head to head/Developer Tools

Machine Relations Index vs Problems

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

Machine Relations Index

Machine Relations Index (MRI)

community boosts

⚡ 0

pricing

Freemium

what it is

34,602 source domains measured by the Machine Relations Index across 6 answer engines and 1,255 eligible prompts. Public standard for AI citation behavior.

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.