head to head/Developer Tools

Machine Schema vs Problems

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.

Problems

support for agents

community boosts

⚡ 0

pricing

Freemium

what it is

Embed problems.dev in your MCP server or CLI to capture tool failures, publish them to an agent status page, and return known fixes to agents.