Index

A

aadd_to_memory() (EpisodicMemory method) (Memory method) aapply_plan() (LLMAgent method) acall_tools() (ToolManager method) action (ReActOutput attribute) add_to_memory() (EpisodicMemory method) (Memory method) add_tool_callback() (in module mesa_llm.tools.tool_decorator) add_tool_to_all() (ToolManager class method) aexecute_tool_call() (Reasoning method) agenerate() (ModuleLLM method) agenerate_obs() (LLMAgent method) agent (MemoryEntry attribute) agent_id (SimulationEvent attribute) AgentViewer (class in mesa_llm.recording.agent_analysis)

agrade_event_importance() (EpisodicMemory method) aplan() (CoTReasoning method) (ReActReasoning method) (Reasoning method) (ReWOOReasoning method) apost_step() (LLMAgent method) apply_plan() (LLMAgent method) apre_step() (LLMAgent method) aprocess_step() (EpisodicMemory method) (LongTermMemory method) (Memory method) (ShortTermMemory method) (STLTMemory method) asend_message() (LLMAgent method) astep() (LLMAgent method)

C

call() (ToolManager method) call_tools() (ToolManager method)

content (MemoryEntry attribute) (SimulationEvent attribute) CoTReasoning (class in mesa_llm.reasoning.cot)

D

disable_automatic_parallel_stepping() (in module mesa_llm.parallel_stepping)

display() (MemoryEntry method) DocstringParsingError

E

enable_automatic_parallel_stepping() (in module mesa_llm.parallel_stepping) EpisodicMemory (class in mesa_llm.memory.episodic_memory) event_id (SimulationEvent attribute) event_type (SimulationEvent attribute)

EventGrade (class in mesa_llm.memory.episodic_memory) events (SimulationRecorder attribute) execute_tool_call() (Reasoning method) export_agent_memory() (SimulationRecorder method)

F

format_long_term() (LongTermMemory method) (STLTMemory method)

format_short_term() (ShortTermMemory method) (STLTMemory method)

G

generate() (ModuleLLM method) generate_obs() (LLMAgent method) get_agent_events() (SimulationRecorder method) get_all_tools_schema() (ToolManager method) get_communication_history() (EpisodicMemory method) (LongTermMemory method) (Memory method) (ShortTermMemory method) (STLTMemory method) get_cot_system_prompt() (CoTReasoning method) get_events_by_step() (SimulationRecorder method) get_events_by_type() (SimulationRecorder method)

get_prompt_ready() (EpisodicMemory method) (LongTermMemory method) (Memory method) (ShortTermMemory method) (STLTMemory method) get_react_prompt() (ReActReasoning method) get_react_system_prompt() (ReActReasoning method) get_rewoo_system_prompt() (ReWOOReasoning method) get_stats() (SimulationRecorder method) get_tool_schema() (ToolManager method) grade (EventGrade attribute) grade_event_importance() (EpisodicMemory method)

H

has_tool() (ToolManager method)

I

instances (ToolManager attribute)

interactive_mode() (AgentViewer method)

L

list_agents() (AgentViewer method) llm_plan (Plan attribute)

LLMAgent (class in mesa_llm.llm_agent) local_state (Observation attribute) LongTermMemory (class in mesa_llm.memory.lt_memory)

M

Memory (class in mesa_llm.memory.memory) MemoryEntry (class in mesa_llm.memory.memory) mesa_llm.llm_agent module mesa_llm.memory.episodic_memory module mesa_llm.memory.lt_memory module mesa_llm.memory.memory module mesa_llm.memory.st_lt_memory module mesa_llm.memory.st_memory module mesa_llm.module_llm module mesa_llm.parallel_stepping module mesa_llm.reasoning.cot module mesa_llm.reasoning.react module mesa_llm.reasoning.reasoning module mesa_llm.reasoning.rewoo module mesa_llm.recording.agent_analysis module mesa_llm.recording.record_model module mesa_llm.recording.simulation_recorder module

mesa_llm.tools.inbuilt_tools module mesa_llm.tools.tool_decorator module mesa_llm.tools.tool_manager module metadata (SimulationEvent attribute) model_config (EventGrade attribute) (ReActOutput attribute) module mesa_llm.llm_agent mesa_llm.memory.episodic_memory mesa_llm.memory.lt_memory mesa_llm.memory.memory mesa_llm.memory.st_lt_memory mesa_llm.memory.st_memory mesa_llm.module_llm mesa_llm.parallel_stepping mesa_llm.reasoning.cot mesa_llm.reasoning.react mesa_llm.reasoning.reasoning mesa_llm.reasoning.rewoo mesa_llm.recording.agent_analysis mesa_llm.recording.record_model mesa_llm.recording.simulation_recorder mesa_llm.tools.inbuilt_tools mesa_llm.tools.tool_decorator mesa_llm.tools.tool_manager ModuleLLM (class in mesa_llm.module_llm) move_one_step() (in module mesa_llm.tools.inbuilt_tools)

N

normalize_dict_values() (in module mesa_llm.memory.episodic_memory)

O

Observation (class in mesa_llm.reasoning.reasoning)

P

Plan (class in mesa_llm.reasoning.reasoning) plan() (CoTReasoning method) (ReActReasoning method) (Reasoning method) (ReWOOReasoning method) post_step() (LLMAgent method)

pre_step() (LLMAgent method) previous_agent_states (SimulationRecorder attribute) process_step() (EpisodicMemory method) (LongTermMemory method) (Memory method) (ShortTermMemory method) (STLTMemory method)

Q

quick_agent_view() (in module mesa_llm.recording.agent_analysis)

R

ReActOutput (class in mesa_llm.reasoning.react) ReActReasoning (class in mesa_llm.reasoning.react) Reasoning (class in mesa_llm.reasoning.reasoning) reasoning (ReActOutput attribute) record_event() (SimulationRecorder method)

record_model() (in module mesa_llm.recording.record_model) record_model_event() (SimulationRecorder method) register() (ToolManager method) retrieve_top_k_entries() (EpisodicMemory method) ReWOOReasoning (class in mesa_llm.reasoning.rewoo)

S

save() (SimulationRecorder method) self_state (Observation attribute) send_message() (LLMAgent method) ShortTermMemory (class in mesa_llm.memory.st_memory) show_simulation_info() (AgentViewer method) SimulationEvent (class in mesa_llm.recording.simulation_recorder) SimulationRecorder (class in mesa_llm.recording.simulation_recorder) speak_to() (in module mesa_llm.tools.inbuilt_tools) step (MemoryEntry attribute) (Observation attribute) (Plan attribute) (SimulationEvent attribute)

step_agents_multithreaded() (in module mesa_llm.parallel_stepping) step_agents_parallel() (in module mesa_llm.parallel_stepping) step_agents_parallel_sync() (in module mesa_llm.parallel_stepping) step_content (Memory attribute) STLTMemory (class in mesa_llm.memory.st_lt_memory) system_prompt (LLMAgent property)

T

teleport_to_location() (in module mesa_llm.tools.inbuilt_tools) timestamp (SimulationEvent attribute)

tool() (in module mesa_llm.tools.tool_decorator) ToolManager (class in mesa_llm.tools.tool_manager) ttl (Plan attribute)

V

view_agent_conversations() (AgentViewer method) view_agent_decisions() (AgentViewer method)

view_agent_summary() (AgentViewer method) view_agent_timeline() (AgentViewer method)