The gravitational analogue of magnetism is called "gravitomagnetism" (and the general mathematical analogy between Maxwell's equations and gravitation in general relativity is called gravito-electromagnetism), which deals with the gravitational interactions of currents of mass/energy, just as magnetism deals with interactions of currents of charge. According to the book The Measurement of Gravitomagnetism: A Challenging Enterprise by physicist Lorenzo Lorio, there is no gravitomagnetic analogue of the Meissner effect: see section 4.3 on pages 45-47 which can be read on google books here. Quoting just the introduction and conclusion of this section:
If however one wants to consider a real analog of the pure Meissner
effect, one should treat the pure gravito-magnetic case. To be more
definite, we should envisage a situation where matter can flow without
friction in response to a gravito-electromagnetic field, i.e. matter
in a pure superfluid state.
...in principle, in superfluids there is no analog of the Meissner
effect in superconductors. In other words, recalling a remark by
Pascual-Sánchez [142], we can say that superfluids in gravito-magnetic
fields display a paramagnetic-like behavior rather than a
diamagnetic-like one.