (motleycrew.agents.MotleyAgentAbstractParent method) (motleycrew.agents.MotleyAgentParent method) (motleycrew.agents.parent.MotleyAgentParent method) AsyncBackend (class in motleycrew.common) (class in motleycrew.common.enums) ASYNCIO (motleycrew.common.AsyncBackend attribute), [1] (motleycrew.common.enums.AsyncBackend attribute), [1] AutoGenChatTool (class in motleycrew.tools.autogen_chat_tool) AuxPrompts (class in motleycrew.common) (class in motleycrew.common.aux_prompts)

B

backoff_factor (motleycrew.tools.RetryConfig attribute), [1] (motleycrew.tools.tool.RetryConfig attribute), [1]

build_file_paths() (motleycrew.tools.html_render_tool.HTMLRenderer method) BUSY (motleycrew.crew.crew_threads.TaskUnitThreadState attribute)

C

CannotModifyMaterializedAgent CHAIN (motleycrew.common.enums.LunaryRunType attribute) (motleycrew.common.LunaryRunType attribute) check_cyclical_dependencies() (motleycrew.crew.crew.MotleyCrew method) (motleycrew.crew.MotleyCrew method) check_node_exists() (motleycrew.storage.graph_store.MotleyGraphStore method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method) check_node_exists_by_class_and_id() (motleycrew.storage.graph_store.MotleyGraphStore method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method) check_parent_id() (motleycrew.tracking.callbacks.LlamaIndexLunaryCallbackHandler static method) check_relation_exists() (motleycrew.storage.graph_store.MotleyGraphStore method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method) check_variables() (in module motleycrew.agents.langchain.tool_calling_react) code (motleycrew.tools.code.python_linter.PythonLinterInput attribute) command (motleycrew.tools.code.python_repl.REPLToolInput attribute) compose_prompt() (motleycrew.agents.MotleyAgentParent method) (motleycrew.agents.parent.MotleyAgentParent method) compose_simple_task_prompt_with_dependencies() (in module motleycrew.tasks.simple) configure_logging() (in module motleycrew.common) (in module motleycrew.common.logging) context (motleycrew.applications.research_agent.question.Question attribute)

create_aider_tool() (in module motleycrew.tools.code.aider_tool) create_answer_question_langchain_tool() (in module motleycrew.applications.research_agent.question_answerer) create_autogen_chat_tool() (in module motleycrew.tools.autogen_chat_tool) create_dalle_image_generator_langchain_tool() (in module motleycrew.tools.image.dall_e) create_llm_langchain_tool() (in module motleycrew.tools.llm_tool) create_lunary_callback() (in module motleycrew.tracking.utils) create_pgsql_linter_tool() (in module motleycrew.tools.code.postgresql_linter) create_python_linter_tool() (in module motleycrew.tools.code.python_linter) create_question_generator_langchain_tool() (in module motleycrew.applications.research_agent.question_generator) create_question_prioritizer_langchain_tool() (in module motleycrew.applications.research_agent.question_prioritizer) create_relation() (motleycrew.storage.graph_store.MotleyGraphStore method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method) create_render_tool() (in module motleycrew.tools.html_render_tool) create_repl_tool() (in module motleycrew.tools.code.python_repl) create_replicate_image_generator_langchain_tool() (in module motleycrew.tools.image.replicate_tool) create_tool_calling_react_agent() (in module motleycrew.agents.langchain.tool_calling_react) CrewAIAgentWithConfig (class in motleycrew.agents.crewai) (class in motleycrew.agents.crewai.agent_with_config) CrewAIMotleyAgent (class in motleycrew.agents.crewai) (class in motleycrew.agents.crewai.crewai_agent) CrewAIMotleyAgentParent (class in motleycrew.agents.crewai) (class in motleycrew.agents.crewai.crewai)

D

DallEImageGeneratorTool (class in motleycrew.tools.image) (class in motleycrew.tools.image.dall_e) DallEToolInput (class in motleycrew.tools.image.dall_e) database_path (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore property) DEFAULT_EVENT_LOOP_SLEEP (motleycrew.common.Defaults attribute) (motleycrew.common.defaults.Defaults attribute) DEFAULT_GRAPH_STORE_TYPE (motleycrew.common.Defaults attribute) (motleycrew.common.defaults.Defaults attribute) DEFAULT_LLM_NAME (motleycrew.common.Defaults attribute) (motleycrew.common.defaults.Defaults attribute) DEFAULT_LLM_PROVIDER (motleycrew.common.Defaults attribute) (motleycrew.common.defaults.Defaults attribute) DEFAULT_LLM_TEMPERATURE (motleycrew.common.Defaults attribute) (motleycrew.common.defaults.Defaults attribute) DEFAULT_NUM_THREADS (motleycrew.common.Defaults attribute) (motleycrew.common.defaults.Defaults attribute) DEFAULT_OUTPUT_HANDLER_MAX_ITERATIONS (motleycrew.common.Defaults attribute) (motleycrew.common.defaults.Defaults attribute) DEFAULT_REACT_AGENT_MAX_ITERATIONS (motleycrew.common.Defaults attribute) (motleycrew.common.defaults.Defaults attribute)

