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Detect identical retries after AI-agent failures

Find repeated failed tool calls where an agent retries the same input without an observed state change.

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Agent Retry Loop Auditor
Agent Retry Loop Auditorfirstrate/agent-retry-loop-auditor
Trace
Errors
Exact retries
Repeated failure clusters
+4 fields
Text
Number
Boolean
List
Object

Input

Traces
traceId:identical-retry
spans
Repeated failure threshold:2

Output fields

Trace
Errors
Exact retries
Repeated failure clusters
Longest streak
Terminal failure
Failure pressure
Replay experiments

How it works

Sign up on Apify or log in

The Agent Retry Loop Auditor Actor is ready to run with the inputs already set for "Detect identical retries after AI-agent failures". Sign up or log in and you'll land in Apify Console with a copy of this exact task.

Start the "Detect identical retries after AI-agent failures" task

The Agent Retry Loop Auditor Actor will start running based on the input automatically. You can also change all the input fields, like traces and repeated failure threshold, to match your specific use case.

Receive the "Detect identical retries after AI-agent failures" output

Monitor the progress in real time. You will be notified as soon as your dataset is complete and ready for review. Each result includes data such as trace, errors, exact retries, and more.

Integrate into your workflow

The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow. You can also run the "Detect identical retries after AI-agent failures" task via API.

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