diff --git a/latest-results.md b/latest-results.md
index 94972c3..8588690 100644
--- a/latest-results.md
+++ b/latest-results.md
@@ -1,8 +1,8 @@
 # Python LSP Benchmark Comparison
 
-Generated from `results/bench-servers/summary-20260903T060619Z.json`
+Generated from `results/bench-servers/summary-20260904T060510Z.json`
 
-- Generated at: 20260903T060619Z
+- Generated at: 20260904T060510Z
 - Config: `github-releases`
 - Servers: pyright, ty, pyrefly, pylsp-mypy
 - Baseline server: Pyright (pyright)
@@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260903T060619Z.json`
 
 | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points |
 | --- | --- | --- | ---: | ---: | ---: | ---: | ---: |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 6 | 4837.29 | 3.99 | 150 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | no | 8 | 7692.81 | 14.95 | 205 | 97% | 2 |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 6 | 37843.10 | 72.87 | 150 | 97% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | no | 6 | 218704.32 | 370.02 | 150 | 80% | 5 |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 6 | 4731.84 | 3.81 | 150 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | no | 8 | 8368.35 | 18.15 | 205 | 97% | 2 |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 6 | 38050.72 | 76.54 | 150 | 97% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | no | 6 | 217507.91 | 367.08 | 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-20260903T060619Z.json`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 391.84 | 3.40 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 797.92 | 10.05 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 4634.65 | 85.59 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | no | 7880.47 | 112.46 | 5 | 25 | 80% | 1 |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 371.86 | 3.20 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 752.12 | 11.61 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 4338.90 | 74.02 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | no | 7708.56 | 112.07 | 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-20260903T060619Z.json) | yes | 1.66 | 1.83 | 100% | 223.00 | +22.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 6.66 | 11.66 | 100% | 201.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 33.34 | 122.57 | 100% | 250.00 | +49.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 208.13 | 433.57 | 100% | 188.00 | -13.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 1.63 | 1.79 | 100% | 223.00 | +22.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 6.67 | 9.96 | 100% | 201.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 33.43 | 121.78 | 100% | 250.00 | +49.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 209.96 | 487.49 | 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-20260903T060619Z.json) | yes | 0.33 | 0.34 | 100% | 4232.00 | +213.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 1.07 | 1.23 | 100% | 4019.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 1.98 | 2.34 | 100% | 2589.00 | -1430.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 180.83 | 183.16 | 100% | 4134.00 | +115.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 0.31 | 0.32 | 100% | 4232.00 | +213.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 1.11 | 1.31 | 100% | 4019.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 2.58 | 3.17 | 100% | 2589.00 | -1430.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 180.25 | 186.72 | 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-20260903T060619Z.json) | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 0.25 | 0.27 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 0.43 | 0.49 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 1.03 | 1.07 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 0.45 | 0.49 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 1.04 | 1.07 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 1.04 | 2.61 | 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-20260903T060619Z.json) | no | 4.85 | 4.97 | 0% | 0.00 | -168.00 | fail (10) |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 11.30 | 14.81 | 100% | 168.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 12.10 | 14.14 | 100% | 149.00 | -19.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 386.52 | 500.19 | 100% | 168.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | no | 4.48 | 4.79 | 0% | 0.00 | -168.00 | fail (10) |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 10.19 | 13.38 | 100% | 168.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 17.35 | 39.72 | 100% | 149.00 | -19.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 329.75 | 448.42 | 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-20260903T060619Z.json) | yes | 2.60 | 2.72 | 100% | 1909.00 | +1631.00 | pass |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 3.51 | 3.54 | 100% | 267.00 | -11.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 33.27 | 35.92 | 100% | 278.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 167.49 | 172.26 | 100% | 5662.00 | +5384.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 3.63 | 5.20 | 100% | 1909.00 | +1631.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 3.64 | 3.83 | 100% | 267.00 | -11.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 32.12 | 35.14 | 100% | 278.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 164.60 | 165.28 | 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-20260903T060619Z.json) | yes | 252.48 | 2.60 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 271.07 | 4.50 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 1455.01 | 14.41 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 7875.52 | 174.86 | 5 | 25 | 100% | 0 |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 249.85 | 2.46 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 290.82 | 4.68 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 1443.34 | 13.74 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 7693.57 | 172.11 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 3.97 | 7.38 | 100% | 10.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 5.23 | 7.66 | 100% | 261.00 | +251.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 17.63 | 69.45 | 100% | 15.00 | +5.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 213.80 | 647.62 | 100% | 2.00 | -8.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 3.95 | 6.76 | 100% | 10.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 4.82 | 7.39 | 100% | 261.00 | +251.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 18.09 | 71.36 | 100% | 15.00 | +5.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 216.27 | 664.67 | 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-20260903T060619Z.json) | yes | 0.25 | 0.28 | 100% | 46.00 | -11.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 0.28 | 0.31 | 100% | 298.00 | +241.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 0.47 | 0.52 | 100% | 57.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 156.37 | 157.76 | 100% | 57.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 0.21 | 0.24 | 100% | 46.00 | -11.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 0.52 | 0.60 | 100% | 57.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 2.28 | 2.97 | 100% | 298.00 | +241.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 156.46 | 163.01 | 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-20260903T060619Z.json) | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 0.23 | 0.26 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 0.36 | 0.39 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 1.06 | 1.09 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 0.18 | 0.19 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 0.40 | 0.43 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.80 | 2.43 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 3.16 | 9.39 | 100% | 83.00 | -21.00 | pass |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 4.49 | 4.91 | 100% | 104.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 25.66 | 27.79 | 100% | 104.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 253.06 | 289.98 | 100% | 143.00 | +39.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 1.02 | 1.06 | 100% | 83.00 | -21.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 4.26 | 4.47 | 100% | 104.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 24.79 | 26.63 | 100% | 104.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 246.38 | 279.52 | 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-20260903T060619Z.json) | yes | 1.20 | 2.90 | 100% | 858.00 | +775.00 | pass |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 2.85 | 2.87 | 100% | 100.00 | +17.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 41.62 | 48.14 | 100% | 83.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 250.01 | 258.27 | 100% | 71.00 | -12.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 1.22 | 3.09 | 100% | 858.00 | +775.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 2.82 | 2.86 | 100% | 100.00 | +17.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 39.03 | 44.62 | 100% | 83.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 240.38 | 241.79 | 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-20260903T060619Z.json) | yes | 839.42 | 7.94 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 667.28 | 11.93 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 9859.75 | 140.69 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 8074.40 | 142.23 | 5 | 25 | 100% | 0 |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 806.02 | 7.33 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 679.06 | 12.00 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 7828.03 | 139.62 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 10849.00 | 177.19 | 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-20260903T060619Z.json) | yes | 19.24 | 22.42 | 100% | 1000.00 | +728.80 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 36.38 | 142.56 | 100% | 16.00 | -255.20 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 73.53 | 245.21 | 100% | 271.20 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 109.77 | 286.64 | 100% | 6.00 | -265.20 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 18.70 | 22.32 | 100% | 1000.00 | +728.80 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 36.44 | 144.22 | 100% | 16.00 | -255.20 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 72.05 | 243.50 | 100% | 271.20 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 101.72 | 255.34 | 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-20260903T060619Z.json) | yes | 0.28 | 0.31 | 100% | 329.00 | -21.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 0.79 | 0.98 | 100% | 350.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 5.03 | 5.87 | 100% | 2588.00 | +2238.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 189.59 | 191.02 | 100% | 301.00 | -49.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 0.26 | 0.29 | 100% | 329.00 | -21.