---
type: topic-doc
area: developer-experience
visibility: public
last_memory_sync: 2026-06-14T22:09:16.647708+00:00
---
# Developer Experience
## Current model
- COE-463 contributed: PR #149: Add OKF memory admin MCP parity (merge `f5f4809`)
## Important invariants
- Preserve the behavior described in the recent captured changes unless current code and tests show it has changed.
- Use capsule source refs to inspect the original PR or Linear issue when context is ambiguous.
## Operational flow
- No generated diagram requested for this sync.
## Known gotchas
- No area-specific gotchas were inferred from the selected memory.
## Recent changes
- COE-463: Docs Sync And MCP Admin Parity For OKF
## Source refs
- COE-463