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Supramolecular frameworks inherently combine superior solution processability with intrinsic self-healing capabilities, positioning them as promising candidates for functional materials. In this study, we achieve the hierarchical assembly of a highly emissive and self-healing cluster-based supramolecular framework (CSF-1) through the synergistic co-assembly of two distinct europium clusters. Starting from simple achiral ligands and Eu/Na salts, a mixture of europium complexes is first synthesized as the precursor. Remarkably, solvent-driven recrystallization of this mixture yields distinct architectures: dichloromethane produces crystals (THC) composed of hexanuclear triple-helical Eu/Na clusters (TH-a), whereas methanol drives the formation of CSF-1, a supramolecular framework composed of hexanuclear triple-helical Eu/Na clusters (TH-b) and propeller-shaped trinuclear Eu clusters (PS-1). Guided by a mortise-and-tenon mechanism, these chiral clusters co-assemble in racemic form to construct CSF-1, which features a two-dimensionally interconnected pore system with a porosity of 46.79%. CSF-1 exhibits exceptional structural dynamism, allowing precise tuning of its porosity and gas uptake capacities simply by varying the room-temperature activation time. Notably, the framework demonstrates rapid and facile self-healing: its thermally collapsed amorphous phase recovers crystallinity within just two minutes of methanol immersion. The versatility of this assembly strategy is further validated by constructing an analogous framework (CSF-2) using ethanol as the assembly medium. Collectively, this work establishes a rational design strategy for functional cluster-based supramolecular frameworks with tunable architectures, opening new avenues for applications in sensing and gas storage.