AI Agent Protocols in 2026: MCP vs A2A vs ACP vs WebMCP
MCP vs A2A vs ACP vs WebMCP in 2026: which layer each agent protocol connects, what the July 2026 MCP spec changed, the security gaps, and a reading order.
MCP vs A2A vs ACP vs WebMCP in 2026: which layer each agent protocol connects, what the July 2026 MCP spec changed, the security gaps, and a reading order.
Context engineering explained: why long-running AI agents suffer context rot, what 2026 research shows about pruning and compaction, plus a Python demo.
LangGraph vs CrewAI vs OpenAI Agents SDK compared for 2026: architecture, real code, pricing, and which multi-agent framework to pick for production work.
Mem0 adds drop-in memory in 5 lines. Cognee builds a knowledge graph. Letta makes the agent its own memory. Here's which one fits your stack.
WebMCP lets AI agents call your site's forms and JS functions directly, no screen-scraping. Full working code for both APIs on the Chrome 149 origin trial.
AI agent guardrails from 4 real production wipes — PocketOS, Replit, Amazon. Scoped tokens, destructive-action gates, isolated backups, plan-first mode.
FastMCP 4 tutorial: build a Python MCP server with tools, resources and prompts, test it with pytest, add GitHub OAuth, and fix what v4 broke in 3.x code.
AI agents pushed 17 million pull requests to GitHub last month. The platform buckled with five outages in two days and shipped a kill switch to disable PRs.
Claude Dispatch ($20/mo), OpenClaw (free + API) and Google Mariner ($250/mo) compared: cost, setup, security, and which desktop AI agent to pick.