head to head/Developer Tools

Mirrors vs NUM

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.

NUM

NUM for developers: API and MCP server for real, checked places

community boosts

⚡ 0

pricing

Freemium

what it is

Give your agent 2.7M+ real places. A free listings API and MCP server, a Partner API for NUM's answers, OAuth for Claude and ChatGPT, and a person reviews every submission.