head to head/Developer Tools

Machine Schema vs Mirrors

Neck and neck on boosts. Profiles, pricing and deals below.

Machine Schema

MCP server and API

community boosts

⚡ 0

pricing

Paid

what it is

Connect AI agents to typed industrial machine specs through the Machine Schema MCP server or REST API.

Mirrors

Fix recurring AI agent mistakes with real-time guidance

community boosts

⚡ 0

pricing

Paid

what it is

Mirrors turns your AI agent’s recurring mistakes into targeted corrections. Preview where each one applies, add it only in those situations, and measure whether it helped.