head to head/Developer Tools

Mirrors vs Problems

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

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.

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.