The evaluation of anti-tumor drugs is critical for their development and clinical guidance. Tumor organoid models are gaining increased attention due to their ability to better mimic real tumor tissues, as well as lower time and economic costs, which makes up for the shortcomings of cell lines and xenograft models. However, current tumor organoid cultures based on the Matrigel have limitations in matching with high-throughput engineering methods due to slow gelation and low mechanical strength. Here, we present a novel composite bioink for culturing colorectal cancer organoids that provides an environment close to real tissue growth conditions and exhibits excellent photocrosslinking properties for rapid gel formation. Most importantly, the tumor organoids viability in the composite bioink after printing was as high as 97%, which also kept multicellular polar structures consistent with traditional culture methods in the Matrigel. Using 3D bioprinting with this composite bioink loaded with organoids, we demonstrated the feasibility of this drug evaluation model by validating it with clinically used colorectal cancer treatment drugs. Our results suggested that the composite bioink could effectively cultivate tumor organoids using 3D bioprinting, which had the potential to replace less reliable manual operations in promoting the application of tumor organoids in drug development and clinical guidance.