diff --git a/m/ml-metadata/build_info.json b/m/ml-metadata/build_info.json
index cb69e262ac..1c872361c6 100644
--- a/m/ml-metadata/build_info.json
+++ b/m/ml-metadata/build_info.json
@@ -1,19 +1,22 @@
 {
-    "maintainer":"PankhudiJ17",
+    "maintainer":"PrernaKumbhar20",
     "package_name" : "ml-metadata",
     "github_url": "https://github.com/google/ml-metadata.git",
     "version": "master",
     "wheel_build" : true,
     "default_branch": "master",
     "package_dir": "m/ml-metadata",
-    "build_script": "ml-metadata_ubi_9.6.sh",
+    "build_script": "ml-metadata_v1.21.0_ubi_9.6.sh",
     "validate_build_script": true,
     "use_non_root_user": false,
     "docker_build": false,
     "v1.17.0" : {
       "build_script" : "ml_metadata_v1.17_ubi_9.6.sh"
     },
+    "v1.21.0" : {
+      "build_script" : "ml_metadata_v1.21_0_ubi_9.6.sh"
+    },
     "*": {
-     "build_script": "ml-metadata_ubi_9.6.sh"
+     "build_script": "ml-metadata_v1.21.0_ubi_9.6.sh"
     }
 }
diff --git a/m/ml-metadata/ml-metadata_v1.21.0_ubi_9.6.sh b/m/ml-metadata/ml-metadata_v1.21.0_ubi_9.6.sh
new file mode 100644
index 0000000000..00d6379fa2
--- /dev/null
+++ b/m/ml-metadata/ml-metadata_v1.21.0_ubi_9.6.sh
@@ -0,0 +1,118 @@
+#!/bin/bash -e
+# -----------------------------------------------------------------------------
+#
+# Package       : ml-metadata
+# Version       : v1.21.0
+# Source repo   : https://github.com/google/ml-metadata.git
+# Tested on     : UBI:9.6
+# Language      : C++
+# Ci-Check  : True
+# Script License: Apache License, Version 2.0
+# Maintainer    : Prerna Kumbhar <Prerna.Kumbhar@ibm.com>
+#
+# Disclaimer: This script has been tested in root mode on given
+# ==========  platform using the mentioned version of the package.
+#             It may not work as expected with newer versions of the
+#             package and/or distribution. In such case, please
+#             contact "Maintainer" of this script.
+#
+# ----------------------------------------------------------------------------
+
+set -ex
+
+PACKAGE_URL=https://github.com/google/ml-metadata.git
+PACKAGE_NAME=ml-metadata
+PACKAGE_VERSION=${1:-v1.21.0}
+PACKAGE_DIR=ml-metadata
+PYTHON_VERSION=${2:-3.11}
+
+wdir=`pwd`
+SCRIPT=$(readlink -f $0)
+SCRIPT_DIR=$(dirname $SCRIPT)
+
+#Install the dependencies
+#added gcc-toolset-13-binutils, gcc, gcc-c++ to resolve linker issues
+yum install -y autoconf cmake wget automake libtool zlib zlib-devel libjpeg libjpeg-devel gcc gcc-c++ gcc-toolset-13 gcc-toolset-13-binutils python${PYTHON_VERSION} python${PYTHON_VERSION}-pip python${PYTHON_VERSION}-devel git unzip zip patch openssl-devel utf8proc tzdata diffutils libffi-devel
+source /opt/rh/gcc-toolset-13/enable
+
+export LD_LIBRARY_PATH=/usr/local/lib:/usr/local/lib64:${LD_LIBRARY_PATH}
+
+yum install -y java-21-openjdk-devel
+export JAVA_HOME=/usr/lib/jvm/java-21-openjdk
+export PATH=$JAVA_HOME/bin:$PATH
+
+mkdir bazel
+cd bazel
+wget https://github.com/bazelbuild/bazel/releases/download/7.7.0/bazel-7.7.0-dist.zip
+unzip bazel-7.7.0-dist.zip
+export BAZEL_DEV_VERSION_OVERRIDE=7.7.0
+export EMBED_LABEL=7.7.0
+env EXTRA_BAZEL_ARGS="--tool_java_runtime_version=local_jdk" bash ./compile.sh
+cp output/bazel /usr/local/bin
+export PATH=/usr/local/bin:$PATH
+bazel --version
+cd $wdir
+
