diff --git a/latest-results.md b/latest-results.md
index abc6ec4..c1eb7b5 100644
--- a/latest-results.md
+++ b/latest-results.md
@@ -1,8 +1,8 @@
 # Python LSP Benchmark Comparison
 
-Generated from `results/bench-servers/summary-20260919T060520Z.json`
+Generated from `results/bench-servers/summary-20260920T060502Z.json`
 
-- Generated at: 20260919T060520Z
+- Generated at: 20260920T060502Z
 - Config: `github-releases`
 - Servers: pyright, ty, pyrefly, pylsp-mypy
 - Baseline server: Pyright (pyright)
@@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260919T060520Z.json`
 
 | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points |
 | --- | --- | --- | ---: | ---: | ---: | ---: | ---: |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 6 | 4421.99 | 3.65 | 150 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | no | 8 | 13664.98 | 31.51 | 205 | 97% | 2 |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 6 | 30793.11 | 50.68 | 150 | 97% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | no | 6 | 171024.70 | 297.42 | 150 | 80% | 5 |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 6 | 5064.22 | 4.15 | 150 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | no | 8 | 16195.86 | 35.92 | 205 | 97% | 2 |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 6 | 37020.03 | 66.24 | 150 | 97% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 6 | 215981.42 | 362.67 | 150 | 80% | 5 |
 
 *Wall clock ms includes server startup, warmup iterations, and shutdown — but excludes one-time environment creation and dependency installation.*
 
@@ -41,10 +41,10 @@ Generated from `results/bench-servers/summary-20260919T060520Z.json`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 432.49 | 3.43 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 971.18 | 20.61 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 3595.50 | 55.57 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | no | 6578.44 | 94.91 | 5 | 25 | 80% | 1 |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 508.93 | 4.04 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 1209.05 | 22.76 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 4464.37 | 74.44 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 7504.51 | 109.59 | 5 | 25 | 80% | 1 |
 
 ### dataframe completion
 
@@ -52,10 +52,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 1.37 | 1.64 | 100% | 223.00 | +22.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 5.18 | 9.76 | 100% | 201.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 63.33 | 248.00 | 100% | 250.00 | +49.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 171.41 | 477.14 | 100% | 188.00 | -13.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 1.64 | 1.74 | 100% | 223.00 | +22.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 6.10 | 9.69 | 100% | 201.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 79.97 | 312.75 | 100% | 250.00 | +49.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 207.20 | 475.99 | 100% | 188.00 | -13.00 | pass |
 
 ### dataframe describe hover
 
@@ -63,10 +63,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 0.24 | 0.26 | 100% | 4232.00 | +213.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 0.97 | 1.40 | 100% | 4019.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 4.65 | 5.97 | 100% | 3182.00 | -837.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 152.91 | 158.28 | 100% | 4134.00 | +115.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.33 | 0.35 | 100% | 4232.00 | +213.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 1.11 | 1.33 | 100% | 4019.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 2.51 | 2.71 | 100% | 3182.00 | -837.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 174.00 | 176.29 | 100% | 4134.00 | +115.00 | pass |
 
 ### summarize definition
 
@@ -74,10 +74,10 @@ Method: `textDocument/definition`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 0.14 | 0.15 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 0.31 | 0.37 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 0.80 | 0.82 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 2.05 | 4.48 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.33 | 0.45 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.41 | 0.49 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 1.05 | 1.12 | 100% | 1.00 | 0.00 | pass |
 
 ### edit array then complete (edit+completion)
 
@@ -85,10 +85,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | no | 3.14 | 3.35 | 0% | 0.00 | -168.00 | fail (10) |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 10.81 | 13.00 | 100% | 168.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 30.15 | 78.24 | 100% | 149.00 | -19.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 246.72 | 356.47 | 100% | 168.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 4.07 | 4.21 | 0% | 0.00 | -168.00 | fail (10) |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 12.12 | 13.26 | 100% | 168.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 28.52 | 76.02 | 100% | 149.00 | -19.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 334.90 | 447.71 | 100% | 168.00 | 0.00 | pass |
 
 ### edit array then hover (edit+hover)
 
@@ -96,10 +96,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 2.86 | 4.68 | 100% | 2546.00 | +2268.00 | pass |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 4.56 | 4.58 | 100% | 267.00 | -11.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 24.67 | 26.02 | 100% | 278.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 146.29 | 147.32 | 100% | 5662.00 | +5384.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 2.50 | 2.51 | 100% | 2546.00 | +2268.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 5.87 | 5.92 | 100% | 267.00 | -11.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 29.67 | 33.89 | 100% | 278.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 161.63 | 162.43 | 100% | 5662.00 | +5384.00 | pass |
 
 ### Result Differences
 
@@ -112,10 +112,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 221.38 | 2.20 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 304.90 | 4.25 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 1201.39 | 11.47 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 6281.59 | 141.99 | 5 | 25 | 100% | 0 |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 254.68 | 2.58 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 292.74 | 4.77 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 1423.89 | 13.61 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 7536.60 | 171.60 | 5 | 25 | 100% | 0 |
 
 ### queryset completion
 
@@ -123,10 +123,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 4.17 | 5.96 | 100% | 261.00 | +251.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 4.56 | 6.68 | 100% | 10.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 13.01 | 50.08 | 100% | 15.00 | +5.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 170.62 | 527.36 | 100% | 2.00 | -8.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 4.69 | 7.08 | 100% | 261.00 | +251.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 4.77 | 7.78 | 100% | 10.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 15.28 | 60.22 | 100% | 15.00 | +5.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 219.46 | 581.88 | 100% | 2.00 | -8.00 | pass |
 
 ### queryset filter hover
 
@@ -134,10 +134,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 0.15 | 0.18 | 100% | 46.00 | -11.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 0.41 | 0.46 | 100% | 57.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 2.09 | 2.92 | 100% | 298.00 | +241.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 134.19 | 138.09 | 100% | 57.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.24 | 0.26 | 100% | 46.00 | -11.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.28 | 0.31 | 100% | 298.00 | +241.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.54 | 0.57 | 100% | 57.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 151.07 | 151.81 | 100% | 57.00 | 0.00 | pass |
 
 ### model definition
 
@@ -145,10 +145,10 @@ Method: `textDocument/definition`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 0.12 | 0.14 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 0.33 | 0.40 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.48 | 1.57 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 0.77 | 0.80 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.24 | 0.27 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.40 | 0.44 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 1.06 | 1.08 | 100% | 1.00 | 0.00 | pass |
 
 ### edit queryset then complete (edit+completion)
 
@@ -156,10 +156,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 4.00 | 4.67 | 100% | 104.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 4.47 | 4.95 | 100% | 83.00 | -21.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 20.74 | 22.23 | 100% | 104.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 201.63 | 248.17 | 100% | 143.00 | +39.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 3.70 | 9.19 | 100% | 83.00 | -21.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 4.61 | 4.81 | 100% | 104.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 25.06 | 27.03 | 100% | 104.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 244.29 | 277.96 | 100% | 143.00 | +39.00 | pass |
 
 ### edit queryset then hover (edit+hover)
 
@@ -167,10 +167,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 1.21 | 3.27 | 100% | 858.00 | +775.00 | pass |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 2.56 | 2.59 | 100% | 100.00 | +17.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 31.33 | 36.36 | 100% | 83.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 202.75 | 207.06 | 100% | 71.00 | -12.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 3.18 | 3.20 | 100% | 100.00 | +17.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 4.34 | 13.53 | 100% | 858.00 | +775.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 37.27 | 44.59 | 100% | 83.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 242.12 | 249.87 | 100% | 71.00 | -12.00 | pass |
 
 ### Result Differences
 
@@ -183,10 +183,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 752.10 | 7.32 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 1072.01 | 27.54 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 7671.94 | 91.36 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 6536.89 | 109.43 | 5 | 25 | 100% | 0 |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 834.74 | 7.94 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 1279.83 | 32.96 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 7615.56 | 134.28 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 10452.25 | 145.07 | 5 | 25 | 100% | 0 |
 
 ### report dataframe completion
 
@@ -194,10 +194,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 15.32 | 18.55 | 100% | 1000.00 | +728.80 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 46.75 | 59.69 | 100% | 6.00 | -265.20 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 67.09 | 223.45 | 100% | 271.20 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 78.79 | 314.55 | 100% | 16.00 | -255.20 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 18.03 | 21.61 | 100% | 1000.00 | +728.80 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 80.83 | 280.50 | 100% | 271.20 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 86.60 | 345.56 | 100% | 16.00 | -255.20 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 91.21 | 220.62 | 100% | 6.00 | -265.20 | pass |
 
 ### dataframe groupby hover
 
@@ -205,10 +205,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 0.21 | 0.25 | 100% | 329.00 | -21.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 0.62 | 0.69 | 100% | 350.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 1.81 | 1.99 | 100% | 2759.00 | +2409.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 160.59 | 163.14 | 100% | 301.00 | -49.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.28 | 0.33 | 100% | 329.00 | -21.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.67 | 0.73 | 100% | 350.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 2.37 | 2.50 | 100% | 2759.00 | +2409.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 185.91 | 188.41 | 100% | 301.00 | -49.00 | pass |
 
 ### build report definition
 
@@ -216,10 +216,10 @@ Method: `textDocument/definition`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 0.15 | 0.17 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.24 | 0.41 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 0.32 | 0.50 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 0.82 | 0.84 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.22 | 0.24 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.44 | 0.51 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 1.07 | 1.09 | 100% | 1.00 | 0.00 | pass |
 
 ### edit dataframe then complete (edit+completion)
 
@@ -227,10 +227,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 16.85 | 17.43 | 100% | 448.00 | +8.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 30.46 | 52.47 | 100% | 256.00 | -184.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 184.21 | 190.03 | 100% | 441.00 | +1.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 378.06 | 861.92 | 100% | 440.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 16.37 | 17.70 | 100% | 448.00 | +8.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 68.00 | 98.37 | 100% | 256.00 | -184.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 215.66 | 217.79 | 100% | 441.00 | +1.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 633.01 | 1277.63 | 100% | 440.00 | 0.00 | pass |
 
 ### edit dataframe then hover (edit+hover)
 
@@ -238,10 +238,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 4.06 | 4.11 | 100% | 4441.00 | +149.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 10.73 | 12.97 | 100% | 4292.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 26.40 | 79.51 | 100% | 943.00 | -3349.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 154.78 | 157.59 | 100% | 232.00 | -4060.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 4.84 | 4.87 | 100% | 4441.00 | +149.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 7.58 | 14.78 | 100% | 943.00 | -3349.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 10.38 | 12.11 | 100% | 4292.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 177.53 | 178.02 | 100% | 232.00 | -4060.00 | pass |
 
 ### Result Differences
 
@@ -254,10 +254,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 308.57 | 2.16 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 715.36 | 15.44 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 2944.70 | 38.60 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | no | 5866.43 | 96.59 | 5 | 25 | 60% | 2 |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 366.23 | 2.61 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 887.45 | 20.01 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 3617.68 | 48.49 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 6906.74 | 117.75 | 5 | 25 | 60% | 2 |
 
 ### query completion
 
@@ -265,10 +265,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 2.87 | 6.54 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 5.62 | 8.78 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 65.55 | 261.47 | 100% | 15.00 | +14.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 160.16 | 341.84 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 3.35 | 7.77 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 7.29 | 11.46 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 81.37 | 323.24 | 100% | 15.00 | +14.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 187.53 | 444.57 | 100% | 1.00 | 0.00 | pass |
 
 ### sessionmaker hover
 
@@ -276,10 +276,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 0.31 | 0.32 | 100% | 10621.00 | +49.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 0.94 | 1.06 | 100% | 10572.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 4.72 | 5.83 | 100% | 15232.00 | +4660.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 263.07 | 265.34 | 100% | 10498.00 | -74.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.39 | 0.41 | 100% | 10621.00 | +49.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 1.05 | 1.09 | 100% | 15232.00 | +4660.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 1.32 | 1.60 | 100% | 10572.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 322.63 | 325.25 | 100% | 10498.00 | -74.00 | pass |
 
 ### mapped class definition
 
@@ -287,10 +287,10 @@ Method: `textDocument/definition`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 0.16 | 0.16 | 100% | 2.00 | +1.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 0.31 | 0.35 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 0.89 | 1.07 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 3.17 | 5.36 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.21 | 0.22 | 100% | 2.00 | +1.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.25 | 0.30 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.43 | 0.61 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 1.09 | 1.11 | 100% | 1.00 | 0.00 | pass |
 
 ### edit query then complete (edit+completion)
 
@@ -298,10 +298,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 3.34 | 9.58 | 100% | 17.00 | -21.00 | pass |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 4.00 | 4.69 | 100% | 23.00 | -15.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | no | 28.96 | 30.12 | 0% | 0.00 | -38.00 | fail (10) |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 113.06 | 160.64 | 100% | 38.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 4.74 | 5.11 | 100% | 23.00 | -15.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 11.56 | 29.04 | 100% | 17.00 | -21.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 38.48 | 38.83 | 0% | 0.00 | -38.00 | fail (10) |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 140.78 | 195.19 | 100% | 38.00 | 0.00 | pass |
 
