Security concerns within MPC include phishing, where attackers manipulate members into revealing private key shares, vulnerabilities in storing key shares on insecure devices, and potential trade-offs between security and performance. Other concerns include susceptibility to man-in-the-middle or spoofing attacks and specific attack vectors like the "Forget and Forgive Attack."