These utilities bridge the gap between off-the-shelf software and your specific architectural requirements by automating the modification of existing logic. They serve to refactor legacy scripts, inject new functionality into closed systems, or adapt complex frameworks to fit unique workflows. When evaluating your options, prioritize the system's ability to maintain context across large repositories and its capacity to generate clean, syntax-compliant patches that integrate seamlessly without breaking downstream dependencies.

The coding-agent harness you can make your own