Giving Every AI Framework Real-World Tools: LangChain, MCP, Virtuals, and Beyond

AI framework fragmentation makes tool integration difficult. This guide explores how OneShot provides a unified adapter layer for LangChain, MCP, and Virtuals, allowing developers to deploy real-world tools like email and voice calls across any framework using a single API.

J Nicolas • Feb 26, 2026 • 6 min read min read