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OpenStack operations automation MCP server

Project description

MCP-OpenStack-Ops

MCP OpenStack Operations Server: A comprehensive MCP (Model Context Protocol) server providing OpenStack cluster management and monitoring capabilities. Optimized for OpenStack Epoxy (2025.1) with SDK version 4.1.0-4.4.0.

License: MIT Deploy to PyPI with tag Ask DeepWiki BuyMeACoffee


๐ŸŽฏ Target Environment: This MCP server is specifically designed and tested for OpenStack Epoxy (2025.1) using OpenStack SDK 4.1.0-4.4.0. For optimal compatibility and performance, ensure your OpenStack environment is running Epoxy release.

Features

  • โœ… OpenStack Epoxy Integration: Direct integration with OpenStack SDK 4.1.0-4.4.0 for real-time cluster operations.
  • โœ… Comprehensive Monitoring: Enhanced cluster status reports with hypervisor health, resource utilization, and health scoring.
  • โœ… Complete Service Coverage: 39 comprehensive tools covering Identity, Compute, Network, Storage, Image, and Orchestration services.
  • โœ… Advanced Instance Management: Enhanced server lifecycle operations with backup, migration, rescue, and administrative functions.
  • โœ… Server Event Tracking: Detailed server event history and lifecycle monitoring with comprehensive logging.
  • โœ… Hypervisor Monitoring: Real-time hypervisor resource statistics with utilization tracking and cluster totals.
  • โœ… Volume Management: Comprehensive volume attachment/detachment operations with metadata tracking.
  • โœ… Large-Scale Environment Support: Pagination and limits for environments with thousands of instances.
  • โœ… Enterprise Features: User management, role assignments, keypair management, floating IP operations, volume snapshots.
  • โœ… Intelligent Search: Flexible instance search with partial matching and case-sensitive options.
  • โœ… Network & Volume Operations: Comprehensive network analysis and volume management capabilities.
  • โœ… Connection Optimization: Global connection caching and automatic retry mechanisms.
  • โœ… Docker Support: Containerized deployment optimized for OpenStack Epoxy environments.
  • โœ… Flexible Transport: Support for both stdio and streamable-http transports with comprehensive logging.

โš ๏ธ Compatibility Notice: This MCP server is developed and optimized for OpenStack Epoxy (2025.1) as the primary target environment. However, it is compatible with most modern OpenStack releases (Dalmatian, Caracal, Bobcat, etc.) as the majority of APIs remain consistent across versions. Only a few specific API endpoints may require adaptation for full compatibility with older releases.

๐Ÿšง Coming Soon: Dynamic multi-version OpenStack API compatibility is actively under development and will be available in upcoming releases, providing seamless support for all major OpenStack deployments automatically.


Screenshots

OpenStack Dashboard (Epoxy 2025.1)

OpenStack Dashboard (Epoxy 2025.1)

MCP Query Example - Cluster Status

Example Cluster Status


๐Ÿ“Š OpenStack CLI vs MCP Tools Mapping

Detailed Mapping by Category

1. ๐Ÿ–ฅ๏ธ Compute (Nova) - 85% Implementation

OpenStack CLI Command MCP Tool Status Notes
openstack server list get_instance_details โœ… Pagination, filtering support
openstack server show get_instance_by_name, get_instance_by_id โœ… ID/name search
openstack server create set_instance (action="create") โœ… Instance creation
openstack server start/stop/reboot set_instance โœ… Full lifecycle management
openstack server delete set_instance (action="delete") โœ… Instance deletion
openstack server backup set_instance (action="backup") โœ… Backup creation
openstack server shelve/unshelve set_instance โœ… Instance shelving
openstack server resize set_instance (action="resize") โœ… Instance resizing
openstack server rebuild set_instance (action="rebuild") โœ… Instance rebuilding
openstack server rescue/unrescue set_instance โœ… Recovery mode
openstack server migrate โŒ Not implemented Migration functionality
openstack server event list get_server_events โœ… Server event tracking
openstack server group list get_server_groups โœ… Server group listing
openstack server group create/delete set_server_group โœ… Server group management
openstack flavor list get_flavor_list (via cluster_status) โœ… Flavor listing
openstack flavor create/delete set_flavor โœ… Flavor management
openstack keypair list get_keypair_list โœ… Keypair listing
openstack keypair create/delete set_keypair โœ… Keypair management
openstack hypervisor list get_hypervisor_details โœ… Hypervisor querying
openstack availability zone list get_availability_zones โœ… Availability zone listing

