The 731 Frog Calculus is a magmoidal category theory developed for the Adelic Simplicial Architecture (ASA), where computation is executed via 3D topological surgeries (Pachner moves) on octonionic spin foams. While 3D volumetric logic is structurally rigid, communicating these surgeries on a flat 2D medium — such as a compiler intermediate representation or a research paper — presents a severe topological hazard. Standard diagrammatic languages, including the Penrose graphical calculus and ZX-calculus, assume associativity, allowing nodes to be merged or wires to be slid past one another without penalty. In those frameworks, spiders can possess an infinite number of legs. This paper introduces 2D Frog Diagrams (Fano-Skeletons), a strict visual syntax that replaces generic spiders with 4-legged Tree-Frogs and plain wires with 3-colored Ribbon-Legs. By enforcing the fundamental geometric limit of the 3-simplex (tetrahedron), we provide a visual guardrail against "associativity drift." Key contributions include: The Ribbon-Leg Syntax: A method for collapsing triangular faces into directed flat bands carrying ordered Fano triples $(\alpha, \beta, \gamma)$. The 3+1 Toe Joint: A phase-encoding mechanism $(\pm 1)$ at the interface of Face-Welds. The Polarity Rule: A necessary condition for surgical eligibility, preventing configurations from "freezing" into non-computational loops. Visual Rewrite Rules: Mapping the algebraic identities of the 731-ISA to diagrammatic operations, including: Unitarity (The Bubble Pop): $\lozenge \circ \blacksquare = \mathrm{id}$. Covariant Triality: $\circledast \circ \blacksquare_\alpha \circ \circledast^{-1} = \blacksquare_{T(\alpha)}$. The Fano-Heisenberg Commutator: $[\lozenge, \blacksquare] \propto \circledast$. Pachner Surgeries: Defining the Flip ($\blacktriangle$) and Flop ($\rhd$) as the primary mechanisms for non-associative topological routing. The Mac Lane Pentagon Defect: Visualizing the thermodynamic cost of non-associativity as a central "Poison Frog" node in the pentagon of bracketed evaluations. The paper concludes with the fundamental mnemonic for 731-compiler engineers: "Four legs good. More than four legs bad."See Part 1 - 10.5281/zenodo.19713350