MW Lab - Millyweb Development

Systems, services, and MCP for building modern conversational SaaS

🌐 millyweb.com | 💼 LinkedIn

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🛠️ Active Projects

MCP Infrastructure

Repository	Description	Status
mcp-tool-flow	Complete MCP Tool Flow Architecture - OAuth Gateway, Semantic Tool Filter, Name Bridge, Context Forge	✅ Production
claude-operating-instructions	Modular instruction files for Claude AI sessions	✅ Active

Social Media & Automation

Repository	Description	Status
stitch	AI-powered social media content generation & scheduling	🔄 Building

Infrastructure Tools

Repository	Description	Status
brain-path-projects	AWL project management system	✅ Active
project-tracker	Public project tracker - building in public	✅ Active

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🌟 Current Architecture

VPS Infrastructure

VPS1 (72.60.31.69) - Gateway
├── Traefik (reverse proxy, SSL termination)
├── Coolify (deployment platform)
└── Edge routing

VPS2 (72.60.225.81) - Workloads  
├── PostgreSQL / Redis
├── Context Forge (MCP aggregation)
├── 18 MCP Server gateways
├── Prometheus / Grafana / Loki
└── 220+ tools available

Connected via: WireGuard VPN
Backup: BTRFS cross-server replication

MCP Tool Flow

Claude.ai → OAuth Gateway → Tool Filter → Name Bridge → Context Forge → MCPJungle
                                         |
                                  95% token reduction
                                  (40,000 → 800 tokens)

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📈 Key Metrics

• MCP Tools Available: 220+ (from 18 gateways)
• Token Optimization: 95% reduction
• Infrastructure Cost: ~$40/month VPS
• Uptime Target: 99.9%

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📚 Related Brands

• RevenueFirst.AI - AI sales automation consulting for service businesses
• Signal - Personal knowledge library

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Building in public from Portland, Oregon Last updated: January 25, 2026