Defaults (class in motleycrew.common) (class in motleycrew.common.defaults) delete_node() (motleycrew.storage.graph_store.MotleyGraphStore method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method) description (motleycrew.tools.image.dall_e.DallEToolInput attribute) (motleycrew.tools.image.replicate_tool.ImageToolInput attribute) (motleycrew.tools.MotleyTool property) (motleycrew.tools.tool.MotleyTool property) DIRECT_OUTPUT_ERROR_WITH_MULTIPLE_OUTPUT_HANDLERS (motleycrew.common.aux_prompts.AuxPrompts attribute) (motleycrew.common.AuxPrompts attribute) DIRECT_OUTPUT_ERROR_WITH_SINGLE_OUTPUT_HANDLER (motleycrew.common.aux_prompts.AuxPrompts attribute) (motleycrew.common.AuxPrompts attribute) DirectOutput, [1] DONE (motleycrew.common.enums.TaskUnitStatus attribute) (motleycrew.common.TaskUnitStatus attribute) done (motleycrew.tasks.task.TaskNode attribute), [1] (motleycrew.tasks.task_unit.TaskUnit property) (motleycrew.tasks.TaskUnit property) download_image() (in module motleycrew.tools.image.download_image) download_url_to_directory() (in module motleycrew.tools.image.download_image)

E

EMBED (motleycrew.common.enums.LunaryRunType attribute) (motleycrew.common.LunaryRunType attribute) END (motleycrew.common.enums.LunaryEventName attribute) (motleycrew.common.LunaryEventName attribute) end_trace() (motleycrew.tracking.callbacks.LlamaIndexLunaryCallbackHandler method) ensure_module_is_installed() (in module motleycrew.common.utils) ensure_node_table() (motleycrew.storage.graph_store.MotleyGraphStore method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method) ensure_relation_table() (motleycrew.storage.graph_store.MotleyGraphStore method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method) ERROR (motleycrew.common.enums.LunaryEventName attribute) (motleycrew.common.LunaryEventName attribute)

eval_mermaid() (in module motleycrew.tools.mermaid_evaluator_tool) event_delegate_decorator() (in module motleycrew.tracking.callbacks) example_messages (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPrompts attribute) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPromptsForAnthropic attribute) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPromptsForOpenAI attribute) exceptions_to_retry (motleycrew.tools.RetryConfig attribute), [1] (motleycrew.tools.tool.RetryConfig attribute), [1] execute_task() (motleycrew.agents.crewai.agent_with_config.CrewAIAgentWithConfig method) (motleycrew.agents.crewai.CrewAIAgentWithConfig method) EXITED (motleycrew.crew.crew_threads.TaskUnitThreadState attribute)

F

file_name (motleycrew.tools.code.python_linter.PythonLinterInput attribute) force_output_handler (motleycrew.agents.mixins.LangchainOutputHandlingAgentMixin attribute) from_agent() (motleycrew.agents.crewai.crewai.CrewAIMotleyAgentParent static method) (motleycrew.agents.crewai.CrewAIMotleyAgentParent static method) (motleycrew.agents.langchain.langchain.LangchainMotleyAgent static method) (motleycrew.agents.langchain.LangchainMotleyAgent static method) (motleycrew.agents.LangchainMotleyAgent static method) (motleycrew.agents.llama_index.llama_index.LlamaIndexMotleyAgent static method) (motleycrew.agents.llama_index.LlamaIndexMotleyAgent static method) from_crewai_tool() (motleycrew.tools.MotleyTool static method) (motleycrew.tools.tool.MotleyTool static method)

from_dict() (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore class method) from_langchain_tool() (motleycrew.tools.MotleyTool static method) (motleycrew.tools.tool.MotleyTool static method) from_llama_index_tool() (motleycrew.tools.MotleyTool static method) (motleycrew.tools.tool.MotleyTool static method) from_motley_agent() (motleycrew.tools.MotleyTool static method) (motleycrew.tools.tool.MotleyTool static method) from_persist_dir() (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore class method) from_supported_tool() (motleycrew.tools.MotleyTool static method) (motleycrew.tools.tool.MotleyTool static method)

