diff --git a/Dockerfile b/Dockerfile
index f01284b4911..9f128c3ec97 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -19,20 +19,29 @@ FROM quay.io/ascend/cann:8.3.rc1-910b-ubuntu22.04-py3.11
 
 ARG PIP_INDEX_URL="https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple"
 ARG COMPILE_CUSTOM_KERNELS=1
+ARG MOONCAKE_TAG="v0.3.7.post2"
 
 # Define environments
 ENV DEBIAN_FRONTEND=noninteractive
 ENV COMPILE_CUSTOM_KERNELS=${COMPILE_CUSTOM_KERNELS}
 
-RUN apt-get update -y && \
-    apt-get install -y python3-pip git vim wget net-tools gcc g++ cmake libnuma-dev && \
-    rm -rf /var/cache/apt/* && \
-    rm -rf /var/lib/apt/lists/*
-
 WORKDIR /workspace
 
 COPY . /vllm-workspace/vllm-ascend/
 
+# Install Mooncake dependencies
+RUN apt-get update -y && \
+    apt-get install -y git vim wget net-tools gcc g++ cmake libnuma-dev && \
+    git clone --depth 1 --branch ${MOONCAKE_TAG} https://github.com/kvcache-ai/Mooncake /vllm-workspace/Mooncake && \
+    cp /vllm-workspace/vllm-ascend/tools/mooncake_installer.sh /vllm-workspace/Mooncake/ && \
+    cd /vllm-workspace/Mooncake && bash mooncake_installer.sh -y && \
+    export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/Ascend/ascend-toolkit/latest/`uname -i`-linux/lib64 && \
+    mkdir -p build && cd build && cmake .. -DUSE_ASCEND_DIRECT=ON && \
+    make -j$(nproc) && make install && \
+    rm -fr /vllm-workspace/Mooncake/build && \
+    rm -rf /var/cache/apt/* && \
+    rm -rf /var/lib/apt/lists/*
+
 RUN pip config set global.index-url ${PIP_INDEX_URL}
 
 # Install vLLM
diff --git a/Dockerfile.a3 b/Dockerfile.a3
index 59c4cbbbebd..9b073b9c01c 100644
--- a/Dockerfile.a3
+++ b/Dockerfile.a3
@@ -19,21 +19,29 @@ FROM quay.io/ascend/cann:8.3.rc1-a3-ubuntu22.04-py3.11
 
 ARG PIP_INDEX_URL="https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple"
 ARG COMPILE_CUSTOM_KERNELS=1
+ARG MOONCAKE_TAG=v0.3.7.post2
 
+COPY . /vllm-workspace/vllm-ascend/
 # Define environments
 ENV DEBIAN_FRONTEND=noninteractive
 ENV COMPILE_CUSTOM_KERNELS=${COMPILE_CUSTOM_KERNELS}
 
-RUN apt-get update -y && \
-    apt-get install -y python3-pip git vim wget net-tools gcc g++ cmake libnuma-dev && \
-    rm -rf /var/cache/apt/* && \
-    rm -rf /var/lib/apt/lists/*
+RUN pip config set global.index-url ${PIP_INDEX_URL}
 
 WORKDIR /workspace
 
-COPY . /vllm-workspace/vllm-ascend/
-
-RUN pip config set global.index-url ${PIP_INDEX_URL}
+# Install Mooncake dependencies
+RUN apt-get update -y && \
+    apt-get install -y git vim wget net-tools gcc g++ cmake libnuma-dev && \
+    git clone --depth 1 --branch ${MOONCAKE_TAG} https://github.com/kvcache-ai/Mooncake /vllm-workspace/Mooncake && \
+    cp /vllm-workspace/vllm-ascend/tools/mooncake_installer.sh /vllm-workspace/Mooncake/ && \
+    cd /vllm-workspace/Mooncake && bash mooncake_installer.sh -y && \
+    export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/Ascend/ascend-toolkit/latest/`uname -i`-linux/lib64 && \
+    mkdir -p build && cd build && cmake .. -DUSE_ASCEND_DIRECT=ON && \
+    make -j$(nproc) && make install && \
+    rm -fr /vllm-workspace/Mooncake/build && \
+    rm -rf /var/cache/apt/* && \
+    rm -rf /var/lib/apt/lists/*
 
