head to head/Developer Tools

NUM vs Ontoloop

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

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.

Ontoloop

Connect Claude Code and Codex to Ontoloop over MCP

community boosts

⚡ 0

pricing

Freemium

what it is

How to connect to Ontoloop's remote MCP server: one command plus a browser sign-in for Claude Code and Codex, a URL for Claude desktop, Claude on the web and WorkBuddy; what agents can do once connected, why writes need a human to confirm them, and what to do when authorization expires.