decompose-mcpDecompose any text into classified semantic units — authority, risk, attention, entities. No LLM. Deterministic.
Install via ClawdBot CLI:
clawdbot install echology-io/decompose-mcpInstall decompose-mcp (pip/uv):
Install decompose-mcp (pip/uv)Grade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://echology.io/decomposeAudited Apr 16, 2026 · audit v1.0
Generated Mar 22, 2026
Legal teams use this skill to automatically decompose contracts and specifications into semantic units, identifying mandatory clauses, risk categories, and financial terms. This pre-processing reduces the context window needed for LLM analysis by 60-80%, enabling faster and more accurate contract review workflows.
Construction managers and engineers apply the skill to decompose project specifications, extracting standards references like ASTM and OSHA, deadlines, and safety-critical requirements. It helps route high-attention sections to specialized teams and ensures compliance with building codes and regulations.
Financial institutions and healthcare organizations use the skill to decompose policies and regulations, classifying authority levels and compliance risks. This enables efficient extraction of actionable directives and irreducibility flags for audit trails and regulatory reporting.
Technical writers and product managers decompose manuals and guidelines into semantic units to identify permissive vs. mandatory instructions and extract entity references. This supports building structured training data for AI models and improving document clarity.
Procurement teams deploy the skill to decompose supplier contracts and service agreements, highlighting financial terms, risk categories, and deadlines. It automates the extraction of key obligations and attention scores for ongoing compliance monitoring and vendor management.
Offer a cloud-based platform where users upload documents for decomposition via API, with tiered pricing based on volume and features like advanced analytics. Revenue streams include monthly subscriptions and enterprise licenses for high-throughput processing.
Sell perpetual licenses for on-premise deployment to industries with strict data privacy requirements, such as legal or government sectors. Revenue comes from one-time license fees plus annual support and maintenance contracts.
Partner with existing document management, contract lifecycle, or compliance software providers to embed the decomposition skill as a value-added feature. Revenue is generated through revenue-sharing agreements or per-transaction fees based on usage.
💬 Integration Tip
Start by integrating the decompose_text tool locally to pre-process documents before LLM analysis, ensuring no network calls and leveraging its deterministic output for consistent results in automated workflows.
Scored Jun 17, 2026
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