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Vibing With Kerim Experiments in AI Coding

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Automation Recommender

Published on by P. Kerim Friedman · 1 min read

“Automation recommender” is a useful skill from Anthropic. It’s installed from the marketplace via their claude-code-setup plugin. You run it and it reads through your codebase, looks at what you already have configured, and then suggests things you might want to add: hooks, agents, skills, MCP servers, that sort of thing.

After running it against my FINAL|FINAL codebase, the recommender noticed a gap in my workflow. I had installed plugins to review my code, but my code is split between Swift and JavaScript, and the current setup was only really covering the first one. I had Claude make the changes, so that the JavaScript wouldn’t get ignored when reviewing the code for bugs. It also noticed a recurring problem where Claude often failed to rebuild the JavaScript web editors, and it suggested a new workflow that would prevent this from happening.

These are small changes, but when you are iterating version after version to test your app, they should work to catch problems earlier and prevent easily avoidable errors from recurring.