diff --git a/app/src/Agents/Calculator/CalculatorAgent.php b/app/src/Agents/Calculator/CalculatorAgent.php
new file mode 100644
index 0000000..7a5d302
--- /dev/null
+++ b/app/src/Agents/Calculator/CalculatorAgent.php
@@ -0,0 +1,79 @@
+<?php
+
+declare(strict_types=1);
+
+namespace App\Agents\Calculator;
+
+use LLM\Agents\Agent\AgentAggregate;
+use LLM\Agents\Agent\Agent;
+use LLM\Agents\OpenAI\Client\OpenAIModel;
+use LLM\Agents\Solution\Model;
+use LLM\Agents\Solution\ToolLink;
+use LLM\Agents\Solution\MetadataType;
+use LLM\Agents\Solution\SolutionMetadata;
+
+// This class represents the Calculator Agent,
+// which uses the Tool with uses python language to perform mathematical calculations.
+final class CalculatorAgent extends AgentAggregate
+{
+    public const NAME = 'python_calculator_agent';
+
+    public static function create(): self
+    {
+        $agent = new Agent(
+            key: self::NAME,
+            name: 'Python Calculator Agent',
+            description: 'This agent generates Python code for mathematical calculations. It can handle addition, subtraction, multiplication, division, averaging, and square root operations.',
+            instruction: <<<'INSTRUCTION'
+You are a Python Calculator Agent.
+Your primary goal is to assist users in performing arithmetic calculations by generating appropriate Python code.
+When a user provides a mathematical expression or asks for a calculation, you should use the python_calculator tool to generate the code.
+Always provide the generated Python code along with an explanation of how it solves the user\'s request.
+If there are any potential errors or invalid inputs, explain them clearly to the user.
+INSTRUCTION
+            ,
+        );
+
+        $aggregate = new self($agent);
+
+        $aggregate->addMetadata(
+            new SolutionMetadata(
+                type: MetadataType::Memory,
+                key: 'operation_mapping',
+                content: "Map user requests to the correct operation: 'add' for addition, 'subtract' for subtraction, 'multiply' for multiplication, 'divide' for division, 'average' for averaging, and 'sqrt' for square root.",
+            ),
+            new SolutionMetadata(
+                type: MetadataType::Memory,
+                key: 'number_formatting',
+                content: 'Ensure that numbers are correctly formatted as a Python list when passing them to the tool.',
+            ),
+            new SolutionMetadata(
+                type: MetadataType::Memory,
+                key: 'error_handling',
+                content: 'Be aware of potential errors like division by zero or invalid operations, and explain these to the user if the generated code might raise such errors.',
+            ),
+            new SolutionMetadata(
+                type: MetadataType::Prompt,
+                key: 'example_addition',
+                content: 'Add 5, 10, and 15',
+            ),
+            new SolutionMetadata(
+                type: MetadataType::Prompt,
+                key: 'example_division',
+                content: 'Divide 100 by 5 and then by 2',
+            ),
+            new SolutionMetadata(
+                type: MetadataType::Prompt,
+                key: 'example_square_root',
+                content: 'Calculate the square root of 16',
+            ),
+        );
+
+        $model = new Model(model: OpenAIModel::Gpt4oMini->value);
+        $aggregate->addAssociation($model);
+
+        $aggregate->addAssociation(new ToolLink(name: PythonCalculatorTool::NAME));
+
+        return $aggregate;
+    }
+}
diff --git a/app/src/Agents/Calculator/PythonCalculatorInput.php b/app/src/Agents/Calculator/PythonCalculatorInput.php
new file mode 100644
index 0000000..b56ec90
--- /dev/null
+++ b/app/src/Agents/Calculator/PythonCalculatorInput.php
@@ -0,0 +1,21 @@
+<?php
+
+declare(strict_types=1);
+
+namespace App\Agents\Calculator;
+
+use Spiral\JsonSchemaGenerator\Attribute\Field;
+
+final class PythonCalculatorInput
+{
+    public function __construct(
+        #[Field(title: 'Operation', description: 'The mathematical operation to perform (add, subtract, multiply, divide, average, sqrt)')]
+        public string $operation,
+
+        /**
+         * @var array<int>
+         */
+        #[Field(title: 'Numbers', description: 'An array of numbers to perform the operation on')]
+        public array $numbers,
+    ) {}
+}
diff --git a/app/src/Agents/Calculator/PythonCalculatorTool.php b/app/src/Agents/Calculator/PythonCalculatorTool.php
new file mode 100644
index 0000000..d843fee
--- /dev/null
+++ b/app/src/Agents/Calculator/PythonCalculatorTool.php
@@ -0,0 +1,55 @@
+<?php
+
+declare(strict_types=1);
+
+namespace App\Agents\Calculator;
+
+use LLM\Agents\Tool\ExecutorAwareInterface;
+use LLM\Agents\Tool\ExecutorInterface;
+use LLM\Agents\Tool\Tool;
+use LLM\Agents\Tool\ToolLanguage;
+
+// This class is a tool that uses a code written in Python to perform mathematical calculations.
