ProxmoxMCP-Plus
Enables comprehensive management of Proxmox virtualization environments, including VM and container lifecycle, snapshots, backups, monitoring, and OpenAPI integration.
README
ProxmoxMCP-Plus
An enhanced Python-based Model Context Protocol (MCP) server for interacting with Proxmox virtualization platforms. This project extends canvrno/ProxmoxMCP with additional features including complete OpenAPI integration and expanded virtualization management capabilities.
Acknowledgments
This project is built upon the open-source project ProxmoxMCP by @canvrno.
New Features and Improvements
Major Enhancements
| Feature Category | Description | Tools |
|---|---|---|
| VM Lifecycle Management | Complete virtual machine creation, management, and deletion | create_vm, delete_vm |
| Power Management | Control VM power states | start_vm, stop_vm, shutdown_vm, reset_vm |
| Container Support | Full LXC container lifecycle management | get_containers, create_container, delete_container, start_container, stop_container, restart_container, update_container_resources |
| Snapshot Management | Create and manage VM/container snapshots | list_snapshots, create_snapshot, delete_snapshot, rollback_snapshot |
| Backup and Restore | Backup and restore VMs and containers | list_backups, create_backup, restore_backup, delete_backup |
| ISO and Template Management | Manage installation media and templates | list_isos, list_templates, download_iso, delete_iso |
| Monitoring | Cluster and resource monitoring | get_nodes, get_node_status, get_vms, get_storage, get_cluster_status |
| OpenAPI Integration | REST API endpoints for external integration | 20+ API endpoints |
| Security and Stability | Production-grade error handling and validation | Token-based authentication, comprehensive logging |
Built With
- Proxmoxer - Python wrapper for Proxmox API
- MCP SDK - Model Context Protocol SDK
- Pydantic - Data validation using Python type annotations
Features
- Full integration with Cline and Open WebUI
- Built with the official MCP SDK
- Secure token-based authentication with Proxmox
- Complete VM lifecycle management (create, start, stop, reset, shutdown, delete)
- VM console command execution
- LXC container management support
- Intelligent storage type detection (LVM/file-based)
- Configurable logging system
- Type-safe implementation with Pydantic
- Rich output formatting with customizable themes
- OpenAPI REST endpoints for integration
- 20+ fully functional API endpoints
- Complete snapshot management (create, delete, rollback)
- Backup and restore capabilities
- ISO and template management
Installation
Prerequisites
- UV package manager (recommended)
- Python 3.9 or higher
- Git
- Access to a Proxmox server with API token credentials
Before starting, ensure you have:
- [ ] Proxmox server hostname or IP
- [ ] Proxmox API token (see API Token Setup)
- [ ] UV installed (
pip install uv)
Option 1: Quick Install (Recommended)
-
Clone and set up environment:
# Clone repository git clone https://github.com/RekklesNA/ProxmoxMCP-Plus.git cd ProxmoxMCP-Plus # Create and activate virtual environment uv venv source .venv/bin/activate # Linux/macOS # OR .\.venv\Scripts\Activate.ps1 # Windows -
Install dependencies:
# Install with development dependencies uv pip install -e ".[dev]" -
Create configuration:
# Create config directory and copy template mkdir -p proxmox-config cp proxmox-config/config.example.json proxmox-config/config.json -
Edit
proxmox-config/config.json:{ "proxmox": { "host": "PROXMOX_HOST", # Required: Your Proxmox server address "port": 8006, # Optional: Default is 8006 "verify_ssl": false, # Optional: Set false for self-signed certs "service": "PVE" # Optional: Default is PVE }, "auth": { "user": "USER@pve", # Required: Your Proxmox username "token_name": "TOKEN_NAME", # Required: API token ID "token_value": "TOKEN_VALUE" # Required: API token value }, "logging": { "level": "INFO", # Optional: DEBUG for more detail "format": "%(asctime)s - %(name)s - %(levelname)s - %(message)s", "file": "proxmox_mcp.log" # Optional: Log to file }, "mcp": { "host": "127.0.0.1", # Optional: Host for SSE/STREAMABLE transports "port": 8000, # Optional: Port for SSE/STREAMABLE transports "transport": "STDIO" # Optional: STDIO, SSE, or STREAMABLE } }