2. ๐ŸŒ Network (Neutron) - 80% Implementation

OpenStack CLI Command MCP Tool Status Notes
openstack network list get_network_details โœ… Detailed network information
openstack network show get_network_details (name param) โœ… Specific network query
openstack network create/delete โŒ Not implemented Network creation/deletion
openstack subnet list get_network_details (includes subnets) โœ… Subnet information included
openstack subnet create/delete set_subnets โœ… Subnet management
openstack router list get_routers โœ… Router listing
openstack router create/delete โŒ Not implemented Router management
openstack floating ip list get_floating_ips โœ… Floating IP listing
openstack floating ip create/delete set_floating_ip โœ… Floating IP management
openstack security group list get_security_groups โœ… Security group listing
openstack security group create/delete โŒ Not implemented Security group management
openstack port list get_network_details (includes ports) โœ… Port information included
openstack port create/delete set_network_ports โœ… Port management
openstack network qos policy list โŒ Not implemented QoS policy listing
openstack network qos policy create set_network_qos_policies โœ… QoS policy management
openstack network agent list get_service_status (includes agents) โœ… Network agents
openstack network agent set set_network_agents โœ… Network agent management

3. ๐Ÿ’พ Storage (Cinder) - 90% Implementation

OpenStack CLI Command MCP Tool Status Notes
openstack volume list get_volume_list โœ… Volume listing
openstack volume show get_volume_list (filtering) โœ… Specific volume query
openstack volume create/delete set_volume โœ… Volume creation/deletion
openstack volume set set_volume (action="modify") โœ… Volume property modification
openstack volume type list get_volume_types โœ… Volume type listing
openstack volume type create/delete โŒ Not implemented Volume type management
openstack volume snapshot list get_volume_snapshots โœ… Snapshot listing
openstack volume snapshot create/delete set_snapshot โœ… Snapshot management
openstack backup list โŒ Not implemented Backup listing
openstack backup create/delete set_volume_backups โœ… Volume backup management
openstack volume transfer request list โŒ Not implemented Volume transfer
openstack server volume list get_server_volumes โœ… Server volume listing
openstack server add/remove volume set_server_volume โœ… Server volume attach/detach
openstack volume group list โŒ Not implemented Volume group listing
openstack volume group create set_volume_groups โœ… Volume group management
openstack volume qos list โŒ Not implemented QoS listing
openstack volume qos create set_volume_qos โœ… QoS management

4. ๐Ÿ–ผ๏ธ Image (Glance) - 75% Implementation

OpenStack CLI Command MCP Tool Status Notes
openstack image list get_image_detail_list โœ… Image listing
openstack image show get_image_detail_list (filtering) โœ… Specific image query
openstack image create set_image (action="create") โœ… Image creation
openstack image delete set_image (action="delete") โœ… Image deletion
openstack image set set_image (action="update") โœ… Image property modification
openstack image save set_image (action="save") โœ… Image download
openstack image add project โŒ Not implemented Project sharing
openstack image member list โŒ Not implemented Member listing
openstack image member create set_image_members โœ… Image member management
openstack image set --property set_image_metadata โœ… Image metadata
openstack image set --public/private set_image_visibility โœ… Image visibility setting

