marjorie-adaptive-reasoningAutomatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would...
Install via ClawdBot CLI:
clawdbot install marjoriebroad/marjorie-adaptive-reasoningGrade Limited — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Jul 30, 2026
Automatically assess complexity of incoming customer queries to route simple queries to automated responses and escalate complex issues to human agents with reasoning enabled.
When reviewing pull requests, adapt reasoning depth based on the complexity of changes. Simple formatting fixes get fast responses, while architectural changes trigger deep analysis.
Assist doctors by quickly answering routine medical queries (e.g., drug interactions) and triggering extended reasoning for complex diagnostic cases involving multiple symptoms.
Evaluate legal documents for complexity. Simple contracts get standard review, while multi-jurisdiction agreements trigger deep reasoning to identify risks.
Offer the adaptive reasoning skill as a premium add-on for AI platforms, charging per-seat monthly fees based on usage tiers (fast vs extended reasoning).
Charge per reasoning activation event, with higher rates for deep reasoning (score ≥8) and lower rates for standard responses. Ideal for high-volume APIs.
License the skill to enterprises for internal AI assistants, including customization of scoring weights and thresholds. Includes support and integration services.
💬 Integration Tip
Implement the scoring logic as a lightweight pre-processing function that triggers reasoning mode via session_status tool before generating the main response.
Scored Apr 19, 2026
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