Verifying Installation
-
Check Python environment:
python -c "import proxmox_mcp; print('Installation OK')" -
Run the tests:
pytest -
Verify configuration:
# Linux/macOS PROXMOX_MCP_CONFIG="proxmox-config/config.json" python -m proxmox_mcp.server # Windows (PowerShell) $env:PROXMOX_MCP_CONFIG="proxmox-config\config.json"; python -m proxmox_mcp.server
Configuration
Proxmox API Token Setup
- Log into your Proxmox web interface
- Navigate to Datacenter -> Permissions -> API Tokens
- Create a new API token:
- Select a user (e.g., root@pam)
- Enter a token ID (e.g., "mcp-token")
- Uncheck "Privilege Separation" if you want full access
- Save and copy both the token ID and secret
Running the Server
Development Mode
For testing and development:
# Activate virtual environment first
source .venv/bin/activate # Linux/macOS
# OR
.\.venv\Scripts\Activate.ps1 # Windows
# Run the server
python -m proxmox_mcp.server
MCP Transport Configuration
The MCP server supports multiple transport modes. Configure these in the mcp section of
your proxmox-config/config.json:
STDIO: Default. Run over stdio for MCP clients like Claude Desktop/Cline.SSE: Serve MCP over Server-Sent Events (SSE).STREAMABLE: Serve MCP over streamable HTTP.
OpenAPI Deployment (Production Ready)
Deploy ProxmoxMCP Plus as standard OpenAPI REST endpoints for integration with Open WebUI and other applications.
Quick OpenAPI Start
# Install mcpo (MCP-to-OpenAPI proxy)
pip install mcpo
# Start OpenAPI service on port 8811
./start_openapi.sh
Docker Deployment
# Build and run with Docker
docker build -t proxmox-mcp-api .
docker run -d --name proxmox-mcp-api -p 8811:8811 \
-v $(pwd)/proxmox-config:/app/proxmox-config proxmox-mcp-api
# Or use Docker Compose
docker-compose up -d
Access OpenAPI Service
Once deployed, access your service at:
- API Documentation: http://your-server:8811/docs
- OpenAPI Specification: http://your-server:8811/openapi.json
- Health Check: http://your-server:8811/health
Claude Desktop Integration
For Claude Desktop users, add this configuration to your MCP settings file:
Configuration file location:
- macOS:
~/Library/Application Support/Claude/claude_desktop_config.json - Windows:
%APPDATA%\Claude\claude_desktop_config.json - Linux:
~/.config/Claude/claude_desktop_config.json
Quick Setup:
-
Copy the example configuration:
# macOS cp proxmox-config/claude_desktop_config.example.json ~/Library/Application\ Support/Claude/claude_desktop_config.json # Linux cp proxmox-config/claude_desktop_config.example.json ~/.config/Claude/claude_desktop_config.json # Windows (PowerShell) Copy-Item proxmox-config\claude_desktop_config.example.json $env:APPDATA\Claude\claude_desktop_config.json -
Edit the file and replace the following values:
/absolute/path/to/ProxmoxMCP-Plus- Full path to your installationyour-proxmox-host- Your Proxmox server IP or hostnameusername@pve- Your Proxmox usernametoken-name- Your API token nametoken-value- Your API token value
Configuration:
{
"mcpServers": {
"ProxmoxMCP-Plus": {
"command": "/absolute/path/to/ProxmoxMCP-Plus/.venv/bin/python",
"args": ["-m", "proxmox_mcp.server"],
"env": {
"PYTHONPATH": "/absolute/path/to/ProxmoxMCP-Plus/src",
"PROXMOX_MCP_CONFIG": "/absolute/path/to/ProxmoxMCP-Plus/proxmox-config/config.json",
"PROXMOX_HOST": "your-proxmox-host",
"PROXMOX_USER": "username@pve",
"PROXMOX_TOKEN_NAME": "token-name",
"PROXMOX_TOKEN_VALUE": "token-value",
"PROXMOX_PORT": "8006",
"PROXMOX_VERIFY_SSL": "false",
"PROXMOX_SERVICE": "PVE",
"LOG_LEVEL": "DEBUG"
}
}
}
}
After configuration:
- Restart Claude Desktop
- The ProxmoxMCP-Plus tools will be available in your conversations
- You can now manage your Proxmox infrastructure through Claude Desktop!
