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Stop vibe-debugging.
Plug Claude into your app's actual errors.
AppSignal's MCP server hands Claude, Cursor, or Zed your real errors, traces, and the deploy that shipped them. AI writes the fix; you review the diff.
mfork is a command-line tool to parallelize shell commands. Each line of text fed to it causes mfork to fork off a new process and run the the line of text though a shell. The maximum amount of concurrent processes can be set on the command line.