Find slow, failing, and repetitive agent tools without exposing prompts, arguments, or outputs.
Detailed production timing active
495 of 570 saved tool calls include execution duration.
Tool calls
35
p50 latency
425 ms
p95 latency
18 s
Tool failures
0.0%
No result
0.0%
Calls / turn
2.9
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.
Unavailable
handle rows / all calls
The handle store could not be read with the current credentials.
Each change is measured against the previous equal window; latency appears only where detailed timing exists.
| Tool | Calls | p50 | p95 | Failures | No result |
|---|---|---|---|---|---|
| shell | 35-73% vs prior | 425 msNo prior timing | 18 sNo prior timing | 0.0%-0.8 pts 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
21602129…
Tool call
call_g9E…
Turn sequence
8 of 19
Turn state
Completed
Outcome
Success
Thread
21602129…
Tool call
call_Kxn…
Turn sequence
19 of 19
Turn state
Completed
Outcome
Success
Thread
a4c6b869…
Tool call
call_c1I…
Turn sequence
17 of 18
Turn state
Completed
Outcome
Success
Thread
41719558…
Tool call
call_O1L…
Turn sequence
3 of 3
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_LIi…
Turn sequence
5 of 6
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_OXo…
Turn sequence
14 of 20
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_PpE…
Turn sequence
16 of 20
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_9d3…
Turn sequence
17 of 20
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_zT8…
Turn sequence
18 of 20
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_N5l…
Turn sequence
19 of 20
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_Wds…
Turn sequence
4 of 17
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_fNh…
Turn sequence
5 of 17
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_f2x…
Turn sequence
6 of 17
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_WYh…
Turn sequence
8 of 17
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_LeV…
Turn sequence
9 of 17
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_2LZ…
Turn sequence
10 of 17
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_jtg…
Turn sequence
11 of 17
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_xmR…
Turn sequence
13 of 17
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_23D…
Turn sequence
14 of 17
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_MkC…
Turn sequence
15 of 17
Turn state
Completed
Outcome
Success
Thread
d02bb273…
Tool call
call_VYp…
Turn sequence
16 of 17
Turn state
Completed
Outcome
Success
Thread
044f7884…
Tool call
call_Zp2…
Turn sequence
11 of 18
Turn state
Completed
Outcome
Success
Thread
044f7884…
Tool call
call_fFr…
Turn sequence
12 of 18
Turn state
Completed
Outcome
Success
Thread
044f7884…
Tool call
call_Wi0…
Turn sequence
13 of 18
Turn state
Completed
