diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..c6865dd
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,73 @@
+# =========================== Build stage ===========================
+FROM astral/uv:python3.12-bookworm-slim AS builder
+ENV UV_COMPILE_BYTECODE=1 UV_LINK_MODE=copy UV_PYTHON_DOWNLOADS=0
+
+WORKDIR /app
+COPY pyproject.toml /app/pyproject.toml
+COPY uv.lock /app/uv.lock
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --locked --no-install-project --no-dev --extra test
+
+COPY codesectools /app/codesectools
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --locked --no-dev --extra test
+
+# =========================== Base ===========================
+FROM python:3.12-slim-bookworm
+
+ARG UID=1000
+ARG GID=1000
+
+SHELL ["/bin/bash", "-c"]
+
+RUN apt update -qq && \
+    DEBIAN_FRONTEND=noninteractive \
+    apt install \
+        sudo \
+        curl git \
+        cloc \
+        openjdk-17-jdk-headless maven \
+        build-essential bear \
+    -y -qq --no-install-recommends && \
+    rm -rf /var/lib/apt/lists/*
+
+RUN groupadd -g $GID codesectools && \
+    useradd -l -u $UID -g codesectools -m codesectools -s /bin/bash && \
+    echo "codesectools ALL=(ALL) NOPASSWD:ALL" > /etc/sudoers.d/codesectools && \
+    chmod 0440 /etc/sudoers.d/codesectools
+
+USER codesectools
+WORKDIR /home/codesectools
+
+RUN curl -LsSf https://astral.sh/uv/install.sh | sh
+ENV PATH="/home/codesectools/.local/bin:$PATH"
+
+# =========================== SAST tools ===========================
+RUN uv venv sasts
+ENV PATH="/home/codesectools/sasts:$PATH"
+ENV PATH="/home/codesectools/sasts/bin:$PATH"
+
+# Semgrep Community Edition
+RUN uv pip install --no-cache semgrep
+
+# Bearer
+RUN curl -sfL https://raw.githubusercontent.com/Bearer/bearer/main/contrib/install.sh | BINDIR=/home/codesectools/sasts sh
+
+# SpotBugs
+RUN curl -sL https://github.com/spotbugs/spotbugs/releases/download/4.9.8/spotbugs-4.9.8.tgz | tar -xzvf - && \
+    mv spotbugs-* /home/codesectools/sasts/spotbugs && \
+    curl -sL https://search.maven.org/remotecontent?filepath=com/h3xstream/findsecbugs/findsecbugs-plugin/1.14.0/findsecbugs-plugin-1.14.0.jar > /home/codesectools/sasts/spotbugs/plugin/findsecbugs-plugin-1.14.0.jar
+ENV PATH="/home/codesectools/sasts/spotbugs/bin:$PATH"
+
+# Cppcheck
+RUN sudo apt update -qq && \
+    DEBIAN_FRONTEND=noninteractive sudo apt install cppcheck -y -qq --no-install-recommends && \
+    sudo rm -rf /var/lib/apt/lists/*
+
+# =========================== CodeSecTools ===========================
+COPY --from=builder --chown=codesectools:codesectools /app /app
+ENV PATH="/app/.venv/bin:$PATH"
+
+# https://github.com/sarugaku/shellingham/issues/87
+RUN find /app -path "*/shellingham/__init__.py" -exec sed -i 's#raise ShellDetectionFailure()#return ("bash", "/bin/bash")#g' {} \; && \
+    cstools --install-completion
\ No newline at end of file
diff --git a/Makefile b/Makefile
index 907ef4d..c03621b 100644
--- a/Makefile
+++ b/Makefile
@@ -1,3 +1,7 @@
+# Export variables
+export UID := $(shell id -u)
+export GID := $(shell id -g)
+
 # Add a help target to a Makefile that will allow all targets to be self documenting
 # https://gist.github.com/prwhite/8168133
 all:
@@ -17,19 +21,17 @@ profile: 	## Run profiling
 
 test:		## Run tests in a Docker container
 	@docker compose build 1>/dev/null
-	@docker compose run --rm no-sast
-	@docker compose run --rm with-sast
+	@docker compose run --rm test
 
 test-force:	## Run tests in a Docker container while ignoring any stored state
 	@docker volume rm codesectools_pytest-cache 2>&1 1>/dev/null || true
 	@docker volume rm codesectools_cstools-cache 2>&1 1>/dev/null || true
 	@docker compose build 1>/dev/null
-	@docker compose run --rm no-sast
-	@docker compose run --rm with-sast
+	@docker compose run --rm test
 
 test-debug:	## Spawn an interactive shell in the test container to debug
 	@docker compose build
-	@docker compose run --rm with-sast /bin/bash
+	@docker compose run --rm test /bin/bash
 
 docs-serve:	## Serve the documentation locally
 	@mkdocs serve --livereload
\ No newline at end of file
diff --git a/README.md b/README.md
index 5a99dab..b707699 100644
--- a/README.md
+++ b/README.md
@@ -14,6 +14,7 @@ A framework for code security that provides abstractions for static analysis too
 - [SAST Tool Integration Status](#sast-tool-integration-status)
 - [Usage](#usage)
     - [Command-line interface](#command-line-interface)
+    - [Docker](#docker)
     - [Python API](#python-api)
 
