AI Generation Engine

The heart of AutoMCP lies in its sophisticated AI Generation Engine, which transforms natural language descriptions into fully functional MCP servers for Solana DeFi automation.

Overview

Our AI engine employs advanced natural language processing, domain-specific knowledge graphs, and code generation techniques to create production-ready MCP servers from simple descriptions.

Core Components

🧠 Natural Language Understanding (NLU)

The NLU module processes user input through multiple layers:

Intent Classification

// Example intent recognition
const intents = {
  trading: ["swap", "trade", "exchange", "buy", "sell"],
  liquidity: ["add liquidity", "remove liquidity", "LP", "pool"],
  staking: ["stake", "unstake", "delegate", "validator"],
  lending: ["lend", "borrow", "supply", "collateral"],
  automation: ["schedule", "trigger", "when", "if", "automatically"]
};

Entity Extraction

• Tokens: USDC, SOL, BONK, mSOL, etc.

• Protocols: Raydium, Orca, Jupiter, Solend

• Amounts: $100, 0.5 SOL, 50% of balance

• Conditions: price above/below, time-based, liquidity thresholds

• *Risk Parameters