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 0.60 | 0.68 | 100% | 350.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 2.68 | 2.99 | 100% | 2588.00 | +2238.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 189.31 | 190.04 | 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-20260903T060619Z.json) | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 0.47 | 0.52 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 1.05 | 1.10 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 2.92 | 2.94 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 0.19 | 0.19 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.24 | 0.26 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 0.42 | 0.48 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 1.05 | 1.08 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 14.66 | 36.20 | 100% | 256.00 | -184.00 | pass |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 17.21 | 17.75 | 100% | 448.00 | +8.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 222.45 | 227.48 | 100% | 441.00 | +1.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 615.72 | 1229.23 | 100% | 440.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 14.82 | 16.27 | 100% | 448.00 | +8.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 15.23 | 22.41 | 100% | 256.00 | -184.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 222.72 | 224.66 | 100% | 441.00 | +1.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 800.11 | 1236.40 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 0.66 | 0.78 | 100% | 794.00 | -3498.00 | pass |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 2.75 | 2.85 | 100% | 4441.00 | +149.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 12.94 | 14.80 | 100% | 4292.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 188.28 | 203.31 | 100% | 232.00 | -4060.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 2.70 | 2.74 | 100% | 4441.00 | +149.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 5.43 | 9.16 | 100% | 794.00 | -3498.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 12.79 | 15.32 | 100% | 4292.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 183.30 | 185.90 | 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-20260903T060619Z.json) | yes | 353.01 | 2.46 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 798.80 | 17.09 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 3450.95 | 46.87 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | no | 7007.40 | 122.43 | 5 | 25 | 60% | 2 |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 357.13 | 2.50 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 756.25 | 15.03 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 3453.26 | 46.77 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | no | 7087.61 | 121.54 | 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-20260903T060619Z.json) | yes | 3.34 | 7.52 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 8.03 | 14.42 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 64.28 | 245.80 | 100% | 15.00 | +14.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 208.17 | 440.49 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 3.50 | 8.03 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 7.05 | 11.44 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 62.42 | 243.10 | 100% | 15.00 | +14.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 195.28 | 455.37 | 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-20260903T060619Z.json) | yes | 0.39 | 0.40 | 100% | 10621.00 | +49.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 1.02 | 1.05 | 100% | 13188.00 | +2616.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 1.27 | 1.55 | 100% | 10572.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 326.32 | 329.04 | 100% | 10498.00 | -74.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 0.39 | 0.40 | 100% | 10621.00 | +49.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 1.16 | 1.26 | 100% | 10572.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 3.32 | 5.17 | 100% | 13188.00 | +2616.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 333.33 | 344.93 | 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-20260903T060619Z.json) | yes | 0.22 | 0.23 | 100% | 2.00 | +1.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 0.27 | 0.28 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 0.43 | 0.46 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 1.25 | 1.51 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 0.22 | 0.23 | 100% | 2.00 | +1.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 0.41 | 0.48 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 1.11 | 1.20 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 2.92 | 2.93 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 4.31 | 4.72 | 100% | 23.00 | -15.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 9.77 | 18.95 | 100% | 17.00 | -21.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | no | 38.24 | 40.23 | 0% | 0.00 | -38.00 | fail (10) |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 136.50 | 191.41 | 100% | 38.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 4.44 | 5.08 | 100% | 23.00 | -15.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 6.09 | 17.33 | 100% | 17.00 | -21.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | no | 39.47 | 40.64 | 0% | 0.00 | -38.00 | fail (10) |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 136.57 | 168.38 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 4.03 | 4.11 | 100% | 958.00 | +58.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 10.14 | 23.14 | 100% | 2137.00 | +1237.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | no | 38.16 | 38.94 | 0% | 0.00 | -900.00 | fail (10) |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 88.15 | 97.62 | 100% | 900.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.39 | 0.42 | 100% | 2137.00 | +1237.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 3.97 | 4.00 | 100% | 958.00 | +58.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | no | 38.52 | 39.25 | 0% | 0.00 | -900.00 | fail (10) |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 88.65 | 98.01 | 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-20260903T060619Z.json) | yes | 2684.48 | 4.73 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 2456.66 | 51.67 | 5 | 25 | 80% | 0 |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 16965.21 | 140.28 | 5 | 25 | 80% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | no | 182768.77 | 1550.73 | 5 | 25 | 40% | 2 |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 2632.68 | 4.67 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 2401.94 | 51.24 | 5 | 25 | 80% | 0 |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 16531.13 | 138.49 | 5 | 25 | 80% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | no | 182302.86 | 1551.70 | 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-20260903T060619Z.json) | yes | 11.68 | 12.30 | 100% | 775.00 | +652.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 52.32 | 82.80 | 100% | 123.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 147.08 | 152.83 | 100% | 2.00 | -121.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 244.45 | 964.50 | 100% | 15.00 | -108.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 11.23 | 12.29 | 100% | 775.00 | +652.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 49.16 | 83.77 | 100% | 123.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 143.62 | 144.21 | 100% | 2.00 | -121.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 237.48 | 949.03 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 0.23 | 0.26 | 100% | 7.00 | -27.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 0.25 | 0.26 | 100% | 48.00 | +14.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 0.47 | 0.52 | 100% | 34.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | no | 2734.45 | 2785.26 | 0% | 0.00 | -34.00 | fail (10) |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.21 | 0.21 | 100% | 48.00 | +14.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 0.24 | 0.29 | 100% | 7.00 | -27.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 0.50 | 0.58 | 100% | 34.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | no | 2738.18 | 2772.67 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 0.27 | 0.29 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 0.28 | 0.30 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 0.44 | 0.51 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 2202.08 | 2285.79 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 0.30 | 0.35 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 0.55 | 0.95 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 2214.81 | 2266.21 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 2.66 | 2.80 | 0% | 0.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 5.88 | 6.02 | 100% | 23.00 | +23.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 7.24 | 9.09 | 0% | 0.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 7.55 | 16.12 | 0% | 0.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 2.48 | 2.61 | 0% | 0.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 5.89 | 5.97 | 100% | 23.00 | +23.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 6.37 | 7.64 | 0% | 0.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 14.47 | 19.84 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 5.61 | 5.72 | 100% | 7.00 | -23.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 5.84 | 21.64 | 100% | 33.00 | +3.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 640.92 | 682.95 | 100% | 30.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | no | 2667.37 | 2740.46 | 0% | 0.00 | -30.00 | fail (10) |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 3.84 | 10.21 | 100% | 33.00 | +3.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 5.66 | 5.68 | 100% | 7.00 | -23.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 635.87 | 661.56 | 100% | 30.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | no | 2659.43 | 2681.71 | 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-20260903T060619Z.json) | yes | 316.06 | 2.79 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 1477.52 | 9.36 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 760.24 | 9.62 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 5097.76 | 117.43 | 5 | 25 | 100% | 0 |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 314.30 | 2.71 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 1435.10 | 9.05 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 759.53 | 10.31 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 4887.28 | 105.43 | 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-20260903T060619Z.json) | yes | 4.77 | 8.01 | 100% | 14.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 6.17 | 9.04 | 100% | 467.00 | +453.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 42.00 | 138.38 | 100% | 254.40 | +240.40 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 102.73 | 170.46 | 100% | 1.00 | -13.