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Monitor Application Insights observability adapter for @cuylabs/agent-core","maintainers":[{"name":"cyb3rpandah","email":"cyb3rpandah@gmail.com"},{"name":"cyb3rward0g","email":"roberto@cuylabs.ai"}],"readme":"# @cuylabs/agent-azure-monitor\n\nAzure Monitor Application Insights observability adapter for\n`@cuylabs/agent-core`.\n\nUse this package when you want the portable OpenTelemetry spans from\n`agent-core` and AI SDK v7 to land in Azure Monitor Application Insights.\nIt does not replace the Azure SDK; it initializes `@azure/monitor-opentelemetry`\nwith agent-oriented defaults and returns tracing metadata for `agent-core`.\n\nThis is separate from `@cuylabs/agent-a365-observability`:\n\n- `agent-azure-monitor` sends traces to Azure Monitor/Application Insights.\n- `agent-a365-observability` sends Agent 365 observability/compliance telemetry\n  through the Microsoft Agent 365 exporter and baggage contract.\n\n## Install\n\n```bash\npnpm add @cuylabs/agent-core @cuylabs/agent-azure-monitor @azure/monitor-opentelemetry @opentelemetry/resources\n```\n\n## Recommended Startup\n\nImport the register module before importing your app or agent code. This matches\nAzure Monitor's Node.js guidance: the distro should initialize before other\nlibraries so automatic instrumentation can attach cleanly.\n\n```typescript\nimport \"@cuylabs/agent-azure-monitor/register\";\nimport { createAgent } from \"@cuylabs/agent-core\";\nimport { createAzureMonitorTracingConfig } from \"@cuylabs/agent-azure-monitor\";\nimport { openai } from \"@ai-sdk/openai\";\n\nconst agent = createAgent({\n  name: \"support-agent\",\n  model: openai(\"gpt-4o-mini\"),\n  tracing: createAzureMonitorTracingConfig({\n    agentId: \"support-agent-prod\",\n    agentDescription: \"Answers support questions\",\n    agentVersion: \"1.0.0\",\n  }),\n});\n```\n\nRequired environment:\n\n```bash\nAPPLICATIONINSIGHTS_CONNECTION_STRING=\"InstrumentationKey=...;IngestionEndpoint=...\"\nOTEL_SERVICE_NAME=\"support-agent-service\"\nOTEL_SERVICE_NAMESPACE=\"cuylabs\"\nOTEL_SERVICE_INSTANCE_ID=\"local-dev\"\n```\n\nOptional sampling environment:\n\n```bash\nAZURE_MONITOR_SAMPLING_RATIO=0.1\nAZURE_MONITOR_TRACES_PER_SECOND=1.5\n```\n\nAzure Monitor also supports standard OpenTelemetry sampling environment\nvariables such as `OTEL_TRACES_SAMPLER` and `OTEL_TRACES_SAMPLER_ARG`.\n\n## Programmatic Startup\n\nUse this form when your host owns startup order and can call initialization\nbefore creating agents.\n\n```typescript\nimport { createAgent } from \"@cuylabs/agent-core\";\nimport {\n  createAzureMonitorTracingConfig,\n  initAzureMonitorObservability,\n} from \"@cuylabs/agent-azure-monitor\";\n\nconst monitor = await initAzureMonitorObservability({\n  connectionString: process.env.APPLICATIONINSIGHTS_CONNECTION_STRING,\n  resource: {\n    serviceName: \"support-agent-service\",\n    serviceNamespace: \"cuylabs\",\n    serviceInstanceId: process.env.HOSTNAME,\n  },\n  tracesPerSecond: 1.5,\n});\n\nconst agent = createAgent({\n  name: \"support-agent\",\n  model,\n  tracing: createAzureMonitorTracingConfig({\n    agentId: \"support-agent-prod\",\n    agentDescription: \"Answers support questions\",\n    agentVersion: \"1.0.0\",\n  }),\n});\n\ntry {\n  for await (const event of agent.chat(\"session-1\", \"Hello\")) {\n    // stream events to the caller\n  }\n} finally {\n  await agent.close();\n  await monitor.shutdown();\n}\n```\n\n## What Gets Exported\n\n`agent-core` emits:\n\n- `invoke_agent {agent}` spans with `gen_ai.operation.name=invoke_agent`\n- `execute_tool {tool}` spans with `gen_ai.operation.name=execute_tool`\n- AI SDK v7 model spans from `@ai-sdk/otel` with GenAI model/provider/token\n  attributes\n\nThis package starts the Azure Monitor OpenTelemetry distro so those spans flow\nto Application Insights. It does not replace Agent 365 observability; the two\nadapters can be composed when you need both App Insights APM and Agent 365\nadmin/security/compliance telemetry.\n","readmeFilename":"README.md"}