head to head/Developer Tools

Moatlight vs Problems

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

Moatlight

Moatlight API documentation

community boosts

⚡ 0

pricing

Freemium

what it is

REST API, OAuth 2.0 login, MCP server and discovery files for measuring AI search visibility with Moatlight.

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.