5. ๐Ÿ‘ฅ Identity (Keystone) - 70% Implementation

OpenStack CLI Command MCP Tool Status Notes
openstack user list get_user_list โœ… User listing
openstack user show get_user_list (filtering) โœ… Specific user query
openstack user create/delete โŒ Not implemented User management
openstack project list get_project_details โœ… Project listing
openstack project show get_project_details (name param) โœ… Specific project query
openstack project create/delete set_project โœ… Project management
openstack role list get_role_assignments โœ… Role listing
openstack role assignment list get_role_assignments โœ… Role assignment listing
openstack role create/delete set_roles โœ… Role management
openstack domain list โŒ Not implemented Domain listing
openstack domain create/delete set_domains โœ… Domain management
openstack group list โŒ Not implemented Group listing
openstack group create/delete set_identity_groups โœ… Group management
openstack service list get_service_status โœ… Service listing
openstack service create/delete set_services โœ… Service management
openstack endpoint list get_service_status (includes endpoints) โœ… Endpoint information

6. ๐Ÿ”ฅ Orchestration (Heat) - 40% Implementation

OpenStack CLI Command MCP Tool Status Notes
openstack stack list get_heat_stacks โœ… Stack listing
openstack stack show get_heat_stacks (filtering) โœ… Specific stack query
openstack stack create set_heat_stack (action="create") โœ… Stack creation
openstack stack delete set_heat_stack (action="delete") โœ… Stack deletion
openstack stack update set_heat_stack (action="update") โœ… Stack update
openstack stack suspend/resume set_heat_stack โœ… Stack suspend/resume
openstack stack resource list โŒ Not implemented Stack resource listing
openstack stack event list โŒ Not implemented Stack event listing
openstack stack template show โŒ Not implemented Template query
openstack stack output list โŒ Not implemented Stack output listing

7. ๐Ÿ“Š Monitoring & Logging - 60% Implementation

OpenStack CLI Command MCP Tool Status Notes
Resource monitoring get_resource_monitoring โœ… Resource monitoring
Service status get_service_status โœ… Service status query
Cluster overview get_cluster_status โœ… Cluster overview
Service logs set_service_logs โœ… Service log management
System metrics set_metrics โœ… Metrics management
Alarm management set_alarms โœ… Alarm management
Compute agents set_compute_agents โœ… Compute agent management
Usage statistics get_usage_statistics โœ… Usage statistics

8. ๐Ÿ“ Usage & Quota - 80% Implementation

OpenStack CLI Command MCP Tool Status Notes
openstack quota show get_quota โœ… Quota query
openstack quota set set_quota โœ… Quota setting
openstack usage show get_usage_statistics โœ… Usage query
openstack limits show get_quota (includes limits) โœ… Limits query
Resource utilization get_resource_monitoring โœ… Resource utilization

Quick Start

1. Environment Setup

# Clone and navigate to project
cd MCP-OpenStack-Ops

# Install dependencies
uv sync

# Configure environment
cp .env.example .env
# Edit .env with your OpenStack credentials

Environment Configuration

Configure your .env file with OpenStack credentials:

# OpenStack Authentication (required)
OS_AUTH_HOST=your-openstack-host
OS_AUTH_PORT=5000
OS_IDENTITY_API_VERSION=3
OS_USERNAME=your-username
OS_PASSWORD=your-password
OS_PROJECT_NAME=your-project
OS_PROJECT_DOMAIN_NAME=default
OS_USER_DOMAIN_NAME=default
OS_REGION_NAME=RegionOne

# OpenStack Service Ports (customizable)
OS_COMPUTE_PORT=8774
OS_NETWORK_PORT=9696
OS_VOLUME_PORT=8776
OS_IMAGE_PORT=9292
OS_PLACEMENT_PORT=8780
OS_HEAT_STACK_PORT=8004
OS_HEAT_STACK_CFN_PORT=8000

