Problems vs Radiance
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.
Radiance
let AI agents translate your videos
community boosts
⚡ 0
pricing
Freemium
what it is
Connect Claude, Codex, Cursor or any MCP client to Radiance to upload, translate, dub and publish your videos and read their analytics, scoped to your account.