MCP Vultr
Vultr MCP is a comprehensive model context protocol server that provides 335+tools for managing Vultr cloud infrastructure through natural language, supporting intelligent identifier parsing and a rich CLI interface.
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Installation

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๐Ÿš€ Vultr MCP

The Ultimate Model Context Protocol Server for Vultr Cloud Management

Transform your cloud infrastructure with natural language commands

This project offers a comprehensive solution for managing Vultr cloud services. It provides over 335 management tools across 27 service modules, enabling users to interact with their Vultr infrastructure using natural language through compatible AI assistants.

Python 3.10+ PyPI version License: MIT MCP Compatible Downloads

๐Ÿš€ Quick Start โ€ข ๐Ÿ“– Documentation โ€ข ๐Ÿ› ๏ธ Features โ€ข ๐Ÿ’ก Examples โ€ข ๐Ÿค Contributing


๐Ÿš€ Quick Start

๐Ÿ“ฆ Installation

# ๐Ÿƒโ€โ™‚๏ธ Fast installation with uv (recommended)
uv add mcp-vultr

# ๐Ÿ“ฆ Traditional pip installation  
pip install mcp-vultr

โš™๏ธ Setup with Claude Code

# ๐Ÿ”‘ Set your Vultr API key
export VULTR_API_KEY="your-vultr-api-key"

# ๐Ÿ”Œ Add to Claude Code (one command!)
claude mcp add vultr vultr-mcp-server --env VULTR_API_KEY="${VULTR_API_KEY}"

๐ŸŽ‰ Start Managing!

# ๐Ÿš€ Launch the MCP server
vultr-mcp-server

That's it! You now have 335+ Vultr management tools available through natural language in Claude Code.


โœจ Features

๐ŸŒŸ Core Capabilities

Property Details
Smart Management - ๐Ÿ”ค Human-readable identifiers
- ๐Ÿ›ก๏ธ Intelligent validation
- ๐Ÿ“Š Real-time analytics
- ๐Ÿ”„ Bulk operations
Developer Experience - ๐Ÿ Native Python API
- ๐Ÿ–ฅ๏ธ Rich CLI interface
- ๐Ÿ“š Comprehensive docs
- ๐Ÿงช Full test coverage

๐ŸŽฏ Enterprise Features (v2.1.0)

Property Details
Beautiful CLI Interface - ๐ŸŒˆ Rich colors and professional tables
- ๐Ÿ“Š Real-time performance metrics
- ๐Ÿ”„ Loading spinners and progress bars
- โœจ Branded panels and status indicators
Structured Logging - ๐Ÿท๏ธ Contextual logging with service tags
- โฑ๏ธ Request timing and performance data
- ๐Ÿ” Debug-level API call tracing
- ๐Ÿ“Š Error tracking with retry attempts
Performance & Reliability - ๐Ÿ’พ Intelligent TTL-based caching (85%+ hit rate)
- ๐Ÿ”„ Exponential backoff retry with jitter
- ๐Ÿ“ˆ Real-time P95/P99 performance monitoring
- ๐Ÿ›ก๏ธ Network timeout and error resilience
Security & Quality - ๐Ÿ›ก๏ธ Pre-commit hooks with 7 quality checks
- ๐Ÿ” Bandit security scanning
- ๐Ÿค– Dependabot automated updates
- โšก Ruff lightning-fast linting

๐Ÿ—๏ธ Service Coverage (335+ Tools)

