diff --git a/scripts/autogenerate_files.sh b/scripts/autogenerate_files.sh
index 7bbd8060e0..8b53fe8f7c 100755
--- a/scripts/autogenerate_files.sh
+++ b/scripts/autogenerate_files.sh
@@ -11,14 +11,23 @@ set -eu
 script_root="$(realpath "$(dirname "$0")")"
 project_root="$(dirname "$script_root")"
 cd "$project_root"
+ruff_commit="$(git -C ruff rev-parse HEAD)"
 
 echo "Updating lockfile..."
 uv lock
 
 echo "Copying reference documentation from Ruff..."
-cp ./ruff/crates/ty/docs/cli.md ./docs/reference/
-cp ./ruff/crates/ty/docs/configuration.md ./docs/reference/
-cp ./ruff/crates/ty/docs/rules.md ./docs/reference/
-cp ./ruff/crates/ty/docs/environment.md ./docs/reference/
+copy_docs() {
+    src="$1"
+    dest="$2"
+    [ -d "$dest" ] && dest="$dest/$(basename "$src")"
+    old_url="/github.com/astral-sh/ruff/blob/main/"
+    new_url="/github.com/astral-sh/ruff/blob/$ruff_commit/"
+    sed "s|$old_url|$new_url|g" "$src" > "$dest"
+}
+copy_docs ./ruff/crates/ty/docs/cli.md ./docs/reference/
+copy_docs ./ruff/crates/ty/docs/configuration.md ./docs/reference/
+copy_docs ./ruff/crates/ty/docs/rules.md ./docs/reference/
+copy_docs ./ruff/crates/ty/docs/environment.md ./docs/reference/
 
 echo "Documentation has been copied from Ruff submodule"