---
title: "Version 1.4.1"
description: "Code mode integration, pretty display, and SSL verification control"
icon: "sparkles"
og:image: "https://mcp-use.com/api/og/release?v=1.4.1"
---

import { Contributors } from '/snippets/contributors.jsx'

<Card img="https://mcp-use.com/api/og/release?v=1.4.1" title="Release 1.4.1" href="https://github.com/mcp-use/mcp-use/releases/tag/python-v1.4.1">
  This release introduces **Code Mode Integration** for direct code execution through MCP servers, pretty display for agent interactions, and SSL certificate verification control.
</Card>

## Major Features

### Code Mode Integration
A powerful new feature that enables direct code execution through MCP servers. This allows LLMs to write and execute code in isolated environments with full tool support.

**Key Capabilities:**
- Execute Python code in isolated environments
- Full support for MCP tools within code execution
- Enhanced security with sandboxed code execution
- Seamless integration with existing MCPClient workflows

**New Components:**
- `CodeExecutor`: Handles code execution with security and isolation
- `CodeModeConnector`: New connector type for code mode operations
- Integrated prompts for code mode interactions

**Usage Example:**
```python
from mcp_use import MCPClient
from mcp_use.client.code_executor import CodeExecutor

client = MCPClient()
# Enable code mode for your workflow
```

See full documentation at `docs/python/client/code-mode.mdx`

### Pretty Display for Agent Interactions
Rich, colorful terminal output for agent operations, making it easier to follow agent thinking and tool calls in real-time.

**Features:**
- Beautiful formatted output for agent steps
- Color-coded tool calls and responses
- Structured display of thinking process
- Enhanced readability for debugging

**New Module:**
- `mcp_use.agents.display`: Rich console display utilities

**Usage:**
```python
from mcp_use.agents import MCPAgent

agent = MCPAgent(
    model=model,
    server_manager=server_manager,
    pretty_print=True  # Enable pretty display
)
```

## Enhancements

### SSL Certificate Verification Control
Added flexible SSL certificate verification control across HTTP connectors.

**Changes:**
- New `verify` parameter in `MCPClient`
- SSL verification control in `HttpConnector`
- Custom HTTPX client factory support in SSE and Streamable HTTP managers

**Usage:**
```python
client = MCPClient(verify=False)  # Disable SSL verification if needed
```

### LangChain Integration
Comprehensive integration with LangChain for advanced agent workflows.

**Additions:**
- Full LangChain adapter support
- Example implementation: `langchain_integration_example.py`
- Documentation at `docs/python/integration/langchain.mdx`

### Enhanced Schema Handling
Improved JSON schema processing for better compatibility with complex data structures.

**Fixes:**
- List handling in `fix_schema` method
- Better type inference for nested structures
- Improved adapter compatibility

## Bug Fixes

### Recursion Limit Configuration
Fixed issues with recursion limit configuration in MCPAgent to prevent stack overflow errors in deeply nested tool calls.

**Changes:**
- Proper handling of custom recursion limits
- Better default configurations
- Override protection

### Client Info Property
Fixed the `client_info` property in base connector to properly return client metadata.

**Impact:**
- Correct client identification in server connections
- Improved debugging capabilities

## Code Quality

### Import Structure Cleanup
Removed relative imports across the codebase for better maintainability and clarity.

**Files Updated:**
- `mcp_use/client/connectors/http.py`
- `mcp_use/client/connectors/sandbox.py`
- `mcp_use/errors/error_formatting.py`

### Example Updates
Updated all example scripts to use latest model versions:
- Claude: `claude-3-5-sonnet-20240620` → `claude-sonnet-4-5`
- OpenAI: `gpt-4o` → `gpt-5`

## Dependencies

### New Dependencies
- `rich>=14.2.0` - For pretty terminal display

### Updated Requirements
- `langchain>=1.0.0` - Full LangChain 1.0 support
- `langchain-core>=1.0.0`

## Documentation

### New Documentation
- Code mode integration guide with examples
- LangChain integration documentation
- API reference updates for all new features

### Updated Documentation
- Client configuration with SSL verification options
- Agent configuration with pretty print options
- Connector documentation with new code mode connector

## Breaking Changes

None in this release. All changes are backward compatible.

## Migration Guide

### Enabling Code Mode
To use the new code mode feature:

```python
from mcp_use import MCPClient
from mcp_use.client.connectors.code_mode import CodeModeConnector

client = MCPClient()
# Configure your code mode connector
```

### Enabling Pretty Display
To enable pretty display in your agents:

```python
agent = MCPAgent(
    model=model,
    server_manager=server_manager,
    pretty_print=True
)
```

### Disabling SSL Verification
If you need to disable SSL verification (e.g., for local development):

```python
client = MCPClient(verify=False)
```

## Contributors

Thank you to all contributors who made this release possible:

<Contributors users="pietrozullo,renvins,tonxxd" />

## Statistics

- **Total Commits:** 10 (Python-specific)
- **Files Changed:** 50+
- **Lines Added:** 2,500+
- **New Examples:** 2
- **New Documentation Pages:** 3

---

For full changelog and commit history, see the [commit log](https://github.com/mcp-use/mcp-use/compare/dcfbe90d312696f833a6470a9dd1036435803028...616b3840bde6f342e10115aec304391d800e712e).