 ### edit session then hover (edit+hover)
 
@@ -309,10 +309,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.40 | 0.41 | 100% | 2246.00 | +1346.00 | pass |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 3.46 | 3.49 | 100% | 958.00 | +58.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | no | 29.88 | 30.63 | 0% | 0.00 | -900.00 | fail (10) |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 73.05 | 83.98 | 100% | 900.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 4.36 | 4.41 | 100% | 958.00 | +58.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 5.79 | 5.83 | 100% | 2246.00 | +1346.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 39.03 | 39.16 | 0% | 0.00 | -900.00 | fail (10) |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 92.64 | 101.41 | 100% | 900.00 | 0.00 | pass |
 
 ### Result Differences
 
@@ -326,10 +326,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 2359.67 | 4.09 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 14086.11 | 99.62 | 5 | 25 | 80% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 4546.02 | 144.28 | 5 | 25 | 80% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | no | 141794.59 | 1258.73 | 5 | 25 | 40% | 2 |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 2687.92 | 4.71 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 15536.80 | 106.90 | 5 | 25 | 80% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 5691.94 | 182.07 | 5 | 25 | 80% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 181644.97 | 1537.19 | 5 | 25 | 40% | 2 |
 
 ### classifier pipeline completion
 
@@ -337,10 +337,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 9.67 | 10.81 | 100% | 777.00 | +654.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 52.92 | 74.55 | 100% | 123.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 115.49 | 119.28 | 100% | 2.00 | -121.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 720.43 | 2881.01 | 100% | 15.00 | -108.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 11.21 | 12.55 | 100% | 777.00 | +654.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 50.56 | 84.85 | 100% | 123.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 143.48 | 145.03 | 100% | 2.00 | -121.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 892.88 | 3547.18 | 100% | 15.00 | -108.00 | pass |
 
 ### pipeline hover
 
@@ -348,10 +348,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.15 | 0.18 | 100% | 48.00 | +14.00 | pass |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 0.17 | 0.19 | 100% | 7.00 | -27.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 0.48 | 0.60 | 100% | 34.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | no | 2245.39 | 2297.45 | 0% | 0.00 | -34.00 | fail (10) |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.23 | 0.25 | 100% | 7.00 | -27.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.26 | 0.27 | 100% | 48.00 | +14.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.45 | 0.51 | 100% | 34.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 2737.24 | 2765.12 | 0% | 0.00 | -34.00 | fail (10) |
 
 ### auto tokenizer definition
 
@@ -359,10 +359,10 @@ Method: `textDocument/definition`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.16 | 0.16 | 100% | 1.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 0.38 | 0.43 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 1827.95 | 1887.77 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.28 | 0.29 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.43 | 0.47 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.45 | 1.07 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 2172.17 | 2196.45 | 100% | 1.00 | 0.00 | pass |
 
 ### edit prediction then complete (edit+completion)
 
@@ -370,10 +370,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.35 | 0.43 | 0% | 0.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 1.89 | 1.98 | 0% | 0.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 5.47 | 6.59 | 100% | 23.00 | +23.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 5.51 | 6.89 | 0% | 0.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 2.63 | 2.85 | 0% | 0.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 6.01 | 6.11 | 100% | 23.00 | +23.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 6.67 | 7.92 | 0% | 0.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 14.67 | 28.27 | 0% | 0.00 | 0.00 | pass |
 
 ### edit tokenizer then hover (edit+hover)
 
@@ -381,10 +381,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.29 | 0.32 | 100% | 33.00 | +3.00 | pass |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 4.92 | 5.08 | 100% | 7.00 | -23.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 438.81 | 454.04 | 100% | 30.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | no | 2102.90 | 2132.38 | 0% | 0.00 | -30.00 | fail (10) |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 2.08 | 5.26 | 100% | 33.00 | +3.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 5.82 | 5.94 | 100% | 7.00 | -23.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 476.39 | 505.54 | 100% | 30.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 2630.44 | 2651.58 | 0% | 0.00 | -30.00 | fail (10) |
 
 ### Result Differences
 
@@ -397,10 +397,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 347.78 | 2.70 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 1293.47 | 7.43 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 736.65 | 12.20 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 3966.75 | 82.85 | 5 | 25 | 100% | 0 |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 411.72 | 3.04 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 1525.05 | 8.97 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 884.96 | 13.61 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 4773.03 | 105.62 | 5 | 25 | 100% | 0 |
 
 ### request args completion
 
@@ -408,10 +408,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 4.87 | 7.79 | 100% | 14.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 4.97 | 7.42 | 100% | 467.00 | +453.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 52.30 | 149.92 | 100% | 487.80 | +473.80 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 60.09 | 124.00 | 100% | 1.00 | -13.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 4.46 | 8.02 | 100% | 14.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 5.83 | 8.36 | 100% | 467.00 | +453.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 56.24 | 187.16 | 100% | 487.80 | +473.80 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 67.24 | 109.98 | 100% | 1.00 | -13.00 | pass |
 
 ### client session hover
 
@@ -419,10 +419,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 0.15 | 0.17 | 100% | 7.00 | -19.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 0.42 | 0.50 | 100% | 26.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 4.85 | 17.22 | 100% | 167.00 | +141.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 56.73 | 140.77 | 100% | 359.00 | +333.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.21 | 0.24 | 100% | 7.00 | -19.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.50 | 0.56 | 100% | 26.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 5.29 | 18.48 | 100% | 167.00 | +141.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 82.78 | 204.28 | 100% | 359.00 | +333.00 | pass |
 
 ### client references
 
@@ -430,10 +430,10 @@ Method: `textDocument/references`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | References found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.26 | 0.28 | 100% | 2.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 0.58 | 0.74 | 100% | 2.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 0.60 | 0.68 | 100% | 2.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 41.05 | 105.24 | 100% | 2.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.33 | 0.35 | 100% | 2.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.69 | 0.77 | 100% | 2.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.72 | 0.87 | 100% | 2.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 65.26 | 121.86 | 100% | 2.00 | 0.00 | pass |
 
 ### edit response then complete (edit+completion)
 
@@ -441,10 +441,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 2.39 | 3.81 | 100% | 32.00 | -173.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 4.28 | 5.94 | 100% | 205.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 5.11 | 6.85 | 100% | 225.00 | +20.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 68.22 | 70.78 | 100% | 57.00 | -148.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 2.26 | 4.85 | 100% | 32.00 | -173.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 4.33 | 5.45 | 100% | 205.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 5.11 | 5.75 | 100% | 225.00 | +20.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 87.25 | 90.29 | 100% | 57.00 | -148.00 | pass |
 
 ### edit response then hover (edit+hover)
 
@@ -452,10 +452,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 1.21 | 1.27 | 100% | 9977.00 | +9557.00 | pass |
-| [Ty](latest-results/ty-20260919T060520Z.json) | yes | 2.67 | 2.70 | 100% | 1555.00 | +1135.00 | pass |
-| [Pyright](latest-results/pyright-20260919T060520Z.json) | yes | 26.99 | 30.14 | 100% | 420.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260919T060520Z.json) | yes | 188.18 | 191.05 | 100% | 880.00 | +460.00 | pass |
+| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 3.34 | 3.36 | 100% | 1555.00 | +1135.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 3.93 | 5.82 | 100% | 9977.00 | +9557.00 | pass |
+| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 34.83 | 40.48 | 100% | 420.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 225.56 | 226.82 | 100% | 880.00 | +460.00 | pass |
 
 ### Result Differences
 
@@ -468,7 +468,7 @@ Method: `textDocument/hover`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | no | 180.14 | 0.22 | 8 | 40 | 100% | 2 |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | no | 215.32 | 0.32 | 8 | 40 | 100% | 2 |
 
 ### builtins semantic tokens
 
@@ -476,7 +476,7 @@ Method: semantic token impl using typeServer/getComputedType
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.70 | 0.77 | 100% | 30.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.98 | 1.03 | 100% | 30.00 | 0.00 | pass |
 
 ### builtin int computed type
 
@@ -484,7 +484,7 @@ Method: `typeServer/getComputedType`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.11 | 0.12 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.19 | 0.21 | 100% | 7.00 | 0.00 | pass |
 
 ### list declared type
 
@@ -492,7 +492,7 @@ Method: `typeServer/getDeclaredType`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.25 | 0.27 | 100% | 7.00 | 0.00 | pass |
 
 ### generic specialization computed type
 
@@ -500,7 +500,7 @@ Method: `typeServer/getComputedType`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.23 | 0.23 | 100% | 7.00 | 0.00 | pass |
 
 ### stdlib path computed type
 
@@ -508,7 +508,7 @@ Method: `typeServer/getComputedType`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.16 | 0.19 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.22 | 0.23 | 100% | 7.00 | 0.00 | pass |
 
 ### function argument expected type
 
@@ -516,13 +516,13 @@ Method: `typeServer/getExpectedType`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.23 | 0.25 | 100% | 7.00 | 0.00 | pass |
 
 ## Benchmark: tsp_semantic
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 5138.73 | 56.24 | 3 | 15 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 5734.57 | 29.82 | 3 | 15 | 100% | 0 |
 
 ### django semantic tokens
 
@@ -530,7 +530,7 @@ Method: semantic token impl using typeServer/getComputedType
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 11.46 | 18.41 | 100% | 126.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 20.95 | 39.20 | 100% | 126.00 | 0.00 | pass |
 
 ### transformers semantic tokens
 
@@ -538,7 +538,7 @@ Method: semantic token impl using typeServer/getComputedType
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 121.30 | 125.26 | 100% | 74.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 61.31 | 66.54 | 100% | 74.00 | 0.00 | pass |
 
