Find slow, failing, and repetitive agent tools without exposing prompts, arguments, or outputs.
Detailed production timing active
4929 of 4991 saved tool calls include execution duration.
Tool calls
52
p50 latency
94 ms
p95 latency
311 ms
Tool failures
0.0%
No result
0.0%
Calls / turn
6.5
Material regressions ranked by severity and affected call volume.
Stable against baseline
Tools with enough activity were checked for higher failure rates, available p95 latency regressions, more no-results, and increased loop pressure.
Review the tool comparison for absolute hotspots that may still need a product threshold.
InvestigateRegression checks require at least 3 calls in both windows. Latency is flagged at +20%; failure and no-result rates are flagged at +1 and +3 points respectively.
Successful calls, no-results, and failures combined.
How often results exceed the 20 KB inline cap.
4.2%
handle rows / all calls
210 stored handles in this period. This is a payload-size proxy, not a one-to-one call classification.
Each change is measured against the previous equal window; latency appears only where detailed timing exists.
| Tool | Calls | p50 | p95 | Failures | No result |
|---|---|---|---|---|---|
| write_file | 52+550% vs prior | 94 ms-20% vs prior | 311 ms-2% vs prior | 0.0%No change vs prior | 0.0%No change vs prior |
Operational failures only; NoResults is excluded.
No operational failures
in the selected view
The data has known edges that change what a chart means.
Arguments, outputs, user IDs, and message content are never rendered.
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
4 of 29
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
6 of 29
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
8 of 29
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
10 of 29
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
12 of 29
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
14 of 29
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
16 of 29
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
24 of 29
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
26 of 29
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
28 of 29
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
1 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
3 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
5 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
7 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
9 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
11 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
13 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
15 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
17 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
19 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
21 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
24 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
26 of 34
Turn state
Completed
Outcome
Success
Thread
ec5356d6…
Tool call
chatcmpl…
Turn sequence
28 of 34
Turn state
Completed
