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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Amy Wang

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Preprint Aug 2026

Hybrid Semantic Tool Discovery for Enterprise MCP Gateway: Architecture and Implementation

This work presents SCOUT (Selective Context Optimization for Universal Tooling for Universal Tooling), which reframes tool exposure as a context-selection problem, injecting only tools relevant to the current step, and reduces MCP tool-token consumption by 99%, cutting per-query inference cost at enterprise scale.

Olympia Saha, Amy Wang, Srinivasan Manoharan · 0 citations

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