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 4.78 | 8.09 | 100% | 14.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 5.89 | 8.74 | 100% | 467.00 | +453.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 44.69 | 134.24 | 100% | 254.40 | +240.40 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 72.26 | 97.11 | 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-20260903T060619Z.json) | yes | 0.22 | 0.24 | 100% | 7.00 | -19.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 0.50 | 0.53 | 100% | 26.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 2.65 | 8.92 | 100% | 149.00 | +123.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 152.92 | 263.55 | 100% | 359.00 | +333.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 0.23 | 0.24 | 100% | 7.00 | -19.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 0.51 | 0.56 | 100% | 26.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 2.73 | 9.18 | 100% | 149.00 | +123.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 121.86 | 196.47 | 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-20260903T060619Z.json) | yes | 0.36 | 0.37 | 100% | 2.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 0.57 | 0.67 | 100% | 2.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 1.12 | 2.41 | 100% | 2.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 3.85 | 4.11 | 100% | 2.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.36 | 0.39 | 100% | 2.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 0.54 | 0.61 | 100% | 2.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 1.03 | 1.89 | 100% | 2.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 14.06 | 41.01 | 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-20260903T060619Z.json) | yes | 0.57 | 0.60 | 100% | 32.00 | -173.00 | pass |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 4.49 | 5.35 | 100% | 225.00 | +20.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 5.37 | 6.78 | 100% | 205.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 90.45 | 92.81 | 100% | 57.00 | -148.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.60 | 0.63 | 100% | 32.00 | -173.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 4.36 | 5.20 | 100% | 225.00 | +20.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 4.55 | 5.65 | 100% | 205.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 89.74 | 92.20 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20260903T060619Z.json) | yes | 2.49 | 2.50 | 100% | 1613.00 | +1193.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20260903T060619Z.json) | yes | 2.54 | 4.27 | 100% | 3585.00 | +3165.00 | pass |
-| [Pyright](latest-results/pyright-20260903T060619Z.json) | yes | 35.02 | 41.86 | 100% | 420.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20260903T060619Z.json) | yes | 237.21 | 244.15 | 100% | 880.00 | +460.00 | pass |
+| [Ty](latest-results/ty-20260904T060510Z.json) | yes | 2.53 | 2.55 | 100% | 1613.00 | +1193.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 3.15 | 4.36 | 100% | 3585.00 | +3165.00 | pass |
+| [Pyright](latest-results/pyright-20260904T060510Z.json) | yes | 34.38 | 39.74 | 100% | 420.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20260904T060510Z.json) | yes | 229.24 | 230.82 | 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-20260903T060619Z.json) | no | 191.21 | 0.29 | 8 | 40 | 100% | 2 |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | no | 187.58 | 0.28 | 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-20260903T060619Z.json) | yes | 0.99 | 1.04 | 100% | 30.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.94 | 0.99 | 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-20260903T060619Z.json) | yes | 0.17 | 0.17 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.17 | 0.18 | 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-20260903T060619Z.json) | yes | 0.20 | 0.20 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.22 | 0.24 | 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-20260903T060619Z.json) | yes | 0.18 | 0.19 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.17 | 0.18 | 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-20260903T060619Z.json) | yes | 0.19 | 0.21 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.19 | 0.20 | 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-20260903T060619Z.json) | yes | 0.22 | 0.23 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 0.22 | 0.24 | 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-20260903T060619Z.json) | yes | 1749.63 | 28.80 | 3 | 15 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 2541.06 | 72.57 | 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-20260903T060619Z.json) | yes | 15.98 | 32.13 | 100% | 126.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 20.94 | 53.32 | 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-20260903T060619Z.json) | yes | 62.01 | 64.31 | 100% | 74.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 141.02 | 145.84 | 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-20260903T060619Z.json) | yes | 8.41 | 13.41 | 100% | 75.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20260904T060510Z.json) | yes | 55.75 | 63.14 | 100% | 75.00 | 0.00 | pass |
diff --git a/latest-results/pylsp-mypy-20260903T060619Z-responses.jsonl b/latest-results/pylsp-mypy-20260904T060510Z-responses.jsonl
similarity index 97%
rename from latest-results/pylsp-mypy-20260903T060619Z-responses.jsonl
rename to latest-results/pylsp-mypy-20260904T060510Z-responses.jsonl
index 3d25ca2..206234a 100644
--- a/latest-results/pylsp-mypy-20260903T060619Z-responses.jsonl
+++ b/latest-results/pylsp-mypy-20260904T060510Z-responses.jsonl
@@ -64,9 +64,9 @@
 {"suite": "pandas", "label": "build report definition", "method": "textDocument/definition", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 16, "character": 17, "iteration": 4, "result": [{"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "range": {"start": {"line": 3, "character": 4}, "end": {"line": 3, "character": 16}}}]}
 {"suite": "pandas", "label": "build report definition", "method": "textDocument/definition", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 16, "character": 17, "iteration": 5, "result": [{"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "range": {"start": {"line": 3, "character": 4}, "end": {"line": 3, "character": 16}}}]}
 {"suite": "pandas", "label": "edit dataframe then complete (edit+completion)", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 39, "iteration": 1, "result": {"isIncomplete": false, "items": [{"label": "abs()", "kind": 3, "sortText": "aabs", "insertText": "abs", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add(other, axis, level, fill_value)", "kind": 3, "sortText": "aadd", "insertText": "add", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_prefix(prefix, axis)", "kind": 3, "sortText": "aadd_prefix", "insertText": "add_prefix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_suffix(suffix, axis)", "kind": 3, "sortText": "aadd_suffix", "insertText": "add_suffix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "agg", "kind": 6, "sortText": "aagg", "insertText": "agg", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "aggregate(func, axis, args, kwargs)", "kind": 3, "sortText": "aaggregate", "insertText": "aggregate", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "align(other, join, axis, level, copy, fill_value, method, limit, fill_axis, broadcast_axis)", "kind": 3, "sortText": "aalign", "insertText": "align", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "all(axis, bool_only, skipna, kwargs)", "kind": 3, "sortText": "aall", "insertText": "all", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "any(axis, bool_only, skipna, kwargs)", "kind": 3, "sortText": "aany", "insertText": "any", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "apply(func, axis, raw, result_type, args, by_row, engine, engine_kwargs, kwargs)", "kind": 3, "sortText": "aapply", "insertText": "apply", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "applymap(func, na_action, kwargs)", "kind": 3, "sortText": "aapplymap", "insertText": "applymap", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "asfreq(freq, method, how, normalize, fill_value)", "kind": 3, "sortText": "aasfreq", "insertText": "asfreq", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "asof(where, subset)", "kind": 3, "sortText": "aasof", "insertText": "asof", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "assign(kwargs)", "kind": 3, "sortText": "aassign", "insertText": "assign", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "astype(dtype, copy, errors)", "kind": 3, "sortText": "aastype", "insertText": "astype", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "at", "kind": 10, "sortText": "aat", "insertText": "at", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "at_time(time, asof, axis)", "kind": 3, "sortText": "aat_time", "insertText": "at_time", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "attrs", "kind": 6, "sortText": "aattrs", "insertText": "attrs", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "axes", "kind": 10, "sortText": "aaxes", "insertText": "axes", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "backfill(axis, inplace, limit, downcast)", "kind": 3, "sortText": "abackfill", "insertText": "backfill", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "between_time(start_time, end_time, inclusive, axis)", "kind": 3, "sortText": "abetween_time", "insertText": "between_time", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "bfill(axis, inplace, limit, limit_area, downcast)", "kind": 3, "sortText": "abfill", "insertText": "bfill", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "bool()", "kind": 3, "sortText": "abool", "insertText": "bool", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "boxplot", "kind": 6, "sortText": "aboxplot", "insertText": "boxplot", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "clip(lower, upper, axis, inplace, kwargs)", "kind": 3, "sortText": "aclip", "insertText": "clip", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "columns", "kind": 6, 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similarity index 90%
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diff --git a/latest-results/pyright-20260903T060619Z-responses.jsonl b/latest-results/pyright-20260904T060510Z-responses.jsonl
similarity index 100%
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diff --git a/latest-results/summary-20260903T060619Z.csv b/latest-results/summary-20260903T060619Z.csv
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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,6.656471000019337,11.660508600039066,1.0,completion_item_count,Completions found,201.0,0.0,True,0
-benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6573619999917355,1.826488599976983,1.0,completion_item_count,Completions found,223.0,22.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,33.34320359999765,122.56829919999743,1.0,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,208.13247999994928,433.5692811998797,1.0,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,1.0694229999899107,1.234224200038625,1.0,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,0.3274176000331863,0.33757420007987093,1.0,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,1.9823399999950198,2.3449533999382766,1.0,hover_text_char_count,Hover length,2589.0,-1430.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,180.83025159999124,183.1588367999302,1.0,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,0.43289279997225094,0.4916827999977613,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.2208669999617996,0.2259819999380852,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.2512002000003122,0.27399440000408504,1.0,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,1.0251158000301075,1.0667296000065107,1.0,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,386.5239382000027,500.1864385999852,1.0,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,11.300037199976032,14.808378999964587,1.0,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,12.101544199981618,14.142993799964643,1.0,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,4.847323800004233,4.9743430000035005,0.0,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,33.273594199999934,35.92036220002228,1.0,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,3.50885919999655,3.540985000040564,1.0,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,2.595317600003,2.719136400082789,1.0,hover_text_char_count,Hover length,1909.0,1631.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,167.48558280000907,172.26395239999874,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0
-benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,3.9719644000115295,7.376475200044296,1.0,completion_item_count,Completions found,10.0,0.0,True,0
-benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,5.2343543999995745,7.658278199983214,1.0,completion_item_count,Completions found,261.0,251.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,17.62674399997195,69.44870459994944,1.0,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,213.79771739998432,647.6201457999194,1.0,completion_item_count,Completions found,2.0,-8.0,True,0
-benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.4654213999856438,0.5214807999436744,1.0,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,0.24544280001919105,0.2758570000196414,1.0,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,0.2770224000187227,0.313177199996062,1.0,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,156.3703438000175,157.76390040005026,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.35692939995897177,0.3926139999521183,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.19977180002115347,0.21495560006314918,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.23432299999512907,0.2599982000219825,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.055237600030523,1.0949322000215034,1.0,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,25.655795799980297,27.786808599989854,1.0,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,4.48933200002557,4.910193599971535,1.0,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,3.1598521999740115,9.390706999943175,1.0,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,253.05882819993712,289.9766143999841,1.0,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,41.621619999978066,48.13792179998018,1.0,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,2.8502718000027016,2.871038199987197,1.0,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,1.2016098000231068,2.899943800025539,1.0,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,250.0058627999806,258.2668976000605,1.0,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,73.53042239999468,245.20501940003209,1.0,completion_item_count,Completions found,271.2,0.0,True,0
-benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,19.24186119999831,22.421917200040298,1.0,completion_item_count,Completions found,1000.0,728.8,True,0
-benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,36.382387999992716,142.55515659997397,1.0,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,109.76868600005218,286.6357574001085,1.0,completion_item_count,Completions found,6.0,-265.2,True,0
-benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.7921664000150486,0.9785316000261445,1.0,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,0.28042180001648376,0.30856859998493746,1.0,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,5.029177000005802,5.867359400053829,1.0,hover_text_char_count,Hover length,2588.0,2238.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,189.59489159997247,191.02010859987786,1.0,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,0.4729536000013468,0.5229912000231707,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.21253520001209836,0.22057599996969657,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,2.9223031999663363,2.941299999952207,1.0,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,1.0476412000116397,1.0979034000229149,1.0,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,615.7199575999584,1229.2342193999957,1.0,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,17.2144927999625,17.74579979999089,1.0,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,14.663389599991206,36.19776519992683,1.0,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,222.44812080002703,227.4832038000568,1.0,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,12.94269259997236,14.803248399948641,1.0,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,2.7460096000140766,2.852069400023538,1.0,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,0.6640851999691222,0.7756369999242452,1.0,hover_text_char_count,Hover length,794.0,-3498.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,188.28481139998985,203.31346000002668,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0
-benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,8.030063800038079,14.420909000068603,1.0,completion_item_count,Completions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.3436768000228767,7.5234503999809,1.0,completion_item_count,Completions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,64.27705039998273,245.80110120002695,1.0,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,208.16731080003592,440.49495540011776,1.0,completion_item_count,Completions found,1.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.2710387999959494,1.5519907999532734,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0
-benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.3913234000037846,0.4026408000072479,1.0,hover_text_char_count,Hover length,10621.0,49.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.0169712000106301,1.0477584000000206,1.0,hover_text_char_count,Hover length,13188.0,2616.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,326.3173691999782,329.03751939998074,1.0,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,0.42745560001549165,0.4606438000109847,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.223420200018154,0.23213639999539737,1.0,location_count,Definitions found,2.0,1.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.26929240000299615,0.2832622000369156,1.0,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,1.2491519999457523,1.5084053999544267,1.0,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,136.49711739999475,191.40522819996022,1.0,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,4.3105874000275435,4.721239400078048,1.0,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,9.770419799974661,18.952642599970204,1.0,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,38.23881039998014,40.22528139989845,0.0,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,88.14600139999129,97.61786120000124,1.0,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,4.025834599974587,4.112704599947392,1.0,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,10.135261799973705,23.13751099998171,1.0,hover_text_char_count,Hover length,2137.0,1237.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,38.15543319997232,38.937275199850774,0.0,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,52.32087260003482,82.7958140000419,1.0,completion_item_count,Completions found,123.0,0.0,True,0
-benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.678295200022148,12.301498800025001,1.0,completion_item_count,Completions found,775.0,652.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,244.4481603999975,964.5028045999877,1.0,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,147.0849463999457,152.83078599991313,1.0,completion_item_count,Completions found,2.0,-121.0,True,0
-benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.47458259998620633,0.5175391999728163,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0
-benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.22793680002450856,0.260962200081849,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.2514231999839467,0.26465600001301937,1.0,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,2734.4509330000164,2785.2645166,0.0,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,0.4430363999745168,0.5109213999730855,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2735355999902822,0.2878782000152569,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2798358000063672,0.2959860000146364,1.0,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,2202.079239199975,2285.785498999894,1.0,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,7.238204599957498,9.090102999925875,0.0,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,5.883643800007121,6.01950359998682,1.0,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,7.554363200029002,16.1196954000161,0.0,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,2.6583909999772004,2.8027104000102554,0.0,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,640.9206436000204,682.9462468000429,1.0,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,5.609141999980238,5.721128600021075,1.0,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,5.840055799990296,21.63855599999351,1.0,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,2667.370561800044,2740.458286600051,0.0,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,4.766919000007874,8.013880800012885,1.0,completion_item_count,Completions found,14.0,0.0,True,0
-benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,6.1661702000264995,9.035101999984363,1.0,completion_item_count,Completions found,467.0,453.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,42.00464939995072,138.37870919996928,1.0,completion_item_count,Completions found,254.4,240.4,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,102.73492619994613,170.45825719997083,1.0,completion_item_count,Completions found,1.0,-13.0,True,0
-benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5032850000134204,0.5305496000119092,1.0,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,0.21816100004343753,0.24032040000747656,1.0,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,2.645364600039102,8.924227400029848,1.0,hover_text_char_count,Hover length,149.0,123.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client session hover,textDocument/hover,textDocument/hover,True,152.92268839998542,263.5541091999585,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0
-benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,1.1234350000222548,2.410914600022806,1.0,location_count,References found,2.0,0.0,True,0
-benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5720404000385315,0.6652500000654982,1.0,location_count,References found,2.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.35651859998324653,0.37058279999655497,1.0,location_count,References found,2.0,0.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,3.8521187999776885,4.106877199910741,1.0,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,5.369128800020917,6.779341199944611,1.0,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,4.490742600000885,5.35237260003214,1.0,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,0.5673639999713487,0.5961255999409332,1.0,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,90.44638979999036,92.81062500003827,1.0,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,35.02463339996211,41.860037399942485,1.0,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,2.485927999987325,2.498995199948695,1.0,hover_text_char_count,Hover length,1613.0,1193.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.5390689999767346,4.26850420003575,1.0,hover_text_char_count,Hover length,3585.0,3165.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,237.20793740008048,244.1460792001635,1.0,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,0.9901025999852209,1.039127799981543,1.0,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,0.16686140002093452,0.17178279999825463,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.19563379998999153,0.20381619995077926,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.18227140001272346,0.19073379999099416,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.1656668000123318,0.1783339999974487,,,,,,False,10
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.19073580003805546,0.20984340005725244,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.21954020000976016,0.22921240001778642,1.0,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,0.1917476000244278,0.20853100002113933,,,,,,False,10
-benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,15.981488599982185,32.13313520004703,1.0,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,62.01235160001488,64.30640580010731,1.0,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,8.405685399930007,13.41282659986973,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0
diff --git a/latest-results/summary-20260904T060510Z.csv b/latest-results/summary-20260904T060510Z.csv
new file mode 100644
index 0000000..9b099ff
--- /dev/null
+++ b/latest-results/summary-20260904T060510Z.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,6.671241600005828,9.959839800004033,1.0,completion_item_count,Completions found,201.0,0.0,True,0
+benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6261221999968711,1.787020599999778,1.0,completion_item_count,Completions found,223.0,22.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,33.42918339998846,121.77788440000651,1.0,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,209.96383240000114,487.4859233999984,1.0,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,1.1121193999997558,1.3131906000040772,1.0,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,0.30909099999689715,0.3157758000099875,1.0,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,2.5803542000005564,3.168948599994792,1.0,hover_text_char_count,Hover length,2589.0,-1430.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,180.24857240000642,186.72388920000458,1.0,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,0.445413400001371,0.49366960000156723,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.21548639999764418,0.22993959998984792,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,1.0430052000003798,2.610924399976966,1.0,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,1.039654999999584,1.0707691999868985,1.0,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,329.7469936000027,448.42076179999424,1.0,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,10.188781400006519,13.379619000016874,1.0,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,17.35040520001121,39.7173954000209,1.0,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,4.482090399994831,4.790424799983839,0.0,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,32.122546599998714,35.13633059999677,1.0,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,3.638741000003165,3.8279894000140757,1.0,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,3.6314344000061283,5.196047600009024,1.0,hover_text_char_count,Hover length,1909.0,1631.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,164.60321959999646,165.28397299999256,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0
+benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,3.9493536000037466,6.762381400002937,1.0,completion_item_count,Completions found,10.0,0.0,True,0
+benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.816599199995153,7.388136799983157,1.0,completion_item_count,Completions found,261.0,251.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,18.090193400007593,71.35702140000147,1.0,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,216.27362440000866,664.6732460000065,1.0,completion_item_count,Completions found,2.0,-8.0,True,0
+benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.522008999999457,0.5982411999980286,1.0,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,0.21198980000463052,0.24388280000948723,1.0,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,2.2797260000061215,2.970205199983411,1.0,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,156.45786160000625,163.00588739999853,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.39619560000119236,0.43434660000514214,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.1768097999956808,0.19053519998806223,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.8029914000019289,2.434431600011066,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0556450000024142,1.0787960000016028,1.0,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,24.79428279999638,26.633806399993887,1.0,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,4.262298999998393,4.466916200010473,1.0,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,1.0190124000075684,1.0614216000135457,1.0,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,246.37789139999882,279.5243524,1.0,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,39.02620119999938,44.616460000003144,1.0,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,2.8238436000037836,2.8617682000117384,1.0,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,1.2232218000008288,3.0891614000040586,1.0,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,240.37853900000528,241.78515280000852,1.0,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,72.05024839999794,243.50251539999584,1.0,completion_item_count,Completions found,271.2,0.0,True,0
+benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.701121000003695,22.320060199996306,1.0,completion_item_count,Completions found,1000.0,728.8,True,0
+benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,36.43923740000332,144.223175400009,1.0,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,101.72240899999565,255.34107799999782,1.0,completion_item_count,Completions found,6.0,-265.2,True,0
+benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.600605199997517,0.6778855999925781,1.0,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,0.25624460000130966,0.28827839998939453,1.0,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,2.6816787999962344,2.990331399990964,1.0,hover_text_char_count,Hover length,2588.0,2238.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,189.31339240000398,190.0433870000029,1.0,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,0.4173655999949233,0.47636160000195105,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.18719359999863627,0.1912474000050679,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.23819099998831916,0.25892799997677685,1.0,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,1.0471170000016627,1.081431200015004,1.0,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,800.1050991999989,1236.4035362000068,1.0,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,14.816594800004168,16.27122560000771,1.0,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,15.225767799989853,22.40828180001131,1.0,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,222.7152475999958,224.65696819999152,1.0,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,12.790627199998994,15.319722800003888,1.0,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,2.6979734000065037,2.743039399990721,1.0,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,5.431992399996943,9.158678600010717,1.0,hover_text_char_count,Hover length,794.0,-3498.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,183.29772499998853,185.9020715999918,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0
+benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,7.045303999996122,11.439626999990082,1.0,completion_item_count,Completions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.496133600003759,8.032190599999465,1.0,completion_item_count,Completions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,62.4212067999963,243.10474139998627,1.0,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,195.28316760000735,455.3702051999948,1.0,completion_item_count,Completions found,1.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.1569989999998143,1.2599106000067195,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0
+benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.3892788000030123,0.40353780000259576,1.0,hover_text_char_count,Hover length,10621.0,49.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,3.3150500000090233,5.168130200007681,1.0,hover_text_char_count,Hover length,13188.0,2616.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,333.33163560000116,344.9344558000121,1.0,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,0.4110557999979392,0.48044179999919834,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.21769479999420582,0.22649939998586888,1.0,location_count,Definitions found,2.0,1.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,2.9198896000025343,2.9314248000048337,1.0,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,1.108947399995941,1.2002401999893664,1.0,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,136.5694626000021,168.38203520000548,1.0,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,4.441755000004832,5.080636800005323,1.0,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,6.094673200004763,17.32973600000491,1.0,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,39.46874179999895,40.64067840000689,0.0,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,88.6463477999996,98.01143260000629,1.0,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,3.9652296000042497,3.996756600002982,1.0,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,0.39440460000719213,0.41829120000898,1.0,hover_text_char_count,Hover length,2137.0,1237.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,38.51872020000542,39.25360620000902,0.0,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,49.15867019999496,83.7686865999899,1.0,completion_item_count,Completions found,123.0,0.0,True,0
+benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.234652000007372,12.29156339999804,1.0,completion_item_count,Completions found,775.0,652.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,237.47974179999005,949.0262104000008,1.0,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,143.62100819999455,144.20787559998303,1.0,completion_item_count,Completions found,2.0,-121.0,True,0
+benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.5018151999991005,0.5831149999892205,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0
+benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.2419210000084604,0.2933468000207995,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.2087597999945956,0.21486099998924146,1.0,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,2738.176576800015,2772.671273800006,0.0,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,0.5545397999981105,0.9480466000070463,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.29768760001047667,0.3530710000120507,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.221810400000777,0.23376480000365518,1.0,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,2214.8135524000054,2266.208408399973,1.0,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,6.368101399993975,7.635882200008836,0.0,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,5.8925492000071245,5.971605600018393,1.0,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,14.47059899999772,19.83735640001214,0.0,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,2.4817890000008447,2.6070371999821873,0.0,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,635.8730253999965,661.5590625999857,1.0,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,5.659204400012641,5.681011000012859,1.0,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,3.8396013999999923,10.208629999993946,1.0,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,2659.4317899999965,2681.708412400019,0.0,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,4.780834800004641,8.086922799998318,1.0,completion_item_count,Completions found,14.0,0.0,True,0
+benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.889618400004792,8.737964200003034,1.0,completion_item_count,Completions found,467.0,453.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,44.68868099999668,134.24207339998017,1.0,completion_item_count,Completions found,254.4,240.4,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,72.25935279999476,97.10784279998279,1.0,completion_item_count,Completions found,1.0,-13.0,True,0
+benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5083693999949901,0.5563809999898695,1.0,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,0.22511260000896982,0.2445248000014999,1.0,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,2.7297628000042096,9.17790320000904,1.0,hover_text_char_count,Hover length,149.0,123.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client session hover,textDocument/hover,textDocument/hover,True,121.86266859999932,196.47078359998886,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0
+benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,1.0267451999993682,1.8869953999910647,1.0,location_count,References found,2.0,0.0,True,0
+benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5448094000030324,0.608825199998364,1.0,location_count,References found,2.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.3624401999957172,0.3915165999956116,1.0,location_count,References found,2.0,0.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,14.061417999994319,41.00998019996495,1.0,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,4.549495600002729,5.6546486000002005,1.0,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,4.357164800001101,5.2023694000013165,1.0,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,0.5961465999973825,0.6255688000180726,1.0,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,89.74033460000328,92.19685660002597,1.0,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,34.37526739999157,39.742684199984524,1.0,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,2.527679400003535,2.5477128000147786,1.0,hover_text_char_count,Hover length,1613.0,1193.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.1548966000002565,4.3588761999956205,1.0,hover_text_char_count,Hover length,3585.0,3165.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,229.2439368000032,230.81704340002034,1.0,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,0.9410670000079335,0.9938514000111809,1.0,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,0.16843660000631644,0.1758867999967606,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.2194516000031399,0.2356362000170975,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.17374820000100044,0.17974920000938255,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.1734933999898658,0.18651280000199222,,,,,,False,10
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.18614559999150515,0.20326959997873928,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.2182157999982337,0.24435620001099778,1.0,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,0.19445480000399584,0.21688960001142732,,,,,,False,10
+benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,20.938280199993642,53.32013359999904,1.0,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,141.021820200001,145.84439399999383,1.0,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,55.750634199995375,63.13893459999349,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0
diff --git a/latest-results/summary-20260903T060619Z.json b/latest-results/summary-20260904T060510Z.json
similarity index 93%
rename from latest-results/summary-20260903T060619Z.json
rename to latest-results/summary-20260904T060510Z.json
index 632ab5f..a88b7aa 100644
--- a/latest-results/summary-20260903T060619Z.json
+++ b/latest-results/summary-20260904T060510Z.json
@@ -17,12 +17,12 @@
     "tsp_semantic"
   ],
   "baseline_server": "pyright",
-  "generated_at": "20260903T060619Z",
+  "generated_at": "20260904T060510Z",
   "servers": [
     {
       "id": "pyright",
       "display_name": "Pyright",
-      "output_path": "results/bench-servers/pyright-20260903T060619Z.json",
+      "output_path": "results/bench-servers/pyright-20260904T060510Z.json",
       "success": true,
       "benchmark_count": 6,
       "command": [
@@ -58,7 +58,7 @@
     {
       "id": "ty",
       "display_name": "Ty",
-      "output_path": "results/bench-servers/ty-20260903T060619Z.json",
+      "output_path": "results/bench-servers/ty-20260904T060510Z.json",
       "success": true,
       "benchmark_count": 6,
       "command": [
@@ -91,7 +91,7 @@
     {
       "id": "pyrefly",
       "display_name": "Pyrefly",
-      "output_path": "results/bench-servers/pyrefly-20260903T060619Z.json",
+      "output_path": "results/bench-servers/pyrefly-20260904T060510Z.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-20260903T060619Z.json",
+      "output_path": "results/bench-servers/pylsp-mypy-20260904T060510Z.json",
       "success": false,
       "benchmark_count": 6,
       "command": [
diff --git a/latest-results/summary-20260903T060619Z.md b/latest-results/summary-20260904T060510Z.md
similarity index 61%
rename from latest-results/summary-20260903T060619Z.md
rename to latest-results/summary-20260904T060510Z.md
index ae4e835..81c04da 100644
--- a/latest-results/summary-20260903T060619Z.md
+++ b/latest-results/summary-20260904T060510Z.md
@@ -1,8 +1,8 @@
 # Python LSP Benchmark Comparison
 
-Generated from `results/bench-servers/summary-20260903T060619Z.json`
+Generated from `results/bench-servers/summary-20260904T060510Z.json`
 
-- Generated at: 20260903T060619Z
+- Generated at: 20260904T060510Z
 - Config: `github-releases`
 - Servers: pyright, ty, pyrefly, pylsp-mypy
 - Baseline server: Pyright (pyright)
@@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260903T060619Z.json`
 
 | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points |
 | --- | --- | --- | ---: | ---: | ---: | ---: | ---: |
-| Ty | yes | 6 | 4837.29 | 3.99 | 150 | 100% | 0 |
-| Pyrefly | no | 8 | 7692.81 | 14.95 | 205 | 97% | 2 |
-| Pyright | yes | 6 | 37843.10 | 72.87 | 150 | 97% | 0 |
-| pylsp-mypy | no | 6 | 218704.32 | 370.02 | 150 | 80% | 5 |
+| Ty | yes | 6 | 4731.84 | 3.81 | 150 | 100% | 0 |
+| Pyrefly | no | 8 | 8368.35 | 18.15 | 205 | 97% | 2 |
+| Pyright | yes | 6 | 38050.72 | 76.54 | 150 | 97% | 0 |
+| pylsp-mypy | no | 6 | 217507.91 | 367.08 | 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-20260903T060619Z.json`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| Ty | yes | 391.84 | 3.40 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 797.92 | 10.05 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 4634.65 | 85.59 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | no | 7880.47 | 112.46 | 5 | 25 | 80% | 1 |
+| Ty | yes | 371.86 | 3.20 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 752.12 | 11.61 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 4338.90 | 74.02 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | no | 7708.56 | 112.07 | 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 | 1.66 | 1.83 | 100% | 223.00 | +22.00 | pass |
-| Pyright | yes | 6.66 | 11.66 | 100% | 201.00 | 0.00 | pass |
-| Pyrefly | yes | 33.34 | 122.57 | 100% | 250.00 | +49.00 | pass |
-| pylsp-mypy | yes | 208.13 | 433.57 | 100% | 188.00 | -13.00 | pass |
+| Ty | yes | 1.63 | 1.79 | 100% | 223.00 | +22.00 | pass |
+| Pyright | yes | 6.67 | 9.96 | 100% | 201.00 | 0.00 | pass |
+| Pyrefly | yes | 33.43 | 121.78 | 100% | 250.00 | +49.00 | pass |
+| pylsp-mypy | yes | 209.96 | 487.49 | 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 | 0.33 | 0.34 | 100% | 4232.00 | +213.00 | pass |
-| Pyright | yes | 1.07 | 1.23 | 100% | 4019.00 | 0.00 | pass |
-| Pyrefly | yes | 1.98 | 2.34 | 100% | 2589.00 | -1430.00 | pass |
-| pylsp-mypy | yes | 180.83 | 183.16 | 100% | 4134.00 | +115.00 | pass |
+| Ty | yes | 0.31 | 0.32 | 100% | 4232.00 | +213.00 | pass |
+| Pyright | yes | 1.11 | 1.31 | 100% | 4019.00 | 0.00 | pass |
+| Pyrefly | yes | 2.58 | 3.17 | 100% | 2589.00 | -1430.00 | pass |
