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Hands-on tests: every tool installed on our own server, paid for with our own money, timed and measured, with the mistakes left in.
ReviewAutomation
We deployed n8n with Postgres through Coolify on a 1 GB droplet: live over HTTPS in 7 min 24 s, 875 MB of swap at the peak, and no backups until you add one.
ReviewMCP servers
We ran Microsoft's Playwright MCP 0.0.83 on our own machine: 25 tools, 1.4 s to start, 840 MB with the browser open, and a 32,000-character page snapshot.
ReviewMCP servers
We ran Context7 MCP 4.1.1 without an API key and asked it three documentation questions we had already answered by hand. Two came back right, one incomplete.
ReviewSelf-hosting
We installed Coolify on DigitalOcean's cheapest 1 GB droplet and timed every step: 172 s to the login page, first app live in 10 minutes, memory measured.
