# Julia-agent-tools: agent directives, ast-grep rules, and a ctags optlib for Julia

**URL:** <https://discourse.julialang.org/t/julia-agent-tools-agent-directives-ast-grep-rules-and-a-ctags-optlib-for-julia/142735>\
**Category:** Tooling\
**Tags:** lint, developer-tools, static-analysis, ai, llm\
**Created:** [November 3, 2026, 2:43pm UTC](https://discourse.julialang.org/t/julia-agent-tools-agent-directives-ast-grep-rules-and-a-ctags-optlib-for-julia/142735 "2026-11-03T14:43:59Z")\
**Posts on this page:** 1\
**Showing post:** 7

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**Author:** ![Wen-Wei\_Tseng](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/wen-wei_tseng/32/28839_2.png) [@Wen-Wei\_Tseng](https://discourse.julialang.org/u/Wen-Wei_Tseng)\
**Post date:** [November 6, 2026, 1:53am UTC](https://discourse.julialang.org/t/julia-agent-tools-agent-directives-ast-grep-rules-and-a-ctags-optlib-for-julia/142735/7 "2026-11-06T01:53:54Z")

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Four DGX sparks for the official model. Two sparks for the quantized (shrunk, less intelligent) model.  
Or you can try [strata](https://github.com/Niko1221/Strata/blob/main/docs/DEEPSEEK41.md) if you have some GPUs (like 4 Radeon AI PRO R9700s) and a large system RAM (\>=256 GB).

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