echology-io/decompose
The missing cognitive primitive for AI agents. Decompose any text into classified semantic units — authority, risk, attention, entities. No LLM. Deterministic.
Runs via regex and heuristics—not LLMs—making it fast (<500ms for 50-page documents), deterministic, and offline-capable while providing attention scoring and irreducibility detection. Integrates as an MCP server with Claude, Cursor, and Windsurf, or as a Python library with built-in filtering to reduce LLM context by 60-80% and risk-based routing for safety-critical, financial, and compliance units before reasoning.
Stars
9
Forks
2
Language
Python
License
MIT
Category
Last pushed
Mar 12, 2026
Commits (30d)
0
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