The best coding assistant is the one that fits your actual development loop. Test each option on the same representative task instead of comparing feature lists alone.
What to measure
Measure how well it understands an existing project, proposes safe edits, explains failures, runs checks, and lets you review changes. Consider privacy controls, usage limits, ecosystem support, and the effort required to correct weak output.