Tracing

What gets recorded

Using it

Trace a support agent with AgentOps on a local collector: decorators, span kinds, LLM calls, tags, errors, guardrails, privacy and tests. No API key needed.

AgentOps

AgentOps overview

AgentOps init and export endpoints

Installation and setup

AgentOps with a local OpenTelemetry collector

A collector on your machine

AgentOps decorators and span kinds

Span kinds: agents, operations and tools

AgentOps data privacy: what spans record

Function inputs are recorded: keep secrets out

AgentOps LLM call tracing with OpenAI

LLM calls: prompts, completions and tokens

AgentOps start_trace, tags and end state

Traces by hand: start_trace, tags and end state

AgentOps error tracking in spans

Errors in traces

AgentOps guardrail decorator

Guardrail spans

AgentOps API key, dashboard and self-hosting

The hosted service: keys, dashboard and self-hosting

AgentOps traced support desk with tests

Traced support desk with privacy tests

What gets recorded quiz

A card number is passed as an argument to an @operation. Is it exported?