​
Agent Instrumentation Command

The agent instrumentation command retrieves the code snippet needed to integrate xpander.ai capabilities into an existing AI Agent (e.g., LlamaIndex, LangChain, or CrewAI).

​
Usage

xpander agent instrumentation <agent_id> [--framework <framework>] [--language <language>]

​
Options

OptionDescription
--framework <framework>Optional. Target framework: llamaindex, langchain, crewai, or custom (default: auto-detect)
--language <language>Optional. Programming language: python, typescript, or javascript (default: python)

​
Examples

​
Default Python Integration

xpander agent instrumentation agent_123

Response:

from xpander import XpanderAgent
from xpander.tools import NotionTool, SlackTool
from xpander.interfaces import WebInterface

# Initialize xpander agent wrapper
xpander_agent = XpanderAgent(
    agent_id="agent_123",
    api_key="your_api_key"  # Or use XPANDER_API_KEY env variable
)

# Your existing agent code
from langchain import OpenAI
agent = OpenAI()

# Wrap your agent with xpander capabilities
instrumented_agent = xpander_agent.instrument(agent)

# Now your agent has access to:
# - State management
# - Tool integration
# - Interface support
# - Performance monitoring

​
TypeScript Integration

xpander agent instrumentation agent_123 --language typescript

Response:

import { XpanderAgent } from '@xpander/sdk';
import { NotionTool, SlackTool } from '@xpander/tools';
import { WebInterface } from '@xpander/interfaces';

// Initialize xpander agent wrapper
const xpanderAgent = new XpanderAgent({
  agentId: 'agent_123',
  apiKey: 'your_api_key'  // Or use XPANDER_API_KEY env variable
});

// Your existing agent code
const agent = new OpenAI();

// Wrap your agent with xpander capabilities
const instrumentedAgent = await xpanderAgent.instrument(agent);

// Now your agent has access to:
// - State management
// - Tool integration
// - Interface support
// - Performance monitoring

​
Notes

  • The instrumentation code:
    • Preserves your existing agent’s functionality
    • Adds xpander.ai capabilities like state management
    • Enables tool and interface integration
    • Provides monitoring and observability
  • API keys can be provided via:
    • Code initialization
    • Environment variables
    • Configuration files
  • Framework auto-detection uses your project’s dependencies
Previous
Configure Agent
Next