 <!--start-include-->
@@ -59,28 +60,58 @@ For more details on the design and integration of SAST tools and datasets in Cod
 
 ```bash
 $ cstools
-                                                                                                                                                   
- Usage: cstools [OPTIONS] COMMAND [ARGS]...                                                                                                        
-                                                                                                                                                   
- CodeSecTools: A framework for code security that provides abstractions for static analysis tools and datasets to support their integration,       
- testing, and evaluation.                                                                                                                          
-                                                                                                                                                   
-╭─ Options ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
-│ --debug               -d        Show debugging messages and disable pretty exceptions.                                                          │
-│ --version             -v        Show the tool's version.                                                                                        │
-│ --install-completion            Install completion for the current shell.                                                                       │
-│ --show-completion               Show completion for the current shell, to copy it or customize the installation.                                │
-│ --help                          Show this message and exit.                                                                                     │
-╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
-╭─ Commands ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
-│ status      Display the availability of SAST tools and datasets.                                                                                │
-│ allsast     Run all available SAST tools together.                                                                                              │
-│ bearer      Bearer SAST                                                                                                                         │
-│ coverity    Coverity Static Analysis                                                                                                            │
-│ semgrepce   Semgrep Community Edition Engine                                                                                                    │
-│ snykcode    Snyk Code                                                                                                                           │
-│ spotbugs    SpotBugs                                                                                                                            │
-╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
+                                                                                                                                                                   
+ Usage: cstools [OPTIONS] COMMAND [ARGS]...                                                                                                                        
+                                                                                                                                                                   
+ CodeSecTools CLI.                                                                                                                                                 
+                                                                                                                                                                   
+╭─ Options ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
+│ --debug               -d        Show debugging messages and disable pretty exceptions.                                                                          │
+│ --version             -v        Show the tool's version.                                                                                                        │
+│ --install-completion            Install completion for the current shell.                                                                                       │
+│ --show-completion               Show completion for the current shell, to copy it or customize the installation.                                                │
+╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
+╭─ Commands ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
+│ status      Display the availability of SAST tools and datasets.                                                                                                │
+│ allsast     Run all available SAST tools together.                                                                                                              │
+│ bearer      Bearer SAST                                                                                                                                         │
+│ coverity    Coverity Static Analysis                                                                                                                            │
+│ cppcheck    Cppcheck                                                                                                                                            │
+│ semgrepce   Semgrep Community Edition Engine                                                                                                                    │
+│ snykcode    Snyk Code                                                                                                                                           │
+│ spotbugs    SpotBugs                                                                                                                                            │
+╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
+```
+
+#### Docker
+
+A Docker image is available with only free and offline SAST tools pre-installed.
+
+```bash
+UID=$(id -u) GID=$(id -g) docker compose build main
+docker run -it -v $HOME/.codesectools:/home/codesectools/.codesectools codesectools /bin/bash
+```
+
+Mount necessary directories if you want to include:
+
+- a target (`-v ./myproject:/home/codesectools/myproject`)
+- existing CodeSecTools data (`-v $HOME/.codesectools:/home/codesectools/.codesectools`) 
+
+A better way is to use the CLI:
+
+```bash
+$ cstools -d docker --help
+                                                                                                                                                                   
+ Usage: cstools docker [OPTIONS]                                                                                                                                   
+                                                                                                                                                                   
+ Start the Docker environment for the specified target (current directory by default).                                                                             
+                                                                                                                                                                   
+╭─ Options ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
+│ --target                         PATH  The directory to mount inside the container. [default: .]                                                                │
+│ --isolation    --no-isolation          Enable network isolation for the container (disables host network sharing). [default: no-isolation]                      │
+│ --help                                 Show this message and exit.                                                                                              │
+╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
+
 ```
 
 #### Python API
diff --git a/codesectools/cli.py b/codesectools/cli.py
index 34e856f..3126c02 100755
--- a/codesectools/cli.py
+++ b/codesectools/cli.py
@@ -5,6 +5,7 @@
 """
 
 import os
+import shutil
 from pathlib import Path
 from typing import Optional
 
@@ -201,5 +202,26 @@ def download(
 
 cli.add_typer(build_all_sast_cli())
 