+final class PythonCalculatorTool extends Tool implements ExecutorAwareInterface
+{
+    public const NAME = 'python_calculator';
+
+    private const CODE = <<<'PYTHON'
+
+PYTHON;
+
+    private ?ExecutorInterface $executor = null;
+
+    public function __construct()
+    {
+        parent::__construct(
+            name: self::NAME,
+            inputSchema: PythonCalculatorInput::class,
+            description: 'This tool generates Python code for mathematical calculations.',
+        );
+    }
+
+    public function getLanguage(): ToolLanguage
+    {
+        return ToolLanguage::Python;
+    }
+
+    public function execute(object $input): string
+    {
+        if (!$this->executor instanceof ExecutorInterface) {
+            throw new \RuntimeException('Executor is not set for the tool');
+        }
+
+        return $this->executor->execute(
+            \sprintf(self::CODE, \json_encode($input)),
+            $input,
+        );
+    }
+
+    public function setExecutor(ExecutorInterface $executor): static
+    {
+        $this->executor = $executor;
+
+        return $this;
+    }
+}
diff --git a/app/src/Application/Bootloader/AgentsBootloader.php b/app/src/Application/Bootloader/AgentsBootloader.php
index d93902a..120e319 100644
--- a/app/src/Application/Bootloader/AgentsBootloader.php
+++ b/app/src/Application/Bootloader/AgentsBootloader.php
@@ -5,6 +5,7 @@
 namespace App\Application\Bootloader;
 
 use App\Application\AgentsLocator;
+use App\Application\PythonExecutor;
 use App\Application\ToolsLocator;
 use App\Domain\Chat\ChatHistoryRepositoryInterface;
 use App\Domain\Chat\ChatServiceInterface;
@@ -21,6 +22,8 @@
 use LLM\Agents\OpenAI\Client\ContextFactory;
 use LLM\Agents\OpenAI\Client\OptionsFactory;
 use LLM\Agents\Tool\SchemaMapperInterface;
+use LLM\Agents\Tool\ToolExecutor;
+use LLM\Agents\Tool\ToolLanguage;
 use LLM\Agents\Tool\ToolRegistry;
 use LLM\Agents\Tool\ToolRegistryInterface;
 use LLM\Agents\Tool\ToolRepositoryInterface;
@@ -37,6 +40,8 @@ public function defineSingletons(): array
             ToolRegistryInterface::class => ToolRegistry::class,
             ToolRepositoryInterface::class => ToolRegistry::class,
 
+            ToolExecutor::class => ToolExecutor::class,
+
             AgentRegistry::class => AgentRegistry::class,
             AgentRegistryInterface::class => AgentRegistry::class,
             AgentRepositoryInterface::class => AgentRegistry::class,
@@ -62,7 +67,11 @@ public function init(
         TokenizerListenerRegistryInterface $listenerRegistry,
         ToolsLocator $toolsLocator,
         AgentsLocator $agentsLocator,
+        ToolExecutor $toolExecutor,
+        PythonExecutor $pythonExecutor,
     ): void {
+        $toolExecutor->register(ToolLanguage::Python, $pythonExecutor);
+
         $listenerRegistry->addListener($agentsLocator);
         $listenerRegistry->addListener($toolsLocator);
     }
diff --git a/app/src/Application/PythonExecutor.php b/app/src/Application/PythonExecutor.php
new file mode 100644
index 0000000..a96f820
--- /dev/null
+++ b/app/src/Application/PythonExecutor.php
@@ -0,0 +1,38 @@
+<?php
+
+declare(strict_types=1);
+
+namespace App\Application;
+
+use LLM\Agents\Tool\ExecutorInterface;
+use Spiral\Boot\DirectoriesInterface;
+use Spiral\Files\FilesInterface;
+
+final readonly class PythonExecutor implements ExecutorInterface
+{
+    public function __construct(
+        private FilesInterface $files,
+        private DirectoriesInterface $dirs,
+        private string $pythonPath = 'python3',
+    ) {}
+
+    public function execute(string $code, object $input): string|\Stringable
+    {
+        $input = \json_encode($input);
+
+        $this->files->ensureDirectory($dir = $this->dirs->get('runtime') . 'python');
+
+        $dir = \realpath($dir);
+        $file = $dir . '/' . md5(\microtime()) . '.py';
+
+        $this->files->write($file, $code);
+
+        try {
+            $output = \shell_exec(\sprintf('%s %s', $this->pythonPath, $file));
+        } finally {
+            $this->files->delete($file);
+        }
+
+        return \trim($output);
+    }
+}