Cline Desktop Integration
For Cline users, add this configuration to your MCP settings file (typically at ~/.config/Code/User/globalStorage/saoudrizwan.claude-dev/settings/cline_mcp_settings.json):
{
"mcpServers": {
"ProxmoxMCP-Plus": {
"command": "/absolute/path/to/ProxmoxMCP-Plus/.venv/bin/python",
"args": ["-m", "proxmox_mcp.server"],
"cwd": "/absolute/path/to/ProxmoxMCP-Plus",
"env": {
"PYTHONPATH": "/absolute/path/to/ProxmoxMCP-Plus/src",
"PROXMOX_MCP_CONFIG": "/absolute/path/to/ProxmoxMCP-Plus/proxmox-config/config.json",
"PROXMOX_HOST": "your-proxmox-host",
"PROXMOX_USER": "username@pve",
"PROXMOX_TOKEN_NAME": "token-name",
"PROXMOX_TOKEN_VALUE": "token-value",
"PROXMOX_PORT": "8006",
"PROXMOX_VERIFY_SSL": "false",
"PROXMOX_SERVICE": "PVE",
"LOG_LEVEL": "DEBUG"
},
"disabled": false,
"autoApprove": []
}
}
}
Available Tools & API Endpoints
The server provides comprehensive MCP tools and corresponding REST API endpoints:
VM Management Tools
create_vm
Create a new virtual machine with specified resources.
Parameters:
node(string, required): Name of the nodevmid(string, required): ID for the new VMname(string, required): Name for the VMcpus(integer, required): Number of CPU cores (1-32)memory(integer, required): Memory in MB (512-131072)disk_size(integer, required): Disk size in GB (5-1000)storage(string, optional): Storage pool nameostype(string, optional): OS type (default: l26)
API Endpoint:
POST /create_vm
Content-Type: application/json
{
"node": "pve",
"vmid": "200",
"name": "my-vm",
"cpus": 1,
"memory": 2048,
"disk_size": 10
}
Example Response:
VM 200 created successfully.
VM Configuration:
- Name: my-vm
- Node: pve
- VM ID: 200
- CPU Cores: 1
- Memory: 2048 MB (2.0 GB)
- Disk: 10 GB (local-lvm, raw format)
- Storage Type: lvmthin
- Network: virtio (bridge=vmbr0)
- QEMU Agent: Enabled
Task ID: UPID:pve:001AB729:0442E853:682FF380:qmcreate:200:root@pam!mcp
VM Power Management
start_vm: Start a virtual machine
POST /start_vm
{"node": "pve", "vmid": "200"}
stop_vm: Force stop a virtual machine
POST /stop_vm
{"node": "pve", "vmid": "200"}
shutdown_vm: Gracefully shutdown a virtual machine
POST /shutdown_vm
{"node": "pve", "vmid": "200"}
reset_vm: Reset (restart) a virtual machine
POST /reset_vm
{"node": "pve", "vmid": "200"}
delete_vm: Completely delete a virtual machine
POST /delete_vm
{"node": "pve", "vmid": "200", "force": false}
Snapshot Management Tools
list_snapshots
List all snapshots for a VM or container.