+if shutil.which("docker"):
+
+    @cli.command()
+    def docker(
+        target: Annotated[
+            Path, typer.Option(help="The directory to mount inside the container.")
+        ] = Path("."),
+        isolation: Annotated[
+            bool,
+            typer.Option(
+                help="Enable network isolation for the container (disables host network sharing)."
+            ),
+        ] = False,
+    ) -> None:
+        """Start the Docker environment for the specified target (current directory by default)."""
+        from codesectools.shared.docker import AnalysisEnvironment
+
+        env = AnalysisEnvironment(isolation=isolation)
+        env.start(target=target.resolve())
+
+
 for _, sast_data in SASTS_ALL.items():
     cli.add_typer(sast_data["cli_factory"].build_cli())
diff --git a/codesectools/shared/docker.py b/codesectools/shared/docker.py
new file mode 100644
index 0000000..7973de1
--- /dev/null
+++ b/codesectools/shared/docker.py
@@ -0,0 +1,109 @@
+"""Docker client wrapper module."""
+
+import os
+import sys
+from hashlib import sha256
+from pathlib import Path
+
+from python_on_whales import DockerClient
+from python_on_whales.client_config import ClientNotFoundError
+
+from codesectools.utils import PACKAGE_DIR, USER_DIR
+
+UID = os.getuid()
+GID = os.getgid()
+
+
+class Docker(DockerClient):
+    """Wrapper around DockerClient to handle initialization errors."""
+
+    def __init__(self) -> None:
+        """Initialize the Docker client and verify availability."""
+        try:
+            super().__init__()
+            self.info()
+        except ClientNotFoundError as e:
+            print(e)
+            sys.exit(1)
+
+
+class AnalysisEnvironment:
+    """Manage the Docker environment for code analysis."""
+
+    build_args = {"UID": str(UID), "GID": str(GID)}
+
+    def __init__(self, isolation: bool) -> None:
+        """Initialize the analysis environment."""
+        self.isolation = isolation
+        self.docker = Docker()
+        self.dockerfile = PACKAGE_DIR.parent / "Dockerfile"
+        self.name = "codesectools"
+
+    def build(self) -> None:
+        """Build the Docker image if it does not exist or if the file hash changed."""
+        file_hash = sha256(self.dockerfile.read_bytes()).hexdigest()
+        if not self.docker.images(
+            all=True, filters={"label": f"file_hash={file_hash}"}
+        ):
+            self.docker.image.build(
+                PACKAGE_DIR.parent,
+                tags=self.name,
+                labels={"file_hash": file_hash},
+                file=self.dockerfile,
+                build_args=self.build_args,
+            )
+
+    def start(self, target: Path) -> None:
+        """Start the Docker container and attach to it.
+
+        Build the image if necessary, then create and start a container
+        with the target directory mounted. If a container for the target
+        already exists, it starts and attaches to it.
+
+        Args:
+            target: The path to the directory to mount in the container.
+
+        """
+        self.build()
+
+        if self.isolation:
+            target_container_name = f"codesectools-{target.name}-isolated"
+        else:
+            target_container_name = f"codesectools-{target.name}"
+        target_container_home = Path("/home/codesectools")
+        target_container_workdir = target_container_home / target.name
+
+        if containers := self.docker.ps(
+            all=True,
+            filters=[
+                ("name", "codesectools-*"),
+                ("label", f"target={str(target.resolve())}"),
+                ("label", f"isolation={self.isolation}"),
+            ],
+        ):
+            container = containers[0]
+            if not container.state.running:
+                self.docker.start(container)
+
+            container.execute(
+                ["/bin/bash"],
+                interactive=True,
+                tty=True,
+            )
+        else:
+            container = self.docker.run(
+                self.name,
+                name=target_container_name,
+                command=["/bin/bash"],
+                labels={
+                    "target": str(target.resolve()),
+                    "isolation": str(self.isolation),
+                },
+                networks=["none"] if self.isolation else [],
+                volumes=[
+                    (target, target_container_workdir),
+                    (USER_DIR, target_container_home / USER_DIR.name),
+                ],
+                interactive=True,
+                tty=True,
+            )
diff --git a/docker-compose.yml b/docker-compose.yml
index 4dd6c5a..caaf6b0 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,38 +1,42 @@
 services:
-  no-sast:
-    image: cstools_no-sast
+  main:
+    image: codesectools
     build:
       context: .
-      dockerfile: tests/Dockerfile
-      target: no-sast
+      dockerfile: Dockerfile
+
+      args:
+        UID: "${UID:-1000}"
+        GID: "${GID:-1000}"
 
     tty: true
     stdin_open: true
 
-    volumes:      
-      - pytest-cache:/app/.pytest_cache
-      - cstools-cache:/root/.codesectools/cache
+    working_dir: /home/codesectools
     
-    environment:
-      _TYPER_STANDARD_TRACEBACK: 1
-
-  with-sast:
-    image: cstools_with-sast
+    command: /bin/bash
+  test:
+    image: codesectools
     build:
       context: .
-      dockerfile: tests/Dockerfile
-      target: with-sast
+      dockerfile: Dockerfile
+
+      args:
+        UID: "${UID:-1000}"
+        GID: "${GID:-1000}"
 
     tty: true
     stdin_open: true
 
-    volumes:      
-      - pytest-cache:/app/.pytest_cache
-      - cstools-cache:/root/.codesectools/cache
+    volumes:
+      - ./tests:/app/tests:ro
       
+    working_dir: /app
+
     environment:
       _TYPER_STANDARD_TRACEBACK: 1
+    
+    command: pytest
 
 volumes:
-  pytest-cache:
   cstools-cache:
\ No newline at end of file
diff --git a/docs/home/quick_start_guide.md b/docs/home/quick_start_guide.md
index c5d9a21..f04bb6f 100644
--- a/docs/home/quick_start_guide.md
+++ b/docs/home/quick_start_guide.md
@@ -8,7 +8,7 @@ This guide mainly used the tool on Java projects, it is perfectly possible to ru
 
