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* docs(examples): prefix example run commands with packages/core/ Examples live under packages/core/, and both READMEs document running them from the repo root (npx tsx packages/core/examples/<path>.ts), but the in-file Run: headers and a few READMEs still used the bare examples/ path. The repo root has no top-level examples/, so copy-pasting those commands from root failed with file-not-found. Prefixes 67 run/cd commands across 56 files (53 example scripts + examples/README.md + two integration READMEs). Markdown links that use the bare examples/ path are correct relative links and are left unchanged. * docs: prefix two stale examples/ path references in docs/ context-management.md and tool-configuration.md referenced bare examples/ paths that do not resolve from the repo root. Make the first a relative link (matching the convention in model-routing.md) and prefix the second with packages/core/. Follow-up to the run-command fixes in this PR.
144 lines
4.9 KiB
TypeScript
144 lines
4.9 KiB
TypeScript
/**
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* Trace Observability
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*
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* Demonstrates the `onTrace` callback for lightweight observability. Every LLM
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* call, tool execution, task lifecycle, and agent run emits a structured trace
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* event with timing data and token usage — giving you full visibility into
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* what's happening inside a multi-agent run.
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*
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* Trace events share a `runId` for correlation, so you can reconstruct the
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* full execution timeline. Pipe them into your own logging, OpenTelemetry, or
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* dashboard.
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*
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* Run:
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* npx tsx packages/core/examples/integrations/trace-observability.ts
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*
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* Prerequisites:
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* ANTHROPIC_API_KEY env var must be set.
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*/
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import { OpenMultiAgent } from '../../src/index.js'
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import type { AgentConfig, TraceEvent } from '../../src/types.js'
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// ---------------------------------------------------------------------------
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// Agents
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// ---------------------------------------------------------------------------
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const researcher: AgentConfig = {
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name: 'researcher',
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model: 'claude-sonnet-4-6',
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systemPrompt: 'You are a research assistant. Provide concise, factual answers.',
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maxTurns: 2,
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}
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const writer: AgentConfig = {
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name: 'writer',
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model: 'claude-sonnet-4-6',
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systemPrompt: 'You are a technical writer. Summarize research into clear prose.',
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maxTurns: 2,
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}
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// ---------------------------------------------------------------------------
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// Trace handler — log every span with timing
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// ---------------------------------------------------------------------------
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/** Truncate long strings for log readability — full payload stays in the event. */
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function truncate(s: string, max = 80): string {
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return s.length > max ? `${s.slice(0, max)}…(+${s.length - max} chars)` : s
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}
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function handleTrace(event: TraceEvent): void {
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const dur = `${event.durationMs}ms`.padStart(7)
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switch (event.type) {
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case 'llm_call':
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console.log(
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` [LLM] ${dur} agent=${event.agent} model=${event.model} turn=${event.turn}` +
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` tokens=${event.tokens.input_tokens}in/${event.tokens.output_tokens}out`,
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)
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break
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case 'tool_call':
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// Truncation here is for log readability only — the full payload remains
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// on `event.input` / `event.output` for downstream consumers (OpenTelemetry,
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// structured log shippers, audit pipelines, etc.).
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console.log(
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` [TOOL] ${dur} agent=${event.agent} tool=${event.tool}` +
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` error=${event.isError}` +
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` input=${truncate(JSON.stringify(event.input))}` +
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` output=${truncate(event.output)}`,
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)
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break
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case 'task':
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console.log(
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` [TASK] ${dur} task="${event.taskTitle}" agent=${event.agent}` +
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` success=${event.success} retries=${event.retries}`,
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)
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break
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case 'agent':
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console.log(
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` [AGENT] ${dur} agent=${event.agent} turns=${event.turns}` +
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` tools=${event.toolCalls} tokens=${event.tokens.input_tokens}in/${event.tokens.output_tokens}out`,
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)
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break
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}
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}
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// ---------------------------------------------------------------------------
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// Orchestrator + team
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// ---------------------------------------------------------------------------
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const orchestrator = new OpenMultiAgent({
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defaultModel: 'claude-sonnet-4-6',
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onTrace: handleTrace,
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})
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const team = orchestrator.createTeam('trace-demo', {
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name: 'trace-demo',
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agents: [researcher, writer],
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sharedMemory: true,
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})
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// ---------------------------------------------------------------------------
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// Tasks — researcher first, then writer summarizes
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// ---------------------------------------------------------------------------
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const tasks = [
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{
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title: 'Research topic',
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description: 'List 5 key benefits of TypeScript for large codebases. Be concise.',
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assignee: 'researcher',
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},
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{
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title: 'Write summary',
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description: 'Read the research from shared memory and write a 3-sentence summary.',
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assignee: 'writer',
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dependsOn: ['Research topic'],
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},
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]
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// ---------------------------------------------------------------------------
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// Run
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// ---------------------------------------------------------------------------
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console.log('Trace Observability Example')
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console.log('='.repeat(60))
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console.log('Pipeline: research → write (with full trace output)')
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console.log('='.repeat(60))
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console.log()
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const result = await orchestrator.runTasks(team, tasks)
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// ---------------------------------------------------------------------------
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// Summary
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// ---------------------------------------------------------------------------
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console.log('\n' + '='.repeat(60))
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console.log(`Overall success: ${result.success}`)
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console.log(`Tokens — input: ${result.totalTokenUsage.input_tokens}, output: ${result.totalTokenUsage.output_tokens}`)
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for (const [name, r] of result.agentResults) {
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const icon = r.success ? 'OK ' : 'FAIL'
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console.log(` [${icon}] ${name}`)
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console.log(` ${r.output.slice(0, 200)}`)
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}
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