Documentation for julia hooks

See pre-commit PR: pre-commit/pre-commit#3348

sections/new-hooks.md

@@ -330,6 +330,37 @@ This language supports `additional_dependencies` so it can be used as a
 __Support:__ haskell hooks are known to work on any system which has `cabal`
 installed.  It has been tested on linux, macOS, and windows.
 
+### julia
+
+_new in 4.x.0_
+
+The hook repository must contain a `Project.toml` file and optionally a `Manifest.toml`
+file. Hooks will run in this environment.
+
+For configuring julia hooks, your [`entry`](#hooks-entry) should be a path to a julia source
+file relative to the hook repository (optionally with arguments).
+
+For example:
+
+```yaml
+- id: foo-without-args
+  name: ...
+  language: julia
+  entry: bin/foo.jl
+- id: bar-with-args
+  name: ...
+  language: julia
+  entry: bin/bar.jl --arg1 --arg2
+```
+
+This language supports `additional_dependencies` so it can be used as a `repo: local` hook.
+`additional_dependencies` are passed to `pkg> add` and should be specified using
+[Pkg REPL mode syntax](https://pkgdocs.julialang.org/v1/repl/#repl-add).
+Note that `additional_dependencies` can be used to override package versions in the
+`Project.toml` file of the hook repository.
+
+__Support:__ julia hooks are known to work on any system which has `julia` installed.
+
 ### lua
 
 Lua hooks are installed with the version of Lua that is used by Luarocks.