Print a message to the console.

Execute the tool with given parameters.

Print a message to the console.

Insert entry into db. Args: entry: the entry to insert Returns: None

Update the CKG database.

Get the tool name.

Helper to mock file reading operations.

Send chat messages to the LLM.

Get the input schema for the tool.

Helper to mock file system operations

Record an LLM interaction. Args: messages: Input messages to the LLM response: Response from the LLM prov

Execute a command in the bash shell.

Check if the current client supports tool calling.

Get the tool description.

Decorator that adds retry logic with randomized backoff. Args: func: The function to decorate provider_name: The name of the

Save the current trajectory data to file.

Load and parse JSON file.

Parse JSONPath expression with error handling.

Serialize a tool call to a dictionary.

Clean up resources

Create a new task.

Parse a ToolResult into a Gemini FunctionResponse Part for history.

Resolve configuration value with priority: CLI > ENV > Config > Default.

Terminate the bash shell.

Get the Docker image name for a given instance ID. Args: instance_id: Instance identifier. Returns:

Generate output for the CLI based on the content of a file.

Generate output for the CLI based on the content of a file.

Save JSON data to file.

Ensure proper tool resource deallocation before task completion.

Execute a shell command inside a Docker container. Args: container: Docker container object. command: Shell command to execu

Get the path to the CKG database for a codebase path.

Get the git diff of the project.

Get the tool parameters.

Truncate content and append a notice if content exceeds the specified length.

Parse the messages to Gemini format, separating system instructions.

Read the content of a file from a given path; raise a ToolError if an error occurs.

Read the content of a file from a given path; raise a ToolError if an error occurs.

Resolve config file with backward compatibility. First tries the specified file, then falls back to JSON if YAML doesn't exist.

Set the lakeview configuration for the console.

Write the content of a file to a given path; raise a ToolError if an error occurs.

Write the content of a file to a given path; raise a ToolError if an error occurs.

Initialise the code knowledge graph.

Generate a random ID string

Enhanced task completion detection.

Normalize tool name by making it lowercase and removing underscores.

Serialize an LLM message to a dictionary.

Serialize a tool result to a dictionary.

Spawns a persistent bash shell inside the container using pexpect.

Implement the view command

Implement the view command

Helper function to write problem statement using context manager.

Send chat messages to Gemini with optional tool support.

Connect to an MCP server Args: server_params: Parameters for connecting to the MCP server.

Create a console instance based on type and mode. Args: console_type: Type of console to create (SIMPLE or RICH) mode

Execute a tool call.

Finalize the trajectory recording. Args: success: Whether the task completed successfully final_result: Final result

Log an agent step to the console.

Get hash based on file metadata (name, mtime, size) for non-git repositories.

Get the maximum tokens parameter value.Prioritizes max_completion_tokens, falls back to max_tokens if not available.

Get the model provider.

Get the recommended console type for a given mode. Args: mode: Console operation mode Returns: Recommended c