 # Install vLLM
 ARG VLLM_REPO=https://github.com/vllm-project/vllm.git
@@ -57,4 +65,4 @@ RUN export PIP_EXTRA_INDEX_URL=https://mirrors.huaweicloud.com/ascend/repos/pypi
 RUN python3 -m pip install modelscope 'ray>=2.47.1,<=2.48.0' 'protobuf>3.20.0' && \
     python3 -m pip cache purge
 
-CMD ["/bin/bash"]
\ No newline at end of file
+CMD ["/bin/bash"]
diff --git a/Dockerfile.a3.openEuler b/Dockerfile.a3.openEuler
index 2fabb3069a0..2a1d5e816b9 100644
--- a/Dockerfile.a3.openEuler
+++ b/Dockerfile.a3.openEuler
@@ -19,19 +19,33 @@ FROM quay.io/ascend/cann:8.3.rc1-a3-openeuler24.03-py3.11
 
 ARG PIP_INDEX_URL="https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple"
 ARG COMPILE_CUSTOM_KERNELS=1
+ARG MOONCAKE_TAG="v0.3.7.post2"
 
 ENV COMPILE_CUSTOM_KERNELS=${COMPILE_CUSTOM_KERNELS}
 
-RUN yum update -y && \
-    yum install -y python3-pip git vim wget net-tools gcc gcc-c++ make cmake numactl-devel && \
-    rm -rf /var/cache/yum
-
 RUN pip config set global.index-url ${PIP_INDEX_URL}
 
 WORKDIR /workspace
 
 COPY . /vllm-workspace/vllm-ascend/
 
+SHELL ["/bin/bash", "-c"]
+
+RUN yum update -y && \
+    yum install -y git vim wget net-tools gcc gcc-c++ make cmake numactl-devel && \
+    git clone --depth 1 --branch ${MOONCAKE_TAG} https://github.com/kvcache-ai/Mooncake /vllm-workspace/Mooncake && \
+    cp /vllm-workspace/vllm-ascend/tools/mooncake_installer.sh /vllm-workspace/Mooncake/ && \
+    ARCH=$(uname -m) && \
+    source /usr/local/Ascend/ascend-toolkit/set_env.sh && \
+    export LD_LIBRARY_PATH=/usr/local/Ascend/ascend-toolkit/latest/${ARCH}-linux/devlib:/usr/local/Ascend/ascend-toolkit/latest/${ARCH}-linux/lib64:$LD_LIBRARY_PATH && \
+    export CPLUS_INCLUDE_PATH=$CPLUS_INCLUDE_PATH:/usr/include/c++/12:/usr/include/c++/12/${ARCH}-openEuler-linux && \
+    cd /vllm-workspace/Mooncake && \
+    bash mooncake_installer.sh -y && \
+    mkdir -p build && cd build && cmake .. -DUSE_ASCEND_DIRECT=ON && \
+    make -j$(nproc) && make install && \
+    rm -fr /vllm-workspace/Mooncake/build && \
+    rm -rf /var/cache/yum/*
+
 # Install vLLM
 ARG VLLM_REPO=https://github.com/vllm-project/vllm.git
 ARG VLLM_TAG=v0.11.0
@@ -55,4 +69,4 @@ RUN export PIP_EXTRA_INDEX_URL=https://mirrors.huaweicloud.com/ascend/repos/pypi
 RUN python3 -m pip install modelscope 'ray>=2.47.1,<=2.48.0' 'protobuf>3.20.0' && \
     python3 -m pip cache purge
 
-CMD ["/bin/bash"]
\ No newline at end of file
+CMD ["/bin/bash"]
diff --git a/Dockerfile.openEuler b/Dockerfile.openEuler
index e665518d97d..1ed389176aa 100644
--- a/Dockerfile.openEuler
+++ b/Dockerfile.openEuler
@@ -19,19 +19,33 @@ FROM quay.io/ascend/cann:8.3.rc1-910b-openeuler24.03-py3.11
 
 ARG PIP_INDEX_URL="https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple"
 ARG COMPILE_CUSTOM_KERNELS=1
+ARG MOONCAKE_TAG="v0.3.7.post2"
 
 ENV COMPILE_CUSTOM_KERNELS=${COMPILE_CUSTOM_KERNELS}
 
-RUN yum update -y && \
-    yum install -y python3-pip git vim wget net-tools gcc gcc-c++ make cmake numactl-devel && \
-    rm -rf /var/cache/yum
-
 RUN pip config set global.index-url ${PIP_INDEX_URL}
 