Parameters:
node(string, required): Host node name (e.g. 'pve')vmid(string, required): VM or container ID (e.g. '100')vm_type(string, optional): Type - 'qemu' for VMs, 'lxc' for containers (default: 'qemu')
API Endpoint: POST /list_snapshots
Example:
POST /list_snapshots
{"node": "pve", "vmid": "100", "vm_type": "qemu"}
create_snapshot
Create a snapshot of a VM or container.
Parameters:
node(string, required): Host node namevmid(string, required): VM or container IDsnapname(string, required): Snapshot name (no spaces, e.g. 'before-update')description(string, optional): Description for the snapshotvmstate(boolean, optional): Include memory state (VMs only, default: false)vm_type(string, optional): Type - 'qemu' or 'lxc' (default: 'qemu')
API Endpoint:
POST /create_snapshot
Content-Type: application/json
{
"node": "pve",
"vmid": "100",
"snapname": "pre-upgrade",
"description": "Before system upgrade",
"vmstate": true
}
delete_snapshot
Delete a snapshot.
Parameters:
node(string, required): Host node namevmid(string, required): VM or container IDsnapname(string, required): Snapshot name to deletevm_type(string, optional): Type - 'qemu' or 'lxc' (default: 'qemu')
API Endpoint:
POST /delete_snapshot
{"node": "pve", "vmid": "100", "snapname": "old-snapshot"}
rollback_snapshot
Rollback VM/container to a previous snapshot.
WARNING: This will stop the VM/container and restore to the snapshot state!
Parameters:
node(string, required): Host node namevmid(string, required): VM or container IDsnapname(string, required): Snapshot name to restorevm_type(string, optional): Type - 'qemu' or 'lxc' (default: 'qemu')
API Endpoint:
POST /rollback_snapshot
{"node": "pve", "vmid": "100", "snapname": "before-update"}
Container Management Tools
get_containers
List all LXC containers across the cluster.
API Endpoint: POST /get_containers
Example Response:
Containers
nginx-server (ID: 200)
- Status: RUNNING
- Node: pve
- CPU Cores: 2
- Memory: 1.5 GB / 2.0 GB (75.0%)
create_container
Create a new LXC container with specified configuration.
Parameters:
node(string, required): Host node name (e.g. 'pve')vmid(string, required): Container ID number (e.g. '200')ostemplate(string, required): OS template path (e.g. 'local:vztmpl/alpine-3.19-default_20240207_amd64.tar.xz')hostname(string, optional): Container hostname (defaults to 'ct-{vmid}')cores(integer, optional): Number of CPU cores (default: 1)memory(integer, optional): Memory size in MiB (default: 512)swap(integer, optional): Swap size in MiB (default: 512)disk_size(integer, optional): Root disk size in GB (default: 8)storage(string, optional): Storage pool for rootfs (auto-detects if not specified)password(string, optional): Root passwordssh_public_keys(string, optional): SSH public keys for root usernetwork_bridge(string, optional): Network bridge name (default: 'vmbr0')start_after_create(boolean, optional): Start container after creation (default: false)unprivileged(boolean, optional): Create unprivileged container (default: true)
API Endpoint:
POST /create_container
Content-Type: application/json
{
"node": "pve",
"vmid": "200",
"ostemplate": "local:vztmpl/alpine-3.19-default_20240207_amd64.tar.xz",
"hostname": "my-container",
"cores": 2,
"memory": 1024,
"disk_size": 10
}
delete_container
Delete/remove an LXC container completely.
WARNING: This operation permanently deletes the container and all its data!
Parameters:
selector(string, required): Container selector - '123' | 'pve1:123' | 'pve1/name' | 'name'force(boolean, optional): Force deletion even if container is running (default: false)
API Endpoint:
POST /delete_container
Content-Type: application/json
{
"selector": "200",
"force": false
}
Backup and Restore Tools
list_backups
List available backups across the cluster.
