> For the complete documentation index, see [llms.txt](https://doc-hub.xcavate.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://doc-hub.xcavate.io/protocol/nft-marketplace/security-audit/recommendations.md).

# Recommendations

| Recommendation                                                   | Priority |
| ---------------------------------------------------------------- | -------- |
| Automate anomaly detection using machine learning for audit logs | High     |
| Expand fuzz testing to include concurrent multi-action sequences | High     |
| Document formal incident response and escalation procedures      | Medium   |
| Enhance user-facing documentation on transaction safety          | Medium   |
| Conduct external penetration testing prior to production upgrade | High     |