Let $${{\,\mathrm{\text{ Gr }}\,}}^\circ (k,n) \subset {{\,\mathrm{\text{ Gr }}\,}}(k,n)$$ denote the open positroid stratum in the Grassmannian. We define an action of the extended affine d-strand braid group on $${{\,\mathrm{\text{ Gr }}\,}}^\circ (k,n)$$ by regular automorphisms, for d the greatest common divisor of k and n. The action is by quasi-automorphisms of the cluster structure on $${{\,\mathrm{\text{ Gr }}\,}}^\circ (k,n)$$, determining a homomorphism from the extended affine braid group to the cluster modular group for $${{\,\mathrm{\text{ Gr }}\,}}(k,n)$$. We also define a quasi-isomorphism between the Grassmannian $${{\,\mathrm{\text{ Gr }}\,}}(k,rk)$$ and the FockâGoncharov configuration space of 2r-tuples of affine flags for $${{\,\mathrm{\text {SL}}\,}}_k$$. This identifies the cluster variables, clusters, and cluster modular groups, in these two cluster structures. Fomin and Pylyavskyy proposed a description of the cluster combinatorics for $${{\,\mathrm{\text{ Gr }}\,}}(3,n)$$ in terms of Kuperbergâs basis of non-elliptic webs. As our main application, we prove many of their conjectures for $${{\,\mathrm{\text{ Gr }}\,}}(3,9)$$ and give a presentation for its cluster modular group. We establish similar results for $${{\,\mathrm{\text{ Gr }}\,}}(4,8)$$. These results rely on the fact that both of these Grassmannians have finite mutation type.