Blog
Building the future of AI.
Stay up to date with the latest news and announcements from the Karada team, and learn more about the Model Context Protocol.
Wednesday, September 16, 2026
Shashwat Gupta
Why Bother Compiling an MCP Server When You Already Have a Web Chatbot and CLI?
"Why bother compiling an MCP server when we already have an in-app web chatbot and a custom CLI tool for developers?" Here is why in-app chat and CLIs break down in production—and where machine-native protocols take over.
Saturday, September 12, 2026
Shashwat Gupta
121 API Endpoints, One AI Agent: Why 1:1 Tool Mapping Fails in Production
Converting 120+ REST endpoints 1:1 into agent tools burns 15,000 prompt tokens and creates fragile runtime drift. Here is how collapsing endpoints into composite verbs and compile-time Go contracts fixes agent tooling.