 For this guide, there are two ways to install the tool:
 
-!!! cube "Normal installation"
+!!! cube "Local installation"
     - You will need to install the following packages:
 
         - `git`
@@ -23,13 +23,8 @@ For this guide, there are two ways to install the tool:
         - [SpotBugs](/sast/supported/spotbugs.j2.html){:target="_blank"}
 
 !!! docker "Docker image"
-    A Docker image used to run tests is available with the prerequisites installed.
-    You can use it to test CodeSecTools without installing extra packages on your system.
-
-    ⚠️ However, this container is intended for running tests, not for normal usage.
-    Therefore, any data and results inside the container will be deleted when you exit.
-
-    Please perform a normal installation if you want to keep your results.
+    A Docker image is available with the prerequisites installed.
+    You can use it to run CodeSecTools without installing extra packages on your system.
 
 
 ## 2. Installation
@@ -60,17 +55,26 @@ For this guide, there are two ways to install the tool:
           ```
 
 !!! docker "Docker image"
-    To start the Docker container, run the command:
+    Create a new directory which will be mounted in the docker container and start the container:
+    ```bash
+    mkdir codesectools_quick_start_guide
+    cd codesectools_quick_start_guide
+    cstools docker
+    ```
+
+    Then inside the container:
     ```bash
-    make test-debug
+    cd codesectools_quick_start_guide
     ```
 
-    ⚠️ The container will be deleted when you exit.
+    Only data inside `./codesectools_quick_start_guide` are saved.
 
