The author developed an alternative solution utilizing LLM Function Calling, TypeScript, and Swagger/OpenAPI to replace the MCP (Model Context Protocol) of Anthropic Claude with smaller models like gpt-4o-mini. The solution leverages validation feedback strategies to improve function calling success rates and integrates Agentica AI framework for efficient multi-agent orchestration.

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PrefaceFunction CallingOpenAPI StrategyValidation FeedbackCompiler SkillsAgentica, Agentic AI Framework replacing MCP
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