๐Ÿ–ฅ๏ธ Compute & Infrastructure (67 tools) | Service | Tools | Smart Identifiers | |---------|-------|------------------| | **Instances** | 14 | `label`, `hostname` | | **Bare Metal** | 18 | `label`, `hostname` | | **Reserved IPs** | 11 | IP address | | **SSH Keys** | 5 | `name` | | **Snapshots** | 6 | `description` | | **Backups** | 2 | UUID | | **Regions** | 5 | Region code | | **Plans** | 10 | Plan ID |
๐ŸŒ Networking & DNS (54 tools) | Service | Tools | Smart Identifiers | |---------|-------|------------------| | **DNS Management** | 14 | Domain name | | **VPCs & VPC 2.0** | 15 | `description` | | **Load Balancers** | 16 | `name`, `label` | | **CDN & Edge** | 15 | Origin/CDN domain | | **Firewall** | 10 | `description` |
๐Ÿ—„๏ธ Storage & Data (53 tools) | Service | Tools | Smart Identifiers | |---------|-------|------------------| | **Managed Databases** | 41 | `name`, `label` | | **Block Storage** | 12 | `label` | | **Object Storage** | 12 | `name`, `label` | | **Storage Gateways** | 14 | `name`, `label` |
๐Ÿณ Containers & Apps (45 tools) | Service | Tools | Smart Identifiers | |---------|-------|------------------| | **Kubernetes** | 24 | Cluster `name`/`label` | | **Container Registry** | 10 | Registry `name` | | **Serverless Inference** | 10 | Service `name`/`label` | | **Marketplace** | 11 | App name |
๐Ÿ”ง Management & Operations (40+ tools) | Service | Tools | Smart Identifiers | |---------|-------|------------------| | **Billing & Account** | 12 | Account info | | **Users & Subaccounts** | 23 | Email, name | | **Startup Scripts** | 10 | Script `name` | | **ISO Images** | 7 | Filename | | **Operating Systems** | 8 | OS name |

๐Ÿ’ป Usage Examples

Basic Usage

import asyncio
from mcp_vultr import VultrDNSClient, VultrDNSServer

async def deploy_website():
    """๐Ÿš€ Deploy a complete website infrastructure"""
    
    # High-level DNS client
    dns = VultrDNSClient("your-api-key")
    
    # Full API client with smart identifiers
    vultr = VultrDNSServer("your-api-key")
    
    # ๐ŸŒ Create domain and DNS records
    await dns.create_domain("mysite.com", "192.168.1.100") 
    await dns.add_a_record("mysite.com", "www", "192.168.1.100")
    await dns.add_mx_record("mysite.com", "@", "mail.mysite.com", 10)
    
    # ๐Ÿ–ฅ๏ธ Deploy instance with smart naming
    instance = await vultr.create_instance(
        region="ewr",
        plan="vc2-1c-1gb", 
        os_id=387,
        label="web-server",  # ๐Ÿท๏ธ Human-readable name!
        hostname="web.mysite.com"
    )
    
    # ๐Ÿ”ฅ Configure firewall by description
    firewall = await vultr.get_firewall_group("web-servers")
    
    # ๐Ÿ“Š Get real-time metrics
    stats = await vultr.get_instance_bandwidth("web-server")  # By name!
    
    print(f"โœ… Deployed {instance['label']} with {stats['incoming']}GB traffic")

asyncio.run(deploy_website())

Advanced Usage

# ๐ŸŒˆ Stunning domain overview with colors and status indicators
$ mcp-vultr domains list

                    Vultr DNS Domains (49 found)                     
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
โ”ƒ Domain                  โ”ƒ Created                   โ”ƒ DNSSEC      โ”ƒ
โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
โ”‚ api.mycompany.com       โ”‚ 2024-01-15T10:30:00+00:00 โ”‚ โœ… enabled  โ”‚
โ”‚ webapp.io               โ”‚ 2024-03-22T14:20:00+00:00 โ”‚ โŒ disabled โ”‚
โ”‚ blog.example.com        โ”‚ 2024-07-10T09:15:00+00:00 โ”‚ โœ… enabled  โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

# ๐Ÿš€ Professional server startup with branded panels
$ mcp-vultr server
โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Vultr MCP Server โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ
โ”‚ ๐Ÿš€ Starting Vultr DNS MCP Server                                             โ”‚
โ”‚ ๐Ÿ”‘ API Key: your-key-abc123...                                               โ”‚
โ”‚ ๐Ÿ”„ Press Ctrl+C to stop                                                      โ”‚
โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ

# ๐Ÿ—๏ธ Infrastructure management with smart names  
mcp-vultr instances create --label "api-server" --region ewr --plan vc2-2c-4gb
mcp-vultr instances start api-server                    # Start by name!
mcp-vultr instances attach-volume api-server db-storage # Attach by names!

# ๐ŸŒ DNS management with real-time feedback
mcp-vultr domains create api.mycompany.com 192.168.1.200
mcp-vultr records add api.mycompany.com A @ 192.168.1.200
mcp-vultr setup-website api.mycompany.com 192.168.1.200 --ssl

# ๐Ÿณ Kubernetes cluster management  
mcp-vultr k8s create production-cluster --region ewr --nodes 3
mcp-vultr k8s scale production-cluster --nodes 5       # Scale by name!
mcp-vultr k8s get-costs production-cluster             # Cost analysis!

