Improvement Plans

Source date: 28-05-2026

Plan Index

1. Client Feedback Improvement Plan
2. Top Priority: Improve MCP Result Shape for memory_ask
3. Handoff Memory Plan
4. Retrieval Precision Plan
5. Context Building Plan
6. Conversation Grouping Plan
7. Memory Quality And Fact Layer Plan
8. Edge Case Test Coverage Plan
9. Explicit Memory Save Intent Plan
10. Vector Database Options
11. Advanced Memory Plan
12. Graph Quality Gate Plan
13. Google OAuth Connect UI Plan
14. OIDC And PKCE Hardening Plan
15. Neo4j Aura Graph Memory Plan
16. App-Level Memory Encryption Plan

Notes

• Items 2, 3, and 4 are separated by implementation area, but some phases are intentionally shared where they touch the same retrieval pipeline.
• Each plan includes phases and acceptance criteria so they can be tracked independently.