I built an AI that learns code transformations from examples (not generative)

2 points • heavymemory • 3 days ago • 0 comments

I built a tool that learns structural code transformations from before/after examples.

Show it console.log(x) -> logger.info(x) and it learns the pattern, then applies it across your entire codebase. Deterministic, same input, same output, every time.

Not a transformer, not generative, not probabilistic. It parses code into AST, extracts the structural pattern, and executes exact rewrites.

Works as an MCP plugin for Claude Code, Cursor, and Claude Desktop.

https://hyperrecode.com

Would love feedback.