 
 ## 3. First run
 
 !!! abstract  "Install completion (optional)"
+    *Completion is already installed in the Docker container.*
+    
     ```bash
     cstools --install-completion 
     # For bash
diff --git a/pyproject.toml b/pyproject.toml
index 80cf002..395a5db 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "CodeSecTools"
-version = "0.13.8"
+version = "0.14.0"
 description = "A framework for code security that provides abstractions for static analysis tools and datasets to support their integration, testing, and evaluation."
 readme = "README.md"
 license = "AGPL-3.0-only"
@@ -15,6 +15,7 @@ dependencies = [
     "lxml>=6.0.2",
     "matplotlib>=3.10.3",
     "numpy>=2.3.1",
+    "python-on-whales>=0.79.0",
     "pyyaml>=6.0.2",
     "requests>=2.32.4",
     "tqdm>=4.67.1",
diff --git a/requirements.txt b/requirements.txt
index 640f4cd..9223e34 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,6 +1,10 @@
 # This file was autogenerated by uv via the following command:
 #    uv export --frozen --output-file=requirements.txt
 -e .
+annotated-types==0.7.0 \
+    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
+    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+    # via pydantic
 certifi==2025.10.5 \
     --hash=sha256:0f212c2744a9bb6de0c56639a6f68afe01ecd92d91f14ae897c4fe7bbeeef0de \
     --hash=sha256:47c09d31ccf2acf0be3f701ea53595ee7e0b8fa08801c6624be771df09ae7b43
@@ -495,6 +499,73 @@ pillow==11.3.0 \
     --hash=sha256:f944255db153ebb2b19c51fe85dd99ef0ce494123f21b9db4877ffdfc5590c7c \
     --hash=sha256:fdae223722da47b024b867c1ea0be64e0df702c5e0a60e27daad39bf960dd1e4
     # via matplotlib
+pydantic==2.12.5 \
+    --hash=sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49 \
+    --hash=sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d
+    # via python-on-whales
+pydantic-core==2.41.5 \
+    --hash=sha256:0177272f88ab8312479336e1d777f6b124537d47f2123f89cb37e0accea97f90 \
+    --hash=sha256:01a3d0ab748ee531f4ea6c3e48ad9dac84ddba4b0d82291f87248f2f9de8d740 \
+    --hash=sha256:03ca43e12fab6023fc79d28ca6b39b05f794ad08ec2feccc59a339b02f2b3d33 \
+    --hash=sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0 \
+    --hash=sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e \
+    --hash=sha256:0cbaad15cb0c90aa221d43c00e77bb33c93e8d36e0bf74760cd00e732d10a6a0 \
+    --hash=sha256:112e305c3314f40c93998e567879e887a3160bb8689ef3d2c04b6cc62c33ac34 \
+    --hash=sha256:1746d4a3d9a794cacae06a5eaaccb4b8643a131d45fbc9af23e353dc0a5ba5c3 \
+    --hash=sha256:1962293292865bca8e54702b08a4f26da73adc83dd1fcf26fbc875b35d81c815 \
+    --hash=sha256:1d1d9764366c73f996edd17abb6d9d7649a7eb690006ab6adbda117717099b14 \
+    --hash=sha256:22f0fb8c1c583a3b6f24df2470833b40207e907b90c928cc8d3594b76f874375 \
+    --hash=sha256:239edca560d05757817c13dc17c50766136d21f7cd0fac50295499ae24f90fdf \
+    --hash=sha256:25e1c2af0fce638d5f1988b686f3b3ea8cd7de5f244ca147c777769e798a9cd1 \
+    --hash=sha256:2782c870e99878c634505236d81e5443092fba820f0373997ff75f90f68cd553 \
+    --hash=sha256:2a5e06546e19f24c6a96a129142a75cee553cc018ffee48a460059b1185f4470 \
+    --hash=sha256:2b761d210c9ea91feda40d25b4efe82a1707da2ef62901466a42492c028553a2 \
+    --hash=sha256:2ff4321e56e879ee8d2a879501c8e469414d948f4aba74a2d4593184eb326660 \
+    --hash=sha256:3006c3dd9ba34b0c094c544c6006cc79e87d8612999f1a5d43b769b89181f23c \
+    --hash=sha256:35b44f37a3199f771c3eaa53051bc8a70cd7b54f333531c59e29fd4db5d15008 \
+    --hash=sha256:3f37a19d7ebcdd20b96485056ba9e8b304e27d9904d233d7b1015db320e51f0a \
+    --hash=sha256:3f84d5c1b4ab906093bdc1ff10484838aca54ef08de4afa9de0f5f14d69639cd \
+    --hash=sha256:406bf18d345822d6c21366031003612b9c77b3e29ffdb0f612367352aab7d586 \
+    --hash=sha256:4819fa52133c9aa3c387b3328f25c1facc356491e6135b459f1de698ff64d869 \
+    --hash=sha256:482c982f814460eabe1d3bb0adfdc583387bd4691ef00b90575ca0d2b6fe2294 \
+    --hash=sha256:506d766a8727beef16b7adaeb8ee6217c64fc813646b424d0804d67c16eddb66 \
+    --hash=sha256:5cb1b2f9742240e4bb26b652a5aeb840aa4b417c7748b6f8387927bc6e45e40d \
+    --hash=sha256:63510af5e38f8955b8ee5687740d6ebf7c2a0886d15a6d65c32814613681bc07 \
+    --hash=sha256:650ae77860b45cfa6e2cdafc42618ceafab3a2d9a3811fcfbd3bbf8ac3c40d36 \
+    --hash=sha256:6561e94ba9dacc9c61bce40e2d6bdc3bfaa0259d3ff36ace3b1e6901936d2e3e \
+    --hash=sha256:65840751b72fbfd82c3c640cff9284545342a4f1eb1586ad0636955b261b0b05 \
+    --hash=sha256:72f6c8b11857a856bcfa48c86f5368439f74453563f951e473514579d44aa612 \
+    --hash=sha256:76d0819de158cd855d1cbb8fcafdf6f5cf1eb8e470abe056d5d161106e38062b \
+    --hash=sha256:79ec52ec461e99e13791ec6508c722742ad745571f234ea6255bed38c6480f11 \
+    --hash=sha256:7da7087d756b19037bc2c06edc6c170eeef3c3bafcb8f532ff17d64dc427adfd \
+    --hash=sha256:80aa89cad80b32a912a65332f64a4450ed00966111b6615ca6816153d3585a8c \
