{"id":"marinx-upcloud-mcp-server","name":"upcloud-mcp-server","homepage":null,"repo_url":"https://github.com/MarinX/upcloud-mcp-server","category":"infrastructure","subcategories":[],"tags":["mcp","upcloud","automation","infrastructure","api-integration","go"],"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.","use_cases":["Querying Upcloud account details (current user or by username).","Fetching managed database information by UUID.","Listing and retrieving server details by UUID.","Listing Kubernetes clusters and retrieving cluster details by UUID.","Retrieving Kubernetes plan information."],"not_for":["Production/mission-critical automation (the README explicitly marks it as work in progress and not ready).","Use cases requiring webhooks, realtime updates, or event-driven workflows (not mentioned).","Environments that cannot securely provide credentials via environment variables."],"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.","alternatives":["Use Upcloud’s native API directly (REST) from your application/agent code.","Build an internal MCP server wrapper using Upcloud SDKs or direct API calls with your own tooling contracts and error handling.","Leverage other existing MCP servers (e.g., providers focused on Upcloud-like infrastructure, if available) or community Upcloud integrations."],"af_score":33.5,"security_score":41.0,"reliability_score":12.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:21:42.762137+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["UPCLOUD_USERNAME / UPCLOUD_PASSWORD via environment variables"],"oauth":false,"scopes":false,"notes":"Authentication approach is described only at a high level (environment variables). No scope granularity, token lifetimes, or supported auth flows are documented in the provided README."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing information is provided in the README (it appears to be an open-source tool; costs would primarily come from Upcloud API usage and your hosting)."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":33.5,"security_score":41.0,"reliability_score":12.5,"mcp_server_quality":35.0,"documentation_accuracy":45.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":55.0,"rate_limit_clarity":0.0,"tls_enforcement":60.0,"auth_strength":40.0,"scope_granularity":10.0,"dependency_hygiene":40.0,"secret_handling":55.0,"security_notes":"Uses credentials passed via environment variables (better than hardcoding, but the README does not describe redaction/logging behavior or secret management practices). No details are provided about least-privilege/scopes or secure transport requirements, and the project maturity is marked as work in progress.","uptime_documented":0.0,"version_stability":20.0,"breaking_changes_history":20.0,"error_recovery":10.0,"idempotency_support":"false","idempotency_notes":"Most described tools are read/list operations, which are typically idempotent, but the README does not state idempotency guarantees or retry safety.","pagination_style":"none","retry_guidance_documented":false,"known_agent_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."]}}