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overseex

v0.2.2

Published

OverseeX SDK for AI agent monitoring and multi-agent coordination intelligence

Downloads

8

Readme

OverseeX JavaScript/TypeScript SDK

The official JavaScript/TypeScript SDK for OverseeX - the complete monitoring and coordination intelligence platform for AI agents.

Installation

npm install overseex
# or
yarn add overseex
# or
pnpm add overseex

Quick Start

import { OverseeX } from 'overseex';

// Initialize the client
const client = new OverseeX({
  apiKey: 'ox_live_your_api_key',
});

// Wrap any async function to automatically trace it
const tracedFunction = client.wrap(
  async (query: string) => {
    const result = await myLLM.generate(query);
    return result;
  },
  { name: 'my_agent' }
);

// Call the wrapped function
const result = await tracedFunction('Hello, world!');

Features

Function Wrapping

The easiest way to add tracing - wrap any async function:

// Basic wrapping
const traced = client.wrap(myFunction);

// With options
const traced = client.wrap(myFunction, {
  name: 'custom_name',
  captureInput: true,
  captureOutput: true,
  tags: ['production', 'customer-service'],
});

Manual Spans

For more control, create spans manually:

const span = client.createSpan('complex_operation');

try {
  span.setInput({ query: 'user question' });

  // Record LLM calls
  span.recordLLMCall(
    'gpt-4',
    [{ role: 'user', content: 'Hello' }],
    { role: 'assistant', content: 'Hi there!' },
    { tokens: 150, latency: 500 }
  );

  // Record tool usage
  span.recordToolCall('search_web', { query: 'AI news' }, ['result1', 'result2']);

  // Record agent handoffs (for multi-agent systems)
  span.recordHandoff('agent-1', 'agent-2', { task: 'research' }, 'escalation');

  span.setOutput('Final response');
  span.setStatus('success');
} catch (error) {
  span.setError(error.message);
  span.setStatus('error');
} finally {
  await span.end(client);
}

Multi-Agent Coordination Intelligence

Access coordination features to monitor multi-agent systems:

// List coordination issues (state drift, handoff failures, etc.)
const issues = await client.coordination.listIssues({
  severity: 'high',
  status: 'open',
});

// Get corrective suggestions
const suggestions = await client.coordination.listSuggestions({
  minConfidence: 0.8,
});

// Approve a suggestion (trains the model)
await client.coordination.approveSuggestion(
  suggestionId,
  'This suggestion fixed our handoff issue'
);

// List learned patterns
const patterns = await client.coordination.listPatterns({
  issueType: 'state_drift',
  isActive: true,
});

// Get coordination metrics
const metrics = await client.coordination.getMetrics({
  days: 7,
});

// Analyze traces for issues
await client.coordination.analyzeTraces(
  ['trace-1', 'trace-2'],
  true // auto-create issues
);

Agent Management

// List all agents
const agents = await client.listAgents();

// Create an agent
const agent = await client.createAgent({
  name: 'Customer Support Bot',
  description: 'Handles customer inquiries',
  metadata: { department: 'support' },
});

// Get specific agent
const agent = await client.getAgent('agent-id');

Trace Management

// List traces
const traces = await client.listTraces({
  agentId: 'agent-123',
  status: 'error',
  limit: 100,
});

// Get specific trace
const trace = await client.getTrace('trace-id');

// Create a trace manually
const trace = await client.createTrace({
  inputData: { query: 'user question' },
  outputData: { response: 'answer' },
  status: 'success',
  durationMs: 1500,
  tags: ['production'],
});

Coordination Issue Types

OverseeX detects the following coordination issues in multi-agent systems:

| Issue Type | Description | |------------|-------------| | state_drift | Agents have inconsistent state | | handoff_failure | Failed agent-to-agent handoffs | | circular_delegation | Agents delegating in loops | | lost_context | Context lost during handoffs | | conflicting_actions | Agents taking conflicting actions | | resource_contention | Agents competing for resources | | broken_assumption | Agent assumptions violated |

Configuration

const client = new OverseeX({
  // Required
  apiKey: 'ox_live_xxx',

  // Optional
  baseUrl: 'https://api.overseex.com',  // Custom API endpoint
  agentId: 'existing-agent-id',          // Use existing agent
  timeout: 30000,                        // Request timeout (ms)
  debug: true,                           // Enable debug logging
});

TypeScript Support

Full TypeScript support with complete type definitions:

import type {
  OverseeXConfig,
  Agent,
  Trace,
  CoordinationIssue,
  CorrectiveSuggestion,
  LearnedPattern,
  AgentHandoff,
  CoordinationMetrics,
} from 'overseex';

Framework Integrations

OpenAI

import OpenAI from 'openai';
import { OverseeX } from 'overseex';

const client = new OverseeX({ apiKey: 'ox_live_xxx' });
const openai = new OpenAI();

const tracedChat = client.wrap(
  async (messages: OpenAI.Chat.ChatCompletionMessageParam[]) => {
    const response = await openai.chat.completions.create({
      model: 'gpt-4',
      messages,
    });
    return response.choices[0].message;
  },
  { name: 'openai_chat' }
);

Anthropic

import Anthropic from '@anthropic-ai/sdk';
import { OverseeX } from 'overseex';

const client = new OverseeX({ apiKey: 'ox_live_xxx' });
const anthropic = new Anthropic();

const tracedMessage = client.wrap(
  async (prompt: string) => {
    const message = await anthropic.messages.create({
      model: 'claude-3-opus-20240229',
      max_tokens: 1024,
      messages: [{ role: 'user', content: prompt }],
    });
    return message;
  },
  { name: 'anthropic_chat' }
);

Error Handling

import { OverseeX } from 'overseex';

const client = new OverseeX({ apiKey: 'ox_live_xxx' });

try {
  const issues = await client.coordination.listIssues();
} catch (error) {
  if (error.response?.status === 401) {
    console.error('Invalid API key');
  } else if (error.response?.status === 429) {
    console.error('Rate limited');
  } else {
    console.error('API error:', error.message);
  }
}

API Reference

OverseeX Class

| Method | Description | |--------|-------------| | wrap(fn, options?) | Wrap a function with automatic tracing | | createSpan(name, options?) | Create a manual span | | listAgents() | List all agents | | getAgent(id) | Get agent by ID | | createAgent(data) | Create a new agent | | listTraces(params?) | List traces with filters | | getTrace(id) | Get trace by ID | | createTrace(data) | Create a trace manually | | coordination | Access coordination client |

CoordinationClient Class

| Method | Description | |--------|-------------| | listIssues(params?) | List coordination issues | | getIssue(id) | Get issue by ID | | resolveIssue(id, notes?) | Mark issue as resolved | | ignoreIssue(id, reason?) | Mark issue as ignored | | listSuggestions(params?) | List corrective suggestions | | getSuggestion(id) | Get suggestion by ID | | approveSuggestion(id, notes?, changes?) | Approve suggestion | | rejectSuggestion(id, notes?) | Reject suggestion | | listPatterns(params?) | List learned patterns | | getPattern(id) | Get pattern by ID | | deactivatePattern(id) | Deactivate a pattern | | listHandoffs(params?) | List agent handoffs | | getHandoffStats(params?) | Get handoff statistics | | getMetrics(params?) | Get coordination metrics | | analyzeTraces(ids, auto?) | Analyze traces for issues | | getGraphData(params?) | Get visualization data |

License

MIT

Support

  • Documentation: https://overseex.com/docs
  • Issues: https://github.com/overseex/overseex-js/issues
  • Email: [email protected]