+    --hash=sha256:8566def80554c3faa0e65ac30ab0932b9e3a5cd7f8323764303d468e5c37595a \
+    --hash=sha256:8e7c86f27c585ef37c35e56a96363ab8de4e549a95512445b85c96d3e2f7c1bf \
+    --hash=sha256:915c3d10f81bec3a74fbd4faebe8391013ba61e5a1a8d48c4455b923bdda7858 \
+    --hash=sha256:941103c9be18ac8daf7b7adca8228f8ed6bb7a1849020f643b3a14d15b1924d9 \
+    --hash=sha256:97aeba56665b4c3235a0e52b2c2f5ae9cd071b8a8310ad27bddb3f7fb30e9aa2 \
+    --hash=sha256:a39455728aabd58ceabb03c90e12f71fd30fa69615760a075b9fec596456ccc3 \
+    --hash=sha256:aabf5777b5c8ca26f7824cb4a120a740c9588ed58df9b2d196ce92fba42ff8dc \
+    --hash=sha256:aec5cf2fd867b4ff45b9959f8b20ea3993fc93e63c7363fe6851424c8a7e7c23 \
+    --hash=sha256:b4ececa40ac28afa90871c2cc2b9ffd2ff0bf749380fbdf57d165fd23da353aa \
+    --hash=sha256:b74557b16e390ec12dca509bce9264c3bbd128f8a2c376eaa68003d7f327276d \
+    --hash=sha256:b80aa5095cd3109962a298ce14110ae16b8c1aece8b72f9dafe81cf597ad80b3 \
+    --hash=sha256:b93590ae81f7010dbe380cdeab6f515902ebcbefe0b9327cc4804d74e93ae69d \
+    --hash=sha256:bd3d54f38609ff308209bd43acea66061494157703364ae40c951f83ba99a1a9 \
+    --hash=sha256:bfea2a5f0b4d8d43adf9d7b8bf019fb46fdd10a2e5cde477fbcb9d1fa08c68e1 \
+    --hash=sha256:c007fe8a43d43b3969e8469004e9845944f1a80e6acd47c150856bb87f230c56 \
+    --hash=sha256:c23e27686783f60290e36827f9c626e63154b82b116d7fe9adba1fda36da706c \
+    --hash=sha256:d0d2568a8c11bf8225044aa94409e21da0cb09dcdafe9ecd10250b2baad531a9 \
+    --hash=sha256:d38548150c39b74aeeb0ce8ee1d8e82696f4a4e16ddc6de7b1d8823f7de4b9b5 \
+    --hash=sha256:dc799088c08fa04e43144b164feb0c13f9a0bc40503f8df3e9fde58a3c0c101e \
+    --hash=sha256:e536c98a7626a98feb2d3eaf75944ef6f3dbee447e1f841eae16f2f0a72d8ddc \
+    --hash=sha256:e56ba91f47764cc14f1daacd723e3e82d1a89d783f0f5afe9c364b8bb491ccdb \
+    --hash=sha256:e672ba74fbc2dc8eea59fb6d4aed6845e6905fc2a8afe93175d94a83ba2a01a0 \
+    --hash=sha256:e96cea19e34778f8d59fe40775a7a574d95816eb150850a85a7a4c8f4b94ac69 \
+    --hash=sha256:eceb81a8d74f9267ef4081e246ffd6d129da5d87e37a77c9bde550cb04870c1c \
+    --hash=sha256:ed2e99c456e3fadd05c991f8f437ef902e00eedf34320ba2b0842bd1c3ca3a75 \
+    --hash=sha256:f41a7489d32336dbf2199c8c0a215390a751c5b014c2c1c5366e817202e9cdf7
+    # via pydantic
 pygments==2.19.2 \
     --hash=sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887 \
     --hash=sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b
@@ -507,6 +578,10 @@ python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
     --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
     # via matplotlib
+python-on-whales==0.79.0 \
+    --hash=sha256:4a39ab107a4e740e4302c853c0efc5ced4b4048f55acbb959a2faf53b7003c27 \
+    --hash=sha256:919bba304cc04db4b75cdd7fb14c0a8fea6ebeafacf7989f6956641cb58210e0
+    # via codesectools
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
     --hash=sha256:02893d100e99e03eda1c8fd5c441d8c60103fd175728e23e431db1b589cf5ab3 \
@@ -579,7 +654,16 @@ typer==0.20.0 \
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
-    # via typer
+    # via
+    #   pydantic
+    #   pydantic-core
+    #   python-on-whales
+    #   typer
+    #   typing-inspection
+typing-inspection==0.4.2 \
+    --hash=sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7 \
+    --hash=sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464
+    # via pydantic
 urllib3==2.5.0 \
     --hash=sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760 \
     --hash=sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc
diff --git a/tests/Dockerfile b/tests/Dockerfile
deleted file mode 100644
index c223b6a..0000000
--- a/tests/Dockerfile
+++ /dev/null
@@ -1,66 +0,0 @@
-# =========================== Build stage ===========================
-FROM astral/uv:python3.12-bookworm-slim AS builder
-ENV UV_COMPILE_BYTECODE=1 UV_LINK_MODE=copy UV_PYTHON_DOWNLOADS=0
-
-WORKDIR /app
-COPY pyproject.toml /app/pyproject.toml
-COPY uv.lock /app/uv.lock
-RUN --mount=type=cache,target=/root/.cache/uv \
-    uv sync --locked --no-install-project --no-dev --extra test
-
-COPY codesectools /app/codesectools
-RUN --mount=type=cache,target=/root/.cache/uv \
-    uv sync --locked --no-dev --extra test
-
-# =========================== Base ===========================
-FROM python:3.12-slim-bookworm AS test-base
-
-RUN apt update -qq && \
-    DEBIAN_FRONTEND=noninteractive \
-    apt install \
-        curl git \
-        cloc \
-        openjdk-17-jdk-headless maven \
-        build-essential bear \
-    -y -qq --no-install-recommends && \
-    rm -rf /var/lib/apt/lists/*
-
-# =========================== No SAST Tools ===========================
-FROM test-base AS no-sast
-ENV TEST_TYPE=no-sast
-
-# === Run tests ===
-COPY --from=builder --chown=app:app /app /app
-ENV PATH="/app/.venv/bin:$PATH"
-
-WORKDIR /app
-COPY tests /app/tests
-
-CMD ["pytest"]
-
