{"id":"speckle-speckle-server","name":"speckle-server","af_score":30.0,"security_score":53.8,"reliability_score":32.5,"what_it_does":"speckle-server is a server component for the Speckle platform, providing backend services/APIs to manage Speckle streams/operations and handle collaboration/workflow for Speckle clients.","best_when":"You want to self-host or operate a Speckle backend for teams and integrations that produce/consume Speckle streams.","avoid_when":"You cannot provide the operational/security maintenance required to run a server in your environment (monitoring, upgrades, credential management).","last_evaluated":"2026-04-04T19:38:24.797421+00:00","has_mcp":false,"has_api":true,"auth_methods":["Session-based auth / user auth (typical for Speckle server deployments; exact mechanism not confirmed from provided content)","API token / personal access token (typical for Speckle; exact mechanism not confirmed from provided content)"],"has_free_tier":false,"known_gotchas":["Without an MCP server or clearly documented REST contracts here, agents may need manual API exploration or refer to external Speckle docs.","Self-hosted services can have version-to-version behavioral differences; ensure client/server compatibility.","Agents should implement retries carefully due to potential non-idempotent endpoints unless the API guarantees idempotency."],"error_quality":0.0}