 ### stdlib semantic tokens
 
@@ -546,4 +546,4 @@ Method: semantic token impl using typeServer/getComputedType
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260919T060520Z.json) | yes | 35.97 | 56.14 | 100% | 75.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 7.20 | 7.43 | 100% | 75.00 | 0.00 | pass |
diff --git a/latest-results/pylsp-mypy-20260919T060520Z-responses.jsonl b/latest-results/pylsp-mypy-20260920T060502Z-responses.jsonl
similarity index 100%
rename from latest-results/pylsp-mypy-20260919T060520Z-responses.jsonl
rename to latest-results/pylsp-mypy-20260920T060502Z-responses.jsonl
diff --git a/latest-results/pylsp-mypy-20260919T060520Z.json b/latest-results/pylsp-mypy-20260920T060502Z.json
similarity index 90%
rename from latest-results/pylsp-mypy-20260919T060520Z.json
rename to latest-results/pylsp-mypy-20260920T060502Z.json
index 86097c3..aeac368 100644
--- a/latest-results/pylsp-mypy-20260919T060520Z.json
+++ b/latest-results/pylsp-mypy-20260920T060502Z.json
@@ -11,8 +11,8 @@
     "transformers",
     "web"
   ],
-  "started_at_unix": 1789798035.616888,
-  "finished_at_unix": 1789798206.7180262,
+  "started_at_unix": 1789884435.262386,
+  "finished_at_unix": 1789884651.3236492,
   "scenario_reports": [],
   "benchmark_reports": [
     {
@@ -25,7 +25,7 @@
       "environment_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/.venv",
       "python_executable": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/.venv/bin/python",
       "success": false,
-      "total_duration_ms": 6578.443520000008,
+      "total_duration_ms": 7504.5092229999855,
       "error_message": null,
       "summary": {
         "request_count": 32,
@@ -34,11 +34,11 @@
         "failure_count": 0,
         "bytes_sent": 18656,
         "bytes_received": 310574,
-        "min_ms": 0.7650739999860434,
-        "max_ms": 1616.717852000022,
-        "mean_ms": 204.75099103124973,
-        "median_ms": 94.22136799999237,
-        "p95_ms": 1068.28992689999,
+        "min_ms": 0.7557929999961743,
+        "max_ms": 1861.3283859999967,
+        "mean_ms": 233.65197453124688,
+        "median_ms": 155.37855949999368,
+        "p95_ms": 1269.7758799500034,
         "result_summary": {
           "present_count": 31,
           "empty_count": 7,
@@ -94,27 +94,27 @@
         "by_method": {
           "textDocument/completion": {
             "point_count": 2,
-            "min_ms": 3.0391580000070917,
-            "max_ms": 563.7514360000182,
-            "mean_ms": 87.27423390000126,
-            "median_ms": 26.30578599999467,
-            "p95_ms": 368.8757977000132
+            "min_ms": 3.983442000020432,
+            "max_ms": 543.0392890000064,
+            "mean_ms": 105.63391459999991,
+            "median_ms": 33.05451549999816,
+            "p95_ms": 392.1828878500062
           },
           "textDocument/hover": {
             "point_count": 2,
-            "min_ms": 144.80450400000677,
-            "max_ms": 159.3232559999933,
-            "mean_ms": 149.6033423,
-            "median_ms": 148.47253850001607,
-            "p95_ms": 156.9682646999894
+            "min_ms": 161.13900700000272,
+            "max_ms": 176.82923600000322,
+            "mean_ms": 167.81902269999875,
+            "median_ms": 167.47423549999496,
+            "p95_ms": 175.6149235999942
           },
           "textDocument/definition": {
             "point_count": 1,
-            "min_ms": 0.7852729999910935,
-            "max_ms": 0.8280170000034559,
-            "mean_ms": 0.7980277999990903,
-            "median_ms": 0.7937749999769039,
-            "p95_ms": 0.821941800006698
+            "min_ms": 1.0063849999824015,
+            "max_ms": 1.1450259999890022,
+            "mean_ms": 1.0479513999882784,
+            "median_ms": 1.0255009999866616,
+            "p95_ms": 1.1236617999884402
           }
         },
         "validation": {
@@ -140,11 +140,11 @@
             "failure_count": 0,
             "bytes_sent": 1425,
             "bytes_received": 202685,
-            "min_ms": 49.20116499999949,
-            "max_ms": 563.7514360000182,
-            "mean_ms": 171.40889439999683,
-            "median_ms": 57.74827399997662,
-            "p95_ms": 477.14004120001607,
+            "min_ms": 61.874375000002146,
+            "max_ms": 543.0392890000064,
+            "mean_ms": 207.19610659999717,
+            "median_ms": 149.61811199998465,
+            "p95_ms": 475.9919996000064,
             "result_summary": {
               "present_count": 5,
               "empty_count": 0,
@@ -204,9 +204,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 1380.5186799999944,
+              "duration_ms": 1597.68897699999,
               "success": true,
-              "started_at_unix": 1789798035.9919434,
+              "started_at_unix": 1789884435.5449018,
               "bytes_sent": 285,
               "bytes_received": 40537,
               "request_id": 2,
@@ -234,9 +234,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 130.69446200000812,
+              "duration_ms": 207.80284200000665,
               "success": true,
-              "started_at_unix": 1789798037.373361,
+              "started_at_unix": 1789884437.1432083,
               "bytes_sent": 285,
               "bytes_received": 40537,
               "request_id": 3,
@@ -264,9 +264,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 563.7514360000182,
+              "duration_ms": 543.0392890000064,
               "success": true,
-              "started_at_unix": 1789798037.5049207,
+              "started_at_unix": 1789884437.3520188,
               "bytes_sent": 285,
               "bytes_received": 40537,
               "request_id": 4,
@@ -294,9 +294,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 57.74827399997662,
+              "duration_ms": 149.61811199998465,
               "success": true,
-              "started_at_unix": 1789798038.0700352,
+              "started_at_unix": 1789884437.8969758,
               "bytes_sent": 285,
               "bytes_received": 40537,
               "request_id": 5,
@@ -324,9 +324,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 55.6491349999817,
+              "duration_ms": 73.64591499998596,
               "success": true,
-              "started_at_unix": 1789798038.1291516,
+              "started_at_unix": 1789884438.0475662,
               "bytes_sent": 285,
               "bytes_received": 40537,
               "request_id": 6,
@@ -354,9 +354,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 49.20116499999949,
+              "duration_ms": 61.874375000002146,
               "success": true,
-              "started_at_unix": 1789798038.1861932,
+              "started_at_unix": 1789884438.1230047,
               "bytes_sent": 285,
               "bytes_received": 40537,
               "request_id": 7,
@@ -399,11 +399,11 @@
             "failure_count": 0,
             "bytes_sent": 1269,
             "bytes_received": 22644,
-            "min_ms": 149.43545100001643,
-            "max_ms": 159.3232559999933,
-            "mean_ms": 152.91473799999835,
-            "median_ms": 152.01316399998177,
-            "p95_ms": 158.27659319999157,
+            "min_ms": 172.33646100001465,
+            "max_ms": 176.82923600000322,
+            "mean_ms": 174.00316500000486,
+            "median_ms": 173.4932240000262,
+            "p95_ms": 176.2895415999992,
             "result_summary": {
               "present_count": 5,
               "empty_count": 0,
@@ -463,9 +463,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 1616.717852000022,
+              "duration_ms": 1861.3283859999967,
               "success": true,
-              "started_at_unix": 1789798038.2363224,
+              "started_at_unix": 1789884438.185888,
               "bytes_sent": 253,
               "bytes_received": 4528,
               "request_id": 8,
@@ -493,9 +493,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 149.71187700001565,
+              "duration_ms": 172.33646100001465,
               "success": true,
-              "started_at_unix": 1789798039.8531327,
+              "started_at_unix": 1789884440.047324,
               "bytes_sent": 253,
               "bytes_received": 4528,
               "request_id": 9,
@@ -523,9 +523,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 149.43545100001643,
+              "duration_ms": 176.82923600000322,
               "success": true,
-              "started_at_unix": 1789798040.0029633,
+              "started_at_unix": 1789884440.2197797,
               "bytes_sent": 254,
               "bytes_received": 4529,
               "request_id": 10,
@@ -553,9 +553,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 154.0899419999846,
+              "duration_ms": 173.22613999999703,
               "success": true,
-              "started_at_unix": 1789798040.1525722,
+              "started_at_unix": 1789884440.39676,
               "bytes_sent": 254,
               "bytes_received": 4529,
               "request_id": 11,
@@ -583,9 +583,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 159.3232559999933,
+              "duration_ms": 174.13076399998317,
               "success": true,
-              "started_at_unix": 1789798040.306777,
+              "started_at_unix": 1789884440.570106,
               "bytes_sent": 254,
               "bytes_received": 4529,
               "request_id": 12,
@@ -613,9 +613,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 152.01316399998177,
+              "duration_ms": 173.4932240000262,
               "success": true,
-              "started_at_unix": 1789798040.4662635,
+              "started_at_unix": 1789884440.744389,
               "bytes_sent": 254,
               "bytes_received": 4529,
               "request_id": 13,
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diff --git a/latest-results/summary-20260919T060520Z.csv b/latest-results/summary-20260919T060520Z.csv
deleted file mode 100644
index 1270792..0000000
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+++ /dev/null
@@ -1,132 +0,0 @@
-report_type,baseline_server_id,server_id,server_name,suite_name,scenario_name,point_label,method,method_display,success,mean_ms,p95_ms,non_empty_rate,result_metric_name,result_metric_label,result_metric_value,result_metric_delta,validation_passed,validation_failure_count
-benchmark,pyright,pyright,Pyright,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,5.1757374000004575,9.76170399999603,1.0,completion_item_count,Completions found,201.0,0.0,True,0
-benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.3748963999887565,1.6373301999806245,1.0,completion_item_count,Completions found,223.0,22.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,63.331390999996984,247.99878679998523,1.0,completion_item_count,Completions found,250.0,49.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,171.40889439999683,477.14004120001607,1.0,completion_item_count,Completions found,188.0,-13.0,True,0
-benchmark,pyright,pyright,Pyright,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,0.9743704000044318,1.397173200001589,1.0,hover_text_char_count,Hover length,4019.0,0.0,True,0
-benchmark,pyright,ty,Ty,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,0.24104360000478664,0.26105960001245876,1.0,hover_text_char_count,Hover length,4232.0,213.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,4.647940999996081,5.965200999997933,1.0,hover_text_char_count,Hover length,3182.0,-837.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,152.91473799999835,158.27659319999157,1.0,hover_text_char_count,Hover length,4134.0,115.0,True,0
-benchmark,pyright,pyright,Pyright,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.3099208000008957,0.3658348000044498,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.14490259999320187,0.15260600000033264,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,2.045229000003701,4.4842386000027545,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.7980277999990903,0.821941800006698,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,246.7243675999981,356.4733802000035,1.0,completion_item_count,Completions found,168.0,0.0,True,0
-benchmark,pyright,ty,Ty,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,10.81039099998975,13.000838400012071,1.0,completion_item_count,Completions found,168.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,30.14894399999548,78.23984239998366,1.0,completion_item_count,Completions found,149.0,-19.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,False,3.139573400005702,3.352750399994875,0.0,completion_item_count,Completions found,0.0,-168.0,False,10
-benchmark,pyright,pyright,Pyright,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,24.67159339999796,26.02204879999306,1.0,hover_text_char_count,Hover length,278.0,0.0,True,0
-benchmark,pyright,ty,Ty,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.560889999993378,4.583431799989057,1.0,hover_text_char_count,Hover length,267.0,-11.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.8632746000027964,4.683256399999891,1.0,hover_text_char_count,Hover length,2546.0,2268.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,146.29194660000167,147.31535000001372,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0
-benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.561039000000733,6.680223800000817,1.0,completion_item_count,Completions found,10.0,0.0,True,0
-benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.165736799990327,5.958328599990637,1.0,completion_item_count,Completions found,261.0,251.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,13.01055640000186,50.07601680001129,1.0,completion_item_count,Completions found,15.0,5.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset completion,textDocument/completion,textDocument/completion,True,170.62170039999955,527.356775000004,1.0,completion_item_count,Completions found,2.0,-8.0,True,0
-benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.41203180000195516,0.458339000007868,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0
-benchmark,pyright,ty,Ty,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.15199139999708677,0.17513439999561342,1.0,hover_text_char_count,Hover length,46.0,-11.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,2.0874660000060885,2.924518800000442,1.0,hover_text_char_count,Hover length,298.0,241.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,134.18581099999756,138.09184379999238,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.32698459999949137,0.40299340000160555,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.12498019999611643,0.13504899999361442,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.4791843999896628,1.573397799984377,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,0.765780400007543,0.8037054000226362,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,20.740105999999514,22.225216200001796,1.0,completion_item_count,Completions found,104.0,0.0,True,0
-benchmark,pyright,ty,Ty,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.9986525999893274,4.667865199979815,1.0,completion_item_count,Completions found,104.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.46898320000173,4.9462183999935405,1.0,completion_item_count,Completions found,83.0,-21.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,201.62923939999473,248.16574279999483,1.0,completion_item_count,Completions found,143.0,39.0,True,0
-benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,31.32604579999736,36.358968799996205,1.0,hover_text_char_count,Hover length,83.0,0.0,True,0
-benchmark,pyright,ty,Ty,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.556787399998939,2.5866006000001107,1.0,hover_text_char_count,Hover length,100.0,17.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.2117037999985314,3.2711557999846255,1.0,hover_text_char_count,Hover length,858.0,775.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,202.7475336000009,207.05552440001043,1.0,hover_text_char_count,Hover length,71.0,-12.0,True,0
-benchmark,pyright,pyright,Pyright,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,67.09222879999857,223.44842000000534,1.0,completion_item_count,Completions found,271.2,0.0,True,0
-benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,15.318267200007085,18.549166600001854,1.0,completion_item_count,Completions found,1000.0,728.8,True,0
-benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,78.79366380000192,314.5451731999912,1.0,completion_item_count,Completions found,16.0,-255.2,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,46.7464447999987,59.69040160001099,1.0,completion_item_count,Completions found,6.0,-265.2,True,0
-benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.6160296000018661,0.6948041999947918,1.0,hover_text_char_count,Hover length,350.0,0.0,True,0
-benchmark,pyright,ty,Ty,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.21425279999789382,0.2477851999969971,1.0,hover_text_char_count,Hover length,329.0,-21.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,1.8071644000031029,1.9940101999907256,1.0,hover_text_char_count,Hover length,2759.0,2409.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,160.5896477999977,163.14163060000055,1.0,hover_text_char_count,Hover length,301.0,-49.0,True,0
-benchmark,pyright,pyright,Pyright,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.31515640000066014,0.5036944000011089,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.14502459999903294,0.16701800000191724,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.23550479999698837,0.407710400003225,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.8175535999953354,0.8404777999999169,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,378.0609468000023,861.9185498000033,1.0,completion_item_count,Completions found,440.0,0.0,True,0
-benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,16.8479350000041,17.42642500000784,1.0,completion_item_count,Completions found,448.0,8.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,30.462314000010338,52.47316720002004,1.0,completion_item_count,Completions found,256.0,-184.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,184.20627200000013,190.0343765999935,1.0,completion_item_count,Completions found,441.0,1.0,True,0
-benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,10.727705400000787,12.97253239999634,1.0,hover_text_char_count,Hover length,4292.0,0.0,True,0
-benchmark,pyright,ty,Ty,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.060754400001088,4.114890200014543,1.0,hover_text_char_count,Hover length,4441.0,149.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,26.398158999995758,79.50547379998055,1.0,hover_text_char_count,Hover length,943.0,-3349.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,154.77761979999514,157.59146140000553,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0
-benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,5.619034000000056,8.783497600001056,1.0,completion_item_count,Completions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,2.8691962000095828,6.542973000006212,1.0,completion_item_count,Completions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,65.54990959999714,261.4724513999874,1.0,completion_item_count,Completions found,15.0,14.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,160.1558703999956,341.8406141999867,1.0,completion_item_count,Completions found,1.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.941173199998957,1.0576909999997497,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0
-benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.3090273999987403,0.3221429999996417,1.0,hover_text_char_count,Hover length,10621.0,49.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,4.7242883999956575,5.827799599990158,1.0,hover_text_char_count,Hover length,15232.0,4660.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,263.06908980000117,265.3362102000074,1.0,hover_text_char_count,Hover length,10498.0,-74.0,True,0
-benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.30682359999900655,0.34522639999750027,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.1555907999943429,0.16160739999122598,1.0,location_count,Definitions found,2.0,1.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,3.168108200009101,5.359580400016739,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.8896498000012798,1.0669770000049539,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,113.06289540000023,160.64247939999348,1.0,completion_item_count,Completions found,38.0,0.0,True,0
-benchmark,pyright,ty,Ty,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.000489400004881,4.689832000013894,1.0,completion_item_count,Completions found,23.0,-15.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.3414312000104474,9.575119200013658,1.0,completion_item_count,Completions found,17.0,-21.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,False,28.958163000010018,30.11918560000595,0.0,completion_item_count,Completions found,0.0,-38.0,False,10
-benchmark,pyright,pyright,Pyright,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,73.04807839999796,83.97505259999889,1.0,hover_text_char_count,Hover length,900.0,0.0,True,0
-benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.463013399993997,3.491612799990662,1.0,hover_text_char_count,Hover length,958.0,58.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.3952519999984361,0.41419820000214713,1.0,hover_text_char_count,Hover length,2246.0,1346.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,29.879038400002855,30.627570000007154,0.0,hover_text_char_count,Hover length,0.0,-900.0,False,10
-benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,52.91655579999883,74.54522419999421,1.0,completion_item_count,Completions found,123.0,0.0,True,0
-benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,9.674437000001035,10.810112600006505,1.0,completion_item_count,Completions found,777.0,654.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,720.4270995999992,2881.014947800008,1.0,completion_item_count,Completions found,15.0,-108.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,115.4922537999937,119.28356060000738,1.0,completion_item_count,Completions found,2.0,-121.0,True,0
-benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.4774154000017461,0.6016205999912927,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0
-benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.169470399993088,0.18608999998264153,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.15308299999787778,0.17636800001241681,1.0,hover_text_char_count,Hover length,48.0,14.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,pipeline hover,textDocument/hover,textDocument/hover,False,2245.3924030000167,2297.44980600002,0.0,hover_text_char_count,Hover length,0.0,-34.0,False,10
-benchmark,pyright,pyright,Pyright,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.376535399993827,0.4289283999980853,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.21932260000312453,0.23293099998795697,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.15629739999667436,0.15957640000578976,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,1827.9491612000015,1887.7728166000225,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.511512000003904,6.890863000006675,0.0,completion_item_count,Completions found,0.0,0.0,True,0
-benchmark,pyright,ty,Ty,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.467422799995347,6.585372199992889,1.0,completion_item_count,Completions found,23.0,23.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,0.3544417999989946,0.43264759998464797,0.0,completion_item_count,Completions found,0.0,0.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,1.894193800001176,1.9798108000031789,0.0,completion_item_count,Completions found,0.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,438.81460800000696,454.04164260000925,1.0,hover_text_char_count,Hover length,30.0,0.0,True,0
-benchmark,pyright,ty,Ty,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.922314599991751,5.079982400002336,1.0,hover_text_char_count,Hover length,7.0,-23.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.28685059999133955,0.3152233999969667,1.0,hover_text_char_count,Hover length,33.0,3.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,False,2102.901878399996,2132.3781626000027,0.0,hover_text_char_count,Hover length,0.0,-30.0,False,10
-benchmark,pyright,pyright,Pyright,web,,request args completion,textDocument/completion,textDocument/completion,True,4.8696620000100665,7.791225600004736,1.0,completion_item_count,Completions found,14.0,0.0,True,0
-benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,4.969285600003559,7.424935799991771,1.0,completion_item_count,Completions found,467.0,453.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,52.30110620000232,149.92125560001452,1.0,completion_item_count,Completions found,487.8,473.8,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,60.088683799995124,123.99726899999447,1.0,completion_item_count,Completions found,1.0,-13.0,True,0
-benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.42120840000166027,0.49613519999525124,1.0,hover_text_char_count,Hover length,26.0,0.0,True,0