 WORKDIR /workspace
 
 COPY . /vllm-workspace/vllm-ascend/
 
+SHELL ["/bin/bash", "-c"]
+
+RUN yum update -y && \
+    yum install -y git vim wget net-tools gcc gcc-c++ make cmake numactl-devel && \
+    git clone --depth 1 --branch ${MOONCAKE_TAG} https://github.com/kvcache-ai/Mooncake /vllm-workspace/Mooncake && \
+    cp /vllm-workspace/vllm-ascend/tools/mooncake_installer.sh /vllm-workspace/Mooncake/ && \
+    ARCH=$(uname -m) && \
+    source /usr/local/Ascend/ascend-toolkit/set_env.sh && \
+    export LD_LIBRARY_PATH=/usr/local/Ascend/ascend-toolkit/latest/${ARCH}-linux/devlib:/usr/local/Ascend/ascend-toolkit/latest/${ARCH}-linux/lib64:$LD_LIBRARY_PATH && \
+    export CPLUS_INCLUDE_PATH=$CPLUS_INCLUDE_PATH:/usr/include/c++/12:/usr/include/c++/12/${ARCH}-openEuler-linux && \
+    cd /vllm-workspace/Mooncake && \
+    bash mooncake_installer.sh -y && \
+    mkdir -p build && cd build && cmake .. -DUSE_ASCEND_DIRECT=ON && \
+    make -j$(nproc) && make install && \
+    rm -fr /vllm-workspace/Mooncake/build && \
+    rm -rf /var/cache/yum/*
+
 # Install vLLM
 ARG VLLM_REPO=https://github.com/vllm-project/vllm.git
 ARG VLLM_TAG=v0.11.0
diff --git a/tools/mooncake_installer.sh b/tools/mooncake_installer.sh
new file mode 100644
index 00000000000..b68362f12eb
--- /dev/null
+++ b/tools/mooncake_installer.sh
@@ -0,0 +1,331 @@
+#!/bin/bash
+
+#
+# Copyright (c) 2025 Huawei Technologies Co., Ltd. All Rights Reserved.
+# Copyright 2023 The vLLM team.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# This file is a part of the vllm-ascend project.
+# This is script is inspired from https://github.com/kvcache-ai/Mooncake/blob/main/dependencies.sh
+#
+
+# Color definitions
+GREEN="\033[0;32m"
+BLUE="\033[0;34m"
+YELLOW="\033[0;33m"
+RED="\033[0;31m"
+NC="\033[0m" # No Color
+
+# Configuration
+REPO_ROOT=`pwd`
+GITHUB_PROXY=${GITHUB_PROXY:-"https://github.com"}
+GOVER=1.23.8
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+
+# Define a function to handle the git clone operation
+clone_repo_if_not_exists() {
+    local repo_dir=$1
+    local repo_url=$2
+
+    if [ ! -d "$repo_dir" ]; then
+        git clone --depth 1 "$repo_url"
+    else
+        echo "Directory $repo_dir already exists, skipping clone."
+    fi
+}
+
+# Function to print section headers
+print_section() {
+    echo -e "\n${BLUE}=== $1 ===${NC}"
+}
+
+# Function to print success messages
+print_success() {
+    echo -e "${GREEN}✓ $1${NC}"
+}
+
+# Function to print error messages and exit
+print_error() {
+    echo -e "${RED}✗ ERROR: $1${NC}"
+    exit 1
+}
+
+# Function to check command success
+check_success() {
+    if [ $? -ne 0 ]; then
+        print_error "$1"
+    fi
+}
+
+if [ $(id -u) -ne 0 ]; then
+        print_error "Require root permission, try sudo ./dependencies.sh"
+fi
+
+# Parse command line arguments
+SKIP_CONFIRM=false
+for arg in "$@"; do
+    case $arg in
+        -y|--yes)
+            SKIP_CONFIRM=true
+            ;;
+        -h|--help)
+            echo -e "${YELLOW}Mooncake Dependencies Installer${NC}"
+            echo -e "Usage: ./dependencies.sh [OPTIONS]"
+            echo -e "\nOptions:"
+            echo -e "  -y, --yes    Skip confirmation and install all dependencies"
+            echo -e "  -h, --help   Show this help message and exit"
+            exit 0
+            ;;
+    esac
+done
+
+# Print welcome message
+echo -e "${YELLOW}Mooncake Dependencies Installer${NC}"
+echo -e "This script will install all required dependencies for Mooncake."
+echo -e "The following components will be installed:"
+echo -e "  - System packages (build tools, libraries)"
+echo -e "  - yalantinglibs"
+echo -e "  - Git submodules"
