Model Context Protocol

Universal
Intelligence

The backbone of TensorTrade's autonomous multi-agent system. Enabling LLMs to access real-time market data, execute trades, and manage risk securely.

System Architecture

LLM Council

Decision Engine (5 Agents)

MCP Interface

Context Protocol

Market Data

Execution

Active Agents

Analysis

Market Watcher

5-agent LLM debate council analyzing macro, fundamental, flow, technical, and skeptic perspectives.

Psychology

Behavior Monitor

Detects over 10 types of trading biases and emotional patterns in real-time execution.

Safety

Risk Manager

Real-time VaR calculation, drawdown monitoring, and position sizing optimization.

Regulatory

Compliance Agent

Ensures all trades meet SEC/FINRA regulations and internal compliance rules.

Data

Sentiment Engine

Processes millions of news articles and social signals to gauge market sentiment.

Optimization

Self Improvement

Recursive learning loop that analyzes past performance to update agent parameters.

Seamless Integration

Connect any LLM to the TensorTrade ecosystem using our standardized MCP SDK.

  • Standardized Context Window
  • Tool Definition Schema
  • Secure Auth Handshake
config.json
{
  "mcp_version": "2.0.0",
  "agent_config": {
    "name": "MarketWatcher",
    "capabilities": ["read_price", "analyze_sentiment"],
    "permissions": ["execution_read_only"],
    "model": "gpt-4-turbo"
  },
  "context_sources": [
    "economic_calendar",
    "order_book_l2",
    "social_sentiment"
  ]
}