-benchmark,pyright,ty,Ty,web,,client session hover,textDocument/hover,textDocument/hover,True,0.15191519999575576,0.17003899998826455,1.0,hover_text_char_count,Hover length,7.0,-19.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,client session hover,textDocument/hover,textDocument/hover,True,4.853734400001031,17.218069000011834,1.0,hover_text_char_count,Hover length,167.0,141.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client session hover,textDocument/hover,textDocument/hover,True,56.725000200003706,140.76758800001696,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0
-benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.6045271999994384,0.6817131999980575,1.0,location_count,References found,2.0,0.0,True,0
-benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5773363999992398,0.7448307999993631,1.0,location_count,References found,2.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.2621286000078271,0.28436860001193054,1.0,location_count,References found,2.0,0.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,41.054096800007756,105.24032579997993,1.0,location_count,References found,2.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.275646399992183,5.937024600007135,1.0,completion_item_count,Completions found,205.0,0.0,True,0
-benchmark,pyright,ty,Ty,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.109238599999344,6.845243599991591,1.0,completion_item_count,Completions found,225.0,20.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.38581379999232,3.8059447999955864,1.0,completion_item_count,Completions found,32.0,-173.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,68.21752639998522,70.77939159997868,1.0,completion_item_count,Completions found,57.0,-148.0,True,0
-benchmark,pyright,pyright,Pyright,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,26.98640720000185,30.144593000011355,1.0,hover_text_char_count,Hover length,420.0,0.0,True,0
-benchmark,pyright,ty,Ty,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.674073599996518,2.701146399994059,1.0,hover_text_char_count,Hover length,1555.0,1135.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.2072804000013093,1.268857200000184,1.0,hover_text_char_count,Hover length,9977.0,9557.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,188.1821162000051,191.04749419999507,1.0,hover_text_char_count,Hover length,880.0,460.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtins semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,0.6995519999975386,0.7663644000047043,1.0,semantic_token_count,Semantic tokens found,30.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtin int computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.11313819999827501,0.11607679999201537,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.1611939999918377,0.17661159998283438,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.15723939999929826,0.17676379999329583,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.13354099999673963,0.13680380000096193,,,,,,False,10
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.1646612000058667,0.1870726000106515,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.1633608000076947,0.17958420000354636,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,edited narrowing recomputes type (edit+getComputedType),typeServer/getComputedType,typeServer/getComputedType,False,0.15444480000610383,0.16625079999812442,,,,,,False,10
-benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,11.457498199996508,18.409163799998396,1.0,semantic_token_count,Semantic tokens found,126.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,transformers semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,121.30284579999966,125.26180040001123,1.0,semantic_token_count,Semantic tokens found,74.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,stdlib semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,35.968596400005026,56.144409600000245,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0
diff --git a/latest-results/summary-20260920T060502Z.csv b/latest-results/summary-20260920T060502Z.csv
new file mode 100644
index 0000000..0ca8f7e
--- /dev/null
+++ b/latest-results/summary-20260920T060502Z.csv
@@ -0,0 +1,132 @@
+report_type,baseline_server_id,server_id,server_name,suite_name,scenario_name,point_label,method,method_display,success,mean_ms,p95_ms,non_empty_rate,result_metric_name,result_metric_label,result_metric_value,result_metric_delta,validation_passed,validation_failure_count
+benchmark,pyright,pyright,Pyright,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,6.100469400001884,9.694886200003339,1.0,completion_item_count,Completions found,201.0,0.0,True,0
+benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6356741999913993,1.7396075999840832,1.0,completion_item_count,Completions found,223.0,22.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,79.97414240000467,312.74761679999864,1.0,completion_item_count,Completions found,250.0,49.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,207.19610659999717,475.9919996000064,1.0,completion_item_count,Completions found,188.0,-13.0,True,0
+benchmark,pyright,pyright,Pyright,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,1.1109516000033182,1.3342500000049995,1.0,hover_text_char_count,Hover length,4019.0,0.0,True,0
+benchmark,pyright,ty,Ty,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,0.3305207999915183,0.3490727999974297,1.0,hover_text_char_count,Hover length,4232.0,213.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,2.506413599996904,2.7069653999944876,1.0,hover_text_char_count,Hover length,3182.0,-837.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,174.00316500000486,176.2895415999992,1.0,hover_text_char_count,Hover length,4134.0,115.0,True,0
+benchmark,pyright,pyright,Pyright,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.40849479999849336,0.488237199994046,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.21949739999627127,0.22594959999082675,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.32509040000263667,0.4457677999994303,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,1.0479513999882784,1.1236617999884402,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,334.9025352000041,447.7121124000064,1.0,completion_item_count,Completions found,168.0,0.0,True,0
+benchmark,pyright,ty,Ty,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,12.123699200003557,13.261435600009008,1.0,completion_item_count,Completions found,168.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,28.516153600003236,76.01807400000665,1.0,completion_item_count,Completions found,149.0,-19.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,False,4.0717226000026585,4.205524999997579,0.0,completion_item_count,Completions found,0.0,-168.0,False,10
+benchmark,pyright,pyright,Pyright,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,29.67245039999966,33.88606260000131,1.0,hover_text_char_count,Hover length,278.0,0.0,True,0
+benchmark,pyright,ty,Ty,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.8675943999958236,5.91634539999859,1.0,hover_text_char_count,Hover length,267.0,-11.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.49522500000694,2.514557800014927,1.0,hover_text_char_count,Hover length,2546.0,2268.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,161.63488039999265,162.42969879997986,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0
+benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.773753800000691,7.7763975999943105,1.0,completion_item_count,Completions found,10.0,0.0,True,0
+benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.691610800006174,7.076714800001581,1.0,completion_item_count,Completions found,261.0,251.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,15.284528000000819,60.21859819999803,1.0,completion_item_count,Completions found,15.0,5.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset completion,textDocument/completion,textDocument/completion,True,219.45813499999645,581.8823559999884,1.0,completion_item_count,Completions found,2.0,-8.0,True,0
+benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5377628000019286,0.5693862000072158,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0
+benchmark,pyright,ty,Ty,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.2398515999971096,0.2593504000003577,1.0,hover_text_char_count,Hover length,46.0,-11.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.27886520000492965,0.3117498000051455,1.0,hover_text_char_count,Hover length,298.0,241.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,151.07352819999846,151.80889900000238,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.39615800000376566,0.43663680000349814,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.20111840000822667,0.2064824000228782,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.2399160000095435,0.27050160001067525,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0611068000002888,1.0836147999896184,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,25.06074600000261,27.02948300000685,1.0,completion_item_count,Completions found,104.0,0.0,True,0
+benchmark,pyright,ty,Ty,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.606404599996949,4.811515199997984,1.0,completion_item_count,Completions found,104.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.696775999998181,9.191237999993971,1.0,completion_item_count,Completions found,83.0,-21.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,244.29235439999957,277.960035600006,1.0,completion_item_count,Completions found,143.0,39.0,True,0
+benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,37.26875560000167,44.58808860000261,1.0,hover_text_char_count,Hover length,83.0,0.0,True,0
+benchmark,pyright,ty,Ty,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.1791596000118716,3.2046614000137197,1.0,hover_text_char_count,Hover length,100.0,17.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.341653400001633,13.533166799999204,1.0,hover_text_char_count,Hover length,858.0,775.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,242.12457580000546,249.86740980000945,1.0,hover_text_char_count,Hover length,71.0,-12.0,True,0
+benchmark,pyright,pyright,Pyright,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,80.83340739999869,280.50307700000013,1.0,completion_item_count,Completions found,271.2,0.0,True,0
+benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.034576999991714,21.6145833999974,1.0,completion_item_count,Completions found,1000.0,728.8,True,0
+benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,86.60113059999617,345.5643363999854,1.0,completion_item_count,Completions found,16.0,-255.2,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,91.21337200000994,220.61808640001453,1.0,completion_item_count,Completions found,6.0,-265.2,True,0
+benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.6683643999991773,0.7275053999990178,1.0,hover_text_char_count,Hover length,350.0,0.0,True,0
+benchmark,pyright,ty,Ty,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.2786491999984264,0.32959459999801766,1.0,hover_text_char_count,Hover length,329.0,-21.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,2.3725919999890266,2.4950569999816707,1.0,hover_text_char_count,Hover length,2759.0,2409.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,185.90763139999922,188.41304420000142,1.0,hover_text_char_count,Hover length,301.0,-49.0,True,0
+benchmark,pyright,pyright,Pyright,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.44292420000147104,0.505469600003039,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.20174180000367414,0.21194720000607958,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.22295619999681549,0.238874200005057,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,build report definition,textDocument/definition,textDocument/definition,True,1.0671653999963837,1.088667799990617,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,633.0071560000022,1277.6268983999955,1.0,completion_item_count,Completions found,440.0,0.0,True,0
+benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,16.368204399998376,17.699126799988107,1.0,completion_item_count,Completions found,448.0,8.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,67.99937639999598,98.36570739998365,1.0,completion_item_count,Completions found,256.0,-184.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,215.660024999994,217.78779599998188,1.0,completion_item_count,Completions found,441.0,1.0,True,0
+benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,10.381185400001414,12.105047799997237,1.0,hover_text_char_count,Hover length,4292.0,0.0,True,0
+benchmark,pyright,ty,Ty,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.83751960000518,4.866774400016993,1.0,hover_text_char_count,Hover length,4441.0,149.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,7.581872800000156,14.778779800013805,1.0,hover_text_char_count,Hover length,943.0,-3349.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,177.53348820000383,178.01565620000588,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0
+benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,7.29323900000054,11.463669800008347,1.0,completion_item_count,Completions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.349649999995563,7.769403199989709,1.0,completion_item_count,Completions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,81.37122979999276,323.24139180001333,1.0,completion_item_count,Completions found,15.0,14.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,187.53063899999347,444.56544839999873,1.0,completion_item_count,Completions found,1.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.3166931999961662,1.6012651999915306,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0
+benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.3864158000055795,0.40906439999162103,1.0,hover_text_char_count,Hover length,10621.0,49.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.047134800001004,1.0932716000070286,1.0,hover_text_char_count,Hover length,15232.0,4660.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,322.62994459999845,325.2529093999897,1.0,hover_text_char_count,Hover length,10498.0,-74.0,True,0
+benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.426441400000499,0.6077685999940741,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.21177919999786354,0.21770199999195938,1.0,location_count,Definitions found,2.0,1.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.25216299999897274,0.29796299999134135,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,1.0897206000038295,1.1123452000049383,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,140.7779087999984,195.1905819999979,1.0,completion_item_count,Completions found,38.0,0.0,True,0
+benchmark,pyright,ty,Ty,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.7357738000016525,5.1091132000010475,1.0,completion_item_count,Completions found,23.0,-15.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,11.561021000005667,29.037087600011084,1.0,completion_item_count,Completions found,17.0,-21.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,False,38.48112200000173,38.83444919999306,0.0,completion_item_count,Completions found,0.0,-38.0,False,10
+benchmark,pyright,pyright,Pyright,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,92.63956460000315,101.4141584000015,1.0,hover_text_char_count,Hover length,900.0,0.0,True,0
+benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.355297800003655,4.409201200002144,1.0,hover_text_char_count,Hover length,958.0,58.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.793995800001994,5.8310055999925225,1.0,hover_text_char_count,Hover length,2246.0,1346.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,39.027707399998235,39.15611499999159,0.0,hover_text_char_count,Hover length,0.0,-900.0,False,10
+benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,50.55582480000567,84.84726219998606,1.0,completion_item_count,Completions found,123.0,0.0,True,0
+benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.209414000001061,12.545533200000136,1.0,completion_item_count,Completions found,777.0,654.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,892.8828105999968,3547.1817381999977,1.0,completion_item_count,Completions found,15.0,-108.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,143.47727959999474,145.0280522000014,1.0,completion_item_count,Completions found,2.0,-121.0,True,0
+benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.44533300000466625,0.5090693999989071,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0
+benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.23186000000805507,0.2516156000126557,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.2591180000024451,0.27291020001598554,1.0,hover_text_char_count,Hover length,48.0,14.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,pipeline hover,textDocument/hover,textDocument/hover,False,2737.2436134000054,2765.1189295999984,0.0,hover_text_char_count,Hover length,0.0,-34.0,False,10
+benchmark,pyright,pyright,Pyright,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.4256380000072113,0.46727580000265334,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.27711180000551394,0.2910296000152357,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.4545657999983632,1.0695373999908495,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,2172.1748218000016,2196.4477348000173,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,6.6652931999954035,7.920852399985278,0.0,completion_item_count,Completions found,0.0,0.0,True,0
+benchmark,pyright,ty,Ty,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,6.006613599993216,6.112458399991283,1.0,completion_item_count,Completions found,23.0,23.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,14.672012799996992,28.265271399988023,0.0,completion_item_count,Completions found,0.0,0.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.6315059999888035,2.8524261999791634,0.0,completion_item_count,Completions found,0.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,476.3858243999948,505.5441679999831,1.0,hover_text_char_count,Hover length,30.0,0.0,True,0
+benchmark,pyright,ty,Ty,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.822348800001009,5.943126399989751,1.0,hover_text_char_count,Hover length,7.0,-23.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.082274999997935,5.260475999989467,1.0,hover_text_char_count,Hover length,33.0,3.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,False,2630.4435285999944,2651.580193000018,0.0,hover_text_char_count,Hover length,0.0,-30.0,False,10
+benchmark,pyright,pyright,Pyright,web,,request args completion,textDocument/completion,textDocument/completion,True,4.461962399989261,8.020017599989158,1.0,completion_item_count,Completions found,14.0,0.0,True,0
+benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.8257088000061685,8.36047199999257,1.0,completion_item_count,Completions found,467.0,453.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,56.24172339999518,187.16407179999803,1.0,completion_item_count,Completions found,487.8,473.8,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,67.23761779999222,109.98467439998194,1.0,completion_item_count,Completions found,1.0,-13.0,True,0
+benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.49813400000857655,0.5648860000007971,1.0,hover_text_char_count,Hover length,26.0,0.0,True,0
+benchmark,pyright,ty,Ty,web,,client session hover,textDocument/hover,textDocument/hover,True,0.21367639999994026,0.23791859998709697,1.0,hover_text_char_count,Hover length,7.0,-19.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,web,,client session hover,textDocument/hover,textDocument/hover,True,5.2851283999928,18.482791200005973,1.0,hover_text_char_count,Hover length,167.0,141.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client session hover,textDocument/hover,textDocument/hover,True,82.77910840001823,204.28179780002432,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0
+benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.7209131999957208,0.871544200003882,1.0,location_count,References found,2.0,0.0,True,0
+benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.6903659999977663,0.7664836000003561,1.0,location_count,References found,2.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.33187719999432375,0.3481537999846296,1.0,location_count,References found,2.0,0.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,65.26291080000419,121.86444799997388,1.0,location_count,References found,2.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.3259717999887926,5.44579799998246,1.0,completion_item_count,Completions found,205.0,0.0,True,0
+benchmark,pyright,ty,Ty,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.114769999994451,5.747372199994061,1.0,completion_item_count,Completions found,225.0,20.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.256272599993281,4.854589199999282,1.0,completion_item_count,Completions found,32.0,-173.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,87.24928059998547,90.29017939998312,1.0,completion_item_count,Completions found,57.0,-148.0,True,0
+benchmark,pyright,pyright,Pyright,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,34.82973199999151,40.4795677999914,1.0,hover_text_char_count,Hover length,420.0,0.0,True,0
+benchmark,pyright,ty,Ty,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.341836999999259,3.359004799989407,1.0,hover_text_char_count,Hover length,1555.0,1135.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.927029199991239,5.8174271999803295,1.0,hover_text_char_count,Hover length,9977.0,9557.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,225.55761640001037,226.8234886000073,1.0,hover_text_char_count,Hover length,880.0,460.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtins semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,0.9787672000015846,1.0264891999895553,1.0,semantic_token_count,Semantic tokens found,30.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtin int computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.19290339998860873,0.20707799998831433,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.254576000003226,0.2687987999991037,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.23094500000411244,0.23288960000513725,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.21429980000107207,0.22368640001104723,,,,,,False,10
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.22375519999968674,0.23412860001030822,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.23391259998675196,0.24690919999557082,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,edited narrowing recomputes type (edit+getComputedType),typeServer/getComputedType,typeServer/getComputedType,False,0.21074019999787197,0.23027380001394704,,,,,,False,10
+benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,20.945522200003097,39.20155580000255,1.0,semantic_token_count,Semantic tokens found,126.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,transformers semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,61.31121839999878,66.54172379999181,1.0,semantic_token_count,Semantic tokens found,74.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,stdlib semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,7.198271600003636,7.429096400011304,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0
diff --git a/latest-results/summary-20260919T060520Z.json b/latest-results/summary-20260920T060502Z.json
similarity index 93%
rename from latest-results/summary-20260919T060520Z.json
rename to latest-results/summary-20260920T060502Z.json
index e5f8e2b..ccc3a29 100644
--- a/latest-results/summary-20260919T060520Z.json
+++ b/latest-results/summary-20260920T060502Z.json
@@ -17,12 +17,12 @@
     "tsp_semantic"
   ],
   "baseline_server": "pyright",
-  "generated_at": "20260919T060520Z",
+  "generated_at": "20260920T060502Z",
   "servers": [
     {
       "id": "pyright",
       "display_name": "Pyright",
-      "output_path": "results/bench-servers/pyright-20260919T060520Z.json",
+      "output_path": "results/bench-servers/pyright-20260920T060502Z.json",
       "success": true,
       "benchmark_count": 6,
       "command": [
@@ -58,7 +58,7 @@
     {
       "id": "ty",
       "display_name": "Ty",
-      "output_path": "results/bench-servers/ty-20260919T060520Z.json",
+      "output_path": "results/bench-servers/ty-20260920T060502Z.json",
       "success": true,
       "benchmark_count": 6,
       "command": [
@@ -91,7 +91,7 @@
     {
       "id": "pyrefly",
       "display_name": "Pyrefly",
-      "output_path": "results/bench-servers/pyrefly-20260919T060520Z.json",
+      "output_path": "results/bench-servers/pyrefly-20260920T060502Z.json",
       "success": false,
       "benchmark_count": 8,
       "command": [
@@ -131,7 +131,7 @@
     {
       "id": "pylsp-mypy",
       "display_name": "pylsp-mypy",
-      "output_path": "results/bench-servers/pylsp-mypy-20260919T060520Z.json",
+      "output_path": "results/bench-servers/pylsp-mypy-20260920T060502Z.json",
       "success": false,
       "benchmark_count": 6,
       "command": [
diff --git a/latest-results/summary-20260919T060520Z.md b/latest-results/summary-20260920T060502Z.md
similarity index 60%
rename from latest-results/summary-20260919T060520Z.md
rename to latest-results/summary-20260920T060502Z.md
index 6eb2362..d35c45d 100644
--- a/latest-results/summary-20260919T060520Z.md
+++ b/latest-results/summary-20260920T060502Z.md
@@ -1,8 +1,8 @@
 # Python LSP Benchmark Comparison
 