-# =========================== With SAST Tools ===========================
-FROM test-base AS with-sast
-ENV TEST_TYPE=with-sast
-
-# === Free SAST tools only ===
-# Semgrep Community Edition
-RUN pip install --no-cache semgrep
-# Bearer
-RUN curl -sfL https://raw.githubusercontent.com/Bearer/bearer/main/contrib/install.sh | BINDIR=/usr/bin sh
-# SpotBugs
-RUN curl -sL https://github.com/spotbugs/spotbugs/releases/download/4.9.8/spotbugs-4.9.8.tgz | tar -xzvf - && \
-    mv spotbugs-* /tmp/spotbugs
-ENV PATH="/tmp/spotbugs/bin:$PATH"
-# Cppcheck
-RUN apt update -qq && \
-    DEBIAN_FRONTEND=noninteractive apt install cppcheck -y -qq --no-install-recommends && \
-    rm -rf /var/lib/apt/lists/*
-
-# === Run tests ===
-COPY --from=builder --chown=app:app /app /app
-ENV PATH="/app/.venv/bin:$PATH"
-
-WORKDIR /app
-COPY tests /app/tests
-
-CMD ["pytest"]
\ No newline at end of file
diff --git a/tests/conftest.py b/tests/conftest.py
index 88c21c6..3fa7c68 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,7 +1,5 @@
 """Defines shared fixtures and hooks for pytest."""
 
-import hashlib
-import json
 import logging
 import os
 import shutil
@@ -10,63 +8,13 @@
 
 import pytest
 
-from codesectools.utils import USER_CACHE_DIR
-
 # Fix: I/O operation on closed (https://github.com/pallets/click/issues/824)
 logging.getLogger("matplotlib").setLevel(logging.ERROR)
 
-test_type = os.environ.get("TEST_TYPE")
-state_file = Path(f".pytest_cache/state_{test_type}.json")
-
-
-def gen_state() -> dict[str, str]:
-    """Generate a state dictionary of source file paths and their SHA256 hashes.
-
-    Monitors .py files in 'codesectools' and 'tests' directories.
-    """
-    state = {}
-    for directory in ["codesectools", "tests"]:
-        for code_path in Path(directory).rglob("*.py"):
-            path = str(code_path)
-            file_hash = hashlib.sha256(code_path.read_bytes()).hexdigest()
-            state[path] = file_hash
-
-    return state
-
-
-def source_code_changed() -> bool:
-    """Check if monitored source code has changed since the last successful test run.
-
-    Compares the current state with a saved state in '.pytest_cache/state.json'.
-    """
-    if not state_file.is_file():
-        return True
-
-    with state_file.open("r") as f:
-        try:
-            old_state = json.load(f)
-        except json.JSONDecodeError:
-            return True
-
-    new_state = gen_state()
-
-    return new_state != old_state
-
 
 def pytest_sessionstart(session: pytest.Session) -> None:
-    """Pytest hook that runs at the beginning of a test session.
-
-    Skips the entire test session if no source files have changed.
-    """
-    if USER_CACHE_DIR.is_dir():
-        for child in USER_CACHE_DIR.iterdir():
-            if child.is_file():
-                child.unlink()
-            elif child.is_dir():
-                shutil.rmtree(child)
-
-    if not source_code_changed():
-        pytest.exit("No changes in source code, skipping test session.", returncode=0)
+    """Initialize the test session by copying test codes to a temporary directory."""
+    shutil.copytree(Path("tests/testcodes"), Path("/tmp/tests/testcodes"))
 
 
 @pytest.fixture(autouse=True, scope="session")
@@ -74,15 +22,3 @@ def constant_random() -> GeneratorType:
     """Set a constant random seed for reproducible tests."""
     os.environ["CONSTANT_RANDOM"] = os.urandom(16).hex()
     yield
-
-
-def pytest_sessionfinish(session: pytest.Session) -> None:
-    """Pytest hook that runs at the end of a test session.
-
-    Saves the current source code state if the test session was successful.
-    """
-    if session.testscollected > 0 and session.testsfailed == 0:
-        new_state = gen_state()
-        state_file.parent.mkdir(exist_ok=True, parents=True)
-        with state_file.open("w") as f:
-            json.dump(new_state, f, indent=2)
diff --git a/tests/test_all_sasts.py b/tests/test_all_sasts.py
index 70945c7..a816188 100644
--- a/tests/test_all_sasts.py
+++ b/tests/test_all_sasts.py
@@ -1,7 +1,6 @@
 """Test the 'allsast' command integration."""
 
 import logging
-import os
 from pathlib import Path
 from types import GeneratorType
 
@@ -14,11 +13,6 @@
 from codesectools.sasts.all.sast import AllSAST
 from codesectools.utils import run_command
 
-if os.environ.get("TEST_TYPE") == "no-sast":
-    pytest.skip(
-        "Skipping SAST tools testing in no-sast environment", allow_module_level=True
-    )
-
 all_sast = AllSAST()
 
 
diff --git a/tests/test_sasts.py b/tests/test_sasts.py
index 7630b63..a127c8a 100644
--- a/tests/test_sasts.py
+++ b/tests/test_sasts.py
@@ -1,7 +1,6 @@
 """Test SAST integration functionalities."""
 
 import logging
-import os
 import tempfile
 from pathlib import Path
 from types import GeneratorType
@@ -19,11 +18,6 @@
 from codesectools.sasts import SASTS_ALL