+echo -e "  - Go $GOVER"
+echo
+
+# Ask for confirmation unless -y flag is used
+if [ "$SKIP_CONFIRM" = false ]; then
+    read -p "Do you want to continue? [Y/n] " -n 1 -r
+    echo
+    if [[ ! $REPLY =~ ^[Yy]$ ]] && [[ ! $REPLY = "" ]]; then
+        echo -e "${YELLOW}Installation cancelled.${NC}"
+        exit 0
+    fi
+fi
+
+
+# Update package lists
+print_section "Updating package lists"
+check_success "Failed to update package lists"
+
+# Install system packages
+print_section "Installing system packages"
+echo -e "${YELLOW}This may take a few minutes...${NC}"
+
+# System detection and dependency installation
+if command -v apt-get &> /dev/null; then
+    echo "Detected apt-get. Using Debian-based package manager."
+    apt-get update
+    apt-get install -y build-essential \
+            cmake \
+            git \
+            wget \
+            libibverbs-dev \
+            libgoogle-glog-dev \
+            libgtest-dev \
+            libjsoncpp-dev \
+            libunwind-dev \
+            libnuma-dev \
+            libpython3-dev \
+            libboost-all-dev \
+            libssl-dev \
+            libgrpc-dev \
+            libgrpc++-dev \
+            libprotobuf-dev \
+            libyaml-cpp-dev \
+            protobuf-compiler-grpc \
+            libcurl4-openssl-dev \
+            libhiredis-dev \
+            pkg-config \
+            patchelf \
+            mpich \
+            libmpich-dev
+    apt purge -y openmpi-bin libopenmpi-dev || true
+elif command -v yum &> /dev/null; then
+    echo "Detected yum. Using Red Hat-based package manager."
+    yum makecache
+    yum install -y \
+        gcc \
+        gcc-c++ \
+        make \
+        cmake \
+        git \
+        wget \
+        libibverbs-devel \
+        numactl-devel \
+        gflags-devel \
+        glog-devel \
+        gtest \
+        gtest-devel \
+        jsoncpp-devel \
+        mpich \
+        mpich-devel \
+        boost-devel \
+        openssl-devel \
+        hiredis-devel \
+        python3-devel \
+        curl-devel \
+        patchelf
+
+    # install yaml-cpp
+    cd "${REPO_ROOT}/thirdparties"
+    clone_repo_if_not_exists "yaml-cpp" https://github.com/jbeder/yaml-cpp.git
+    cd yaml-cpp || exit
+    rm -rf build
+    mkdir -p build && cd build
+    cmake ..
+    make -j$(nproc)
+    make install
+    cd "${REPO_ROOT}"
+else
+    echo "Unsupported package manager. Please install the dependencies manually."
+    exit 1
+fi
+
+check_success "Failed to install system packages"
+print_success "System packages installed successfully"
+
+# Install yalantinglibs
+print_section "Installing yalantinglibs"
+
+# Check if thirdparties directory exists
+if [ ! -d "${REPO_ROOT}/thirdparties" ]; then
+    mkdir -p "${REPO_ROOT}/thirdparties"
+    check_success "Failed to create thirdparties directory"
+fi
+
+# Change to thirdparties directory
+cd "${REPO_ROOT}/thirdparties"
+check_success "Failed to change to thirdparties directory"
+
+# Check if yalantinglibs is already installed
+if [ -d "yalantinglibs" ]; then
+    echo -e "${YELLOW}yalantinglibs directory already exists. Removing for fresh install...${NC}"
+    rm -rf yalantinglibs
+    check_success "Failed to remove existing yalantinglibs directory"
+fi
+
+# Clone yalantinglibs
+echo "Cloning yalantinglibs from ${GITHUB_PROXY}/alibaba/yalantinglibs.git"
+git clone -b 0.5.5 --depth 1 ${GITHUB_PROXY}/alibaba/yalantinglibs.git
+check_success "Failed to clone yalantinglibs"
+
+# Build and install yalantinglibs
+cd yalantinglibs
+check_success "Failed to change to yalantinglibs directory"
+
+mkdir -p build
+check_success "Failed to create build directory"
