nm-conserve-smart-sourcingSelects optimal sources for tool calls, balancing accuracy with token cost. Use before research tasks or when deciding whether a claim needs verification
Install via ClawdBot CLI:
clawdbot install athola/nm-conserve-smart-sourcingGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/athola/claude-night-market/tree/master/plugins/conserveAudited Apr 16, 2026 · audit v1.0
Generated May 6, 2026
An AI-powered customer support system uses smart sourcing to provide accurate responses to technical queries. It cites sources only for version-specific or pricing claims, reducing token usage and response time.
A research assistant for market analysts gathers data from multiple sources, applying smart sourcing to balance thoroughness with cost. It uses full sourcing only for critical data points like financial figures or regulatory changes.
A chatbot integrated into an IDE helps developers by answering coding questions. It cites sources for API changes or version numbers but relies on general knowledge for syntax and concepts, saving tokens.
A health advice platform uses smart sourcing to verify medication dosages or clinical guidelines while avoiding citations for common wellness tips. This ensures accuracy where needed without inflating costs.
A legal document review tool applies smart sourcing to flag compliance-related claims with full citations, but summarizes general legal principles without sources. This reduces token consumption during initial reviews.
Offer API access to the smart sourcing engine, charging per token used. Customers benefit from reduced token consumption compared to full sourcing, allowing them to scale while controlling costs.
Provide a subscription-based service that integrates smart sourcing into existing chatbots or AI assistants. Revenue comes from monthly or annual subscriptions, with tiers based on query volume or features.
License the smart sourcing framework to enterprises needing customizable sourcing policies. Revenue includes upfront licensing fees plus ongoing support and maintenance contracts.
💬 Integration Tip
Integrate the decision framework as a middleware layer that intercepts factual claims before generating citations, and configure confidence thresholds based on your domain's token budget and accuracy requirements.
Scored Jul 12, 2026
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