AgentOps DoctorLive demo

Find the failure hiding inside a successful run.

AgentOps Doctor turns standard OpenTelemetry traces into concrete reliability diagnoses—without proxying your model calls or spending another token to explain them.

Watch a diagnosis Send your first trace
checkout-agent / production

Trace

A run that technically “succeeded”

11.8s
invoke_agent checkout
11.8s
chat gpt-5.6
2.1s
execute_tool search_catalog
0.9s
execute_tool inventory_check
8.4s
retry 01
2.8s
retry 02
2.6s
retry 03
2.4s
retry 04
2.6s
Metadata-firstNo proxy in your model pathOTLP/HTTP nativeNo model call to diagnose

Built on the telemetry standard your agent stack is already converging on.

OPEN TELEMETRYPYTHONNODE.JSGOLANGCHAINLLAMAINDEXCREWAI

Trace data isn’t a diagnosis.

You can already collect spans. AgentOps Doctor is the opinionated layer that says what is wrong, shows the evidence, and quantifies what the defect is costing you.

01

Loops that look like persistence.

Spot repeated tools and equivalent inputs before a ‘helpful’ retry policy turns into a silent cost multiplier.

4×same tool path
02

Dependencies with no way out.

Surface tool calls with no timeout budget and show exactly how much of a run they are holding hostage.

8.4sunbounded call
03

Fallbacks that never actually fall back.

See provider failures where your recovery path was configured, but never exercised under the failure that mattered.

0×fallback used

Five lines between “weird” and “why.”

Point your existing OTLP exporter at one endpoint. Content stays off by default. The diagnosis starts from metadata and standard GenAI span attributes.

  • Native OTLP protobuf or JSON
  • No model proxy in your request path
  • Deterministic diagnosis, not an LLM judge
terminalsetup.sh
# one standard exporter
OTEL_EXPORTER_OTLP_PROTOCOL=http/protobuf
OTEL_EXPORTER_OTLP_TRACES_ENDPOINT=
  https://agentops.example/v1/traces

OTEL_EXPORTER_OTLP_HEADERS=
  Authorization=Bearer adk_••••••

Built to disappear into your stack.

No proprietary tracing SDK. No model gateway. No prompt capture requirement. You can remove AgentOps Doctor tomorrow and your agent keeps running exactly as it did today.

Framework-agnostic Metadata-first Off the hot path OpenTelemetry-native

Your next “random” agent failure probably isn’t random.

Instrument one agent. See the evidence. Fix the path that actually failed.

Open the live diagnosis