+
+cd build
+check_success "Failed to change to build directory"
+
+echo "Configuring yalantinglibs..."
+cmake .. -DBUILD_EXAMPLES=OFF -DBUILD_BENCHMARK=OFF -DBUILD_UNIT_TESTS=OFF
+check_success "Failed to configure yalantinglibs"
+
+echo "Building yalantinglibs (using $(nproc) cores)..."
+cmake --build . -j$(nproc)
+check_success "Failed to build yalantinglibs"
+
+echo "Installing yalantinglibs..."
+cmake --install .
+check_success "Failed to install yalantinglibs"
+
+print_success "yalantinglibs installed successfully"
+
+# Initialize and update git submodules
+print_section "Initializing Git Submodules"
+
+# Check if .gitmodules exists
+if [ -f "${REPO_ROOT}/.gitmodules" ]; then
+    # Check if submodules are already initialized by looking for the .git directory in the first submodule
+    FIRST_SUBMODULE=$(grep "path" ${REPO_ROOT}/.gitmodules | head -1 | awk '{print $3}')
+
+    echo "Enter repository root: ${REPO_ROOT}"
+    cd "${REPO_ROOT}"
+    check_success "Failed to change to repository root directory"
+
+    if [ -d "${REPO_ROOT}/${FIRST_SUBMODULE}/.git" ] || [ -f "${REPO_ROOT}/${FIRST_SUBMODULE}/.git" ]; then
+        echo -e "${YELLOW}Git submodules already initialized. Skipping...${NC}"
+    else
+        echo "Initializing git submodules..."
+        git submodule update --init
+        check_success "Failed to initialize git submodules"
+
+        print_success "Git submodules initialized and updated successfully"
+    fi
+else
+    echo -e "${YELLOW}No .gitmodules file found. Skipping...${NC}"
+    exit 1
+fi
+
+print_section "Installing Go $GOVER"
+
+install_go() {
+    ARCH=$(uname -m)
+    if [ "$ARCH" = "aarch64" ]; then
+        ARCH="arm64"
+    elif [ "$ARCH" = "x86_64" ]; then
+        ARCH="amd64"
+    else
+        echo "Unsupported architecture: $ARCH"
+        exit 1
+    fi
+    # Download Go
+    echo "Downloading Go $GOVER..."
+    wget -q --show-progress https://golang.google.cn/dl/go$GOVER.linux-$ARCH.tar.gz
+    check_success "Failed to download Go $GOVER"
+
+    # Install Go
+    echo "Installing Go $GOVER..."
+    tar -C /usr/local -xzf go$GOVER.linux-$ARCH.tar.gz
+    check_success "Failed to install Go $GOVER"
+
+    # Clean up downloaded file
+    rm -f go$GOVER.linux-$ARCH.tar.gz
+    check_success "Failed to clean up Go installation file"
+
+    print_success "Go $GOVER installed successfully"
+}
+
+# Check if Go is already installed
+if command -v go &> /dev/null; then
+    GO_VERSION=$(go version | awk '{print $3}')
+    if [[ "$GO_VERSION" == "go$GOVER" ]]; then
+        echo -e "${YELLOW}Go $GOVER is already installed. Skipping...${NC}"
+    else
+        echo -e "${YELLOW}Found Go $GO_VERSION. Will install Go $GOVER...${NC}"
+        install_go
+    fi
+else
+    install_go
+fi
+
+# Add Go to PATH if not already there
+if ! grep -q "export PATH=\$PATH:/usr/local/go/bin" ~/.bashrc; then
+    echo -e "${YELLOW}Adding Go to your PATH in ~/.bashrc${NC}"
+    echo 'export PATH=$PATH:/usr/local/go/bin' >> ~/.bashrc
+    echo -e "${YELLOW}Please run 'source ~/.bashrc' or start a new terminal to use Go${NC}"
+fi
+
+# Return to the repository root
+cd "${REPO_ROOT}"
+
+# Print summary
+print_section "Installation Complete"
+echo -e "${GREEN}All dependencies have been successfully installed!${NC}"
+echo -e "The following components were installed:"
+echo -e "  ${GREEN}✓${NC} System packages"
+echo -e "  ${GREEN}✓${NC} yalantinglibs"
+echo -e "  ${GREEN}✓${NC} Git submodules"
+echo -e "  ${GREEN}✓${NC} Go $GOVER"
+echo
+echo -e "You can now build and run Mooncake."
+echo -e "${YELLOW}Note: You may need to restart your terminal or run 'source ~/.bashrc' to use Go.${NC}"