Decompose

Exposes two MCP tools for text classification without an LLM: decompose_text and decompose_url. Every semantic unit gets tagged with authority level (mandatory, prohibitive, directive), risk tier (safety_critical, compliance, financial), and attention score (0 to 10). Built on regex and heuristics, so it runs deterministic and offline in under 500ms for long documents. The filter_for_llm function drops boilerplate and keeps only high-value units, typically cutting 60 to 80 percent of tokens before they hit your context window. Pulled from Echology's AECai platform where it classifies construction specs and contracts, but works across domains. Use it to route high-risk content to specialized chains or pre-filter documents before embedding.