An updated 2026 comparison of the top AI agent frameworks, including LangGraph, OpenAI Agents SDK, Microsoft Agent Framework, Google ADK, CrewAI, LlamaIndex, Pydantic AI, Mastra, Agno, and Claude Agent SDK.
MCP Apps extend the Model Context Protocol with interactive interfaces. That changes how agents handle dashboards, approvals, forms, visualizations, and workflows that should not be trapped in chat.
Agents are starting to shop, subscribe, book, and buy. AP2 matters because payments need proof of intent, clear authorization, and accountability before autonomous commerce can be trusted.
Moonshot AI's Kimi K2.6 puts swarm intelligence back in the conversation. The real question is not whether swarms sound impressive, but when scale-out agents actually outperform one very good agent.
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