head to head/Developer Tools

Problems vs TokLab

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.

TokLab

TokLab: AI Model API for Image, Video, LLM and Audio

community boosts

⚡ 0

pricing

Paid

what it is

TokLab is one API for AI image, AI video, LLM and AI audio models. See every price before you call, and pay only for the requests that succeed. No subscription.