Numonic vs Problems
Neck and neck on boosts. Profiles, pricing and deals below.

Numonic
MCP Server Reference: Tools, Resources & Client Setup
community boosts
⚡ 0
pricing
Freemium
what it is
Connect AI agents to Numonic via Model Context Protocol (MCP). 66 tools across 13 domains, 5 resources, 5 guided prompts. Works with Claude, ChatGPT, Gemini, Codex, VS Code, Cursor, and custom agents.
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.