๐ŸŽฏ Smart Identifier Resolution

Stop wrestling with UUIDs! Vultr MCP's killer feature is smart identifier resolution - use human-readable names instead of cryptic UUIDs across all services.

๐Ÿท๏ธ Before vs After

# ๐Ÿ˜ค The old way (UUIDs everywhere)
vultr instance stop cb676a46-66fd-4dfb-b839-443f2e6c0b60
vultr firewall rule add 5f2a4b6c-7b8d-4e9f-a1b2-3c4d5e6f7a8b --port 443

# ๐ŸŽ‰ The Vultr MCP way (human names!)
mcp-vultr instances stop web-server  
mcp-vultr firewall rules add web-servers --port 443

๐Ÿง  Smart Resolution Across All Services

Service Smart Identifier Example
๐Ÿ–ฅ๏ธ Instances label, hostname web-server, api.company.com
๐Ÿ”‘ SSH Keys name laptop-key, ci-deploy-key
๐Ÿ”ฅ Firewall Groups description web-servers, database-tier
๐Ÿ“ธ Snapshots description backup-2024-01, pre-upgrade
๐ŸŒ Reserved IPs IP address 192.168.1.100
๐Ÿณ Container Registries name my-app-registry
๐Ÿ’พ Block Storage label database-storage
๐ŸŒ VPCs description production-network
๐Ÿ“œ Startup Scripts name docker-setup
๐Ÿ–ฅ๏ธ Bare Metal label, hostname db-server-01
๐ŸŒ CDN Zones Origin/CDN domain cdn.mysite.com
โ˜ธ๏ธ Kubernetes name, label prod-cluster
โš–๏ธ Load Balancers name, label api-lb
๐Ÿ—„๏ธ Databases name, label postgres-main
๐Ÿ’Ž Object Storage name, label media-bucket
๐Ÿš€ Inference Services name, label ml-api
๐Ÿšช Storage Gateways name, label file-gateway
๐Ÿ‘ฅ Subaccounts name, email dev-team
๐Ÿ‘ค Users Email address admin@company.com

๐Ÿ—๏ธ Architecture

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                        ๐Ÿค– AI Assistant                          โ”‚
โ”‚                     (Claude Code/Desktop)                       โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                           โ”‚ Natural Language Commands
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ–ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                   ๐Ÿ“ก Vultr MCP Server                           โ”‚
โ”‚                      (335+ Tools)                               โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  ๐ŸŒ DNS  ๐Ÿ–ฅ๏ธ Compute  ๐Ÿณ K8s  ๐Ÿ—„๏ธ DB  ๐Ÿ”ฅ Security  ๐Ÿ’พ Storage    โ”‚
โ”‚  ๐Ÿ“Š Analytics  ๐ŸŒ CDN  โš–๏ธ LB  ๐Ÿš€ Serverless  ๐Ÿ‘ฅ Users          โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                           โ”‚ Smart API Calls
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ–ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                      โ˜๏ธ Vultr Cloud API                         โ”‚
โ”‚              (Complete Infrastructure Management)                โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

๐Ÿ“š Documentation

๐Ÿš€ Getting Started

  • โšก Quick Start Guide
  • ๐Ÿ”ง Installation & Setup
  • ๐ŸŽฏ First Steps with Claude Code

๐Ÿ“š API Reference

๐ŸŽ“ Tutorials & Examples


๐Ÿ› ๏ธ Development

๐Ÿƒโ€โ™‚๏ธ Quick Setup

# ๐Ÿ“ฅ Clone the repository
git clone https://git.supported.systems/MCP/mcp-vultr.git
cd mcp-vultr

# โšก Install with uv (recommended)
uv sync --extra dev

# ๐Ÿงช Run tests (multiple performance modes)
make test-fast          # โšก Quick tests (30-60s)
make test-parallel      # ๐Ÿš€ Parallel execution (60-120s) 
make test-coverage      # ๐Ÿ“Š Full coverage (180-300s)

# ๐ŸŽฏ Targeted testing
make test-unit          # Unit tests only
make test-mcp           # MCP server tests
make test-error         # Error handling tests