 from codesectools.utils import run_command
 
-if os.environ.get("TEST_TYPE") == "no-sast":
-    pytest.skip(
-        "Skipping SAST tools testing in no-sast environment", allow_module_level=True
-    )
-
 
 @pytest.fixture(autouse=True, scope="module")
 def update_sast_module_state() -> GeneratorType:
@@ -44,7 +38,7 @@ def update_sast_module_state() -> GeneratorType:
 
 runner = CliRunner(env={"COLUMNS": "200"})
 
-TEST_CODES_DIR = Path("tests/testcodes").resolve()
+TEST_CODES_DIR = Path("/tmp/tests/testcodes").resolve()
 TEST_CODES = {
     "java": {"build_command": "javac {filename}"},
     "c": {"build_command": "bear -- g++ {filename}"},
diff --git a/uv.lock b/uv.lock
index 908262a..8890b0c 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,6 +2,15 @@ version = 1
 revision = 3
 requires-python = ">=3.12"
 
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
+]
+
 [[package]]
 name = "babel"
 version = "2.17.0"
@@ -221,7 +230,7 @@ wheels = [
 
 [[package]]
 name = "codesectools"
-version = "0.13.8"
+version = "0.14.0"
 source = { editable = "." }
 dependencies = [
     { name = "gitpython" },
@@ -229,6 +238,7 @@ dependencies = [
     { name = "lxml" },
     { name = "matplotlib" },
     { name = "numpy" },
+    { name = "python-on-whales" },
     { name = "pyyaml" },
     { name = "requests" },
     { name = "tqdm" },
@@ -284,6 +294,7 @@ requires-dist = [
     { name = "pre-commit", marker = "extra == 'dev'", specifier = ">=4.3.0" },
     { name = "pytest", marker = "extra == 'test'", specifier = ">=8.4.1" },
     { name = "pytest-order", marker = "extra == 'test'", specifier = ">=1.3.0" },
+    { name = "python-on-whales", specifier = ">=0.79.0" },
     { name = "pyyaml", specifier = ">=6.0.2" },
     { name = "pyyaml", marker = "extra == 'docs'", specifier = ">=6.0.2" },
     { name = "requests", specifier = ">=2.32.4" },
@@ -1323,6 +1334,92 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl", hash = "sha256:e5c6e8d3fbad53479cab09ac03729e0a9faf2bee3db8208a550daf5af81a5934", size = 118140, upload-time = "2025-09-09T13:23:46.651Z" },
 ]
 
+[[package]]
+name = "pydantic"
+version = "2.12.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "annotated-types" },
+    { name = "pydantic-core" },
+    { name = "typing-extensions" },
+    { name = "typing-inspection" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/69/44/36f1a6e523abc58ae5f928898e4aca2e0ea509b5aa6f6f392a5d882be928/pydantic-2.12.5.tar.gz", hash = "sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49", size = 821591, upload-time = "2025-11-26T15:11:46.471Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5a/87/b70ad306ebb6f9b585f114d0ac2137d792b48be34d732d60e597c2f8465a/pydantic-2.12.5-py3-none-any.whl", hash = "sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d", size = 463580, upload-time = "2025-11-26T15:11:44.605Z" },
+]
+
+[[package]]
+name = "pydantic-core"
+version = "2.41.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/71/70/23b021c950c2addd24ec408e9ab05d59b035b39d97cdc1130e1bce647bb6/pydantic_core-2.41.5.tar.gz", hash = "sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e", size = 460952, upload-time = "2025-11-04T13:43:49.098Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5f/5d/5f6c63eebb5afee93bcaae4ce9a898f3373ca23df3ccaef086d0233a35a7/pydantic_core-2.41.5-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:f41a7489d32336dbf2199c8c0a215390a751c5b014c2c1c5366e817202e9cdf7", size = 2110990, upload-time = "2025-11-04T13:39:58.079Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/32/9c2e8ccb57c01111e0fd091f236c7b371c1bccea0fa85247ac55b1e2b6b6/pydantic_core-2.41.5-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:070259a8818988b9a84a449a2a7337c7f430a22acc0859c6b110aa7212a6d9c0", size = 1896003, upload-time = "2025-11-04T13:39:59.956Z" },
+    { url = "https://files.pythonhosted.org/packages/68/b8/a01b53cb0e59139fbc9e4fda3e9724ede8de279097179be4ff31f1abb65a/pydantic_core-2.41.5-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e96cea19e34778f8d59fe40775a7a574d95816eb150850a85a7a4c8f4b94ac69", size = 1919200, upload-time = "2025-11-04T13:40:02.241Z" },
+    { url = "https://files.pythonhosted.org/packages/38/de/8c36b5198a29bdaade07b5985e80a233a5ac27137846f3bc2d3b40a47360/pydantic_core-2.41.5-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ed2e99c456e3fadd05c991f8f437ef902e00eedf34320ba2b0842bd1c3ca3a75", size = 2052578, upload-time = "2025-11-04T13:40:04.401Z" },
+    { url = "https://files.pythonhosted.org/packages/00/b5/0e8e4b5b081eac6cb3dbb7e60a65907549a1ce035a724368c330112adfdd/pydantic_core-2.41.5-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:65840751b72fbfd82c3c640cff9284545342a4f1eb1586ad0636955b261b0b05", size = 2208504, upload-time = "2025-11-04T13:40:06.072Z" },
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