Sparkflows Copilot integrates with the Model Context Protocol (MCP) to securely interact with external tools and services while intelligently classifying user queries.
It now performs context-aware query handling, detecting and properly managing requests that are irrelevant to the target workflow or execution context.
In addition, Copilot provides a graceful MCP fallback - queries unrelated to MCP are processed normally, and even if the MCP server is unavailable, non-MCP queries continue to be handled directly by the LLM. This ensures uninterrupted workflow generation and a more robust Copilot experience.