Find slow, failing, and repetitive agent tools without exposing prompts, arguments, or outputs.
Detailed production timing active
6101 of 6166 saved tool calls include execution duration.
Tool calls
32
p50 latency
452 ms
p95 latency
546 ms
Tool failures
3.1%
No result
0.0%
Calls / turn
1.0
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.
5.0%
handle rows / all calls
309 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 |
|---|---|---|---|---|---|
| build_app | 32+191% vs prior | 452 ms+3% vs prior | 546 ms+1% vs prior | 3.1%-15.1 pts vs prior | 0.0%No change vs prior |
Operational failures only; NoResults is excluded.
The data has known edges that change what a chart means.
Arguments, outputs, user IDs, and message content are never rendered.
Outcome
Success
Thread
ed7becf5…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
b612fa70…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
dae0a154…
Tool call
chatcmpl…
Turn sequence
3 of 3
Turn state
Completed
Outcome
Success
Thread
b9ce5727…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
20a1bcaf…
Tool call
call_xmf…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
940968fd…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
f619e7d5…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
bf677805…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
b7f5e48b…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
d85df539…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
7518cd52…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
d714bf11…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
363eaa1e…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
dd63b025…
Tool call
chatcmpl…
Turn sequence
3 of 3
Turn state
Completed
Outcome
Success
Thread
e1179f50…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
94d1ea5b…
Tool call
chatcmpl…
Turn sequence
5 of 5
Turn state
Completed
Outcome
Success
Thread
3ed32d55…
Tool call
call_iL8…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
5ffb944e…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
312f49c4…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
fd14dc19…
Tool call
chatcmpl…
Turn sequence
6 of 6
Turn state
Completed
Outcome
Success
Thread
a4ef58fe…
Tool call
call_Sxi…
Turn sequence
6 of 6
Turn state
Completed
Outcome
Success
Thread
0f9e33b9…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
Success
Thread
4cf27f28…
Tool call
chatcmpl…
Turn sequence
1 of 1
Turn state
Completed
Outcome
NotFound
Thread
4cf27f28…
Tool call
chatcmpl…
Turn sequence
13 of 27
Turn state
Completed
