Skip to main content

MCP server for source code analysis

Project description

optix-mcp-server

MCP server for source code analysis.

Prerequisites

  • Python 3.10 or higher (3.13.11 recommended via pyenv)
  • pip or uv package manager
  • Git

Quick Start

1. Clone and Setup Environment

# Clone repository
git clone <repository-url>
cd optix-mcp-server

# Setup Python version (if using pyenv)
pyenv install 3.13.11
pyenv local 3.13.11

# Create virtual environment
python -m venv .venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate

2. Install Dependencies

# Install package with dev dependencies
pip install -e ".[dev]"

# Or with uv (recommended)
uv pip install -e ".[dev]"

3. Configure Environment (Optional)

For features requiring API keys (like security_audit tool with LLM expert analysis):

# Copy the example environment file
cp .env.example .env

# Edit .env and add your API keys
# Example:
# OPENAI_API_KEY=sk-...
# OPTIX_LLM_PROVIDER=openai

The server automatically loads variables from .env file using python-dotenv.

4. Start Server

# Start with default settings (stdio transport)
python server.py

# Start with custom settings via environment variables
export SERVER_NAME=my-server
export LOG_LEVEL=DEBUG
python server.py

5. Run Tests

Note: Ensure the virtual environment is activated before running tests. If you see ModuleNotFoundError: No module named 'mcp', run source .venv/bin/activate first.

# Activate venv (if not already active)
source .venv/bin/activate  # On Windows: .venv\Scripts\activate

# Run all tests
pytest

# Run only unit tests (fast)
pytest tests/unit/

# Run only integration tests
pytest tests/integration/

# Run with verbose output
pytest -v

Environment Variables

Server Configuration

Variable Default Description
SERVER_NAME optix-mcp-server Server name for MCP
OPTIX_LOG_LEVEL INFO Logging level (DEBUG, INFO, WARN)
LOG_LEVEL INFO Fallback logging level if OPTIX_LOG_LEVEL not set
TRANSPORT stdio Transport type (stdio, sse, http)
DISABLED_TOOLS (empty) Comma-separated list of tools to disable

API Keys (Optional)

Required for specific features like LLM expert analysis in audit tools (security_audit, devops_audit, a11y_audit):

Variable Description
OPENAI_API_KEY OpenAI API key for GPT models
GEMINI_API_KEY Google Gemini API key
ANTHROPIC_API_KEY Anthropic Claude API key
OPTIX_LLM_PROVIDER LLM provider to use (openai, gemini, anthropic)

Expert Analysis Configuration

Optional settings for LLM-based expert validation of audit findings:

Variable Default Description
EXPERT_ANALYSIS_ENABLED false Enable expert LLM analysis of audit findings
EXPERT_ANALYSIS_TIMEOUT 30 Timeout for expert analysis in seconds
EXPERT_ANALYSIS_MAX_FINDINGS 50 Maximum number of findings to analyze

Note: Expert analysis requires EXPERT_ANALYSIS_ENABLED=true and a configured LLM provider (OPTIX_LLM_PROVIDER + corresponding API key). The expert analysis feature works with all audit tools (security_audit, devops_audit, a11y_audit) to provide LLM-validated assessments of findings, identify additional concerns, and prioritize remediation efforts.

Configuration via .env file (recommended):

  1. Copy .env.example to .env
  2. Add your API keys
  3. The server automatically loads .env using python-dotenv

Logging Configuration

Setting Log Level

Control logging verbosity via the OPTIX_LOG_LEVEL environment variable:

# In .env file or shell
export OPTIX_LOG_LEVEL=DEBUG  # Most verbose - detailed execution info
export OPTIX_LOG_LEVEL=INFO   # Default - summary info
export OPTIX_LOG_LEVEL=WARN   # Warnings only

Log Output

Logs are written to:

  • File: logs/optix.log (for real-time monitoring)
  • Stderr: Always enabled for immediate feedback

Log format:

2026-01-18 10:30:45 - INFO - [security_audit] Step 1 completed: 3 findings

Real-Time Log Monitoring

Monitor logs in real-time while the server is running:

# All logs from all tools
./watch-logs.sh all

# Filter by specific tool
./watch-logs.sh security  # security_audit only
./watch-logs.sh a11y      # a11y_audit only
./watch-logs.sh devops    # devops_audit only
./watch-logs.sh health    # health_check only

Development Workflow

Adding a New Tool

Tools in optix-mcp-server are MCP-agnostic, meaning they can be tested independently without MCP context.

