diff --git a/samples/rest/count_tokens.sh b/samples/rest/count_tokens.sh
index 867e787b8..5d4f08d14 100644
--- a/samples/rest/count_tokens.sh
+++ b/samples/rest/count_tokens.sh
@@ -1,5 +1,21 @@
 set -eu 
 
+SCRIPT_DIR=$(dirname "$0")
+MEDIA_DIR=$(realpath ${SCRIPT_DIR}/../../third_party)
+
+TEXT_PATH=${MEDIA_DIR}/poem.txt
+IMG_PATH=${MEDIA_DIR}/organ.jpg
+AUDIO_PATH=${MEDIA_DIR}/sample.mp3
+VIDEO_PATH=${MEDIA_DIR}/Big_Buck_Bunny.mp4
+
+BASE_URL="https://generativelanguage.googleapis.com"
+
+if [[ "$(base64 --version 2>&1)" = *"FreeBSD"* ]]; then
+  B64FLAGS="--input"
+else
+  B64FLAGS="-w0"
+fi
+
 echo "[START tokens_text_only]"
 # [START tokens_text_only]
 curl https://generativelanguage.googleapis.com/v1beta/models/gemini-1.5-flash:countTokens?key=$GOOGLE_API_KEY \
@@ -29,4 +45,129 @@ curl https://generativelanguage.googleapis.com/v1beta/models/gemini-1.5-flash:co
         },
       ],
       }'
-# [END tokens_chat]
\ No newline at end of file
+# [END tokens_chat]
+
+echo "[START tokens_multimodal_image_inline]"
+# [START tokens_multimodal_image_inline]
+curl "https://generativelanguage.googleapis.com/v1beta/models/gemini-1.5-flash:countTokens?key=$GOOGLE_API_KEY" \
+    -H 'Content-Type: application/json' \
+    -X POST \
+    -d '{
+      "contents": [{
+        "parts":[
+            {"text": "Tell me about this instrument"},
+            {
+              "inline_data": {
+                "mime_type":"image/jpeg",
+                "data": "'$(base64 $B64FLAGS $IMG_PATH)'"
+              }
+            }
+        ]
+        }]
+       }' 2> /dev/null
+# [END tokens_multimodal_image_inline]
+
+echo "[START tokens_multimodal_image_file_api]"
+# [START tokens_multimodal_image_file_api]
+MIME_TYPE=$(file -b --mime-type "${IMG_PATH}")
+NUM_BYTES=$(wc -c < "${IMG_PATH}")
+DISPLAY_NAME=TEXT
+
+tmp_header_file=upload-header.tmp
+
+# Initial resumable request defining metadata.
+# The upload url is in the response headers dump them to a file.
+curl "${BASE_URL}/upload/v1beta/files?key=${GOOGLE_API_KEY}" \
+  -D upload-header.tmp \
+  -H "X-Goog-Upload-Protocol: resumable" \
+  -H "X-Goog-Upload-Command: start" \
+  -H "X-Goog-Upload-Header-Content-Length: ${NUM_BYTES}" \
+  -H "X-Goog-Upload-Header-Content-Type: ${MIME_TYPE}" \
+  -H "Content-Type: application/json" \
+  -d "{'file': {'display_name': '${DISPLAY_NAME}'}}" 2> /dev/null
+
+upload_url=$(grep -i "x-goog-upload-url: " "${tmp_header_file}" | cut -d" " -f2 | tr -d "\r")
+rm "${tmp_header_file}"
+
+# Upload the actual bytes.
+curl "${upload_url}" \
+  -H "Content-Length: ${NUM_BYTES}" \
+  -H "X-Goog-Upload-Offset: 0" \
+  -H "X-Goog-Upload-Command: upload, finalize" \
+  --data-binary "@${IMG_PATH}" 2> /dev/null > file_info.json
+
+file_uri=$(jq ".file.uri" file_info.json)
+echo file_uri=$file_uri
+
+curl "https://generativelanguage.googleapis.com/v1beta/models/gemini-1.5-flash:countTokens?key=$GOOGLE_API_KEY" \
+    -H 'Content-Type: application/json' \
+    -X POST \
+    -d '{
+      "contents": [{
+        "parts":[
+          {"text": "Can you tell me about the instruments in this photo?"},
+          {"file_data":
+            {"mime_type": "image/jpeg", 
+            "file_uri": '$file_uri'}
+          }]
+        }]
+       }' 
+# [END tokens_multimodal_image_file_api]
+
+echo "# [START tokens_multimodal_video_audio_file_api]"
+# [START tokens_multimodal_video_audio_file_api]
+
+MIME_TYPE=$(file -b --mime-type "${VIDEO_PATH}")
+NUM_BYTES=$(wc -c < "${VIDEO_PATH}")
+DISPLAY_NAME=VIDEO_PATH
+
+# Initial resumable request defining metadata.
+# The upload url is in the response headers dump them to a file.
+curl "${BASE_URL}/upload/v1beta/files?key=${GOOGLE_API_KEY}" \
+  -D upload-header.tmp \
+  -H "X-Goog-Upload-Protocol: resumable" \
+  -H "X-Goog-Upload-Command: start" \
+  -H "X-Goog-Upload-Header-Content-Length: ${NUM_BYTES}" \
+  -H "X-Goog-Upload-Header-Content-Type: ${MIME_TYPE}" \
+  -H "Content-Type: application/json" \
+  -d "{'file': {'display_name': '${DISPLAY_NAME}'}}" 2> /dev/null
+
+upload_url=$(grep -i "x-goog-upload-url: " "${tmp_header_file}" | cut -d" " -f2 | tr -d "\r")
+rm "${tmp_header_file}"
+
+# Upload the actual bytes.
+curl "${upload_url}" \
+  -H "Content-Length: ${NUM_BYTES}" \
+  -H "X-Goog-Upload-Offset: 0" \
+  -H "X-Goog-Upload-Command: upload, finalize" \
+  --data-binary "@${VIDEO_PATH}" 2> /dev/null > file_info.json
+
+file_uri=$(jq ".file.uri" file_info.json)
+echo file_uri=$file_uri
+
+state=$(jq ".file.state" file_info.json)
+echo state=$state
+
+name=$(jq ".file.name" file_info.json)
+echo name=$name
+
+while [[ "($state)" = *"PROCESSING"* ]];
+do
+  echo "Processing video..."
+  sleep 5
+  # Get the file of interest to check state
+  curl https://generativelanguage.googleapis.com/v1beta/files/$name > file_info.json
+  state=$(jq ".file.state" file_info.json)
+done
+
+curl "https://generativelanguage.googleapis.com/v1beta/models/gemini-1.5-flash:countTokens?key=$GOOGLE_API_KEY" \
+    -H 'Content-Type: application/json' \
+    -X POST \
+    -d '{
+      "contents": [{
+        "parts":[
+          {"text": "Describe this video clip"},
+          {"file_data":{"mime_type": "video/mp4", "file_uri": '$file_uri'}}]
+        }]
+       }'
+# [END tokens_multimodal_video_audio_file_api]
\ No newline at end of file