Parameters:
node(string, optional): Filter by nodestorage(string, optional): Filter by storage poolvmid(string, optional): Filter by VM/container ID
API Endpoint: POST /list_backups
Example:
POST /list_backups
{"node": "pve", "storage": "backup-storage"}
create_backup
Create a backup of a VM or container.
Parameters:
node(string, required): Node where VM/container runsvmid(string, required): VM or container ID to backupstorage(string, required): Target backup storagecompress(string, optional): Compression - '0', 'gzip', 'lz4', 'zstd' (default: 'zstd')mode(string, optional): Backup mode - 'snapshot', 'suspend', 'stop' (default: 'snapshot')notes(string, optional): Notes/description for the backup
API Endpoint:
POST /create_backup
Content-Type: application/json
{
"node": "pve",
"vmid": "100",
"storage": "backup-storage",
"compress": "zstd",
"mode": "snapshot",
"notes": "Weekly backup"
}
restore_backup
Restore a VM or container from a backup.
Parameters:
node(string, required): Target node for restorearchive(string, required): Backup volume ID (from list_backups output)vmid(string, required): New VM/container ID for the restored machinestorage(string, optional): Target storage for disks (uses original if not specified)unique(boolean, optional): Generate unique MAC addresses (default: true)
API Endpoint:
POST /restore_backup
Content-Type: application/json
{
"node": "pve",
"archive": "backup:backup/vzdump-qemu-100-2024_01_15.vma.zst",
"vmid": "200",
"unique": true
}
delete_backup
Delete a backup file from storage.
WARNING: This permanently deletes the backup!
Parameters:
node(string, required): Node namestorage(string, required): Storage pool namevolid(string, required): Backup volume ID to delete
API Endpoint:
POST /delete_backup
{
"node": "pve",
"storage": "backup-storage",
"volid": "backup:backup/vzdump-qemu-100-2024_01_15.vma.zst"
}
ISO and Template Management Tools
list_isos
List available ISO images across the cluster.
Parameters:
node(string, optional): Filter by nodestorage(string, optional): Filter by storage pool
API Endpoint: POST /list_isos
Returns: List of ISOs with filename, size, and storage location.
list_templates
List available OS templates for container creation.
Parameters:
node(string, optional): Filter by nodestorage(string, optional): Filter by storage pool
API Endpoint: POST /list_templates
Returns: List of templates (vztmpl) with name, size, and storage. Use the returned Volume ID with create_container's ostemplate parameter.
download_iso
Download an ISO image from a URL to Proxmox storage.
Parameters:
node(string, required): Target node namestorage(string, required): Target storage pool (must support ISO content)url(string, required): URL to download fromfilename(string, required): Target filename (e.g. 'ubuntu-22.04-live-server-amd64.iso')checksum(string, optional): Checksum for verificationchecksum_algorithm(string, optional): Algorithm - 'sha256', 'sha512', 'md5' (default: 'sha256')
API Endpoint:
POST /download_iso
Content-Type: application/json
{
"node": "pve",
"storage": "local",
"url": "https://releases.ubuntu.com/22.04/ubuntu-22.04-live-server-amd64.iso",
"filename": "ubuntu-22.04-live-server-amd64.iso",
"checksum": "a1b2c3..."
}
delete_iso
Delete an ISO or template from storage.
Parameters:
node(string, required): Node namestorage(string, required): Storage pool namefilename(string, required): ISO/template filename to delete
API Endpoint:
POST /delete_iso
{
"node": "pve",
"storage": "local",
"filename": "old-distro.iso"
}
Monitoring Tools
get_nodes
Lists all nodes in the Proxmox cluster.
