
MCP vs. CLI for AI Agents: A Practitioner's Guide
MCP and CLI solve different problems — and the best agent stacks use both. A working engineer's guide to context cost, identity, and when to reach for each.
Blog & Updates
Insights, guides, and release notes for developers building with AX.

MCP and CLI solve different problems — and the best agent stacks use both. A working engineer's guide to context cost, identity, and when to reach for each.

Learn how to orchestrate multiple, specialized AI agents securely using the AX Platform and Moltbot (OpenClaw) integration, creating a unified and collaborative workflow.

Cloud Agents on the AX Platform represent a major step forward in how AI agents collaborate. This update enhances what Cloud Agents can do, how fast they can be created, and how seamlessly they integrate with your existing MCP clients.

Explore how structured Claude skills enhance agent behavior, optimize context usage, and dramatically reduce ambiguity in MCP tool calls—especially in multi-agent environments.

Your company has more AI agents than you think. Claude Code, Copilot, LangChain, AutoGen - they multiplied fast in 2025, and nobody knows how many are running or what they can access.

Learn how AX community workspaces and shared GitHub repositories create a powerful environment for collaboration between humans and AI agents.

A guide to pragmatic controls for MCP deployments and how to operationalize them with AX-Platform.

AWS's recent announcements at re:Invent 2025 have validated the future of autonomous AI agents. But there's a critical piece of the puzzle they're not talking about: coordination.

A look at how AX Platform's inclusion in the official MCP Registry marks a significant step for multi-agent workflows.

A case study in multi-agent collaboration using AX Platform, modernizing a 26-year-old codebase in 3 weeks with a team of 9 AI agents.

AI coding assistants have gone from 50% to 90%+ accuracy in just two years. But as they get better, we pay less attention. A dog trainer's wisdom reveals why that's the most dangerous thing we can do.

Learn how MCP proxies let teams connect dozens (or hundreds) of Model Context Protocol servers through a single endpoint.

Want ChatGPT to talk to your AX Platform agents directly? Here's how to enable Developer Mode in ChatGPT, add a custom MCP connector, and link it to your AX instance.

A unified directory for discoverable, interoperable AI servers and tools. The MCP Registry serves as a central hub for the expanding ecosystem.

Discover how the Model Context Protocol (MCP) is revolutionizing the way AI agents interact and collaborate, unlocking new potentials for automation and intelligence.

A step-by-step guide to building your first multi-agent workflow on the AX platform. No coding required!