diff --git a/build-archived-version.sh b/build-archived-version.sh
index 1c800833..ef2a629a 100755
--- a/build-archived-version.sh
+++ b/build-archived-version.sh
@@ -15,11 +15,11 @@ VERSION="${1:?Usage: $0 <version-tag> [--ogx-dir <path>]}"
 REPO_DIR="$(cd "$(dirname "$0")" && pwd)"
 
 # Parse optional arguments
-LLAMA_STACK_DIR=""
+OGX_DIR=""
 shift
 while [[ $# -gt 0 ]]; do
   case $1 in
-    --ogx-dir) LLAMA_STACK_DIR="$2"; shift 2 ;;
+    --ogx-dir) OGX_DIR="$2"; shift 2 ;;
     *) echo "Unknown option: $1"; exit 1 ;;
   esac
 done
@@ -32,9 +32,9 @@ trap 'rm -rf "$TEMP_DIR"' EXIT
 echo "=== Building archived version $VERSION ==="
 
 # Step 1: Get ogx at the specified version
-if [ -n "$LLAMA_STACK_DIR" ] && [ -d "$LLAMA_STACK_DIR" ]; then
+if [ -n "$OGX_DIR" ] && [ -d "$OGX_DIR" ]; then
   echo "--- Cloning from local repo ---"
-  git clone --local --no-checkout "$LLAMA_STACK_DIR" "$TEMP_DIR/ogx"
+  git clone --local --no-checkout "$OGX_DIR" "$TEMP_DIR/ogx"
   cd "$TEMP_DIR/ogx"
   git checkout "$VERSION" 2>/dev/null || git checkout "tags/$VERSION"
 else
diff --git a/build-latest.sh b/build-latest.sh
index b8a3a32d..fc8644c1 100755
--- a/build-latest.sh
+++ b/build-latest.sh
@@ -6,13 +6,13 @@ set -euo pipefail
 # Usage: ./build-latest.sh [--ogx-dir <path>] [--branch <branch>] [--output-dir <path>]
 
 REPO_DIR="$(cd "$(dirname "$0")" && pwd)"
-LLAMA_STACK_DIR=""
+OGX_DIR=""
 BRANCH="main"
 OUTPUT_DIR="$REPO_DIR/docs"
 
 while [[ $# -gt 0 ]]; do
   case $1 in
-    --ogx-dir) LLAMA_STACK_DIR="$2"; shift 2 ;;
+    --ogx-dir) OGX_DIR="$2"; shift 2 ;;
     --branch) BRANCH="$2"; shift 2 ;;
     --output-dir) OUTPUT_DIR="$2"; shift 2 ;;
     *) echo "Unknown option: $1"; exit 1 ;;
@@ -26,9 +26,9 @@ trap 'rm -rf "$TEMP_DIR"' EXIT
 echo "=== Building latest docs (branch: $BRANCH) ==="
 
 # Step 1: Get ogx source
-if [ -n "$LLAMA_STACK_DIR" ] && [ -d "$LLAMA_STACK_DIR" ]; then
+if [ -n "$OGX_DIR" ] && [ -d "$OGX_DIR" ]; then
   echo "--- Cloning from local repo (branch: $BRANCH) ---"
-  git clone --local --no-checkout "$LLAMA_STACK_DIR" "$TEMP_DIR/ogx"
+  git clone --local --no-checkout "$OGX_DIR" "$TEMP_DIR/ogx"
   cd "$TEMP_DIR/ogx"
   git checkout "$BRANCH"
 else
diff --git a/inline-raw-loader.py b/inline-raw-loader.py
index 1c728e99..46da1b21 100755
--- a/inline-raw-loader.py
+++ b/inline-raw-loader.py
@@ -133,10 +133,6 @@ def inline_raw_loader(versioned_dir, repo_root):
             imported_content = imported_content.replace(
                 "](README.md)", "](https://github.com/ogx-ai/ogx#community)"
             )
-            imported_content = imported_content.replace(
-                "](llama_stack/",
-                "](https://github.com/ogx-ai/ogx/blob/main/llama_stack/",
-            )
 
             # Escape MDX-incompatible syntax in imported content
             imported_content = escape_for_mdx(imported_content)