API Endpoint: POST /get_nodes
Example Response:
Proxmox Nodes
pve-compute-01
- Status: ONLINE
- Uptime: 156d 12h
- CPU Cores: 64
- Memory: 186.5 GB / 512.0 GB (36.4%)
get_node_status
Get detailed status of a specific node.
Parameters:
node(string, required): Name of the node
API Endpoint: POST /get_node_status
get_vms
List all VMs across the cluster.
API Endpoint: POST /get_vms
get_storage
List available storage pools.
API Endpoint: POST /get_storage
get_cluster_status
Get overall cluster status and health.
API Endpoint: POST /get_cluster_status
execute_vm_command
Execute a command in a VM's console using QEMU Guest Agent.
Parameters:
node(string, required): Name of the node where VM is runningvmid(string, required): ID of the VMcommand(string, required): Command to execute
API Endpoint: POST /execute_vm_command
Requirements:
- VM must be running
- QEMU Guest Agent must be installed and running in the VM
Open WebUI Integration
Configure Open WebUI
- Access your Open WebUI instance
- Navigate to Settings → Connections → OpenAPI
- Add new API configuration:
{
"name": "Proxmox MCP API Plus",
"base_url": "http://your-server:8811",
"api_key": "",
"description": "Enhanced Proxmox Virtualization Management API"
}
Natural Language VM Creation
The system supports natural language VM creation requests through AI assistants. Example requests:
- "Can you create a VM with 1 cpu core and 2 GB ram with 10GB of storage disk"
- "Create a new VM for testing with minimal resources"
- "I need a development server with 4 cores and 8GB RAM"
The AI assistant will automatically call the appropriate APIs and provide detailed feedback.
Storage Type Support
Intelligent Storage Detection
ProxmoxMCP Plus automatically detects storage types and selects appropriate disk formats:
LVM Storage (local-lvm, vm-storage)
- Format:
raw - High performance
- Note: No cloud-init image support
File-based Storage (local, NFS, CIFS)
- Format:
qcow2 - Cloud-init support
- Flexible snapshot capabilities
Project Structure
ProxmoxMCP-Plus/
├── src/ # Source code
│ └── proxmox_mcp/
│ ├── server.py # Main MCP server implementation
│ ├── config/ # Configuration handling
│ ├── core/ # Core functionality
│ ├── formatting/ # Output formatting and themes
│ ├── tools/ # Tool implementations
│ │ ├── vm.py # VM management
│ │ ├── container.py # Container management
│ │ └── console/ # VM console operations
│ └── utils/ # Utilities (auth, logging)
│
├── tests/ # Unit test suite
├── test_scripts/ # Integration tests & demos
│ ├── README.md # Test documentation
│ ├── test_vm_power.py # VM power management tests
│ ├── test_vm_start.py # VM startup tests
│ ├── test_create_vm.py # VM creation tests
│ └── test_openapi.py # OpenAPI service tests
│
├── proxmox-config/ # Configuration files
│ └── config.json # Server configuration
│
├── Configuration Files
│ ├── pyproject.toml # Project metadata
│ ├── docker-compose.yml # Docker orchestration
│ ├── Dockerfile # Docker image definition
│ └── requirements.in # Dependencies
│
├── Scripts
│ ├── start_server.sh # MCP server launcher
│ └── start_openapi.sh # OpenAPI service launcher
│
└── Documentation
├── README.md # This file
├── VM_CREATION_GUIDE.md # VM creation guide
├── OPENAPI_DEPLOYMENT.md # OpenAPI deployment
└── LICENSE # MIT License
Testing
Run Unit Tests
pytest
Run Integration Tests
cd test_scripts