G

generate_hex_hash() (in module motleycrew.common.utils) get_ambiguous_output_handler_call_error_message() (motleycrew.common.aux_prompts.AuxPrompts static method) (motleycrew.common.AuxPrompts static method) get_available_tasks() (motleycrew.crew.crew.MotleyCrew method) (motleycrew.crew.MotleyCrew method) get_completed_task_units() (motleycrew.crew.crew_threads.TaskUnitThreadPool method) get_default_callbacks_list() (in module motleycrew.tracking.utils) get_direct_output_error_message() (motleycrew.common.aux_prompts.AuxPrompts static method) (motleycrew.common.AuxPrompts static method) get_downstream_tasks() (motleycrew.tasks.Task method) (motleycrew.tasks.task.Task method) get_extra_tools() (motleycrew.crew.crew.MotleyCrew method) (motleycrew.crew.MotleyCrew method) get_label() (motleycrew.storage.graph_node.MotleyGraphNode class method) get_langchain_default_callbacks() (in module motleycrew.tracking.utils) get_last_message() (in module motleycrew.tools.autogen_chat_tool) get_llamaindex_default_callbacks() (in module motleycrew.tracking.utils) get_lunary_public_key() (in module motleycrew.tracking.utils) get_next_unit() (motleycrew.applications.research_agent.answer_task.AnswerTask method) (motleycrew.applications.research_agent.question_task.QuestionTask method) (motleycrew.tasks.simple.SimpleTask method) (motleycrew.tasks.SimpleTask method) (motleycrew.tasks.Task method) (motleycrew.tasks.task.Task method)

get_node_by_class_and_id() (motleycrew.storage.graph_store.MotleyGraphStore method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method) get_output_handlers (motleycrew.agents.mixins.LangchainOutputHandlingAgentMixin attribute) get_output_handlers() (motleycrew.agents.MotleyAgentParent method) (motleycrew.agents.parent.MotleyAgentParent method) get_relevant_default_prompt() (in module motleycrew.agents.langchain.tool_calling_react) get_subquestions() (in module motleycrew.applications.research_agent.question_answerer) get_unanswered_questions() (motleycrew.applications.research_agent.question_task.QuestionTask method) get_units() (motleycrew.tasks.Task method) (motleycrew.tasks.task.Task method) get_upstream_tasks() (motleycrew.tasks.Task method) (motleycrew.tasks.task.Task method) get_worker() (motleycrew.applications.research_agent.answer_task.AnswerTask method) (motleycrew.applications.research_agent.question_task.QuestionTask method) (motleycrew.tasks.simple.SimpleTask method) (motleycrew.tasks.SimpleTask method) (motleycrew.tasks.Task method) (motleycrew.tasks.task.Task method) graph_store (motleycrew.tasks.Task property) (motleycrew.tasks.task.Task property) GraphStoreType (class in motleycrew.common) (class in motleycrew.common.enums) GROQ (motleycrew.common.enums.LLMProvider attribute) (motleycrew.common.LLMProvider attribute)

H

html (motleycrew.tools.html_render_tool.HTMLRenderToolInput attribute) HTMLRenderer (class in motleycrew.tools.html_render_tool)

HTMLRenderTool (class in motleycrew.tools.html_render_tool) HTMLRenderToolInput (class in motleycrew.tools.html_render_tool)

I

id (motleycrew.storage.graph_node.MotleyGraphNode property) ID_ATTR (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore attribute) ImageToolInput (class in motleycrew.tools.image.replicate_tool) init_graph_store() (in module motleycrew.storage.graph_store_utils) init_llm() (in module motleycrew.common.llms) insert_node() (motleycrew.storage.graph_store.MotleyGraphStore method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method) IntegrationTestException InvalidOutput InvalidToolInput invoke() (motleycrew.agents.abstract_parent.MotleyAgentAbstractParent method) (motleycrew.agents.crewai.crewai.CrewAIMotleyAgentParent method) (motleycrew.agents.crewai.CrewAIMotleyAgentParent method) (motleycrew.agents.langchain.langchain.LangchainMotleyAgent method) (motleycrew.agents.langchain.LangchainMotleyAgent method) (motleycrew.agents.LangchainMotleyAgent method) (motleycrew.agents.llama_index.llama_index.LlamaIndexMotleyAgent method) (motleycrew.agents.llama_index.LlamaIndexMotleyAgent method) (motleycrew.agents.MotleyAgentAbstractParent method) (motleycrew.agents.MotleyAgentParent method) (motleycrew.agents.parent.MotleyAgentParent method) (motleycrew.tools.MotleyTool method) (motleycrew.tools.tool.MotleyTool method)

IpynbIntegrationTestResultNotFound is_completed (motleycrew.crew.crew_threads.TaskUnitThreadPool property) is_http_url() (in module motleycrew.common.utils) is_inserted (motleycrew.storage.graph_node.MotleyGraphNode property) is_materialized (motleycrew.agents.MotleyAgentParent property) (motleycrew.agents.parent.MotleyAgentParent property)

