Previously, we identified the human annexin A1 as a purification tag for column-free purification with gentler calcium-responsive precipitation. In this work, we used the annexin A1 tagged green fluorescent protein constructs for detecting extracellular production in Escherichia coli, Bacillus subtilis, and Pichia pastoris, and identified that the leaderless fusion protein was transported extracellularly in E. coli with supply of additives including Triton X-100. The coexpressed enzymes, culture compositions, and induction conditions in E. coli extracellular expression systems were optimized. With coexpression of phospholipase C from Bacillus cereus and addition of 0.2% Triton X-100 after induction for 60 h at 28 °C, the annexin A1 tagged green fluorescent protein and 5-aminolevulinate dehydratase from E. coli were overexpressed and purified from lysogeny broth by precipitation with 20 mM Ca2+ and redissolution with 25 mM EDTA with the acceptable protein purities and recoveries. The silica binding peptide was fused to the annexin A1 tagged fluorescent protein fusion for successive affinity precipitation and purification. With incubation of the specific protease, the released tag-free protein displayed higher purity via on-resin cleavage than that through cleavage of the free fusion protein. The tandem tag is applicable for two-step purification of small or large amounts of other fusion proteins in the culture and recovery of tag-free proteins at low cost.