Charlotte Fixes Its Tools Now: Why Small Projects Must Address Technical Violations Early

Charlotte's refactoring demonstrates why small projects should address technical violations immediately rather than deferring them. By catching and fixing MCP spec compliance issues with only 111 users, the team avoided the multiplied pain of coordinating a breaking change with a larger community. The release also introduces batch form-filling capabilities that reduce token overhead by up to 90%, exemplifying how engineering discipline compounds into better resource efficiency.