All the latest Model Context Protocol changes in the first half 2026, summarized.

SerpApi’s MCP upgrade exposes engine schemas as resources, letting AI agents discover exact parameters for each search engine. This removes guesswork, reduces errors, and enables more reliable, structured tool calls for workflows like flights, shopping, and news.

Integrating SerpApi MCP into AI-assisted IDEs lets developers fetch live web data—docs, examples, vulnerabilities—directly in tools like VS Code or Cursor. This reduces context switching, keeps code guidance up-to-date, and turns AI assistants into real-time research partners.

SerpApi MCP gives AI agents unified access to live search across multiple engines, returning structured JSON. Agents can use it for competitor analysis, trend tracking, customer support, product monitoring, and multi-agent workflows—enabling real-time, data-driven insights without custom APIs.

SerpApi MCP lets AI agents access real-time web data via a standard protocol. Models can call tools, fetch context, and use live info without custom code, turning isolated LLMs into context-aware assistants.