  AuBe is a chiral, non-centrosymmetric superconductor with transition
temperature $T_C$ $\simeq$ 3.25 K. The broken inversion symmetry in its crystal
structure makes AuBe a possible candidate to host a mixed singlet-triplet
pairing symmetry in its superconducting order parameter ($\Delta$). This
possibility was investigated by transport, thermodynamic, and muon-spin
rotation/relaxation experiments in AuBe. However, this issue was not addressed
using direct spectroscopic probes so far. In addition, certain ambiguities
exist in the description of superconductivity in AuBe based on $\mu$SR
experiments reported earlier. Here we report scanning tunneling spectroscopy
(STS) on AuBe down to 300 mK. We found a signature of two superconducting gaps
(with 2$\Delta_1/k_{B}T_{C}$ = 4.37 and 2$\Delta_2/k_{B}T_{C}$ = 2.46
respectively) and a clean BCS-like temperature dependence of both the gaps. We
have also performed band structure calculations to identify the different bands
that might give rise to the observed two-gap superconductivity in AuBe.