+| pylsp-mypy | yes | 180.25 | 186.72 | 100% | 4134.00 | +115.00 | pass |
 
 ### summarize definition
 
@@ -75,9 +75,9 @@ Method: `textDocument/definition`
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
 | Ty | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 0.25 | 0.27 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.43 | 0.49 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 1.03 | 1.07 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.45 | 0.49 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 1.04 | 1.07 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 1.04 | 2.61 | 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 | 4.85 | 4.97 | 0% | 0.00 | -168.00 | fail (10) |
-| Ty | yes | 11.30 | 14.81 | 100% | 168.00 | 0.00 | pass |
-| Pyrefly | yes | 12.10 | 14.14 | 100% | 149.00 | -19.00 | pass |
-| Pyright | yes | 386.52 | 500.19 | 100% | 168.00 | 0.00 | pass |
+| pylsp-mypy | no | 4.48 | 4.79 | 0% | 0.00 | -168.00 | fail (10) |
+| Ty | yes | 10.19 | 13.38 | 100% | 168.00 | 0.00 | pass |
+| Pyrefly | yes | 17.35 | 39.72 | 100% | 149.00 | -19.00 | pass |
+| Pyright | yes | 329.75 | 448.42 | 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 | 2.60 | 2.72 | 100% | 1909.00 | +1631.00 | pass |
-| Ty | yes | 3.51 | 3.54 | 100% | 267.00 | -11.00 | pass |
-| Pyright | yes | 33.27 | 35.92 | 100% | 278.00 | 0.00 | pass |
-| pylsp-mypy | yes | 167.49 | 172.26 | 100% | 5662.00 | +5384.00 | pass |
+| Pyrefly | yes | 3.63 | 5.20 | 100% | 1909.00 | +1631.00 | pass |
+| Ty | yes | 3.64 | 3.83 | 100% | 267.00 | -11.00 | pass |
+| Pyright | yes | 32.12 | 35.14 | 100% | 278.00 | 0.00 | pass |
+| pylsp-mypy | yes | 164.60 | 165.28 | 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 | 252.48 | 2.60 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 271.07 | 4.50 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 1455.01 | 14.41 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | yes | 7875.52 | 174.86 | 5 | 25 | 100% | 0 |
+| Ty | yes | 249.85 | 2.46 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 290.82 | 4.68 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 1443.34 | 13.74 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | yes | 7693.57 | 172.11 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyright | yes | 3.97 | 7.38 | 100% | 10.00 | 0.00 | pass |
-| Ty | yes | 5.23 | 7.66 | 100% | 261.00 | +251.00 | pass |
-| Pyrefly | yes | 17.63 | 69.45 | 100% | 15.00 | +5.00 | pass |
-| pylsp-mypy | yes | 213.80 | 647.62 | 100% | 2.00 | -8.00 | pass |
+| Pyright | yes | 3.95 | 6.76 | 100% | 10.00 | 0.00 | pass |
+| Ty | yes | 4.82 | 7.39 | 100% | 261.00 | +251.00 | pass |
+| Pyrefly | yes | 18.09 | 71.36 | 100% | 15.00 | +5.00 | pass |
+| pylsp-mypy | yes | 216.27 | 664.67 | 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 | 0.25 | 0.28 | 100% | 46.00 | -11.00 | pass |
-| Pyrefly | yes | 0.28 | 0.31 | 100% | 298.00 | +241.00 | pass |
-| Pyright | yes | 0.47 | 0.52 | 100% | 57.00 | 0.00 | pass |
-| pylsp-mypy | yes | 156.37 | 157.76 | 100% | 57.00 | 0.00 | pass |
+| Ty | yes | 0.21 | 0.24 | 100% | 46.00 | -11.00 | pass |
+| Pyright | yes | 0.52 | 0.60 | 100% | 57.00 | 0.00 | pass |
+| Pyrefly | yes | 2.28 | 2.97 | 100% | 298.00 | +241.00 | pass |
+| pylsp-mypy | yes | 156.46 | 163.01 | 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 | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 0.23 | 0.26 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.36 | 0.39 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 1.06 | 1.09 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 0.18 | 0.19 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.40 | 0.43 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 0.80 | 2.43 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 3.16 | 9.39 | 100% | 83.00 | -21.00 | pass |
-| Ty | yes | 4.49 | 4.91 | 100% | 104.00 | 0.00 | pass |
-| Pyright | yes | 25.66 | 27.79 | 100% | 104.00 | 0.00 | pass |
-| pylsp-mypy | yes | 253.06 | 289.98 | 100% | 143.00 | +39.00 | pass |
+| Pyrefly | yes | 1.02 | 1.06 | 100% | 83.00 | -21.00 | pass |
+| Ty | yes | 4.26 | 4.47 | 100% | 104.00 | 0.00 | pass |
+| Pyright | yes | 24.79 | 26.63 | 100% | 104.00 | 0.00 | pass |
+| pylsp-mypy | yes | 246.38 | 279.52 | 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 | 1.20 | 2.90 | 100% | 858.00 | +775.00 | pass |
-| Ty | yes | 2.85 | 2.87 | 100% | 100.00 | +17.00 | pass |
-| Pyright | yes | 41.62 | 48.14 | 100% | 83.00 | 0.00 | pass |
-| pylsp-mypy | yes | 250.01 | 258.27 | 100% | 71.00 | -12.00 | pass |
+| Pyrefly | yes | 1.22 | 3.09 | 100% | 858.00 | +775.00 | pass |
+| Ty | yes | 2.82 | 2.86 | 100% | 100.00 | +17.00 | pass |
+| Pyright | yes | 39.03 | 44.62 | 100% | 83.00 | 0.00 | pass |
+| pylsp-mypy | yes | 240.38 | 241.79 | 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 | 839.42 | 7.94 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 667.28 | 11.93 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 9859.75 | 140.69 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | yes | 8074.40 | 142.23 | 5 | 25 | 100% | 0 |
+| Ty | yes | 806.02 | 7.33 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 679.06 | 12.00 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | yes | 7828.03 | 139.62 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 10849.00 | 177.19 | 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 | 19.24 | 22.42 | 100% | 1000.00 | +728.80 | pass |
-| Pyrefly | yes | 36.38 | 142.56 | 100% | 16.00 | -255.20 | pass |
-| Pyright | yes | 73.53 | 245.21 | 100% | 271.20 | 0.00 | pass |
-| pylsp-mypy | yes | 109.77 | 286.64 | 100% | 6.00 | -265.20 | pass |
+| Ty | yes | 18.70 | 22.32 | 100% | 1000.00 | +728.80 | pass |
+| Pyrefly | yes | 36.44 | 144.22 | 100% | 16.00 | -255.20 | pass |
+| Pyright | yes | 72.05 | 243.50 | 100% | 271.20 | 0.00 | pass |
+| pylsp-mypy | yes | 101.72 | 255.34 | 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 | 0.28 | 0.31 | 100% | 329.00 | -21.00 | pass |
-| Pyright | yes | 0.79 | 0.98 | 100% | 350.00 | 0.00 | pass |
-| Pyrefly | yes | 5.03 | 5.87 | 100% | 2588.00 | +2238.00 | pass |
-| pylsp-mypy | yes | 189.59 | 191.02 | 100% | 301.00 | -49.00 | pass |
+| Ty | yes | 0.26 | 0.29 | 100% | 329.00 | -21.00 | pass |
+| Pyright | yes | 0.60 | 0.68 | 100% | 350.00 | 0.00 | pass |
+| Pyrefly | yes | 2.68 | 2.99 | 100% | 2588.00 | +2238.00 | pass |
+| pylsp-mypy | yes | 189.31 | 190.04 | 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 | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.47 | 0.52 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 1.05 | 1.10 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 2.92 | 2.94 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 0.19 | 0.19 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 0.24 | 0.26 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.42 | 0.48 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 1.05 | 1.08 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 14.66 | 36.20 | 100% | 256.00 | -184.00 | pass |
-| Ty | yes | 17.21 | 17.75 | 100% | 448.00 | +8.00 | pass |
-| pylsp-mypy | yes | 222.45 | 227.48 | 100% | 441.00 | +1.00 | pass |
-| Pyright | yes | 615.72 | 1229.23 | 100% | 440.00 | 0.00 | pass |
+| Ty | yes | 14.82 | 16.27 | 100% | 448.00 | +8.00 | pass |
+| Pyrefly | yes | 15.23 | 22.41 | 100% | 256.00 | -184.00 | pass |
+| pylsp-mypy | yes | 222.72 | 224.66 | 100% | 441.00 | +1.00 | pass |
+| Pyright | yes | 800.11 | 1236.40 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.66 | 0.78 | 100% | 794.00 | -3498.00 | pass |
-| Ty | yes | 2.75 | 2.85 | 100% | 4441.00 | +149.00 | pass |
-| Pyright | yes | 12.94 | 14.80 | 100% | 4292.00 | 0.00 | pass |
-| pylsp-mypy | yes | 188.28 | 203.31 | 100% | 232.00 | -4060.00 | pass |
+| Ty | yes | 2.70 | 2.74 | 100% | 4441.00 | +149.00 | pass |
+| Pyrefly | yes | 5.43 | 9.16 | 100% | 794.00 | -3498.00 | pass |
+| Pyright | yes | 12.79 | 15.32 | 100% | 4292.00 | 0.00 | pass |
+| pylsp-mypy | yes | 183.30 | 185.90 | 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 | 353.01 | 2.46 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 798.80 | 17.09 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 3450.95 | 46.87 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | no | 7007.40 | 122.43 | 5 | 25 | 60% | 2 |
+| Ty | yes | 357.13 | 2.50 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 756.25 | 15.03 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 3453.26 | 46.77 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | no | 7087.61 | 121.54 | 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 | 3.34 | 7.52 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 8.03 | 14.42 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 64.28 | 245.80 | 100% | 15.00 | +14.00 | pass |
-| pylsp-mypy | yes | 208.17 | 440.49 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 3.50 | 8.03 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 7.05 | 11.44 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 62.42 | 243.10 | 100% | 15.00 | +14.00 | pass |
+| pylsp-mypy | yes | 195.28 | 455.37 | 100% | 1.00 | 0.00 | pass |
 
 ### sessionmaker hover
 
@@ -277,9 +277,9 @@ Method: `textDocument/hover`
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
 | Ty | yes | 0.39 | 0.40 | 100% | 10621.00 | +49.00 | pass |
-| Pyrefly | yes | 1.02 | 1.05 | 100% | 13188.00 | +2616.00 | pass |
-| Pyright | yes | 1.27 | 1.55 | 100% | 10572.00 | 0.00 | pass |
-| pylsp-mypy | yes | 326.32 | 329.04 | 100% | 10498.00 | -74.00 | pass |
+| Pyright | yes | 1.16 | 1.26 | 100% | 10572.00 | 0.00 | pass |
+| Pyrefly | yes | 3.32 | 5.17 | 100% | 13188.00 | +2616.00 | pass |
+| pylsp-mypy | yes | 333.33 | 344.93 | 100% | 10498.00 | -74.00 | pass |
 
 ### mapped class definition
 
@@ -288,9 +288,9 @@ Method: `textDocument/definition`
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
 | Ty | yes | 0.22 | 0.23 | 100% | 2.00 | +1.00 | pass |
-| Pyrefly | yes | 0.27 | 0.28 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.43 | 0.46 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 1.25 | 1.51 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.41 | 0.48 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 1.11 | 1.20 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 2.92 | 2.93 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 4.31 | 4.72 | 100% | 23.00 | -15.00 | pass |
-| Pyrefly | yes | 9.77 | 18.95 | 100% | 17.00 | -21.00 | pass |
-| pylsp-mypy | no | 38.24 | 40.23 | 0% | 0.00 | -38.00 | fail (10) |
-| Pyright | yes | 136.50 | 191.41 | 100% | 38.00 | 0.00 | pass |
+| Ty | yes | 4.44 | 5.08 | 100% | 23.00 | -15.00 | pass |
+| Pyrefly | yes | 6.09 | 17.33 | 100% | 17.00 | -21.00 | pass |
+| pylsp-mypy | no | 39.47 | 40.64 | 0% | 0.00 | -38.00 | fail (10) |
+| Pyright | yes | 136.57 | 168.38 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 4.03 | 4.11 | 100% | 958.00 | +58.00 | pass |
-| Pyrefly | yes | 10.14 | 23.14 | 100% | 2137.00 | +1237.00 | pass |
-| pylsp-mypy | no | 38.16 | 38.94 | 0% | 0.00 | -900.00 | fail (10) |
