pi-otel-telemetry
v1.0.0
Published
OpenTelemetry traces & metrics extension for pi coding agent
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Pi OTEL Telemetry Extension
OpenTelemetry tracing and metrics for pi coding agent. Exports spans and counters for sessions, agent prompts, LLM turns, and tool executions.
Trace Structure
session (root span, entire session lifecycle)
├── agent.prompt (one per user message)
│ └── agent.turn (one per LLM call + tool execution cycle)
│ ├── llm.request (span event: before provider API call)
│ ├── tool.bash (tool execution span)
│ ├── tool.read (tool execution span)
│ └── tool.edit (tool execution span)
├── model.changed (span event on model switch)
└── session.compacted (span event on compaction)Metrics
| Metric | Type | Labels | Description |
|--------|------|--------|-------------|
| pi.tokens.input | Counter | llm.model | Total input tokens consumed |
| pi.tokens.output | Counter | llm.model | Total output tokens produced |
| pi.tool.calls | Counter | tool.name | Total tool invocations |
| pi.tool.errors | Counter | tool.name | Total failed tool invocations |
| pi.tool.duration | Histogram (ms) | tool.name | Tool execution time |
| pi.turns | Counter | llm.model | Total LLM turns |
| pi.prompts | Counter | llm.model | Total user prompts |
| pi.session.duration | Histogram (s) | llm.model | Session duration |
Trace Attributes
Session span
| Attribute | Description |
|-----------|-------------|
| session.id | Session file path or "ephemeral" |
| session.cwd | Working directory |
| session.turns | Total turn count |
| session.tool_calls | Total tool calls |
| session.tokens.input | Total input tokens |
| session.tokens.output | Total output tokens |
| llm.model | Current model (provider/id) |
Turn span
| Attribute | Description |
|-----------|-------------|
| turn.index | Turn index within agent prompt |
| turn.number | Global turn number in session |
| turn.tool_results | Number of tool results |
| llm.usage.input_tokens | Tokens consumed (input) |
| llm.usage.output_tokens | Tokens produced (output) |
Tool span
| Attribute | Description |
|-----------|-------------|
| tool.name | Tool name (bash, read, edit, write, etc.) |
| tool.call_id | Unique tool call ID |
| tool.args_summary | Brief summary of arguments (truncated) |
| tool.is_error | Whether execution failed |
| tool.duration_ms | Execution time in milliseconds |
Configuration
| Environment Variable | Default | Description |
|---------------------|---------|-------------|
| OTEL_EXPORTER_OTLP_ENDPOINT | http://localhost:4318 | OTLP HTTP endpoint |
| OTEL_SERVICE_NAME | pi-coding-agent | Service name in traces |
| PI_OTEL_ENABLED | true | Set to false to disable |
| PI_OTEL_DEBUG | false | Set to true to also log spans/metrics to console |
| OTEL_METRIC_EXPORT_INTERVAL | 10000 | Metric export interval in ms |
Quick Start
With Jaeger (local)
# Start Jaeger with OTLP support
docker run -d --name jaeger \
-p 16686:16686 \
-p 4318:4318 \
jaegertracing/jaeger:2 \
--set receivers.otlp.protocols.http.endpoint=0.0.0.0:4318
# Start pi (extension auto-discovered from ~/.pi/agent/extensions/)
pi
# Open Jaeger UI
open http://localhost:16686With Grafana Tempo
OTEL_EXPORTER_OTLP_ENDPOINT=http://tempo:4318 piDebug mode (console output)
PI_OTEL_DEBUG=true piDisable
PI_OTEL_ENABLED=false piInstallation
Already installed at ~/.pi/agent/extensions/otel-telemetry/. The extension is auto-discovered by pi.
To reinstall dependencies:
cd ~/.pi/agent/extensions/otel-telemetry
npm install