Maintainability & Freshness

Stale catalogs, outdated metadata, and unversioned rules undermine everything built on top of them — SDKs, MCP servers, AI agent behavior, governance enforcement. If data doesn’t stay current automatically, documentation debt compounds faster than teams can address it.

• Catalog data must stay current without requiring manual updates from developers
• Metadata enrichment must be automatable to address documentation debt at scale
• Rules and policies must be updatable with clear versioning and rollout tracking
• Stale data must be detectable and flaggable