-Generated from `results/bench-servers/summary-20260919T060520Z.json`
+Generated from `results/bench-servers/summary-20260920T060502Z.json`
 
-- Generated at: 20260919T060520Z
+- Generated at: 20260920T060502Z
 - Config: `github-releases`
 - Servers: pyright, ty, pyrefly, pylsp-mypy
 - Baseline server: Pyright (pyright)
@@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260919T060520Z.json`
 
 | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points |
 | --- | --- | --- | ---: | ---: | ---: | ---: | ---: |
-| Ty | yes | 6 | 4421.99 | 3.65 | 150 | 100% | 0 |
-| Pyrefly | no | 8 | 13664.98 | 31.51 | 205 | 97% | 2 |
-| Pyright | yes | 6 | 30793.11 | 50.68 | 150 | 97% | 0 |
-| pylsp-mypy | no | 6 | 171024.70 | 297.42 | 150 | 80% | 5 |
+| Ty | yes | 6 | 5064.22 | 4.15 | 150 | 100% | 0 |
+| Pyrefly | no | 8 | 16195.86 | 35.92 | 205 | 97% | 2 |
+| Pyright | yes | 6 | 37020.03 | 66.24 | 150 | 97% | 0 |
+| pylsp-mypy | no | 6 | 215981.42 | 362.67 | 150 | 80% | 5 |
 
 *Wall clock ms includes server startup, warmup iterations, and shutdown — but excludes one-time environment creation and dependency installation.*
 
@@ -41,10 +41,10 @@ Generated from `results/bench-servers/summary-20260919T060520Z.json`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| Ty | yes | 432.49 | 3.43 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 971.18 | 20.61 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 3595.50 | 55.57 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | no | 6578.44 | 94.91 | 5 | 25 | 80% | 1 |
+| Ty | yes | 508.93 | 4.04 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 1209.05 | 22.76 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 4464.37 | 74.44 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | no | 7504.51 | 109.59 | 5 | 25 | 80% | 1 |
 