+export GRPC_PYTHON_BUILD_SYSTEM_OPENSSL=1
+python${PYTHON_VERSION} -m pip install --upgrade pip
+python${PYTHON_VERSION} -m pip install numpy pytest build
+
+
+git clone $PACKAGE_URL
+cd $PACKAGE_NAME/
+git checkout $PACKAGE_VERSION
+
+sed -i 's|7a35bebd0e1eecbc5bf5bbf5eec03e86686c356802b5540872119bd26f84ecc7|579cb415458e9f3642da0a39a72f79fdfe6dc9c1713b3a823f1e276681b9703e|g' WORKSPACE
+sed -i 's|boringssl-16c8d3db1af20fcc04b5190b25242aadcb1fbb30|boringssl-648cbaf033401b7fe7acdce02f275b06a88aab5c|g' WORKSPACE
+sed -i 's|16c8d3db1af20fcc04b5190b25242aadcb1fbb30.tar.gz|648cbaf033401b7fe7acdce02f275b06a88aab5c.tar.gz|g' WORKSPACE
+
+#set correct PYTHON_LIB_PATH 
+export PYTHON_BIN_PATH=$(which python${PYTHON_VERSION})
+export PYTHON_LIB_PATH=$(python${PYTHON_VERSION} -c "import sysconfig; print(sysconfig.get_path('stdlib'))")
+export PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION=python
+export LD_LIBRARY_PATH=/opt/rh/gcc-toolset-13/root/usr/lib64:/opt/rh/gcc-toolset-13/root/usr/lib:/usr/lib64:/usr/lib
+
+#pre-fetch libmysqlclient and patch its cmake invocation to use system
+#gcc (/usr/bin/gcc) instead of gcc-toolset-13's cc, which requires
+#LIBCTF_1.1 from libctf.so.0 — a version not present on this system.
+bazel fetch @libmysqlclient//... 2>/dev/null || true
+LIBMYSQL_BUILD=$(find /root/.cache/bazel -name "BUILD.bazel" -path "*/libmysqlclient/*" 2>/dev/null | head -1)
+if [ -n "$LIBMYSQL_BUILD" ]; then
+    sed -i 's|cmake \.\. -DCMAKE_BUILD_TYPE=Release \${CMAKE_ICONV_FLAG-}|cmake .. -DCMAKE_BUILD_TYPE=Release -DCMAKE_C_COMPILER=/usr/bin/gcc -DCMAKE_CXX_COMPILER=/usr/bin/g++ ${CMAKE_ICONV_FLAG-}|g' "$LIBMYSQL_BUILD"
+    echo "Patched libmysqlclient cmake: $(grep 'cmake \.\.' $LIBMYSQL_BUILD)"
+else
+    echo "ERROR: Could not find libmysqlclient BUILD.bazel to patch"
+    exit 1
+fi
+
+#keep only build artifacts clean, preserve fetched repos
+bazel clean 2>/dev/null || true
+
+if ! (python${PYTHON_VERSION} -m pip install .); then 
+     echo "------------------$PACKAGE_NAME:Build_fails-------------------------------------"
+     echo "$PACKAGE_URL $PACKAGE_NAME"
+     echo "$PACKAGE_NAME  |  $PACKAGE_URL  | $PACKAGE_VERSION | GitHub | Fail |  Build_fails"
+     exit 2;
+fi
+
+if ! python${PYTHON_VERSION} -m build --wheel --no-isolation --outdir="$wdir/"; then
+        echo "============ Wheel Creation Failed for Python $PYTHON_VERSION (without isolation) ================="
+        echo "Attempting to build with isolation..."
+
+        # Attempt to build the wheel without isolation
+        if ! python${PYTHON_VERSION} -m build --wheel --outdir="$wdir/"; then
+            echo "============ Wheel Creation Failed for Python $PYTHON_VERSION ================="
+        fi
+fi
+
+if ! pytest -vv; then
+     echo "------------------$PACKAGE_NAME:Test_fails-------------------------------------"
+     echo "$PACKAGE_URL $PACKAGE_NAME"
+     echo "$PACKAGE_NAME  |  $PACKAGE_URL  | $PACKAGE_VERSION | GitHub | Fail |  Build_success_but_test_Fails"
+     exit 1;
+else
+     echo "------------------$PACKAGE_NAME:Build_and_test_both_success-------------------------------------"
+     echo "$PACKAGE_URL $PACKAGE_NAME"
+     echo "$PACKAGE_NAME  |  $PACKAGE_URL  | $PACKAGE_VERSION | GitHub | Pass |  Both_Build_and_Test_Success"
+     exit 0;
+fi