  1. Create tool directory:

    tools/
    └── my_tool/
        ├── __init__.py
        ├── core.py      # Business logic (no MCP imports)
        └── spec.md      # Documentation
    
  2. Implement in core.py (no MCP imports):

    def my_tool_impl(param: str) -> dict:
        """Pure business logic."""
        return {"result": param.upper()}
    
  3. Register in server.py:

    from tools.my_tool.core import my_tool_impl
    from tools import register_tool
    
    @mcp.tool()
    def my_tool(param: str) -> str:
        return json.dumps(my_tool_impl(param))
    
    register_tool("my_tool", impl=my_tool_impl, description="My tool description")
    
  4. Add unit test in tests/unit/tools/test_my_tool.py:

    from tools.my_tool.core import my_tool_impl
    
    def test_my_tool_impl():
        result = my_tool_impl("hello")
        assert result["result"] == "HELLO"
    

Running Tests

# Full test suite
pytest tests/ -v

# Integration tests only
pytest tests/integration/ -v

# Unit tests only
pytest tests/unit/ -v

# Specific test file
pytest tests/unit/tools/test_health_check.py -v

Troubleshooting

Server won't start

  1. Check Python version: python --version (needs 3.10+)
  2. Verify dependencies: pip list | grep mcp
  3. Check configuration:
    python -c "from config.defaults import ServerConfiguration; print(ServerConfiguration.from_env())"
    

Tests failing

  1. Ensure dev dependencies installed: pip install -e ".[dev]" or uv pip install -e ".[dev]"
  2. Check pytest version: pytest --version (needs 7.0+)
  3. Run single test for details: pytest tests/unit/tools/test_health_check.py -v

Import errors

ModuleNotFoundError: No module named 'mcp'

  • Virtual environment not activated. Run: source .venv/bin/activate
  • Dependencies not installed. Run: pip install -e ".[dev]"

Other import errors

  1. Ensure package is installed in editable mode: pip install -e .
  2. Check PYTHONPATH includes project root
  3. Verify __init__.py files exist in all packages

Configuration errors

If you see "server_name must be alphanumeric with hyphens allowed":

  • Ensure SERVER_NAME environment variable uses only letters, numbers, and hyphens
  • Example valid names: my-server, optix-mcp-server, server123

Quick Verification

Run this to verify everything is set up correctly:

# 1. Check Python
python --version

# 2. Check dependencies
python -c "from mcp.server.fastmcp import FastMCP; print('MCP OK')"

# 3. Check tools
python -c "import server; from tools import get_available_tools; print(get_available_tools())"

# 4. Run tests
pytest tests/ -v --tb=short

Expected output: All tests pass, health_check in available tools list.

Project Structure

optix-mcp-server/
├── server.py              # MCP server entry point
├── config/
│   └── defaults.py        # Configuration classes
├── tools/
│   ├── __init__.py        # Tool registry
│   ├── base.py            # Tool Protocol interface
│   └── health_check/      # health_check tool
│       ├── __init__.py
│       ├── core.py        # Business logic (MCP-agnostic)
│       └── spec.md        # Tool specification
└── tests/
    ├── integration/       # Integration tests
    │   ├── conftest.py    # Test fixtures
    │   └── test_server_startup.py
    └── unit/              # Unit tests
        └── tools/
            ├── test_health_check.py
            └── test_registry.py

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

optix_mcp_server-0.1.3.tar.gz (177.5 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

optix_mcp_server-0.1.3-py3-none-any.whl (169.3 kB view details)

Uploaded Python 3

File details

Details for the file optix_mcp_server-0.1.3.tar.gz.

File metadata

  • Download URL: optix_mcp_server-0.1.3.tar.gz
  • Upload date:
  • Size: 177.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.9.22 {"installer":{"name":"uv","version":"0.9.22","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}

File hashes

Hashes for optix_mcp_server-0.1.3.tar.gz
Algorithm Hash digest
SHA256 91f7f0cd0c6b46a95e3e09afa6a59c2fe32f34ad2610053842340885936e83e2
MD5 8cc470219a4dbe38b38e83c2459558e7
BLAKE2b-256 d8e521071ff01ecfb717f29167b65746c68cb254d5c240129aa1357e72996510

See more details on using hashes here.

File details

Details for the file optix_mcp_server-0.1.3-py3-none-any.whl.

File metadata

  • Download URL: optix_mcp_server-0.1.3-py3-none-any.whl
  • Upload date:
  • Size: 169.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.9.22 {"installer":{"name":"uv","version":"0.9.22","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}

File hashes

Hashes for optix_mcp_server-0.1.3-py3-none-any.whl
Algorithm Hash digest
SHA256 4696573651de0f567db43ac9339fc26f749458406bed09d68bef1f6a8b94b9fb
MD5 a7fb7b1d749ecf271b6487843218a336
BLAKE2b-256 ad2a87ca1ad6ff6b0e7c9f58f73bb59b61ba1485713286e334c2169f3f41d0e9

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page