# MCP Server Configuration (optional)
MCP_LOG_LEVEL=INFO
ALLOW_MODIFY_OPERATIONS=false
FASTMCP_TYPE=stdio
FASTMCP_HOST=127.0.0.1
FASTMCP_PORT=8080

2. Run Server

# Start all services
docker-compose up -d

# Check logs
docker-compose logs mcp-server
docker-compose logs mcpo-proxy

Container Architecture:

  • mcp-server: OpenStack MCP server with tools
  • mcpo-proxy: OpenAPI (REST-API)
  • open-webui: Web interface for testing and interaction

Service URLs - Docker Internal:

  • MCP Server: localhost:8080 (HTTP transport)
  • MCPO Proxy: localhost:8000 (OpenStack API proxy)
  • Open WebUI: localhost:3000 (Web interface)

Service URLs - Docker External:

  • MCP Server: host.docker.internal:18005 (HTTP transport)
  • MCPO Proxy: host.docker.internal:8005 (OpenStack API proxy)
  • Open WebUI: host.docker.internal:3005 (Web interface)

For Claude Desktop Integration

Add to your Claude Desktop configuration:

{
  "mcpServers": {
    "openstack-ops": {
      "command": "uvx",
      "args": ["--python", "3.11", "mcp-openstack-ops"],
      "env": {
        "OS_AUTH_HOST": "your-openstack-host",
        "OS_AUTH_PORT": "5000",
        "OS_PROJECT_NAME": "your-project",
        "OS_USERNAME": "your-username",
        "OS_PASSWORD": "your-password",
        "OS_USER_DOMAIN_NAME": "Default",
        "OS_PROJECT_DOMAIN_NAME": "Default",
        "OS_REGION_NAME": "RegionOne",
        "OS_IDENTITY_API_VERSION": "3",
        "OS_INTERFACE": "internal",
        "OS_COMPUTE_PORT": "8774",
        "OS_NETWORK_PORT": "9696",
        "OS_VOLUME_PORT": "8776",
        "OS_IMAGE_PORT": "9292",
        "OS_PLACEMENT_PORT": "8780",
        "OS_HEAT_STACK_PORT": "8004",
        "OS_HEAT_STACK_CFN_PORT": "18888",
        "ALLOW_MODIFY_OPERATIONS": "false",
        "MCP_LOG_LEVEL": "INFO"
      }
    }
  }
}

Server Configuration

Command Line Options

uv run python -m mcp_openstack_ops --help

Options:
  --log-level {DEBUG,INFO,WARNING,ERROR,CRITICAL}
                        Logging level
  --type {stdio,streamable-http}
                        Transport type (default: stdio)
  --host HOST          Host address for HTTP transport (default: 127.0.0.1)
  --port PORT          Port number for HTTP transport (default: 8080)
  --auth-enable        Enable Bearer token authentication for streamable-http mode
  --secret-key SECRET  Secret key for Bearer token authentication

Environment Variables

Variable Description Default Usage
OpenStack Authentication
OS_AUTH_HOST OpenStack Identity service host Required Authentication host address
OS_AUTH_PORT OpenStack Identity service port Required Authentication port
OS_USERNAME OpenStack username Required User credentials
OS_PASSWORD OpenStack password Required User credentials
OS_PROJECT_NAME OpenStack project name Required Project scope
OS_IDENTITY_API_VERSION Identity API version 3 API version
OS_PROJECT_DOMAIN_NAME Project domain name default Domain scope
OS_USER_DOMAIN_NAME User domain name default Domain scope
OS_REGION_NAME OpenStack region RegionOne Regional scope
OpenStack Service Ports
OS_COMPUTE_PORT Compute service port 8774 Nova endpoint
OS_NETWORK_PORT Network service port 9696 Neutron endpoint
OS_VOLUME_PORT Volume service port 8776 Cinder endpoint
OS_IMAGE_PORT Image service port 9292 Glance endpoint
OS_PLACEMENT_PORT Placement service port 8780 Placement endpoint
OS_HEAT_STACK_PORT Heat orchestration service port 8004 Heat API endpoint
OS_HEAT_STACK_CFN_PORT Heat CloudFormation service port 18888 Heat CFN API endpoint
MCP Server Configuration
MCP_LOG_LEVEL Logging level INFO Development debugging
ALLOW_MODIFY_OPERATIONS Enable modify operations false Safety control for state modifications
FASTMCP_TYPE Transport type stdio Rarely needed to change
FASTMCP_HOST HTTP host address 127.0.0.1 For HTTP mode only
FASTMCP_PORT HTTP port number 8080 For HTTP mode only
Authentication (Optional)
REMOTE_AUTH_ENABLE Enable Bearer token authentication for streamable-http mode false Production security
REMOTE_SECRET_KEY Secret key for Bearer token authentication Required when auth enabled Production security