 ### dataframe completion
 
@@ -52,10 +52,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 1.37 | 1.64 | 100% | 223.00 | +22.00 | pass |
-| Pyright | yes | 5.18 | 9.76 | 100% | 201.00 | 0.00 | pass |
-| Pyrefly | yes | 63.33 | 248.00 | 100% | 250.00 | +49.00 | pass |
-| pylsp-mypy | yes | 171.41 | 477.14 | 100% | 188.00 | -13.00 | pass |
+| Ty | yes | 1.64 | 1.74 | 100% | 223.00 | +22.00 | pass |
+| Pyright | yes | 6.10 | 9.69 | 100% | 201.00 | 0.00 | pass |
+| Pyrefly | yes | 79.97 | 312.75 | 100% | 250.00 | +49.00 | pass |
+| pylsp-mypy | yes | 207.20 | 475.99 | 100% | 188.00 | -13.00 | pass |
 
 ### dataframe describe hover
 
@@ -63,10 +63,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.24 | 0.26 | 100% | 4232.00 | +213.00 | pass |
-| Pyright | yes | 0.97 | 1.40 | 100% | 4019.00 | 0.00 | pass |
-| Pyrefly | yes | 4.65 | 5.97 | 100% | 3182.00 | -837.00 | pass |
-| pylsp-mypy | yes | 152.91 | 158.28 | 100% | 4134.00 | +115.00 | pass |
+| Ty | yes | 0.33 | 0.35 | 100% | 4232.00 | +213.00 | pass |
+| Pyright | yes | 1.11 | 1.33 | 100% | 4019.00 | 0.00 | pass |
+| Pyrefly | yes | 2.51 | 2.71 | 100% | 3182.00 | -837.00 | pass |
+| pylsp-mypy | yes | 174.00 | 176.29 | 100% | 4134.00 | +115.00 | pass |
 
 ### summarize definition
 
@@ -74,10 +74,10 @@ Method: `textDocument/definition`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.14 | 0.15 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.31 | 0.37 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 0.80 | 0.82 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 2.05 | 4.48 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 0.33 | 0.45 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.41 | 0.49 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 1.05 | 1.12 | 100% | 1.00 | 0.00 | pass |
 
 ### edit array then complete (edit+completion)
 
@@ -85,10 +85,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| pylsp-mypy | no | 3.14 | 3.35 | 0% | 0.00 | -168.00 | fail (10) |
-| Ty | yes | 10.81 | 13.00 | 100% | 168.00 | 0.00 | pass |
-| Pyrefly | yes | 30.15 | 78.24 | 100% | 149.00 | -19.00 | pass |
-| Pyright | yes | 246.72 | 356.47 | 100% | 168.00 | 0.00 | pass |
+| pylsp-mypy | no | 4.07 | 4.21 | 0% | 0.00 | -168.00 | fail (10) |
+| Ty | yes | 12.12 | 13.26 | 100% | 168.00 | 0.00 | pass |
+| Pyrefly | yes | 28.52 | 76.02 | 100% | 149.00 | -19.00 | pass |
+| Pyright | yes | 334.90 | 447.71 | 100% | 168.00 | 0.00 | pass |
 
 ### edit array then hover (edit+hover)
 
@@ -96,10 +96,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 2.86 | 4.68 | 100% | 2546.00 | +2268.00 | pass |
-| Ty | yes | 4.56 | 4.58 | 100% | 267.00 | -11.00 | pass |
-| Pyright | yes | 24.67 | 26.02 | 100% | 278.00 | 0.00 | pass |
-| pylsp-mypy | yes | 146.29 | 147.32 | 100% | 5662.00 | +5384.00 | pass |
+| Pyrefly | yes | 2.50 | 2.51 | 100% | 2546.00 | +2268.00 | pass |
+| Ty | yes | 5.87 | 5.92 | 100% | 267.00 | -11.00 | pass |
+| Pyright | yes | 29.67 | 33.89 | 100% | 278.00 | 0.00 | pass |
+| pylsp-mypy | yes | 161.63 | 162.43 | 100% | 5662.00 | +5384.00 | pass |
 
 ### Result Differences
 
@@ -112,10 +112,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| Ty | yes | 221.38 | 2.20 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 304.90 | 4.25 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 1201.39 | 11.47 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | yes | 6281.59 | 141.99 | 5 | 25 | 100% | 0 |
+| Ty | yes | 254.68 | 2.58 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 292.74 | 4.77 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 1423.89 | 13.61 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | yes | 7536.60 | 171.60 | 5 | 25 | 100% | 0 |
 
 ### queryset completion
 
@@ -123,10 +123,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 4.17 | 5.96 | 100% | 261.00 | +251.00 | pass |
-| Pyright | yes | 4.56 | 6.68 | 100% | 10.00 | 0.00 | pass |
-| Pyrefly | yes | 13.01 | 50.08 | 100% | 15.00 | +5.00 | pass |
-| pylsp-mypy | yes | 170.62 | 527.36 | 100% | 2.00 | -8.00 | pass |
+| Ty | yes | 4.69 | 7.08 | 100% | 261.00 | +251.00 | pass |
+| Pyright | yes | 4.77 | 7.78 | 100% | 10.00 | 0.00 | pass |
+| Pyrefly | yes | 15.28 | 60.22 | 100% | 15.00 | +5.00 | pass |
+| pylsp-mypy | yes | 219.46 | 581.88 | 100% | 2.00 | -8.00 | pass |
 
 ### queryset filter hover
 
@@ -134,10 +134,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.15 | 0.18 | 100% | 46.00 | -11.00 | pass |
-| Pyright | yes | 0.41 | 0.46 | 100% | 57.00 | 0.00 | pass |
-| Pyrefly | yes | 2.09 | 2.92 | 100% | 298.00 | +241.00 | pass |
-| pylsp-mypy | yes | 134.19 | 138.09 | 100% | 57.00 | 0.00 | pass |
+| Ty | yes | 0.24 | 0.26 | 100% | 46.00 | -11.00 | pass |
+| Pyrefly | yes | 0.28 | 0.31 | 100% | 298.00 | +241.00 | pass |
+| Pyright | yes | 0.54 | 0.57 | 100% | 57.00 | 0.00 | pass |
+| pylsp-mypy | yes | 151.07 | 151.81 | 100% | 57.00 | 0.00 | pass |
 
 ### model definition
 
@@ -145,10 +145,10 @@ Method: `textDocument/definition`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.12 | 0.14 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.33 | 0.40 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 0.48 | 1.57 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 0.77 | 0.80 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 0.24 | 0.27 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.40 | 0.44 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 1.06 | 1.08 | 100% | 1.00 | 0.00 | pass |
 
 ### edit queryset then complete (edit+completion)
 
@@ -156,10 +156,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 4.00 | 4.67 | 100% | 104.00 | 0.00 | pass |
-| Pyrefly | yes | 4.47 | 4.95 | 100% | 83.00 | -21.00 | pass |
-| Pyright | yes | 20.74 | 22.23 | 100% | 104.00 | 0.00 | pass |
-| pylsp-mypy | yes | 201.63 | 248.17 | 100% | 143.00 | +39.00 | pass |
+| Pyrefly | yes | 3.70 | 9.19 | 100% | 83.00 | -21.00 | pass |
+| Ty | yes | 4.61 | 4.81 | 100% | 104.00 | 0.00 | pass |
+| Pyright | yes | 25.06 | 27.03 | 100% | 104.00 | 0.00 | pass |
+| pylsp-mypy | yes | 244.29 | 277.96 | 100% | 143.00 | +39.00 | pass |
 
 ### edit queryset then hover (edit+hover)
 
@@ -167,10 +167,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 1.21 | 3.27 | 100% | 858.00 | +775.00 | pass |
-| Ty | yes | 2.56 | 2.59 | 100% | 100.00 | +17.00 | pass |
-| Pyright | yes | 31.33 | 36.36 | 100% | 83.00 | 0.00 | pass |
-| pylsp-mypy | yes | 202.75 | 207.06 | 100% | 71.00 | -12.00 | pass |
+| Ty | yes | 3.18 | 3.20 | 100% | 100.00 | +17.00 | pass |
+| Pyrefly | yes | 4.34 | 13.53 | 100% | 858.00 | +775.00 | pass |
+| Pyright | yes | 37.27 | 44.59 | 100% | 83.00 | 0.00 | pass |
+| pylsp-mypy | yes | 242.12 | 249.87 | 100% | 71.00 | -12.00 | pass |
 
 ### Result Differences
 
@@ -183,10 +183,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| Ty | yes | 752.10 | 7.32 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 1072.01 | 27.54 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 7671.94 | 91.36 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | yes | 6536.89 | 109.43 | 5 | 25 | 100% | 0 |
+| Ty | yes | 834.74 | 7.94 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 1279.83 | 32.96 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | yes | 7615.56 | 134.28 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 10452.25 | 145.07 | 5 | 25 | 100% | 0 |
 
 ### report dataframe completion
 
@@ -194,10 +194,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 15.32 | 18.55 | 100% | 1000.00 | +728.80 | pass |
-| pylsp-mypy | yes | 46.75 | 59.69 | 100% | 6.00 | -265.20 | pass |
-| Pyright | yes | 67.09 | 223.45 | 100% | 271.20 | 0.00 | pass |
-| Pyrefly | yes | 78.79 | 314.55 | 100% | 16.00 | -255.20 | pass |
+| Ty | yes | 18.03 | 21.61 | 100% | 1000.00 | +728.80 | pass |
+| Pyright | yes | 80.83 | 280.50 | 100% | 271.20 | 0.00 | pass |
+| Pyrefly | yes | 86.60 | 345.56 | 100% | 16.00 | -255.20 | pass |
+| pylsp-mypy | yes | 91.21 | 220.62 | 100% | 6.00 | -265.20 | pass |
 
 ### dataframe groupby hover
 
@@ -205,10 +205,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.21 | 0.25 | 100% | 329.00 | -21.00 | pass |
-| Pyright | yes | 0.62 | 0.69 | 100% | 350.00 | 0.00 | pass |
-| Pyrefly | yes | 1.81 | 1.99 | 100% | 2759.00 | +2409.00 | pass |
-| pylsp-mypy | yes | 160.59 | 163.14 | 100% | 301.00 | -49.00 | pass |
+| Ty | yes | 0.28 | 0.33 | 100% | 329.00 | -21.00 | pass |
+| Pyright | yes | 0.67 | 0.73 | 100% | 350.00 | 0.00 | pass |
+| Pyrefly | yes | 2.37 | 2.50 | 100% | 2759.00 | +2409.00 | pass |
+| pylsp-mypy | yes | 185.91 | 188.41 | 100% | 301.00 | -49.00 | pass |
 
 ### build report definition
 
@@ -216,10 +216,10 @@ Method: `textDocument/definition`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.15 | 0.17 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 0.24 | 0.41 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.32 | 0.50 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 0.82 | 0.84 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 0.22 | 0.24 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.44 | 0.51 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 1.07 | 1.09 | 100% | 1.00 | 0.00 | pass |
 
 ### edit dataframe then complete (edit+completion)
 
@@ -227,10 +227,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 16.85 | 17.43 | 100% | 448.00 | +8.00 | pass |
-| Pyrefly | yes | 30.46 | 52.47 | 100% | 256.00 | -184.00 | pass |
-| pylsp-mypy | yes | 184.21 | 190.03 | 100% | 441.00 | +1.00 | pass |
-| Pyright | yes | 378.06 | 861.92 | 100% | 440.00 | 0.00 | pass |
+| Ty | yes | 16.37 | 17.70 | 100% | 448.00 | +8.00 | pass |
+| Pyrefly | yes | 68.00 | 98.37 | 100% | 256.00 | -184.00 | pass |
+| pylsp-mypy | yes | 215.66 | 217.79 | 100% | 441.00 | +1.00 | pass |
+| Pyright | yes | 633.01 | 1277.63 | 100% | 440.00 | 0.00 | pass |
 
 ### edit dataframe then hover (edit+hover)
 
@@ -238,10 +238,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 4.06 | 4.11 | 100% | 4441.00 | +149.00 | pass |
-| Pyright | yes | 10.73 | 12.97 | 100% | 4292.00 | 0.00 | pass |
-| Pyrefly | yes | 26.40 | 79.51 | 100% | 943.00 | -3349.00 | pass |
-| pylsp-mypy | yes | 154.78 | 157.59 | 100% | 232.00 | -4060.00 | pass |
+| Ty | yes | 4.84 | 4.87 | 100% | 4441.00 | +149.00 | pass |
+| Pyrefly | yes | 7.58 | 14.78 | 100% | 943.00 | -3349.00 | pass |
+| Pyright | yes | 10.38 | 12.11 | 100% | 4292.00 | 0.00 | pass |
+| pylsp-mypy | yes | 177.53 | 178.02 | 100% | 232.00 | -4060.00 | pass |
 