J

JSON_CONTENT_PREFIX (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore attribute)

K

KUZU (motleycrew.common.enums.GraphStoreType attribute) (motleycrew.common.GraphStoreType attribute)

L

LANGCHAIN (motleycrew.common.enums.LLMFramework attribute) (motleycrew.common.LLMFramework attribute) langchain_anthropic_llm() (in module motleycrew.common.llms) langchain_groq_llm() (in module motleycrew.common.llms) langchain_ollama_llm() (in module motleycrew.common.llms) langchain_openai_llm() (in module motleycrew.common.llms) langchain_replicate_llm() (in module motleycrew.common.llms) langchain_together_llm() (in module motleycrew.common.llms) LangchainMotleyAgent (class in motleycrew.agents) (class in motleycrew.agents.langchain) (class in motleycrew.agents.langchain.langchain) LangchainOutputHandlingAgentMixin (class in motleycrew.agents.mixins) LegacyReActMotleyAgent (class in motleycrew.agents.langchain) (class in motleycrew.agents.langchain.legacy_react) LLAMA_INDEX (motleycrew.common.enums.LLMFramework attribute) (motleycrew.common.LLMFramework attribute) llama_index_anthropic_llm() (in module motleycrew.common.llms) llama_index_groq_llm() (in module motleycrew.common.llms) llama_index_ollama_llm() (in module motleycrew.common.llms)

llama_index_openai_llm() (in module motleycrew.common.llms) llama_index_replicate_llm() (in module motleycrew.common.llms) llama_index_together_llm() (in module motleycrew.common.llms) LlamaIndexLunaryCallbackHandler (class in motleycrew.tracking.callbacks) LlamaIndexMotleyAgent (class in motleycrew.agents.llama_index) (class in motleycrew.agents.llama_index.llama_index) LLM (motleycrew.common.enums.LunaryRunType attribute) (motleycrew.common.LunaryRunType attribute) LLMFramework (class in motleycrew.common) (class in motleycrew.common.enums) LLMFrameworkNotSupported LLMProvider (class in motleycrew.common) (class in motleycrew.common.enums) LLMProviderNotSupported LLMTool (class in motleycrew.tools.llm_tool) logger (in module motleycrew.common.logging) LunaryEventName (class in motleycrew.common) (class in motleycrew.common.enums) LunaryRunType (class in motleycrew.common) (class in motleycrew.common.enums)