# ๐Ÿ“ˆ Performance monitoring
python test_performance_benchmark.py

# ๐ŸŽจ Format code  
uv run black src tests && uv run isort src tests

# ๐Ÿ” Type checking
uv run mypy src

๐Ÿ“ฆ Build & Publish

# ๐Ÿ—๏ธ Build package
uv build

# โœ… Check integrity
uv run twine check dist/*

# ๐Ÿš€ Publish to PyPI
uv run twine upload dist/*

๐Ÿค Contributing

We โค๏ธ contributions! Whether it's:

  • ๐Ÿ› Bug Reports: Found an issue? Let us know!
  • โœจ Feature Requests: Have ideas? We want to hear them!
  • ๐Ÿ“ Documentation: Help make our docs even better
  • ๐Ÿงช Testing: Add tests, improve coverage
  • ๐Ÿ’ป Code: Submit PRs for new features or fixes

๐Ÿš€ How to Contribute

  1. ๐Ÿด Fork the repository
  2. ๐ŸŒฟ Create a feature branch (git checkout -b feature/amazing-feature)
  3. โœ๏ธ Make your changes
  4. โœ… Test everything (make test-parallel or make test-coverage)
  5. ๐Ÿ“ Commit your changes (git commit -m 'Add amazing feature')
  6. ๐Ÿ“ค Push to the branch (git push origin feature/amazing-feature)
  7. ๐ŸŽ‰ Open a Pull Request

๐Ÿ“Š Project Stats

Metric Value
๐Ÿ› ๏ธ MCP Tools 335+
๐Ÿ“ฆ Service Modules 27
๐Ÿ Python Support 3.10+
๐Ÿ“ˆ Test Coverage 90%+
๐Ÿ“š Documentation Comprehensive
โšก Performance Production Ready

๐Ÿ™ Acknowledgments

  • ๐ŸŒฉ๏ธ Vultr for their comprehensive cloud API
  • ๐Ÿค– Anthropic for the Model Context Protocol specification
  • ๐Ÿ Python Community for amazing tools and libraries
  • ๐Ÿš€ FastMCP for the excellent MCP framework
  • ๐Ÿ‘ฅ Contributors who make this project amazing

๐Ÿ“„ License

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


โญ Star us on GitLab if you find Vultr MCP useful!

Made with โค๏ธ for the cloud infrastructure community

๐Ÿš€ Get Started โ€ข ๐Ÿ“– Documentation โ€ข ๐Ÿ› Report Issues โ€ข ๐Ÿ’ฌ Discussions

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T
Testkube
Testkube is a test orchestration and execution framework for cloud-native applications, providing a unified platform to define, run, and analyze tests. It supports existing testing tools and Kubernetes infrastructure.
Go
6.4K
5 points
M
MCP Windbg
An MCP server that integrates AI models with WinDbg/CDB for analyzing Windows crash dump files and remote debugging, supporting natural language interaction to execute debugging commands.
Python
10.0K
5 points
R
Runno
Runno is a collection of JavaScript toolkits for securely running code in multiple programming languages in environments such as browsers and Node.js. It achieves sandboxed execution through WebAssembly and WASI, supports languages such as Python, Ruby, JavaScript, SQLite, C/C++, and provides integration methods such as web components and MCP servers.
TypeScript
7.7K
5 points
N
Netdata
Netdata is an open-source real-time infrastructure monitoring platform that provides second-level metric collection, visualization, machine learning-driven anomaly detection, and automated alerts. It can achieve full-stack monitoring without complex configuration.
Go
9.7K
5 points
M
MCP Server
The Mapbox MCP Server is a model context protocol server implemented in Node.js, providing AI applications with access to Mapbox geospatial APIs, including functions such as geocoding, point - of - interest search, route planning, isochrone analysis, and static map generation.
TypeScript
7.9K
4 points
U
Uniprof
Uniprof is a tool that simplifies CPU performance analysis. It supports multiple programming languages and runtimes, does not require code modification or additional dependencies, and can perform one-click performance profiling and hotspot analysis through Docker containers or the host mode.
TypeScript
7.3K
4.5 points
M
Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
30.8K
5 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
64.9K
4.3 points
N
Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
19.6K
4.5 points
G
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
21.4K
4.3 points
F
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
57.9K
4.5 points
U
Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
28.6K
5 points
G
Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
20.4K
4.5 points
C
Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
TypeScript
87.6K
4.7 points