head to head/Developer Tools

Problems vs PublicLeads

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

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.

PublicLeads

PublicLeads for AI assistants

community boosts

⚡ 0

pricing

Freemium

what it is

Connect ChatGPT, Claude or any MCP client to PublicLeads: search business lists by industry and place, see prices, counts and masked samples. No login, read-only.