M

main_instruction (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPrompts attribute) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPromptsForAnthropic attribute) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPromptsForOpenAI attribute) materialize() (motleycrew.agents.crewai.crewai.CrewAIMotleyAgentParent method) (motleycrew.agents.crewai.CrewAIMotleyAgentParent method) (motleycrew.agents.langchain.langchain.LangchainMotleyAgent method) (motleycrew.agents.langchain.LangchainMotleyAgent method) (motleycrew.agents.LangchainMotleyAgent method) (motleycrew.agents.llama_index.llama_index.LlamaIndexMotleyAgent method) (motleycrew.agents.llama_index.LlamaIndexMotleyAgent method) (motleycrew.agents.MotleyAgentParent method) (motleycrew.agents.parent.MotleyAgentParent method) max_retries (motleycrew.tools.RetryConfig attribute), [1] (motleycrew.tools.tool.RetryConfig attribute), [1] MermaidEvaluatorTool (class in motleycrew.tools.mermaid_evaluator_tool) model_computed_fields (motleycrew.applications.research_agent.answer_task.QuestionAnsweringTaskUnit attribute) (motleycrew.applications.research_agent.question.Question attribute) (motleycrew.applications.research_agent.question_answerer.QuestionAnswererInput attribute) (motleycrew.applications.research_agent.question_generator.QuestionGeneratorToolInput attribute) (motleycrew.applications.research_agent.question_prioritizer.QuestionPrioritizerInput attribute) (motleycrew.applications.research_agent.question_task.QuestionGenerationTaskUnit attribute) (motleycrew.storage.graph_node.MotleyGraphNode attribute) (motleycrew.tasks.simple.SimpleTaskUnit attribute) (motleycrew.tasks.task.TaskNode attribute) (motleycrew.tasks.task_unit.TaskUnit attribute) (motleycrew.tasks.TaskUnit attribute) (motleycrew.tools.code.aider_tool.AiderToolInput attribute) (motleycrew.tools.code.postgresql_linter.PostgreSQLLinterInput attribute) (motleycrew.tools.code.python_linter.PythonLinterInput attribute) (motleycrew.tools.code.python_repl.REPLToolInput attribute) (motleycrew.tools.html_render_tool.HTMLRenderToolInput attribute) (motleycrew.tools.image.dall_e.DallEToolInput attribute) (motleycrew.tools.image.replicate_tool.ImageToolInput attribute) model_config (motleycrew.applications.research_agent.answer_task.QuestionAnsweringTaskUnit attribute) (motleycrew.applications.research_agent.question.Question attribute) (motleycrew.applications.research_agent.question_answerer.QuestionAnswererInput attribute) (motleycrew.applications.research_agent.question_generator.QuestionGeneratorToolInput attribute) (motleycrew.applications.research_agent.question_prioritizer.QuestionPrioritizerInput attribute) (motleycrew.applications.research_agent.question_task.QuestionGenerationTaskUnit attribute) (motleycrew.storage.graph_node.MotleyGraphNode attribute) (motleycrew.tasks.simple.SimpleTaskUnit attribute) (motleycrew.tasks.task.TaskNode attribute) (motleycrew.tasks.task_unit.TaskUnit attribute) (motleycrew.tasks.TaskUnit attribute) (motleycrew.tools.code.aider_tool.AiderToolInput attribute) (motleycrew.tools.code.postgresql_linter.PostgreSQLLinterInput attribute) (motleycrew.tools.code.python_linter.PythonLinterInput attribute) (motleycrew.tools.code.python_repl.REPLToolInput attribute) (motleycrew.tools.html_render_tool.HTMLRenderToolInput attribute) (motleycrew.tools.image.dall_e.DallEToolInput attribute) (motleycrew.tools.image.replicate_tool.ImageToolInput attribute) model_fields (motleycrew.applications.research_agent.answer_task.QuestionAnsweringTaskUnit attribute) (motleycrew.applications.research_agent.question.Question attribute) (motleycrew.applications.research_agent.question_answerer.QuestionAnswererInput attribute) (motleycrew.applications.research_agent.question_generator.QuestionGeneratorToolInput attribute) (motleycrew.applications.research_agent.question_prioritizer.QuestionPrioritizerInput attribute) (motleycrew.applications.research_agent.question_task.QuestionGenerationTaskUnit attribute) (motleycrew.storage.graph_node.MotleyGraphNode attribute) (motleycrew.tasks.simple.SimpleTaskUnit attribute) (motleycrew.tasks.task.TaskNode attribute) (motleycrew.tasks.task_unit.TaskUnit attribute) (motleycrew.tasks.TaskUnit attribute) (motleycrew.tools.code.aider_tool.AiderToolInput attribute) (motleycrew.tools.code.postgresql_linter.PostgreSQLLinterInput attribute) (motleycrew.tools.code.python_linter.PythonLinterInput attribute) (motleycrew.tools.code.python_repl.REPLToolInput attribute) (motleycrew.tools.html_render_tool.HTMLRenderToolInput attribute) (motleycrew.tools.image.dall_e.DallEToolInput attribute) (motleycrew.tools.image.replicate_tool.ImageToolInput attribute) module motleycrew motleycrew.agents motleycrew.agents.abstract_parent motleycrew.agents.crewai motleycrew.agents.crewai.agent_with_config motleycrew.agents.crewai.crewai motleycrew.agents.crewai.crewai_agent motleycrew.agents.langchain motleycrew.agents.langchain.langchain motleycrew.agents.langchain.legacy_react motleycrew.agents.langchain.tool_calling_react motleycrew.agents.langchain.tool_calling_react_prompts motleycrew.agents.llama_index motleycrew.agents.llama_index.llama_index motleycrew.agents.llama_index.llama_index_react motleycrew.agents.mixins motleycrew.agents.parent motleycrew.applications motleycrew.applications.research_agent motleycrew.applications.research_agent.answer_task motleycrew.applications.research_agent.question motleycrew.applications.research_agent.question_answerer motleycrew.applications.research_agent.question_generator motleycrew.applications.research_agent.question_prioritizer motleycrew.applications.research_agent.question_task motleycrew.common motleycrew.common.aux_prompts motleycrew.common.defaults motleycrew.common.enums motleycrew.common.exceptions motleycrew.common.llms motleycrew.common.logging motleycrew.common.types motleycrew.common.utils motleycrew.crew motleycrew.crew.crew motleycrew.crew.crew_threads motleycrew.storage motleycrew.storage.graph_node motleycrew.storage.graph_store motleycrew.storage.graph_store_utils motleycrew.storage.kuzu_graph_store motleycrew.tasks motleycrew.tasks.simple motleycrew.tasks.task motleycrew.tasks.task_unit motleycrew.tools motleycrew.tools.autogen_chat_tool motleycrew.tools.code motleycrew.tools.code.aider_tool motleycrew.tools.code.postgresql_linter motleycrew.tools.code.python_linter motleycrew.tools.code.python_repl motleycrew.tools.html_render_tool motleycrew.tools.image motleycrew.tools.image.dall_e motleycrew.tools.image.download_image motleycrew.tools.image.replicate_tool motleycrew.tools.llm_tool motleycrew.tools.mermaid_evaluator_tool motleycrew.tools.tool motleycrew.tracking motleycrew.tracking.callbacks motleycrew.tracking.utils MODULE_INSTALL_COMMANDS (motleycrew.common.Defaults attribute) (motleycrew.common.defaults.Defaults attribute) ModuleNotInstalled MotleyAgentAbstractParent (class in motleycrew.agents) (class in motleycrew.agents.abstract_parent)

