Python API

These pages are generated from the docstrings at build time, one page per public module. Start from the package that matches what you are doing:

Package	What it holds
ontocast.toolbox	ToolBox: builds and owns every tool a run needs (LLM, converter, chunker, triple store, vector store, caches)
ontocast.stategraph	The LangGraph pipeline: graph construction, routing and the per-unit render/critic loop
ontocast.onto	State and domain models: AgentState, per-unit states, ontologies, graph updates, budgets
ontocast.agent	One function per pipeline step (render, criticise, consolidate, serialize, ...)
ontocast.tool	The tools themselves: LLM, chunking, triple stores, vector stores, aggregation, validation
ontocast.config	Settings, read from environment variables
ontocast.api	The HTTP API (FastAPI) and request parsing
ontocast.integrations	Adapters that expose OntoCast to other agent frameworks
ontocast.cli	Console scripts
ontocast.registry, ontocast.runtime	Scope-bound ToolBoxes over one shared runtime (tenancy)
ontocast.util	Helpers