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
1.3K
p50 latency
322 ms
p95 latency
1.2 s
Tool failures
0.8%
No result
0.0%
Calls / turn
7.9
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.
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 |
|---|---|---|---|---|---|
| app_read_file | 1,287+112% vs prior | 322 ms-57% vs prior | 1.2 s-19% vs prior | 0.8%-0.2 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
call_lWd…
Turn sequence
9 of 29
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_MP8…
Turn sequence
13 of 29
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_L6i…
Turn sequence
14 of 29
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_EOP…
Turn sequence
15 of 29
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_Noe…
Turn sequence
17 of 29
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_4Q3…
Turn sequence
22 of 29
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_SZP…
Turn sequence
24 of 29
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_C6a…
Turn sequence
6 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_a3L…
Turn sequence
7 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_BP5…
Turn sequence
8 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_WLA…
Turn sequence
9 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_UJx…
Turn sequence
17 of 27
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_I89…
Turn sequence
5 of 31
Turn state
Completed
Outcome
NotFound
Thread
ed7becf5…
Tool call
call_Vl4…
Turn sequence
6 of 31
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_K3D…
Turn sequence
7 of 31
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_Vku…
Turn sequence
8 of 31
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_IMw…
Turn sequence
9 of 31
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_rKb…
Turn sequence
10 of 31
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_fWi…
Turn sequence
11 of 31
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_oc3…
Turn sequence
12 of 31
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_EQv…
Turn sequence
13 of 31
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_Edm…
Turn sequence
15 of 31
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_YwG…
Turn sequence
24 of 31
Turn state
Completed
Outcome
Success
Thread
ed7becf5…
Tool call
call_hn6…
Turn sequence
25 of 31
Turn state
Completed
