{"id":"marinx-upcloud-mcp-server","name":"upcloud-mcp-server","af_score":33.5,"security_score":41.0,"reliability_score":12.5,"what_it_does":"A Model Context Protocol (MCP) server intended to integrate with Upcloud APIs to expose tools for retrieving information about Upcloud account, managed databases, servers, and Kubernetes resources.","best_when":"You want an MCP-compatible way to read-only explore Upcloud resources while developing prototypes or internal tooling.","avoid_when":"You need a mature, well-documented, production-ready MCP server with strong operational guarantees, documented error/retry semantics, and clearly defined pagination/rate-limit behavior.","last_evaluated":"2026-04-04T21:21:42.762137+00:00","has_mcp":true,"has_api":false,"auth_methods":["UPCLOUD_USERNAME / UPCLOUD_PASSWORD via environment variables"],"has_free_tier":false,"known_gotchas":["README states the project is work in progress and not ready for use; behavior, edge cases, and reliability may be unstable.","No documentation is provided for pagination, rate limiting, or how to handle API throttling within the MCP server.","Authentication is via environment variables; agents must ensure secrets are not exposed in logs and are provided correctly in the runtime/container."],"error_quality":0.0}