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Fortunately, Serena has recently been extended to use JetBrains instead of LSP (via a plugin), solving exactly this issue. LSP will never be as good as JetBrains' parsers.

https://github.com/oraios/serena#the-serena-jetbrains-plugin


Been working like hell on this one: a fully capable Agent, as good or better that Windsurf's Cascade or Cursor's agent - but can be used for free.

It can run as an MCP server, so you can use it for free with Claude Desktop, and it can still fully understand a code base, even a very large one. No API key or subscription required!

We did this by using a language server instead of RAG to analyze code.

Can also run it on Gemini, but you'll need an API key for that. With a new google cloud account you'll get 300$ as a gift that you can use on API credits. Local models work as well.

Check it out, super easy to run, GPL license.


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