11# Benchmark Report
22
33- Suite: ` release `
4- - Started: ` 2026-04-12 18:12:25 MSK `
5- - Finished: ` 2026-04-12 18:21:17 MSK `
4+ - Started: ` 2026-04-12 19:02:27 MSK `
5+ - Finished: ` 2026-04-12 19:13:27 MSK `
66- Environment: ` windows/amd64 `
77- Model evaluation: enabled (` z-ai/glm-5.1 ` via ` https://openrouter.ai/api/v1 ` )
88
@@ -12,50 +12,47 @@ Task success rate in this report means: correct tool selection + schema-valid ar
1212
1313| Scenario | Layer | Load | Load alloc | Compile | Compile alloc | Tools | Namespaces | Index | Namespace | Schema | Invoke |
1414| --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: |
15- | synthetic-10 | synthetic | 0 | 57.27 KiB | 523.000 us | 106.31 KiB | 10 | 10 | 0 | 0 | 0 | 0 |
16- | synthetic-50 | synthetic | 0 | 237.23 KiB | 516.100 us | 469.85 KiB | 50 | 10 | 0 | 0 | 0 | 0 |
17- | synthetic-200 | synthetic | 522.500 us | 929.90 KiB | 2.993 ms | 1.84 MiB | 200 | 10 | 0 | 0 | 0 | 5.127 us |
18- | synthetic-500 | synthetic | 1.551 ms | 2.09 MiB | 7.453 ms | 4.59 MiB | 500 | 10 | 0 | 0 | 0 | 0 |
19- | bfcl-live-simple-subset | real-world | 3.552 ms | 1.33 MiB | 0 | 52.67 KiB | 4 | 1 | 0 | 0 | 0 | 0 |
20- | github-collaboration-subset | real-world | 135.079 ms | 75.06 MiB | 0 | 348.46 KiB | 14 | 2 | 0 | 0 | 0 | 0 |
21- | github-rest-full-metrics | real-world | 113.405 ms | 71.08 MiB | 29.781 ms | 21.09 MiB | 1112 | 44 | 0 | 0 | 0 | 0 |
22- | stripe-rest-full-metrics | real-world | 78.706 ms | 48.84 MiB | 16.677 ms | 11.21 MiB | 587 | 294 | 0 | 0 | 0 | 0 |
23- | twilio-rest-full-metrics | real-world | 18.657 ms | 11.92 MiB | 5.681 ms | 4.02 MiB | 197 | 75 | 0 | 0 | 0 | 0 |
24- | openmeteo-runtime-public | execution | 0 | 137.67 KiB | 0 | 22.89 KiB | 1 | 1 | 0 | 0 | 0 | 0 |
15+ | synthetic-10 | synthetic | 519.400 us | 56.84 KiB | 0 | 106.30 KiB | 10 | 10 | 0 | 0 | 0 | 0 |
16+ | synthetic-50 | synthetic | 526.800 us | 232.17 KiB | 967.700 us | 469.85 KiB | 50 | 10 | 0 | 0 | 0 | 0 |
17+ | synthetic-200 | synthetic | 511.300 us | 919.65 KiB | 3.131 ms | 1.84 MiB | 200 | 10 | 0 | 0 | 0 | 0 |
18+ | synthetic-500 | synthetic | 2.066 ms | 2.07 MiB | 7.278 ms | 4.58 MiB | 500 | 10 | 0 | 0 | 0 | 0 |
19+ | bfcl-live-simple-subset | real-world | 3.090 ms | 1.32 MiB | 512.200 us | 52.67 KiB | 4 | 1 | 0 | 0 | 0 | 0 |
20+ | github-collaboration-subset | real-world | 104.329 ms | 75.17 MiB | 0 | 348.46 KiB | 14 | 2 | 0 | 0 | 0 | 0 |
21+ | github-rest-full-metrics | real-world | 119.118 ms | 71.12 MiB | 31.269 ms | 21.09 MiB | 1112 | 44 | 0 | 0 | 0 | 0 |
22+ | stripe-rest-full-metrics | real-world | 81.073 ms | 48.87 MiB | 15.341 ms | 11.21 MiB | 587 | 294 | 0 | 0 | 0 | 0 |
23+ | twilio-rest-full-metrics | real-world | 17.382 ms | 11.88 MiB | 5.448 ms | 4.02 MiB | 197 | 75 | 0 | 0 | 0 | 0 |
24+ | openmeteo-runtime-public | execution | 506.700 us | 137.67 KiB | 0 | 22.89 KiB | 1 | 1 | 0 | 0 | 0 | 0 |
2525
2626## synthetic-10
2727
2828Small synthetic catalog with model evaluation enabled.
