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for Reactive Agents — distributed tracing, metrics, and structured logging","maintainers":[{"name":"tylerbuell","email":"tylerjrbuell@gmail.com"}],"readme":"# @reactive-agents/observability\n\nProduction observability for the [Reactive Agents](https://docs.reactiveagents.dev/) framework. **v0.10.3**\n\nDistributed tracing (OpenTelemetry / OTLP), metrics collection, structured logging with file rotation, kernel thought tracing, and privacy-aware telemetry export — all wired into the agent execution pipeline so every phase, tool call, and entropy score is observable.\n\n## Installation\n\n```bash\nbun add @reactive-agents/observability\n```\n\nOr via the umbrella:\n\n```bash\nbun add reactive-agents\n```\n\n## Features\n\n- **Distributed tracing** — OpenTelemetry spans per execution phase, OTLP HTTP exporter included (`setupOTLPExporter`)\n- **Structured logging** — JSON output with trace context, file rotation via `LiveLogWriter`, observable bus via `ObservableLogger`\n- **Metrics collector** — token usage, latency, step count, cost, tool success rates per run + aggregate\n- **Thought tracer** — captures the kernel's reasoning tree (`ThoughtNode`) for debugging and replay\n- **Console + file + dashboard exporters** — pretty-printed local output, JSON file, and a live dashboard data view (`buildDashboardData`)\n- **Telemetry pipeline** — privacy-aware (`preservePrivacy`, `defaultRedactors`), aggregated (`TelemetryAggregator`), opt-in collection (`TelemetryCollector`)\n- **Cortex reporter** — pipes selected events to a Cortex hub for cross-agent visibility\n- **Calibration provenance renderer** — formats per-model calibration data for human review\n\n## Quick Example\n\n```typescript\nimport { ReactiveAgents } from \"reactive-agents\";\n\nconst agent = await ReactiveAgents.create()\n  .withName(\"traced-agent\")\n  .withProvider(\"anthropic\", { model: \"claude-sonnet-4-6\" })\n  .withObservability({\n    exporters: [\"console\", \"file\", \"otlp\"],\n    otlpEndpoint: \"http://localhost:4318/v1/traces\",\n    logFile: \"./logs/agent.jsonl\",\n  })\n  .build();\n\nconst result = await agent.run(\"Analyze this dataset\");\n// All execution phases produce spans; tool calls, errors, and entropy scores\n// are recorded as structured log events with shared trace IDs.\n```\n\n## What Gets Traced\n\nEach execution phase emits a span. The kernel's 12-phase loop produces a structured trace tree:\n\n```\nbootstrap → comprehend → attend → reason → decide → act\n         → observe → reflect → verify → terminate → output\n```\n\nTool calls, LLM streams, and entropy events are children of the relevant phase span.\n\n## Direct Service Usage\n\n```typescript\nimport { Effect } from \"effect\";\nimport {\n  ObservabilityService,\n  ObservabilityServiceLive,\n  makeMetricsCollector,\n  makeThoughtTracer,\n} from \"@reactive-agents/observability\";\n\nconst program = Effect.gen(function* () {\n  const obs = yield* ObservabilityService;\n  const tracer = yield* obs.tracer();\n  const span = yield* tracer.startSpan(\"custom-step\");\n  // ... do work ...\n  yield* tracer.endSpan(span, { status: \"ok\" });\n});\n```\n\n## Privacy + Redaction\n\nThe redaction pipeline strips secrets and PII before any exporter sees them:\n\n```typescript\nimport { applyRedactors, defaultRedactors } from \"@reactive-agents/observability\";\n\nconst safe = applyRedactors(rawEvent, defaultRedactors);\n// Removes API keys, OAuth tokens, JWT, email patterns, etc.\n```\n\nTelemetry export is **opt-in** and uses HMAC-signed payloads (`signPayload`) when sending anonymized run reports.\n\n## Key Exports\n\n| Export                                     | Purpose                                                   |\n| ------------------------------------------ | --------------------------------------------------------- |\n| `ObservabilityService`, `ObservabilityServiceLive` | Composite observability entry point             |\n| `makeTracer`                               | OpenTelemetry-compatible span creator                     |\n| `makeStructuredLogger`, `makeLoggerService`, `makeObservableLogger` | Logging stack            |\n| `makeMetricsCollector`, `MetricsCollectorLive` | Run + aggregate metrics                              |\n| `makeThoughtTracer`, `ThoughtTracerLive`   | Kernel reasoning-tree capture                             |\n| `makeConsoleExporter`, `makeFileExporter`, `setupOTLPExporter` | Exporter factories            |\n| `buildDashboardData`, `formatMetricsDashboard` | Dashboard rendering                                  |\n| `CortexReporter`, `CortexReporterLive`     | Cross-agent event hub reporter                            |\n| `TelemetryAggregatorLive`, `TelemetryCollectorLive` | Privacy-aware telemetry pipeline                 |\n| `applyRedactors`, `defaultRedactors`       | Secret + PII stripping                                    |\n| `createObservabilityLayer`                 | Factory for the runtime layer                             |\n\n## Documentation\n\n- Full docs: [docs.reactiveagents.dev](https://docs.reactiveagents.dev/)\n- Observability guide: [docs.reactiveagents.dev/guides/observability/](https://docs.reactiveagents.dev/guides/observability/)\n\n## License\n\nMIT\n","readmeFilename":"README.md"}