No, thanks:

It uses a WebRTC peer-to-peer connection. WebRTC needs a signaling server that is only used to establish a connection. The server is not involved in the file transfer.

If your devices are paired and behind a NAT, the PairDrop TURN Server is used to route your files and messages.