with silicon or other low-bandgap perovskite solar cells (PSCs). [1][2][3][4] Encouragingly, the reported power conversion efficiency (PCE) of CsPbI 3 PSCs has rocketed up from 2.9% [5] in 2015 to 21.0% [6,7] at present, which provides a strong potential to put it into practical application. [8][9][10][11][12][13] However, the CsPbI 3 perovskite presents various phases (α, β, γ), and is easy to convert into yellow-phase (δ) at room-temperature, resulting in a great number of defects, such as vacancy/interstitial/antisite defects. [9,14] To obtain a stable photoactive CsPbI 3 perovskite, controlling the crystallization process and reducing the distortion of loosening [PbI 6 ] 4− octahedra are vital importance by employing device-fabricating engineering or various organic matrix additives. [15][16][17] Unold's group fabricated stable γ -CsPbI 3 films by co-evaporating CsI and PbI 2 precursor on substrate with a temperature as low as 50 °C. [18] Kemell's group employed atomic layer deposition (ALD) method to fabricate the stable γ -CsPbI 3 film through controlling the deposition temperature and cycles. [19] Song's group obtained stable γ-CsPbI 3 films by vacuum-assisted thermal annealing method. [20] Compared with high requirements toward expensive equipment and tedious process of the device fabricating engineering, incorporating the multifunctional organic matrix into CsPbI 3 perovskite could not only obtain the stable γ-CsPbI 3 but also modify CsPbI 3 films for constructing low-dimensional perovskite, [6,21,22] tuning the band structure of perovskite [23] and passivating the defects. [24,25] Pang's group developed an additive-involved leaching method to prepare high crystalline γ -CsPbI 3 film by a solution-assisted reaction between DMAPbI 3 and Cs 4 PbI 6 at 100 °C. [26] Luo's group fabricated the pure-phase and high-quality γ -CsPbI 3 with assistance of formamidine acetate (FAAc). [27] Recently, our group obtained the stable γ-CsPbI 3 by adding 3% hydrazide derivatives into precursor solution to increase the defects formation energy. [25] Small heterocyclic molecules are effective additives to stabilize perovskite phase and passivate Pb-related defects due to their strong interaction with perovskite, [28,29] leading to favorable phase preparation and less [PbI 6 ] 4− structural distortion, which are beneficial for improving the device efficiency, the long-term stability, and the large-scale fabrication. [30][31][32] Thiophene-based Cesium lead triiodide (CsPbI 3 ) is a promising light-absorbing material for constructing perovskite solar cells (PSCs) owing to its favorable bandgap and thermal tolerance. However, the high density of defects in the CsPbI 3 film not only act as recombination centers, but also facilitate ion migration, leading to lower PCE and inferior stability compared with the state-of-the-art organic-inorganic hybrid PSC counterpart. Theoretical analyses suggest that the effective suppression of defects in CsPbI 3 film is helpful for improving the device performance. Herein, the stable and effici...