Overview

Welcome to MoltInfra! Production infrastructure for OpenClaw AI agents—optimized for performance, built for scale.

What is MoltInfra?

MoltInfra is a performance-optimized infrastructure layer purpose-built for OpenClaw AI agents. It provides enterprise-grade scalability, intelligent caching, and distributed architecture that reduces operational costs by 30-50% while delivering sub-100ms response latency.

Our platform abstracts the complexity of production deployment, enabling developers to focus on agent logic while we handle performance, reliability, and cost optimization at scale.

Why MoltInfra?

Deploying OpenClaw agents in production comes with significant infrastructure challenges:

• Performance optimization - Intelligent caching and request batching

• Cost management - Reduce API costs by 30-50% through optimization

• Scalability - Handle 100,000+ concurrent agents across multiple regions

• Observability - Real-time metrics, tracing, and cost attribution

• Reliability - 99.9% uptime SLA with automatic failover

• Security - SOC 2, GDPR, and HIPAA compliance out-of-the-box

MoltInfra provides production-grade infrastructure as a managed service, eliminating DevOps overhead.

Core Features

⚡ High-Performance Cache Layer

Multi-tier caching with semantic similarity matching achieves 95%+ cache hit rates. Reduce redundant API calls by 40-60% and deliver sub-10ms responses for cached queries.

🔧 Intelligent Request Optimization

Request batching, deduplication, and prompt compression reduce token consumption by 20-30%. Adaptive optimization based on real-time success metrics.

🚀 Distributed Agent Pool

Kubernetes-native deployment with auto-scaling based on demand. Multi-region support for geographic proximity. Handle 100,000+ requests/minute per region.

📊 Enterprise Observability

Real-time performance metrics (p50, p95, p99 latency), distributed tracing with OpenTelemetry, cost attribution per agent/tenant, and automated anomaly detection.

🔐 Production Security

mTLS for service communication, SOC 2 Type II certified, GDPR and HIPAA compliant. Rate limiting, encryption at rest and in transit, comprehensive audit logging.

🎯 Cost Optimization

ML-driven cost analysis with real-time recommendations. Budget alerts, automatic throttling, and usage forecasting reduce operational costs by 30-50%.

⚙️ Developer Experience

RESTful and gRPC APIs with SDKs for Python, TypeScript, Go, and Rust. CLI tools, local development environment, and comprehensive OpenAPI documentation.

Quick Start

Get started with MoltInfra infrastructure in minutes:

npm install @moltinfra/sdk

import { MoltInfra } from '@moltinfra/sdk';

// Initialize MoltInfra client with your API key
const client = new MoltInfra({
  apiKey: process.env.MOLTINFRA_API_KEY,
  region: 'us-east-1'
});

// Deploy an agent to the distributed pool
const agent = await client.agents.create({
  name: 'customer-support-agent',
  model: 'claude-3-sonnet',
  config: {
    cache: {
      enabled: true,
      ttl: 3600,
      semanticMatching: true
    },
    scaling: {
      minInstances: 2,
      maxInstances: 50,
      targetLatency: 100 // ms
    }
  }
});

// Send requests with automatic caching and optimization
const response = await agent.chat({
  message: 'What is the status of order #12345?',
  userId: 'user-123',
  metadata: {
    priority: 'high'
  }
});

// MoltInfra automatically handles caching, batching, and routing
// Result: 45% lower costs with 95% cache hit rate

Architecture

┌────────────────────────────────────────────┐
│          Your Application                  │
└─────────────────┬──────────────────────────┘
                  │ REST/gRPC API
┌─────────────────▼──────────────────────────┐
│         MoltInfra Gateway                   │
│  • Request routing & load balancing         │
│  • Authentication & rate limiting           │
└─────────────────┬──────────────────────────┘
      ┌───────────┼───────────┐
      │           │           │
┌─────▼────┐ ┌────▼────┐ ┌───▼──────────┐
│  Cache   │ │Optimize │ │Observability │
│  Layer   │ │ Engine  │ │   Platform   │
│ (Redis)  │ │         │ │              │
└──────────┘ └─────────┘ └──────────────┘
      │           │           │
      └───────────┼───────────┘
                  │
┌─────────────────▼──────────────────────────┐
│    OpenClaw Agent Pool (Distributed)       │
│  • Auto-scaling • Multi-region • Failover  │
└────────────────────────────────────────────┘

MoltInfra provides fully managed infrastructure with zero DevOps overhead.

Production Use Cases

MoltInfra powers mission-critical AI agents in production:

• High-Volume Customer Support: Process 10,000+ inquiries/hour with 85% cache hit rate, reducing costs by 45% and achieving 200ms average response times

• Multi-Agent Trading Systems: Coordinate 50+ specialized agents with microsecond-level latency and perfect state consistency across market data

• Enterprise AI Platforms: Support 100,000+ users globally with multi-region deployment, strict data residency controls, and 99.95% uptime SLA

• Gaming NPCs at Scale: Manage 5,000+ concurrent agents with sub-50ms response times and predictive auto-scaling for variable load

• Research & Development: Run experiments across hundreds of agent configurations with per-experiment cost attribution and detailed performance profiling

Documentation Structure

Getting Started

• Installation - Install and configure the MoltInfra SDK

• Quickstart - Deploy your first agent to production infrastructure

• Production Use Cases - Real-world deployment scenarios

Infrastructure Guides

• Cache Configuration - Optimize cache performance and hit rates

• Auto-Scaling - Configure scaling policies for production

• Multi-Region Deployment - Deploy agents across global regions

• Monitoring & Observability - Set up metrics, tracing, and alerts

• Cost Optimization - Reduce operational costs

• Security & Compliance - Enterprise security configuration

API Reference

• Overview - RESTful and gRPC API documentation

• Agent Management - Deploy and manage agents

• Metrics & Analytics - Access performance data

• Configuration API - Infrastructure configuration

Core Concepts

• Infrastructure Architecture - System design and components

• Caching Strategy - Multi-tier cache architecture

• Request Optimization - Batching and compression

• Distributed Agents - Agent pool management

Performance Metrics

• 50-80ms (p95) infrastructure overhead

• 30-50% cost reduction through intelligent caching and optimization

• 95%+ cache hit rate for common query patterns

• 100,000+ requests/minute per region

• 99.9% uptime SLA (Enterprise tier)

Pricing Tiers

Developer (Free)

• 100,000 requests/month

• Single region

• Community support

• 7-day metrics retention

Professional ($199/month)

• 5 million requests/month

• Multi-region deployment

• Email support (24hr SLA)

• 30-day metrics retention

• 99.5% uptime SLA

Enterprise (Custom)

• Unlimited requests

• Global deployment

• 24/7 dedicated support

• Unlimited retention

• 99.9% uptime SLA with penalties

• On-premise options

Community & Support

• Technical Documentation: docs.moltinfra.xyz

• API Reference: docs.moltinfra.xyz/api

• GitHub Organization: @moltinfra

• Twitter: @moltinfra

• GitHub Issues: github.com/moltinfra/issues

• Email: [email protected]

• Enterprise Support: [email protected]

Next Steps

Ready to deploy OpenClaw agents at scale? Start with the Installation guide!