head to head/Developer Tools

MachineWitness vs Problems

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

MachineWitness

Machine access: MCP server and HTTP API

community boosts

⚡ 0

pricing

Freemium

what it is

Query the archive from software. An MCP endpoint for assistants like Claude and ChatGPT, plus a plain HTTP API: ask whether a domain is observed, and suggest one for observation. No key, no registration.

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.