# Test VM power management
python test_vm_power.py
# Test VM creation
python test_create_vm.py
# Test OpenAPI service
python test_openapi.py
API Testing with curl
# Test node listing
curl -X POST "http://your-server:8811/get_nodes" \
-H "Content-Type: application/json" \
-d "{}"
# Test VM creation
curl -X POST "http://your-server:8811/create_vm" \
-H "Content-Type: application/json" \
-d '{
"node": "pve",
"vmid": "300",
"name": "test-vm",
"cpus": 1,
"memory": 2048,
"disk_size": 10
}'
Production Security
API Key Authentication
Set up secure API access:
export PROXMOX_API_KEY="your-secure-api-key"
export PROXMOX_MCP_CONFIG="/app/proxmox-config/config.json"
Nginx Reverse Proxy
Example nginx configuration:
server {
listen 80;
server_name your-domain.com;
location / {
proxy_pass http://localhost:8811;
proxy_set_header Host $host;
proxy_set_header X-Real-IP $remote_addr;
}
}
Troubleshooting
Common Issues
-
Port already in use
netstat -tlnp | grep 8811 # Change port if needed mcpo --port 8812 -- ./start_server.sh -
Configuration errors
# Verify config file cat proxmox-config/config.json -
Connection issues
# Test Proxmox connectivity curl -k https://your-proxmox:8006/api2/json/version
View Logs
# View service logs
tail -f proxmox_mcp.log
# Docker logs
docker logs proxmox-mcp-api -f
Deployment Status
Feature Completion Status
- [x] VM Creation (user requirement: 1 CPU + 2GB RAM + 10GB storage)
- [x] VM Power Management (start VPN-Server ID:101)
- [x] VM Deletion Feature
- [x] Container Management (LXC)
- [x] Container Creation and Deletion
- [x] Snapshot Management (create, delete, rollback)
- [x] Backup and Restore
- [x] ISO and Template Management
- [x] Storage Compatibility (LVM/file-based)
- [x] OpenAPI Integration (port 8811)
- [x] Open WebUI Integration
- [x] Error Handling & Validation
- [x] Complete Documentation & Testing
Production Readiness
ProxmoxMCP Plus is ready for production deployment. The system supports natural language VM creation requests through AI assistants. When a user requests VM creation (e.g., "create a VM with 1 cpu core and 2 GB ram with 10GB of storage disk"), the system will:
- Call the
create_vmAPI endpoint - Automatically select appropriate storage and format
- Create VMs matching the specified requirements
- Return detailed configuration information
- Provide next-step recommendations
Development
After activating your virtual environment:
- Run tests:
pytest - Format code:
black . - Type checking:
mypy . - Lint:
ruff .
License
MIT License
Special Thanks
- @canvrno for the foundational project ProxmoxMCP
- Thanks to the Proxmox community for providing the powerful virtualization platform
- Thanks to all contributors and users for their support
ProxmoxMCP Plus with OpenAPI integration is ready for production deployment.
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通过模型上下文协议启用与 Audiense Insights 账户的交互,从而促进营销洞察和受众数据的提取和分析,包括人口统计信息、行为和影响者互动。
VeyraX
一个单一的 MCP 工具,连接你所有喜爱的工具:Gmail、日历以及其他 40 多个工具。
graphlit-mcp-server
模型上下文协议 (MCP) 服务器实现了 MCP 客户端与 Graphlit 服务之间的集成。 除了网络爬取之外,还可以将任何内容(从 Slack 到 Gmail 再到播客订阅源)导入到 Graphlit 项目中,然后从 MCP 客户端检索相关内容。
Kagi MCP Server
一个 MCP 服务器,集成了 Kagi 搜索功能和 Claude AI,使 Claude 能够在回答需要最新信息的问题时执行实时网络搜索。
e2b-mcp-server
使用 MCP 通过 e2b 运行代码。
Neon MCP Server
用于与 Neon 管理 API 和数据库交互的 MCP 服务器
Exa MCP Server
模型上下文协议(MCP)服务器允许像 Claude 这样的 AI 助手使用 Exa AI 搜索 API 进行网络搜索。这种设置允许 AI 模型以安全和受控的方式获取实时的网络信息。