MotleyAgentFactory (class in motleycrew.common) (class in motleycrew.common.types) MotleyAgentParent (class in motleycrew.agents) (class in motleycrew.agents.parent) motleycrew module MotleyCrew (class in motleycrew.crew) (class in motleycrew.crew.crew) motleycrew.agents module motleycrew.agents.abstract_parent module motleycrew.agents.crewai module motleycrew.agents.crewai.agent_with_config module motleycrew.agents.crewai.crewai module motleycrew.agents.crewai.crewai_agent module motleycrew.agents.langchain module motleycrew.agents.langchain.langchain module motleycrew.agents.langchain.legacy_react module motleycrew.agents.langchain.tool_calling_react module motleycrew.agents.langchain.tool_calling_react_prompts module motleycrew.agents.llama_index module motleycrew.agents.llama_index.llama_index module motleycrew.agents.llama_index.llama_index_react module motleycrew.agents.mixins module motleycrew.agents.parent module motleycrew.applications module motleycrew.applications.research_agent module motleycrew.applications.research_agent.answer_task module motleycrew.applications.research_agent.question module motleycrew.applications.research_agent.question_answerer module motleycrew.applications.research_agent.question_generator module motleycrew.applications.research_agent.question_prioritizer module motleycrew.applications.research_agent.question_task module motleycrew.common module motleycrew.common.aux_prompts module motleycrew.common.defaults module motleycrew.common.enums module motleycrew.common.exceptions module motleycrew.common.llms module motleycrew.common.logging module motleycrew.common.types module motleycrew.common.utils module motleycrew.crew module motleycrew.crew.crew module motleycrew.crew.crew_threads module motleycrew.storage module motleycrew.storage.graph_node module motleycrew.storage.graph_store module motleycrew.storage.graph_store_utils module motleycrew.storage.kuzu_graph_store module motleycrew.tasks module motleycrew.tasks.simple module motleycrew.tasks.task module motleycrew.tasks.task_unit module motleycrew.tools module motleycrew.tools.autogen_chat_tool module motleycrew.tools.code module motleycrew.tools.code.aider_tool module motleycrew.tools.code.postgresql_linter module motleycrew.tools.code.python_linter module motleycrew.tools.code.python_repl module motleycrew.tools.html_render_tool module motleycrew.tools.image module motleycrew.tools.image.dall_e module motleycrew.tools.image.download_image module motleycrew.tools.image.replicate_tool module motleycrew.tools.llm_tool module motleycrew.tools.mermaid_evaluator_tool module motleycrew.tools.tool module motleycrew.tracking module motleycrew.tracking.callbacks module motleycrew.tracking.utils module MotleyGraphNode (class in motleycrew.storage.graph_node) MotleyGraphStore (class in motleycrew.storage.graph_store) MotleyKuzuGraphStore (class in motleycrew.storage.kuzu_graph_store) MotleySupportedTool (in module motleycrew.common.types) MotleyTool (class in motleycrew.tools) (class in motleycrew.tools.tool)

N

name (motleycrew.tasks.simple.SimpleTaskUnit attribute), [1] (motleycrew.tasks.task.TaskNode attribute), [1] (motleycrew.tools.MotleyTool property) (motleycrew.tools.tool.MotleyTool property)

NODE_CLASS (motleycrew.tasks.Task attribute), [1] (motleycrew.tasks.task.Task attribute), [1] NONE (motleycrew.common.AsyncBackend attribute), [1] (motleycrew.common.enums.AsyncBackend attribute), [1]

O

OLLAMA (motleycrew.common.enums.LLMProvider attribute) (motleycrew.common.LLMProvider attribute) on_event_end() (motleycrew.tracking.callbacks.LlamaIndexLunaryCallbackHandler method) on_event_start() (motleycrew.tracking.callbacks.LlamaIndexLunaryCallbackHandler method) on_unit_completion() (motleycrew.applications.research_agent.question_task.QuestionTask method) (motleycrew.tasks.simple.SimpleTask method) (motleycrew.tasks.SimpleTask method) (motleycrew.tasks.Task method) (motleycrew.tasks.task.Task method) on_unit_dispatch() (motleycrew.applications.research_agent.question_task.QuestionTask method) (motleycrew.tasks.Task method) (motleycrew.tasks.task.Task method)

