Dump the model to a dictionary, recursively serializing nested Pydantic models.

Log a message directly to stderr to ensure visibility in all processes, including the Gunicorn master process. Args: message: Th

Get memory state (events, summaries, insights) for a memory system. Args: name: Memory system name n: Number

Execute a git command and return (success, stdout, stderr).

Query the graph by taking a cypher query, converting it to an age compatible query, executing it and converting the result A

Upsert data Importance notes for in-memory storage: 1. Changes will be persisted to disk during the next index_done_callback

Get memory configuration by name Args: memory_name: Memory name Returns: Memory: Memory

Focus the element.

Get environment instance by name Args: env_name: Environment name Returns: Environment:

Get tool configuration by name Args: tool_name: Tool name Returns: Tool: Tool instance o

Stop listening (both threaded and blocked)

Returns the backward engine. :return: The backward engine. :rtype: EngineLM

Take a screenshot and store it using ScreenshotService

Normalize node ID to ensure special characters are properly handled in Cypher queries. Args: node_id: The original node

Compare two version strings. Returns 1 if v1 > v2, -1 if v1 < v2, 0 if equal. Args: v1: First version string (e.g., "1.0.

Decode CSV content with structure preview.

Dump the model to a dictionary, recursively serializing nested Pydantic models.

Long press at specified coordinates.