 ### Result Differences
 
@@ -254,10 +254,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| Ty | yes | 308.57 | 2.16 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 715.36 | 15.44 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 2944.70 | 38.60 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | no | 5866.43 | 96.59 | 5 | 25 | 60% | 2 |
+| Ty | yes | 366.23 | 2.61 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 887.45 | 20.01 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 3617.68 | 48.49 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | no | 6906.74 | 117.75 | 5 | 25 | 60% | 2 |
 
 ### query completion
 
@@ -265,10 +265,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 2.87 | 6.54 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 5.62 | 8.78 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 65.55 | 261.47 | 100% | 15.00 | +14.00 | pass |
-| pylsp-mypy | yes | 160.16 | 341.84 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 3.35 | 7.77 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 7.29 | 11.46 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 81.37 | 323.24 | 100% | 15.00 | +14.00 | pass |
+| pylsp-mypy | yes | 187.53 | 444.57 | 100% | 1.00 | 0.00 | pass |
 
 ### sessionmaker hover
 
@@ -276,10 +276,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.31 | 0.32 | 100% | 10621.00 | +49.00 | pass |
-| Pyright | yes | 0.94 | 1.06 | 100% | 10572.00 | 0.00 | pass |
-| Pyrefly | yes | 4.72 | 5.83 | 100% | 15232.00 | +4660.00 | pass |
-| pylsp-mypy | yes | 263.07 | 265.34 | 100% | 10498.00 | -74.00 | pass |
+| Ty | yes | 0.39 | 0.41 | 100% | 10621.00 | +49.00 | pass |
+| Pyrefly | yes | 1.05 | 1.09 | 100% | 15232.00 | +4660.00 | pass |
+| Pyright | yes | 1.32 | 1.60 | 100% | 10572.00 | 0.00 | pass |
+| pylsp-mypy | yes | 322.63 | 325.25 | 100% | 10498.00 | -74.00 | pass |
 
 ### mapped class definition
 
@@ -287,10 +287,10 @@ Method: `textDocument/definition`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.16 | 0.16 | 100% | 2.00 | +1.00 | pass |
-| Pyright | yes | 0.31 | 0.35 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 0.89 | 1.07 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 3.17 | 5.36 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 0.21 | 0.22 | 100% | 2.00 | +1.00 | pass |
+| Pyrefly | yes | 0.25 | 0.30 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.43 | 0.61 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 1.09 | 1.11 | 100% | 1.00 | 0.00 | pass |
 
 ### edit query then complete (edit+completion)
 
@@ -298,10 +298,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 3.34 | 9.58 | 100% | 17.00 | -21.00 | pass |
-| Ty | yes | 4.00 | 4.69 | 100% | 23.00 | -15.00 | pass |
-| pylsp-mypy | no | 28.96 | 30.12 | 0% | 0.00 | -38.00 | fail (10) |
-| Pyright | yes | 113.06 | 160.64 | 100% | 38.00 | 0.00 | pass |
+| Ty | yes | 4.74 | 5.11 | 100% | 23.00 | -15.00 | pass |
+| Pyrefly | yes | 11.56 | 29.04 | 100% | 17.00 | -21.00 | pass |
+| pylsp-mypy | no | 38.48 | 38.83 | 0% | 0.00 | -38.00 | fail (10) |
+| Pyright | yes | 140.78 | 195.19 | 100% | 38.00 | 0.00 | pass |
 
 ### edit session then hover (edit+hover)
 
@@ -309,10 +309,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.40 | 0.41 | 100% | 2246.00 | +1346.00 | pass |
-| Ty | yes | 3.46 | 3.49 | 100% | 958.00 | +58.00 | pass |
-| pylsp-mypy | no | 29.88 | 30.63 | 0% | 0.00 | -900.00 | fail (10) |
-| Pyright | yes | 73.05 | 83.98 | 100% | 900.00 | 0.00 | pass |
+| Ty | yes | 4.36 | 4.41 | 100% | 958.00 | +58.00 | pass |
+| Pyrefly | yes | 5.79 | 5.83 | 100% | 2246.00 | +1346.00 | pass |
+| pylsp-mypy | no | 39.03 | 39.16 | 0% | 0.00 | -900.00 | fail (10) |
+| Pyright | yes | 92.64 | 101.41 | 100% | 900.00 | 0.00 | pass |
 
 ### Result Differences
 
@@ -326,10 +326,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| Ty | yes | 2359.67 | 4.09 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 14086.11 | 99.62 | 5 | 25 | 80% | 0 |
-| Pyrefly | yes | 4546.02 | 144.28 | 5 | 25 | 80% | 0 |
-| pylsp-mypy | no | 141794.59 | 1258.73 | 5 | 25 | 40% | 2 |
+| Ty | yes | 2687.92 | 4.71 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 15536.80 | 106.90 | 5 | 25 | 80% | 0 |
+| Pyrefly | yes | 5691.94 | 182.07 | 5 | 25 | 80% | 0 |
+| pylsp-mypy | no | 181644.97 | 1537.19 | 5 | 25 | 40% | 2 |
 
 ### classifier pipeline completion
 
@@ -337,10 +337,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 9.67 | 10.81 | 100% | 777.00 | +654.00 | pass |
-| Pyright | yes | 52.92 | 74.55 | 100% | 123.00 | 0.00 | pass |
-| pylsp-mypy | yes | 115.49 | 119.28 | 100% | 2.00 | -121.00 | pass |
-| Pyrefly | yes | 720.43 | 2881.01 | 100% | 15.00 | -108.00 | pass |
+| Ty | yes | 11.21 | 12.55 | 100% | 777.00 | +654.00 | pass |
+| Pyright | yes | 50.56 | 84.85 | 100% | 123.00 | 0.00 | pass |
+| pylsp-mypy | yes | 143.48 | 145.03 | 100% | 2.00 | -121.00 | pass |
+| Pyrefly | yes | 892.88 | 3547.18 | 100% | 15.00 | -108.00 | pass |
 
 ### pipeline hover
 
@@ -348,10 +348,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.15 | 0.18 | 100% | 48.00 | +14.00 | pass |
-| Ty | yes | 0.17 | 0.19 | 100% | 7.00 | -27.00 | pass |
-| Pyright | yes | 0.48 | 0.60 | 100% | 34.00 | 0.00 | pass |
-| pylsp-mypy | no | 2245.39 | 2297.45 | 0% | 0.00 | -34.00 | fail (10) |
+| Ty | yes | 0.23 | 0.25 | 100% | 7.00 | -27.00 | pass |
+| Pyrefly | yes | 0.26 | 0.27 | 100% | 48.00 | +14.00 | pass |
+| Pyright | yes | 0.45 | 0.51 | 100% | 34.00 | 0.00 | pass |
+| pylsp-mypy | no | 2737.24 | 2765.12 | 0% | 0.00 | -34.00 | fail (10) |
 
 ### auto tokenizer definition
 
@@ -359,10 +359,10 @@ Method: `textDocument/definition`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.16 | 0.16 | 100% | 1.00 | 0.00 | pass |
-| Ty | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.38 | 0.43 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 1827.95 | 1887.77 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 0.28 | 0.29 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.43 | 0.47 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 0.45 | 1.07 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 2172.17 | 2196.45 | 100% | 1.00 | 0.00 | pass |
 
 ### edit prediction then complete (edit+completion)
 
@@ -370,10 +370,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.35 | 0.43 | 0% | 0.00 | 0.00 | pass |
-| pylsp-mypy | yes | 1.89 | 1.98 | 0% | 0.00 | 0.00 | pass |
-| Ty | yes | 5.47 | 6.59 | 100% | 23.00 | +23.00 | pass |
-| Pyright | yes | 5.51 | 6.89 | 0% | 0.00 | 0.00 | pass |
+| pylsp-mypy | yes | 2.63 | 2.85 | 0% | 0.00 | 0.00 | pass |
+| Ty | yes | 6.01 | 6.11 | 100% | 23.00 | +23.00 | pass |
+| Pyright | yes | 6.67 | 7.92 | 0% | 0.00 | 0.00 | pass |
+| Pyrefly | yes | 14.67 | 28.27 | 0% | 0.00 | 0.00 | pass |
 
 ### edit tokenizer then hover (edit+hover)
 
@@ -381,10 +381,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.29 | 0.32 | 100% | 33.00 | +3.00 | pass |
-| Ty | yes | 4.92 | 5.08 | 100% | 7.00 | -23.00 | pass |
-| Pyright | yes | 438.81 | 454.04 | 100% | 30.00 | 0.00 | pass |
-| pylsp-mypy | no | 2102.90 | 2132.38 | 0% | 0.00 | -30.00 | fail (10) |
+| Pyrefly | yes | 2.08 | 5.26 | 100% | 33.00 | +3.00 | pass |
+| Ty | yes | 5.82 | 5.94 | 100% | 7.00 | -23.00 | pass |
+| Pyright | yes | 476.39 | 505.54 | 100% | 30.00 | 0.00 | pass |
+| pylsp-mypy | no | 2630.44 | 2651.58 | 0% | 0.00 | -30.00 | fail (10) |
 
 ### Result Differences
 
@@ -397,10 +397,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| Ty | yes | 347.78 | 2.70 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 1293.47 | 7.43 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 736.65 | 12.20 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | yes | 3966.75 | 82.85 | 5 | 25 | 100% | 0 |
+| Ty | yes | 411.72 | 3.04 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 1525.05 | 8.97 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 884.96 | 13.61 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | yes | 4773.03 | 105.62 | 5 | 25 | 100% | 0 |
 
 ### request args completion
 
@@ -408,10 +408,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyright | yes | 4.87 | 7.79 | 100% | 14.00 | 0.00 | pass |
-| Ty | yes | 4.97 | 7.42 | 100% | 467.00 | +453.00 | pass |
-| Pyrefly | yes | 52.30 | 149.92 | 100% | 487.80 | +473.80 | pass |
-| pylsp-mypy | yes | 60.09 | 124.00 | 100% | 1.00 | -13.00 | pass |
+| Pyright | yes | 4.46 | 8.02 | 100% | 14.00 | 0.00 | pass |
+| Ty | yes | 5.83 | 8.36 | 100% | 467.00 | +453.00 | pass |
+| Pyrefly | yes | 56.24 | 187.16 | 100% | 487.80 | +473.80 | pass |
+| pylsp-mypy | yes | 67.24 | 109.98 | 100% | 1.00 | -13.00 | pass |
 
 ### client session hover
 
@@ -419,10 +419,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.15 | 0.17 | 100% | 7.00 | -19.00 | pass |
-| Pyright | yes | 0.42 | 0.50 | 100% | 26.00 | 0.00 | pass |
-| Pyrefly | yes | 4.85 | 17.22 | 100% | 167.00 | +141.00 | pass |
-| pylsp-mypy | yes | 56.73 | 140.77 | 100% | 359.00 | +333.00 | pass |
+| Ty | yes | 0.21 | 0.24 | 100% | 7.00 | -19.00 | pass |
+| Pyright | yes | 0.50 | 0.56 | 100% | 26.00 | 0.00 | pass |
+| Pyrefly | yes | 5.29 | 18.48 | 100% | 167.00 | +141.00 | pass |
+| pylsp-mypy | yes | 82.78 | 204.28 | 100% | 359.00 | +333.00 | pass |
 
 ### client references
 
@@ -430,10 +430,10 @@ Method: `textDocument/references`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | References found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.26 | 0.28 | 100% | 2.00 | 0.00 | pass |
-| Ty | yes | 0.58 | 0.74 | 100% | 2.00 | 0.00 | pass |
-| Pyright | yes | 0.60 | 0.68 | 100% | 2.00 | 0.00 | pass |
-| pylsp-mypy | yes | 41.05 | 105.24 | 100% | 2.00 | 0.00 | pass |
+| Pyrefly | yes | 0.33 | 0.35 | 100% | 2.00 | 0.00 | pass |
+| Ty | yes | 0.69 | 0.77 | 100% | 2.00 | 0.00 | pass |
+| Pyright | yes | 0.72 | 0.87 | 100% | 2.00 | 0.00 | pass |
+| pylsp-mypy | yes | 65.26 | 121.86 | 100% | 2.00 | 0.00 | pass |
 
 ### edit response then complete (edit+completion)
 
@@ -441,10 +441,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 2.39 | 3.81 | 100% | 32.00 | -173.00 | pass |
-| Pyright | yes | 4.28 | 5.94 | 100% | 205.00 | 0.00 | pass |
-| Ty | yes | 5.11 | 6.85 | 100% | 225.00 | +20.00 | pass |
-| pylsp-mypy | yes | 68.22 | 70.78 | 100% | 57.00 | -148.00 | pass |
+| Pyrefly | yes | 2.26 | 4.85 | 100% | 32.00 | -173.00 | pass |
+| Pyright | yes | 4.33 | 5.45 | 100% | 205.00 | 0.00 | pass |
+| Ty | yes | 5.11 | 5.75 | 100% | 225.00 | +20.00 | pass |
+| pylsp-mypy | yes | 87.25 | 90.29 | 100% | 57.00 | -148.00 | pass |
 
