Module protocol 

Structs

InstructionTemplate

A terse instruction code and its human-readable expansion.

Functions

compress_output

Compresses tool output text based on density level.

detect_project_root

Finds the outermost project root by walking up from file_path. For monorepos with nested .git dirs (e.g. mono/backend/.git + mono/frontend/.git), returns the outermost ancestor containing .git, a workspace marker, or a known monorepo config file — so the whole monorepo is treated as one project.

detect_project_root_or_cwd

Returns the project root for file_path, falling back to cwd if none found.

encode_instructions

Encode an instruction suffix using short codes with budget hints. Response budget is dynamic based on task complexity to shape LLM output length.

encode_instructions_with_snr

Encode instructions with SNR metric for context quality awareness.

format_savings

Formats a token savings summary like [42 tok saved (30%)].

instruction_decoder_block

Generates the INSTRUCTION CODES block for agent system prompts.

shorten_path

Returns the file name component of a path for compact display.