{"repo":"cameronking4/programmatic-tool-calling-ai-sdk","free":true,"listed":false,"github":"https://github.com/cameronking4/programmatic-tool-calling-ai-sdk","clone":"git clone https://github.com/cameronking4/programmatic-tool-calling-ai-sdk.git","description":"⚡ Cut LLM inference costs 80% with Programmatic Tool Calling. Instead of N tool call round-trips, generate JavaScript to orchestrate tools in Vercel Sandbox. Supports Anthropic, OpenAI, 100+ models via AI Gateway. Novel MCP Bridge for external service integration.","language":"TypeScript","stars":18,"topics":["ai-gateway","ai-sdk","llm-optimization","mcp-client","mcp-server","model-context-protocol","nextjs","token-optimization","typescript","vercel"],"license":null,"category":"mcp-servers","readme_excerpt":"🚀 Programmatic Tool Calling with AI SDK A Universal LLM Optimization POC for Any Model Programmatic Tool Calling is a novel approach to dramatically reduce LLM inference costs and latency by replacing traditional multi-round-trip tool calling with code generation and sandboxed execution. 💡 Inspired by Anthropic's beta capabilities announced November 2025. This project extends that paradigm to work with any LLM through the Vercel AI SDK, including 100+ models via the AI Gateway. --- 🎯 The Problem Traditional LLM tool calling is inherently inefficient , especially with MCP: ✨ The Solution PTC transforms tool orchestration into a single code generation + execution: --- 📊 Proven Efficiency Gains Metric Traditional PTC Improvement -------- ------------- ----- ------------- LLM Round-trips N (per tool) 2 (fixed) 90% reduction Context Growth Exponential Constant 85% efficiency Token Usage 70,000 (10 tools) 14,000 80% savings Latency Sequential Parallel 3-5x faster MCP Tool Calls N round-trips 1 code execution 60-80% savings --- 🏗️ Architecture --- 🌟 Key Features 🔧 Universal Model Support - Direct Providers : Anthropic Claude, OpenAI GPT - Vercel AI Gateway : 100+ models (Gemini, Mistral, Groq, DeepSeek, Meta, etc.) - Works with any model that supports tool calling 🧪 Vercel Sandbox Execution - Isolated cloud environment for LLM-generated code - Node.js 22 runtime with full async/await support - Automatic syntax validation before execution - Singleton pattern for cost optimiza","default_branch":null,"files":null,"tree":[],"storefront":"/r/cameronking4","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/cameronking4/programmatic-tool-calling-ai-sdk/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}