OPENAI (motleycrew.common.enums.LLMProvider attribute) (motleycrew.common.LLMProvider attribute) original_question (motleycrew.applications.research_agent.question_prioritizer.QuestionPrioritizerInput attribute) output (motleycrew.tasks.task_unit.TaskUnit attribute), [1] (motleycrew.tasks.TaskUnit attribute), [1] output_instruction_with_output_handler (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPrompts attribute) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPromptsForAnthropic attribute) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPromptsForOpenAI attribute) output_instruction_without_output_handler (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPrompts attribute) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPromptsForAnthropic attribute) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPromptsForOpenAI attribute)

P

PENDING (motleycrew.common.enums.TaskUnitStatus attribute) (motleycrew.common.TaskUnitStatus attribute) pending (motleycrew.tasks.task_unit.TaskUnit property) (motleycrew.tasks.TaskUnit property) PostgreSQLLinterInput (class in motleycrew.tools.code.postgresql_linter) PostgreSQLLinterTool (class in motleycrew.tools.code) (class in motleycrew.tools.code.postgresql_linter) prepare_graph_store() (motleycrew.tasks.Task method) (motleycrew.tasks.task.Task method)

print_passthrough() (in module motleycrew.common.utils) prompt (motleycrew.tasks.simple.SimpleTaskUnit attribute), [1] PYTHON_TO_CYPHER_TYPES_MAPPING (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore attribute) PythonLinterInput (class in motleycrew.tools.code.python_linter) PythonLinterTool (class in motleycrew.tools.code) (class in motleycrew.tools.code.python_linter) PythonREPLTool (class in motleycrew.tools.code) (class in motleycrew.tools.code.python_repl)

Q

query (motleycrew.tools.code.postgresql_linter.PostgreSQLLinterInput attribute) Question (class in motleycrew.applications.research_agent.question) question (motleycrew.applications.research_agent.answer_task.QuestionAnsweringTaskUnit attribute) (motleycrew.applications.research_agent.question.Question attribute) (motleycrew.applications.research_agent.question_answerer.QuestionAnswererInput attribute) (motleycrew.applications.research_agent.question_generator.QuestionGeneratorToolInput attribute) (motleycrew.applications.research_agent.question_task.QuestionGenerationTaskUnit attribute)

QuestionAnswererInput (class in motleycrew.applications.research_agent.question_answerer) QuestionAnsweringTaskUnit (class in motleycrew.applications.research_agent.answer_task) QuestionGenerationTaskUnit (class in motleycrew.applications.research_agent.question_task) QuestionGeneratorTool (class in motleycrew.applications.research_agent.question_generator) QuestionGeneratorToolInput (class in motleycrew.applications.research_agent.question_generator) QuestionPrioritizerInput (class in motleycrew.applications.research_agent.question_prioritizer) QuestionPrioritizerTool (class in motleycrew.applications.research_agent.question_prioritizer) QuestionTask (class in motleycrew.applications.research_agent.question_task)

R

ReActLlamaIndexMotleyAgent (class in motleycrew.agents.llama_index) (class in motleycrew.agents.llama_index.llama_index_react) ReActToolCallingMotleyAgent (class in motleycrew.agents.langchain) (class in motleycrew.agents.langchain.tool_calling_react) register_tasks() (motleycrew.crew.crew.MotleyCrew method) (motleycrew.crew.MotleyCrew method) reminder_message_with_output_handler (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPrompts attribute) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPromptsForAnthropic attribute) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPromptsForOpenAI attribute) reminder_message_without_output_handler (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPrompts attribute) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPromptsForAnthropic attribute) (motleycrew.agents.langchain.tool_calling_react_prompts.ToolCallingReActPromptsForOpenAI attribute) render_image() (motleycrew.tools.html_render_tool.HTMLRenderer method) render_text_description() (in module motleycrew.agents.langchain.tool_calling_react) REPLICATE (motleycrew.common.enums.LLMProvider attribute) (motleycrew.common.LLMProvider attribute) ReplicateImageGeneratorTool (class in motleycrew.tools.image) (class in motleycrew.tools.image.replicate_tool)

REPLToolInput (class in motleycrew.tools.code.python_repl) RetryConfig (class in motleycrew.tools) (class in motleycrew.tools.tool) run() (motleycrew.crew.crew.MotleyCrew method) (motleycrew.crew.crew_threads.TaskUnitThread method) (motleycrew.crew.MotleyCrew method) (motleycrew.tools.MotleyTool method) (motleycrew.tools.tool.MotleyTool method) run_cypher_query() (motleycrew.storage.graph_store.MotleyGraphStore method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method) run_dalle_and_save_images() (in module motleycrew.tools.image.dall_e) run_model_in_replicate() (in module motleycrew.tools.image.replicate_tool) run_model_in_replicate_and_save_images() (in module motleycrew.tools.image.replicate_tool) run_tool_direct_decorator() (motleycrew.agents.mixins.LangchainOutputHandlingAgentMixin method) RUNNING (motleycrew.common.enums.TaskUnitStatus attribute) (motleycrew.common.TaskUnitStatus attribute) running (motleycrew.tasks.task_unit.TaskUnit property) (motleycrew.tasks.TaskUnit property)