Note: MCP servers typically use stdio transport. HTTP mode is mainly for testing and development.


Safety Controls

Modification Operations Protection

By default, all operations that can modify or delete OpenStack resources are disabled for safety:

# Default setting - Only read-only operations allowed
ALLOW_MODIFY_OPERATIONS=false

Protected Operations (when ALLOW_MODIFY_OPERATIONS=false):

  • Instance management (start, stop, restart, pause, unpause)
  • Volume operations (create, delete, attach, detach)
  • Keypair management (create, delete, import)
  • Floating IP operations (create, delete, associate, disassociate)
  • Snapshot management (create, delete)
  • Image management (create, delete, update)
  • Heat stack operations (create, delete, update)

Always Available (Read-Only Operations):

  • Cluster status and monitoring
  • Resource listings (instances, volumes, networks, etc.)
  • Service status checks
  • Usage and quota information
  • Search and filtering operations

โš ๏ธ To Enable Modify Operations:

# Enable all operations (USE WITH CAUTION)
ALLOW_MODIFY_OPERATIONS=true

Tool Registration Behavior:

  • When ALLOW_MODIFY_OPERATIONS=false: Only read-only tools are registered with the MCP server
  • When ALLOW_MODIFY_OPERATIONS=true: All tools (read-only + modify operations) are registered
  • Tool availability is determined at server startup - restart required after changing this setting

Best Practices:

  • Keep ALLOW_MODIFY_OPERATIONS=false in production environments
  • Enable modify operations only in development/testing environments
  • Use separate configurations for different environments
  • Review operations before enabling modify capabilities
  • Restart the MCP server after changing the ALLOW_MODIFY_OPERATIONS setting

Example Queries

For comprehensive tool usage examples and query patterns, see: Example Queries in Prompt Template


Performance Optimization

Large-Scale Environment Support

The MCP server is optimized for large OpenStack environments with thousands of instances:

Pagination Features:

  • Default limits prevent memory overflow (50 instances per request)
  • Configurable safety limits (maximum 200 instances per request)
  • Offset-based pagination for browsing large datasets
  • Performance metrics tracking (processing time, instances per second)

Search Optimization:

  • 2-phase search process (basic info filtering โ†’ detailed info retrieval)
  • Intelligent caching with connection reuse
  • Selective API calls to minimize overhead
  • Case-sensitive search options for precise filtering

Connection Management:

  • Global connection caching with validity testing
  • Automatic retry mechanisms for transient failures
  • Connection pooling for high-throughput scenarios

Usage Examples:

# Safe large environment browsing
get_instance_details(limit=50, offset=0)     # First 50 instances
get_instance_details(limit=50, offset=50)    # Next 50 instances

# Emergency override for small environments
get_instance_details(include_all=True)       # All instances (use with caution)

# Optimized search for large datasets
search_instances("web", "name", limit=20)    # Search with reasonable limit

Development

Adding New Tools

Edit src/mcp_openstack_ops/mcp_main.py to add new MCP tools:

@mcp.tool()
async def my_openstack_tool(param: str) -> str:
    """
    Brief description of the tool's purpose.
    
