Features That Matter
AA Kit isn't just another AI framework. It's a complete platform for building, deploying, and scaling AI agents in production.
Core Features
3-Line Agent Creation
Create sophisticated AI agents with just 3 lines of code. No boilerplate, no complex configuration.
- •Intuitive API design
- •Smart defaults for everything
- •Progressive disclosure of complexity
- •Type-safe with full IDE support
MCP-Native Architecture
Every agent is an MCP (Model Context Protocol) server by default, ensuring universal interoperability.
- •Compatible with Claude Desktop
- •Works with any MCP client
- •Agents can discover and use each other
- •Standard protocol for tool communication
Multi-Model Support
Work with multiple LLM providers seamlessly. Automatic fallbacks and smart model selection.
- •OpenAI (GPT-4, GPT-3.5)
- •Anthropic (Claude 3, Claude 3.5)
- •Automatic model fallbacks
- •Model-agnostic design
Production Features
Enterprise-Ready
10 production features built-in, not bolted on. Deploy with confidence from day one.
- •Connection pooling
- •Hierarchical timeouts
- •Circuit breakers
- •Exponential backoff retry
Performance Optimization
Built for speed and scale. Handle thousands of requests with intelligent caching and rate limiting.
- •Token bucket rate limiting
- •Semantic similarity caching
- •Parallel execution strategies
- •Resource cleanup automation
Security First
Security best practices built into the framework. Safe by default, flexible when needed.
- •Automatic input sanitization
- •Secure credential management
- •Tool permission system
- •Audit logging support
Advanced Capabilities
Agent Composition
Agents can use other agents as tools. Build complex multi-agent systems from simple components.
- •Agents as first-class tools
- •Automatic tool discovery
- •Dependency management
- •Circular dependency prevention
Pluggable Memory
Stateless agents with external memory. Choose the backend that fits your needs.
- •In-memory for development
- •Redis for production
- •SQLite for local persistence
- •PostgreSQL support (coming soon)
Flexible Reasoning
Multiple reasoning patterns out of the box. Choose the right approach for your use case.
- •Simple direct responses
- •ReAct for tool usage
- •Chain of Thought reasoning
- •Custom reasoning patterns
The AA Kit Advantage
See how AA Kit compares to building agents from scratch
| Feature | Z AA Kit | Building from Scratch |
|---|---|---|
| Setup Time | < 1 minute | 30+ minutes |
| Lines of Code | 3 lines | 50+ lines |
| Production Features | Built-in | DIY |
| MCP Support | Native | Not available |
| Multi-Model | Automatic | Manual |
| Agent Composition | Natural | Complex |
10 Production Features, Zero Configuration
Every AA Kit agent comes with enterprise-grade features that would take months to build yourself.
Connection Pooling
Reuse HTTP connections
Timeout Handling
Hierarchical timeouts
Rate Limiting
Token bucket algorithm
Response Caching
Semantic similarity
Retry Logic
Exponential backoff
Circuit Breakers
Fail-fast behavior
Resource Cleanup
Graceful shutdown
Parallel Execution
Multiple strategies
Real Streaming
WebSocket/SSE support
Observability
Metrics and tracing
Ready to Experience the Difference?
See why developers are choosing AA Kit for their AI agent needs.