S

set_cache_handler() (motleycrew.agents.crewai.crewai.CrewAIMotleyAgentParent method) (motleycrew.agents.crewai.CrewAIMotleyAgentParent method) set_done() (motleycrew.tasks.Task method) (motleycrew.tasks.task.Task method) (motleycrew.tasks.task_unit.TaskUnit method) (motleycrew.tasks.TaskUnit method) set_pending() (motleycrew.tasks.task_unit.TaskUnit method) (motleycrew.tasks.TaskUnit method) set_rpm_controller() (motleycrew.agents.crewai.crewai.CrewAIMotleyAgentParent method) (motleycrew.agents.crewai.CrewAIMotleyAgentParent method) set_running() (motleycrew.tasks.task_unit.TaskUnit method) (motleycrew.tasks.TaskUnit method)

set_upstream() (motleycrew.tasks.Task method) (motleycrew.tasks.task.Task method) SimpleTask (class in motleycrew.tasks) (class in motleycrew.tasks.simple) SimpleTaskUnit (class in motleycrew.tasks.simple) START (motleycrew.common.enums.LunaryEventName attribute) (motleycrew.common.LunaryEventName attribute) start_trace() (motleycrew.tracking.callbacks.LlamaIndexLunaryCallbackHandler method) state (motleycrew.crew.crew_threads.TaskUnitThread property) status (motleycrew.tasks.task_unit.TaskUnit attribute), [1] (motleycrew.tasks.TaskUnit attribute), [1]

T

take_next_step_decorator() (motleycrew.agents.mixins.LangchainOutputHandlingAgentMixin method) Task (class in motleycrew.tasks) (class in motleycrew.tasks.task) TASK_IS_UPSTREAM_LABEL (motleycrew.tasks.Task attribute), [1] (motleycrew.tasks.task.Task attribute), [1] TaskDependencyCycleError TaskNode (class in motleycrew.tasks.task) TaskUnit (class in motleycrew.tasks) (class in motleycrew.tasks.task_unit) TaskUnitStatus (class in motleycrew.common) (class in motleycrew.common.enums) TaskUnitThread (class in motleycrew.crew.crew_threads) TaskUnitThreadPool (class in motleycrew.crew.crew_threads) TaskUnitThreadState (class in motleycrew.crew.crew_threads) THREADING (motleycrew.common.AsyncBackend attribute), [1] (motleycrew.common.enums.AsyncBackend attribute), [1]

to_autogen_tool() (motleycrew.tools.MotleyTool method) (motleycrew.tools.tool.MotleyTool method) to_crewai_tool() (motleycrew.tools.MotleyTool method) (motleycrew.tools.tool.MotleyTool method) to_langchain_tool() (motleycrew.tools.MotleyTool method) (motleycrew.tools.tool.MotleyTool method) to_llama_index_tool() (motleycrew.tools.MotleyTool method) (motleycrew.tools.tool.MotleyTool method) to_str() (in module motleycrew.common.utils) TOGETHER (motleycrew.common.enums.LLMProvider attribute) (motleycrew.common.LLMProvider attribute) TOOL (motleycrew.common.enums.LunaryRunType attribute) (motleycrew.common.LunaryRunType attribute) ToolCallingReActPrompts (class in motleycrew.agents.langchain.tool_calling_react_prompts) ToolCallingReActPromptsForAnthropic (class in motleycrew.agents.langchain.tool_calling_react_prompts) ToolCallingReActPromptsForOpenAI (class in motleycrew.agents.langchain.tool_calling_react_prompts)

U

unanswered_questions (motleycrew.applications.research_agent.question_prioritizer.QuestionPrioritizerInput attribute) UPDATE (motleycrew.common.enums.LunaryEventName attribute) (motleycrew.common.LunaryEventName attribute)

update_property() (motleycrew.storage.graph_store.MotleyGraphStore method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method) upsert_triplet() (motleycrew.storage.graph_store.MotleyGraphStore method) (motleycrew.storage.kuzu_graph_store.MotleyKuzuGraphStore method)

W

wait_and_close() (motleycrew.crew.crew_threads.TaskUnitThreadPool method) wait_time (motleycrew.tools.RetryConfig attribute), [1] (motleycrew.tools.tool.RetryConfig attribute), [1]

WAITING (motleycrew.crew.crew_threads.TaskUnitThreadState attribute) with_message (motleycrew.tools.code.aider_tool.AiderToolInput attribute)