 ### edit response then hover (edit+hover)
 
@@ -452,10 +452,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 1.21 | 1.27 | 100% | 9977.00 | +9557.00 | pass |
-| Ty | yes | 2.67 | 2.70 | 100% | 1555.00 | +1135.00 | pass |
-| Pyright | yes | 26.99 | 30.14 | 100% | 420.00 | 0.00 | pass |
-| pylsp-mypy | yes | 188.18 | 191.05 | 100% | 880.00 | +460.00 | pass |
+| Ty | yes | 3.34 | 3.36 | 100% | 1555.00 | +1135.00 | pass |
+| Pyrefly | yes | 3.93 | 5.82 | 100% | 9977.00 | +9557.00 | pass |
+| Pyright | yes | 34.83 | 40.48 | 100% | 420.00 | 0.00 | pass |
+| pylsp-mypy | yes | 225.56 | 226.82 | 100% | 880.00 | +460.00 | pass |
 
 ### Result Differences
 
@@ -468,7 +468,7 @@ Method: `textDocument/hover`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| Pyrefly | no | 180.14 | 0.22 | 8 | 40 | 100% | 2 |
+| Pyrefly | no | 215.32 | 0.32 | 8 | 40 | 100% | 2 |
 
 ### builtins semantic tokens
 
@@ -476,7 +476,7 @@ Method: semantic token impl using typeServer/getComputedType
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.70 | 0.77 | 100% | 30.00 | 0.00 | pass |
+| Pyrefly | yes | 0.98 | 1.03 | 100% | 30.00 | 0.00 | pass |
 
 ### builtin int computed type
 
@@ -484,7 +484,7 @@ Method: `typeServer/getComputedType`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.11 | 0.12 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.19 | 0.21 | 100% | 7.00 | 0.00 | pass |
 
 ### list declared type
 
@@ -492,7 +492,7 @@ Method: `typeServer/getDeclaredType`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.25 | 0.27 | 100% | 7.00 | 0.00 | pass |
 
 ### generic specialization computed type
 
@@ -500,7 +500,7 @@ Method: `typeServer/getComputedType`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.23 | 0.23 | 100% | 7.00 | 0.00 | pass |
 
 ### stdlib path computed type
 
@@ -508,7 +508,7 @@ Method: `typeServer/getComputedType`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.16 | 0.19 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.22 | 0.23 | 100% | 7.00 | 0.00 | pass |
 
 ### function argument expected type
 
@@ -516,13 +516,13 @@ Method: `typeServer/getExpectedType`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.23 | 0.25 | 100% | 7.00 | 0.00 | pass |
 
 ## Benchmark: tsp_semantic
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| Pyrefly | yes | 5138.73 | 56.24 | 3 | 15 | 100% | 0 |
+| Pyrefly | yes | 5734.57 | 29.82 | 3 | 15 | 100% | 0 |
 
 ### django semantic tokens
 
@@ -530,7 +530,7 @@ Method: semantic token impl using typeServer/getComputedType
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 11.46 | 18.41 | 100% | 126.00 | 0.00 | pass |
+| Pyrefly | yes | 20.95 | 39.20 | 100% | 126.00 | 0.00 | pass |
 
 ### transformers semantic tokens
 
@@ -538,7 +538,7 @@ Method: semantic token impl using typeServer/getComputedType
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 121.30 | 125.26 | 100% | 74.00 | 0.00 | pass |
+| Pyrefly | yes | 61.31 | 66.54 | 100% | 74.00 | 0.00 | pass |
 
 ### stdlib semantic tokens
 
@@ -546,4 +546,4 @@ Method: semantic token impl using typeServer/getComputedType
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 35.97 | 56.14 | 100% | 75.00 | 0.00 | pass |
+| Pyrefly | yes | 7.20 | 7.43 | 100% | 75.00 | 0.00 | pass |
diff --git a/latest-results/ty-20260919T060520Z-responses.jsonl b/latest-results/ty-20260920T060502Z-responses.jsonl
similarity index 100%
rename from latest-results/ty-20260919T060520Z-responses.jsonl
rename to latest-results/ty-20260920T060502Z-responses.jsonl
diff --git a/latest-results/ty-20260919T060520Z.json b/latest-results/ty-20260920T060502Z.json
similarity index 90%
rename from latest-results/ty-20260919T060520Z.json
rename to latest-results/ty-20260920T060502Z.json
index 8b12490..9e40c73 100644
--- a/latest-results/ty-20260919T060520Z.json
+++ b/latest-results/ty-20260920T060502Z.json
@@ -12,8 +12,8 @@
     "transformers",
     "web"
   ],
-  "started_at_unix": 1789798000.1549416,
-  "finished_at_unix": 1789798004.6489208,
+  "started_at_unix": 1789884393.5429137,
+  "finished_at_unix": 1789884398.6855578,
   "scenario_reports": [],
   "benchmark_reports": [
     {
@@ -26,7 +26,7 @@
       "environment_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/.venv",
       "python_executable": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/.venv/bin/python",
       "success": true,
-      "total_duration_ms": 432.49121799999557,
+      "total_duration_ms": 508.9334410000106,
       "error_message": null,
       "summary": {
         "request_count": 32,
@@ -35,11 +35,11 @@
         "failure_count": 0,
         "bytes_sent": 18656,
         "bytes_received": 878182,
-        "min_ms": 0.1360249999891039,
-        "max_ms": 250.29707100000564,
-        "mean_ms": 12.944728406244721,
-        "median_ms": 1.5231459999824892,
-        "p95_ms": 37.704012450015476,
+        "min_ms": 0.20915400000376394,
+        "max_ms": 291.46557699999676,
+        "mean_ms": 15.248975874996518,
+        "median_ms": 1.7359589999870195,
+        "p95_ms": 44.31214055001073,
         "result_summary": {
           "present_count": 31,
           "empty_count": 1,
@@ -95,27 +95,27 @@
         "by_method": {
           "textDocument/completion": {
             "point_count": 2,
-            "min_ms": 1.2332789999902616,
-            "max_ms": 13.52539500001626,
-            "mean_ms": 6.092643699989253,
-            "median_ms": 5.747497499982046,
-            "p95_ms": 12.345142650006832
+            "min_ms": 1.5262839999934386,
+            "max_ms": 13.6232750000147,
+            "mean_ms": 6.879686699997478,
+            "median_ms": 6.724527999992347,
+            "p95_ms": 12.809136350001891
           },
           "textDocument/hover": {
             "point_count": 2,
-            "min_ms": 0.22108300001377756,
-            "max_ms": 4.58432899998229,
-            "mean_ms": 2.4009667999990825,
-            "median_ms": 2.399265999997624,
-            "p95_ms": 4.582310299997516
+            "min_ms": 0.3173079999783113,
+            "max_ms": 5.916721999994934,
+            "mean_ms": 3.099057599993671,
+            "median_ms": 3.0708584999956656,
+            "p95_ms": 5.915874650003161
           },
           "textDocument/definition": {
             "point_count": 1,
-            "min_ms": 0.1360249999891039,
-            "max_ms": 0.1533610000024055,
-            "mean_ms": 0.14490259999320187,
-            "median_ms": 0.1435869999966144,
-            "p95_ms": 0.15260600000033264
+            "min_ms": 0.20915400000376394,
+            "max_ms": 0.22666699999263074,
+            "mean_ms": 0.21949739999627127,
+            "median_ms": 0.2211660000170923,
+            "p95_ms": 0.22594959999082675
           }
         },
         "validation": {
@@ -141,11 +141,11 @@
             "failure_count": 0,
             "bytes_sent": 1425,
             "bytes_received": 306250,
-            "min_ms": 1.2332789999902616,
-            "max_ms": 1.7134529999793813,
-            "mean_ms": 1.3748963999887565,
-            "median_ms": 1.297596000000567,
-            "p95_ms": 1.6373301999806245,
+            "min_ms": 1.5262839999934386,
+            "max_ms": 1.7420399999821257,
+            "mean_ms": 1.6356741999913993,
+            "median_ms": 1.6124969999964378,
+            "p95_ms": 1.7396075999840832,
             "result_summary": {
               "present_count": 5,
               "empty_count": 0,
@@ -205,9 +205,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 250.29707100000564,
+              "duration_ms": 291.46557699999676,
               "success": true,
-              "started_at_unix": 1789798000.1707668,
+              "started_at_unix": 1789884393.5607927,
               "bytes_sent": 285,
               "bytes_received": 61250,
               "request_id": 2,
@@ -235,9 +235,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 1.7134529999793813,
+              "duration_ms": 1.7298779999919134,
               "success": true,
-              "started_at_unix": 1789798000.421866,
+              "started_at_unix": 1789884393.8531878,
               "bytes_sent": 285,
               "bytes_received": 61250,
               "request_id": 3,
@@ -265,9 +265,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 1.3328389999855972,
+              "duration_ms": 1.7420399999821257,
               "success": true,
-              "started_at_unix": 1789798000.4246802,
+              "started_at_unix": 1789884393.8561928,
               "bytes_sent": 285,
               "bytes_received": 61250,
               "request_id": 4,
@@ -295,9 +295,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 1.297596000000567,
+              "duration_ms": 1.6124969999964378,
               "success": true,
-              "started_at_unix": 1789798000.427055,
+              "started_at_unix": 1789884393.859195,
               "bytes_sent": 285,
               "bytes_received": 61250,
               "request_id": 5,
@@ -325,9 +325,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 1.2973149999879752,
+              "duration_ms": 1.567671999993081,
               "success": true,
-              "started_at_unix": 1789798000.429411,
+              "started_at_unix": 1789884393.86207,
               "bytes_sent": 285,
               "bytes_received": 61250,
               "request_id": 6,
@@ -355,9 +355,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 1.2332789999902616,
+              "duration_ms": 1.5262839999934386,
               "success": true,
-              "started_at_unix": 1789798000.4317558,
+              "started_at_unix": 1789884393.8649118,
               "bytes_sent": 285,
               "bytes_received": 61250,
               "request_id": 7,
@@ -400,11 +400,11 @@
             "failure_count": 0,
             "bytes_sent": 1269,
             "bytes_received": 22949,
-            "min_ms": 0.22108300001377756,
-            "max_ms": 0.2640380000116238,
-            "mean_ms": 0.24104360000478664,
-            "median_ms": 0.24776399999382193,
-            "p95_ms": 0.26105960001245876,
+            "min_ms": 0.3173079999783113,
+            "max_ms": 0.3519619999963197,
+            "mean_ms": 0.3305207999915183,
+            "median_ms": 0.32295899998757704,
+            "p95_ms": 0.3490727999974297,
             "result_summary": {
               "present_count": 5,
               "empty_count": 0,
@@ -464,9 +464,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 0.39698800000564916,
+              "duration_ms": 0.45989599999529673,
               "success": true,
-              "started_at_unix": 1789798000.4341977,
+              "started_at_unix": 1789884393.867811,
               "bytes_sent": 253,
               "bytes_received": 4589,
               "request_id": 8,
@@ -494,9 +494,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 0.24914600001579856,
+              "duration_ms": 0.3519619999963197,
               "success": true,
-              "started_at_unix": 1789798000.434659,
+              "started_at_unix": 1789884393.8683434,
               "bytes_sent": 253,
               "bytes_received": 4589,
               "request_id": 9,
@@ -524,9 +524,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 0.24776399999382193,
+              "duration_ms": 0.32285899999351386,
               "success": true,
-              "started_at_unix": 1789798000.4349883,
+              "started_at_unix": 1789884393.86879,
               "bytes_sent": 254,
               "bytes_received": 4590,
               "request_id": 10,
@@ -554,9 +554,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 0.2640380000116238,
+              "duration_ms": 0.33751600000186954,
               "success": true,
-              "started_at_unix": 1789798000.4353251,
+              "started_at_unix": 1789884393.8692226,
               "bytes_sent": 254,
               "bytes_received": 4590,
               "request_id": 11,
@@ -584,9 +584,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 0.22318699998891134,
+              "duration_ms": 0.32295899998757704,
               "success": true,
-              "started_at_unix": 1789798000.435664,
+              "started_at_unix": 1789884393.8696487,
               "bytes_sent": 254,
               "bytes_received": 4590,
               "request_id": 12,
@@ -614,9 +614,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 0.22108300001377756,
+              "duration_ms": 0.3173079999783113,
               "success": true,
-              "started_at_unix": 1789798000.4359715,
+              "started_at_unix": 1789884393.8700738,
               "bytes_sent": 254,
               "bytes_received": 4590,
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