2929
3030| Variant | Avg visible tools | Avg token proxy | Wrong-tool rate | Invalid-args rate | Task success rate | Avg latency | P50 | P95 | Useful selection |
3131| --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: |
32- | direct | 10.0 | 910.0 | 0.00 | 0.00 | 1.00 | 7.924 s | 7.872 s | 10.189 s | 7.924 s |
33- | flat | 10.0 | 474.0 | 0.00 | 0.00 | 1.00 | 7.206 s | 784.858 ms | 20.522 s | 7.206 s |
34- | staged | 10.0 | 604.0 | 0.00 | 0.00 | 1.00 | 9.647 s | 12.430 s | 13.705 s | 9.647 s |
32+ | direct | 10.0 | 910.0 | 0.00 | 0.00 | 1.00 | 5.356 s | 4.209 s | 10.411 s | 5.356 s |
33+ | flat | 10.0 | 474.0 | 0.00 | 0.00 | 1.00 | 6.116 s | 7.896 s | 8.566 s | 6.116 s |
34+ | staged | 10.0 | 604.0 | 0.00 | 0.00 | 1.00 | 3.878 s | 1.318 s | 9.293 s | 3.878 s |
3535
36- Structural memory: load alloc ` 57.27 KiB` , compile alloc ` 106.31 KiB ` , heap after compile ` 547.78 KiB`
36+ Structural memory: load alloc ` 56.84 KiB` , compile alloc ` 106.30 KiB ` , heap after compile ` 542.21 KiB`
3737
3838
3939## synthetic-50
4040
41- Medium synthetic catalog for structural metrics only in the release run .
41+ Medium synthetic catalog with model evaluation enabled .
4242
4343| Variant | Avg visible tools | Avg token proxy | Wrong-tool rate | Invalid-args rate | Task success rate | Avg latency | P50 | P95 | Useful selection |
4444| --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: |
45- | direct | 0.0 | 0.0 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 | 0 |
46-
47- Skipped reason for ` direct ` : model evaluation disabled for scenario
48-
49- | flat | 0.0 | 0.0 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 | 0 |
45+ | direct | 50.0 | 4699.0 | 0.33 | 0.33 | 0.67 | 5.773 s | 2.664 s | 13.108 s | 2.106 s |
5046
51- Skipped reason for ` flat ` : model evaluation disabled for scenario
47+ Error counts for ` direct ` : model_error=1
5248
53- | staged | 0 .0 | 0 .0 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 | 0 |
49+ | flat | 50 .0 | 2492 .0 | 0.33 | 0.33 | 0.67 | 2.811 s | 2.618 s | 4.113 s | 2.908 s |
5450
55- Skipped reason for ` staged ` : model evaluation disabled for scenario
51+ Error counts for ` flat ` : model_error=1
5652
53+ | staged | 50.0 | 2413.0 | 0.00 | 0.00 | 0.67 | 11.925 s | 11.826 s | 13.327 s | 11.975 s |
5754
58- Structural memory: load alloc ` 237.23 KiB` , compile alloc ` 469.85 KiB ` , heap after compile ` 1.52 MiB `
55+ Structural memory: load alloc ` 232.17 KiB` , compile alloc ` 469.85 KiB ` , heap after compile ` 1.52 MiB `
5956
6057
6158## synthetic-200
@@ -77,7 +74,7 @@ Skipped reason for `flat`: model evaluation disabled for scenario
7774Skipped reason for ` staged ` : model evaluation disabled for scenario
7875
7976
80- Structural memory: load alloc ` 929.90 KiB` , compile alloc ` 1.84 MiB ` , heap after compile ` 3.58 MiB`
77+ Structural memory: load alloc ` 919.65 KiB` , compile alloc ` 1.84 MiB ` , heap after compile ` 2.23 MiB`
8178
8279
8380## synthetic-500
@@ -99,7 +96,7 @@ Skipped reason for `flat`: model evaluation disabled for scenario
9996Skipped reason for ` staged ` : model evaluation disabled for scenario
10097
10198
102- Structural memory: load alloc ` 2.09 MiB ` , compile alloc ` 4.59 MiB ` , heap after compile ` 4.35 MiB`
99+ Structural memory: load alloc ` 2.07 MiB ` , compile alloc ` 4.58 MiB ` , heap after compile ` 5.29 MiB`
103100
104101
105102## bfcl-live-simple-subset
@@ -108,11 +105,11 @@ BFCL subset with model evaluation enabled for a bounded set of tasks.