    Functions:
    - List specific functions this tool performs
    - Describe the operations it enables
    - Mention when to use this tool
    
    Use when user requests [specific scenarios].
    
    Args:
        param: Description of the parameter
        
    Returns:
        Description of return value format.
    """
    try:
        logger.info(f"Tool called with param: {param}")
        # Implementation using functions.py helpers
        result = my_helper_function(param)
        
        response = {
            "timestamp": datetime.now().isoformat(),
            "result": result
        }
        
        return json.dumps(response, indent=2, ensure_ascii=False)
        
    except Exception as e:
        error_msg = f"Error: Failed to execute tool - {str(e)}"
        logger.error(error_msg)
        return error_msg

Helper Functions

Add utility functions to src/mcp_openstack_ops/functions.py:

def my_helper_function(param: str) -> dict:
    """Helper function for OpenStack operations"""
    try:
        conn = get_openstack_connection()
        
        # OpenStack SDK operations
        result = conn.some_service.some_operation(param)
        
        logger.info(f"Operation completed successfully")
        return {"success": True, "data": result}
        
    except Exception as e:
        logger.error(f"Helper function error: {e}")
        raise

Testing & Validation

Local Testing

# Test with MCP Inspector (recommended)
./scripts/run-mcp-inspector-local.sh

# Test with debug logging
MCP_LOG_LEVEL=DEBUG uv run python -m mcp_openstack_ops

# Validate OpenStack connection
uv run python -c "from src.mcp_openstack_ops.functions import get_openstack_connection; print(get_openstack_connection())"

๐Ÿ” Security & Authentication

Bearer Token Authentication

For streamable-http mode, this MCP server supports Bearer token authentication to secure remote access. This is especially important when running the server in production environments.

Configuration

Enable Authentication:

# In .env file
REMOTE_AUTH_ENABLE=true
REMOTE_SECRET_KEY=your-secure-secret-key-here

Or via CLI:

uv run python -m mcp_openstack_ops --type streamable-http --auth-enable --secret-key your-secure-secret-key-here

Security Levels

  1. stdio mode (Default): Local-only access, no authentication needed
  2. streamable-http + REMOTE_AUTH_ENABLE=false/undefined: Remote access without authentication โš ๏ธ NOT RECOMMENDED for production
  3. streamable-http + REMOTE_AUTH_ENABLE=true: Remote access with Bearer token authentication โœ… RECOMMENDED for production

๐Ÿ”’ Default Policy: REMOTE_AUTH_ENABLE defaults to false if undefined, empty, or null. This ensures the server starts even without explicit authentication configuration.

Client Configuration

When authentication is enabled, MCP clients must include the Bearer token in the Authorization header:

{
  "mcpServers": {
    "openstack-ops": {
      "type": "streamable-http",
      "url": "http://your-server:8000/mcp",
      "headers": {
        "Authorization": "Bearer your-secure-secret-key-here"
      }
    }
  }
}

Security Best Practices

  • Always enable authentication when using streamable-http mode in production
  • Use strong, randomly generated secret keys (32+ characters recommended)
  • Use HTTPS when possible (configure reverse proxy with SSL/TLS)
  • Restrict network access using firewalls or network policies
  • Rotate secret keys regularly for enhanced security
  • Monitor access logs for unauthorized access attempts

Error Handling

When authentication fails, the server returns:

  • 401 Unauthorized for missing or invalid tokens
  • Detailed error messages in JSON format for debugging

License

This project is licensed under the MIT License - see the LICENSE file for details.

Contributing

  1. Fork the repository
  2. Create a feature branch (git checkout -b feature/amazing-feature)
  3. Commit your changes (git commit -m 'Add some amazing feature')
  4. Push to the branch (git push origin feature/amazing-feature)
  5. Open a Pull Request

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