108105
109106| Variant | Avg visible tools | Avg token proxy | Wrong-tool rate | Invalid-args rate | Task success rate | Avg latency | P50 | P95 | Useful selection |
110107| --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: |
111- | direct | 4.0 | 743.0 | 0.00 | 0.00 | 1.00 | 885.463 ms | 394.971 ms | 1.704 s | 885.463 ms |
112- | flat | 4.0 | 282.0 | 0.00 | 0.00 | 1.00 | 1.581 s | 878.059 ms | 3.026 s | 1.581 s |
113- | staged | 4.0 | 247.0 | 0.00 | 0.00 | 1.00 | 12.590 s | 7.798 s | 20.122 s | 12.590 s |
108+ | direct | 4.0 | 743.0 | 0.00 | 0.00 | 1.00 | 2.453 s | 1.471 s | 6.018 s | 2.453 s |
109+ | flat | 4.0 | 282.0 | 0.00 | 0.00 | 1.00 | 2.550 s | 528.988 ms | 6.814 s | 2.550 s |
110+ | staged | 4.0 | 247.0 | 0.00 | 0.00 | 1.00 | 4.411 s | 1.384 s | 13.369 s | 4.411 s |
114111
115- Structural memory: load alloc ` 1.33 MiB ` , compile alloc ` 52.67 KiB ` , heap after compile ` 2.23 MiB `
112+ Structural memory: load alloc ` 1.32 MiB ` , compile alloc ` 52.67 KiB ` , heap after compile ` 2.25 MiB `
116113
117114
118115## github-collaboration-subset
@@ -121,11 +118,11 @@ Official GitHub REST API subset with model evaluation enabled for a bounded set
121118
122119| Variant | Avg visible tools | Avg token proxy | Wrong-tool rate | Invalid-args rate | Task success rate | Avg latency | P50 | P95 | Useful selection |
123120| --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: |
124- | direct | 14.0 | 6323.0 | 0.00 | 0.00 | 1.00 | 2.562 s | 988.665 ms | 6.999 s | 2.562 s |
125- | flat | 14.0 | 993.0 | 0.00 | 0.00 | 1.00 | 2.022 s | 1.145 s | 3.607 s | 2.022 s |
126- | staged | 14.0 | 956.0 | 0.00 | 0.00 | 1.00 | 4.815 s | 4.446 s | 7.131 s | 4.815 s |
121+ | direct | 14.0 | 6323.0 | 0.00 | 0.00 | 1.00 | 3.079 s | 3.613 s | 4.021 s | 3.079 s |
122+ | flat | 14.0 | 993.0 | 0.00 | 0.00 | 1.00 | 5.289 s | 2.973 s | 9.708 s | 5.289 s |
123+ | staged | 14.0 | 956.0 | 0.00 | 0.00 | 1.00 | 2.341 s | 1.281 s | 4.135 s | 2.341 s |
127124
128- Structural memory: load alloc ` 75.06 MiB ` , compile alloc ` 348.46 KiB ` , heap after compile ` 36.95 MiB`
125+ Structural memory: load alloc ` 75.17 MiB ` , compile alloc ` 348.46 KiB ` , heap after compile ` 35.52 MiB`
129126
130127
131128## github-rest-full-metrics
@@ -150,7 +147,7 @@ Skipped reason for `staged`: scenario has no tasks
150147Notes:
151148- scenario contains no task oracle; only structural metrics, compile time, and gateway overhead were measured
152149
153- Structural memory: load alloc ` 71.08 MiB ` , compile alloc ` 21.09 MiB ` , heap after compile ` 18.52 MiB`
150+ Structural memory: load alloc ` 71.12 MiB ` , compile alloc ` 21.09 MiB ` , heap after compile ` 19.02 MiB`
154151
155152
156153## stripe-rest-full-metrics
@@ -175,7 +172,7 @@ Skipped reason for `staged`: scenario has no tasks
175172Notes:
176173- scenario contains no task oracle; only structural metrics, compile time, and gateway overhead were measured
177174
178- Structural memory: load alloc ` 48.84 MiB ` , compile alloc ` 11.21 MiB ` , heap after compile ` 10.03 MiB`
175+ Structural memory: load alloc ` 48.87 MiB ` , compile alloc ` 11.21 MiB ` , heap after compile ` 13.38 MiB`
179176
180177
181178## twilio-rest-full-metrics
@@ -200,7 +197,7 @@ Skipped reason for `staged`: scenario has no tasks
200197Notes:
201198- scenario contains no task oracle; only structural metrics, compile time, and gateway overhead were measured
202199
203- Structural memory: load alloc ` 11.92 MiB ` , compile alloc ` 4.02 MiB ` , heap after compile ` 6.52 MiB`
200+ Structural memory: load alloc ` 11.88 MiB ` , compile alloc ` 4.02 MiB ` , heap after compile ` 5.06 MiB`
204201
205202
206203## openmeteo-runtime-public
@@ -225,12 +222,12 @@ Skipped reason for `staged`: scenario has no tasks
225222Notes:
226223- scenario contains no task oracle; only structural metrics, compile time, and gateway overhead were measured
227224
228- Structural memory: load alloc ` 137.67 KiB ` , compile alloc ` 22.89 KiB ` , heap after compile ` 1.12 MiB `
225+ Structural memory: load alloc ` 137.67 KiB ` , compile alloc ` 22.89 KiB ` , heap after compile ` 1.14 MiB `
229226
230227Runtime execution:
231228- tasks: 1
232229- success_rate: 1.00
233- - avg_latency: 305.447 ms
234- - p95_latency: 305.447 ms
230+ - avg_latency: 302.711 ms
231+ - p95_latency: 302.711 ms
235232
236233
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