-| Pyright | yes | 88.15 | 97.62 | 100% | 900.00 | 0.00 | pass |
+| Pyrefly | yes | 0.39 | 0.42 | 100% | 2137.00 | +1237.00 | pass |
+| Ty | yes | 3.97 | 4.00 | 100% | 958.00 | +58.00 | pass |
+| pylsp-mypy | no | 38.52 | 39.25 | 0% | 0.00 | -900.00 | fail (10) |
+| Pyright | yes | 88.65 | 98.01 | 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 | 2684.48 | 4.73 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 2456.66 | 51.67 | 5 | 25 | 80% | 0 |
-| Pyright | yes | 16965.21 | 140.28 | 5 | 25 | 80% | 0 |
-| pylsp-mypy | no | 182768.77 | 1550.73 | 5 | 25 | 40% | 2 |
+| Ty | yes | 2632.68 | 4.67 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 2401.94 | 51.24 | 5 | 25 | 80% | 0 |
+| Pyright | yes | 16531.13 | 138.49 | 5 | 25 | 80% | 0 |
+| pylsp-mypy | no | 182302.86 | 1551.70 | 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 | 11.68 | 12.30 | 100% | 775.00 | +652.00 | pass |
-| Pyright | yes | 52.32 | 82.80 | 100% | 123.00 | 0.00 | pass |
-| pylsp-mypy | yes | 147.08 | 152.83 | 100% | 2.00 | -121.00 | pass |
-| Pyrefly | yes | 244.45 | 964.50 | 100% | 15.00 | -108.00 | pass |
+| Ty | yes | 11.23 | 12.29 | 100% | 775.00 | +652.00 | pass |
+| Pyright | yes | 49.16 | 83.77 | 100% | 123.00 | 0.00 | pass |
+| pylsp-mypy | yes | 143.62 | 144.21 | 100% | 2.00 | -121.00 | pass |
+| Pyrefly | yes | 237.48 | 949.03 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.23 | 0.26 | 100% | 7.00 | -27.00 | pass |
-| Pyrefly | yes | 0.25 | 0.26 | 100% | 48.00 | +14.00 | pass |
-| Pyright | yes | 0.47 | 0.52 | 100% | 34.00 | 0.00 | pass |
-| pylsp-mypy | no | 2734.45 | 2785.26 | 0% | 0.00 | -34.00 | fail (10) |
+| Pyrefly | yes | 0.21 | 0.21 | 100% | 48.00 | +14.00 | pass |
+| Ty | yes | 0.24 | 0.29 | 100% | 7.00 | -27.00 | pass |
+| Pyright | yes | 0.50 | 0.58 | 100% | 34.00 | 0.00 | pass |
+| pylsp-mypy | no | 2738.18 | 2772.67 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.27 | 0.29 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 0.28 | 0.30 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.44 | 0.51 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 2202.08 | 2285.79 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 0.30 | 0.35 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.55 | 0.95 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 2214.81 | 2266.21 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| pylsp-mypy | yes | 2.66 | 2.80 | 0% | 0.00 | 0.00 | pass |
-| Ty | yes | 5.88 | 6.02 | 100% | 23.00 | +23.00 | pass |
-| Pyright | yes | 7.24 | 9.09 | 0% | 0.00 | 0.00 | pass |
-| Pyrefly | yes | 7.55 | 16.12 | 0% | 0.00 | 0.00 | pass |
+| pylsp-mypy | yes | 2.48 | 2.61 | 0% | 0.00 | 0.00 | pass |
+| Ty | yes | 5.89 | 5.97 | 100% | 23.00 | +23.00 | pass |
+| Pyright | yes | 6.37 | 7.64 | 0% | 0.00 | 0.00 | pass |
+| Pyrefly | yes | 14.47 | 19.84 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 5.61 | 5.72 | 100% | 7.00 | -23.00 | pass |
-| Pyrefly | yes | 5.84 | 21.64 | 100% | 33.00 | +3.00 | pass |
-| Pyright | yes | 640.92 | 682.95 | 100% | 30.00 | 0.00 | pass |
-| pylsp-mypy | no | 2667.37 | 2740.46 | 0% | 0.00 | -30.00 | fail (10) |
+| Pyrefly | yes | 3.84 | 10.21 | 100% | 33.00 | +3.00 | pass |
+| Ty | yes | 5.66 | 5.68 | 100% | 7.00 | -23.00 | pass |
+| Pyright | yes | 635.87 | 661.56 | 100% | 30.00 | 0.00 | pass |
+| pylsp-mypy | no | 2659.43 | 2681.71 | 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 | 316.06 | 2.79 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 1477.52 | 9.36 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 760.24 | 9.62 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | yes | 5097.76 | 117.43 | 5 | 25 | 100% | 0 |
+| Ty | yes | 314.30 | 2.71 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 1435.10 | 9.05 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 759.53 | 10.31 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | yes | 4887.28 | 105.43 | 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 | 4.77 | 8.01 | 100% | 14.00 | 0.00 | pass |
-| Ty | yes | 6.17 | 9.04 | 100% | 467.00 | +453.00 | pass |
-| Pyrefly | yes | 42.00 | 138.38 | 100% | 254.40 | +240.40 | pass |
-| pylsp-mypy | yes | 102.73 | 170.46 | 100% | 1.00 | -13.00 | pass |
+| Pyright | yes | 4.78 | 8.09 | 100% | 14.00 | 0.00 | pass |
+| Ty | yes | 5.89 | 8.74 | 100% | 467.00 | +453.00 | pass |
+| Pyrefly | yes | 44.69 | 134.24 | 100% | 254.40 | +240.40 | pass |
+| pylsp-mypy | yes | 72.26 | 97.11 | 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 | 0.22 | 0.24 | 100% | 7.00 | -19.00 | pass |
-| Pyright | yes | 0.50 | 0.53 | 100% | 26.00 | 0.00 | pass |
-| Pyrefly | yes | 2.65 | 8.92 | 100% | 149.00 | +123.00 | pass |
-| pylsp-mypy | yes | 152.92 | 263.55 | 100% | 359.00 | +333.00 | pass |
+| Ty | yes | 0.23 | 0.24 | 100% | 7.00 | -19.00 | pass |
+| Pyright | yes | 0.51 | 0.56 | 100% | 26.00 | 0.00 | pass |
+| Pyrefly | yes | 2.73 | 9.18 | 100% | 149.00 | +123.00 | pass |
+| pylsp-mypy | yes | 121.86 | 196.47 | 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 | 0.36 | 0.37 | 100% | 2.00 | 0.00 | pass |
-| Ty | yes | 0.57 | 0.67 | 100% | 2.00 | 0.00 | pass |
-| Pyright | yes | 1.12 | 2.41 | 100% | 2.00 | 0.00 | pass |
-| pylsp-mypy | yes | 3.85 | 4.11 | 100% | 2.00 | 0.00 | pass |
+| Pyrefly | yes | 0.36 | 0.39 | 100% | 2.00 | 0.00 | pass |
+| Ty | yes | 0.54 | 0.61 | 100% | 2.00 | 0.00 | pass |
+| Pyright | yes | 1.03 | 1.89 | 100% | 2.00 | 0.00 | pass |
+| pylsp-mypy | yes | 14.06 | 41.01 | 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 | 0.57 | 0.60 | 100% | 32.00 | -173.00 | pass |
-| Ty | yes | 4.49 | 5.35 | 100% | 225.00 | +20.00 | pass |
-| Pyright | yes | 5.37 | 6.78 | 100% | 205.00 | 0.00 | pass |
-| pylsp-mypy | yes | 90.45 | 92.81 | 100% | 57.00 | -148.00 | pass |
+| Pyrefly | yes | 0.60 | 0.63 | 100% | 32.00 | -173.00 | pass |
+| Ty | yes | 4.36 | 5.20 | 100% | 225.00 | +20.00 | pass |
+| Pyright | yes | 4.55 | 5.65 | 100% | 205.00 | 0.00 | pass |
+| pylsp-mypy | yes | 89.74 | 92.20 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 2.49 | 2.50 | 100% | 1613.00 | +1193.00 | pass |
-| Pyrefly | yes | 2.54 | 4.27 | 100% | 3585.00 | +3165.00 | pass |
-| Pyright | yes | 35.02 | 41.86 | 100% | 420.00 | 0.00 | pass |
-| pylsp-mypy | yes | 237.21 | 244.15 | 100% | 880.00 | +460.00 | pass |
+| Ty | yes | 2.53 | 2.55 | 100% | 1613.00 | +1193.00 | pass |
+| Pyrefly | yes | 3.15 | 4.36 | 100% | 3585.00 | +3165.00 | pass |
+| Pyright | yes | 34.38 | 39.74 | 100% | 420.00 | 0.00 | pass |
+| pylsp-mypy | yes | 229.24 | 230.82 | 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 | 191.21 | 0.29 | 8 | 40 | 100% | 2 |
+| Pyrefly | no | 187.58 | 0.28 | 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 | 0.99 | 1.04 | 100% | 30.00 | 0.00 | pass |
+| Pyrefly | yes | 0.94 | 0.99 | 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 | 0.17 | 0.17 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.17 | 0.18 | 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 | 0.20 | 0.20 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.22 | 0.24 | 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 | 0.18 | 0.19 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.17 | 0.18 | 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 | 0.19 | 0.21 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.19 | 0.20 | 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 | 0.22 | 0.23 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.22 | 0.24 | 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 | 1749.63 | 28.80 | 3 | 15 | 100% | 0 |
+| Pyrefly | yes | 2541.06 | 72.57 | 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 | 15.98 | 32.13 | 100% | 126.00 | 0.00 | pass |
+| Pyrefly | yes | 20.94 | 53.32 | 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 | 62.01 | 64.31 | 100% | 74.00 | 0.00 | pass |
+| Pyrefly | yes | 141.02 | 145.84 | 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 | 8.41 | 13.41 | 100% | 75.00 | 0.00 | pass |
+| Pyrefly | yes | 55.75 | 63.14 | 100% | 75.00 | 0.00 | pass |
diff --git a/latest-results/ty-20260903T060619Z-responses.jsonl b/latest-results/ty-20260904T060510Z-responses.jsonl
similarity index 100%
rename from latest-results/ty-20260903T060619Z-responses.jsonl
rename to latest-results/ty-20260904T060510Z-responses.jsonl
diff --git a/latest-results/ty-20260903T060619Z.json b/latest-results/ty-20260904T060510Z.json
similarity index 90%
rename from latest-results/ty-20260903T060619Z.json
rename to latest-results/ty-20260904T060510Z.json
index 11eb4fb..f0a4ce5 100644
--- a/latest-results/ty-20260903T060619Z.json
+++ b/latest-results/ty-20260904T060510Z.json
@@ -12,8 +12,8 @@
     "transformers",
     "web"
   ],
-  "started_at_unix": 1788415671.9565024,
-  "finished_at_unix": 1788415676.8728812,
+  "started_at_unix": 1788502001.9405818,
+  "finished_at_unix": 1788502006.7502992,
   "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": 391.84063699997296,
+      "total_duration_ms": 371.8603220000034,
       "error_message": null,
       "summary": {
         "request_count": 32,
@@ -35,11 +35,11 @@
         "failure_count": 0,
         "bytes_sent": 18656,
         "bytes_received": 874750,
-        "min_ms": 0.21556100000452716,
-        "max_ms": 195.9781059999841,
-        "mean_ms": 11.593219218738682,
-        "median_ms": 1.7834634999758237,
-        "p95_ms": 44.673458399972745,
+        "min_ms": 0.2056950000053348,
+        "max_ms": 185.21864100000585,
+        "mean_ms": 10.964102750000038,
+        "median_ms": 1.746435999990581,
+        "p95_ms": 42.02276225002204,
         "result_summary": {
           "present_count": 31,
           "empty_count": 1,
@@ -95,27 +95,27 @@
         "by_method": {
           "textDocument/completion": {
             "point_count": 2,
-            "min_ms": 1.5439730000252894,
-            "max_ms": 15.837038999961806,
-            "mean_ms": 6.478699599983884,
-            "median_ms": 5.63789599999609,
-            "p95_ms": 13.52255399996806
+            "min_ms": 1.5134960000011688,
+            "max_ms": 14.40362300002107,
+            "mean_ms": 5.907451800001695,
+            "median_ms": 5.383366499998488,
+            "p95_ms": 12.099614000011622
           },
           "textDocument/hover": {
             "point_count": 2,
-            "min_ms": 0.31581700000060664,
-            "max_ms": 3.5489640000605505,
-            "mean_ms": 1.9181384000148682,
-            "median_ms": 1.9144035000522308,
-            "p95_ms": 3.531011250015581
+            "min_ms": 0.29823599999190264,
+            "max_ms": 3.850770000013881,
+            "mean_ms": 1.973916000000031,
+            "median_ms": 1.909305500007008,
+            "p95_ms": 3.799513650014319
           },
           "textDocument/definition": {
             "point_count": 1,
-            "min_ms": 0.21556100000452716,
-            "max_ms": 0.2260599999317492,
-            "mean_ms": 0.2208669999617996,
-            "median_ms": 0.22066099995754485,
-            "p95_ms": 0.2259819999380852
+            "min_ms": 0.2056950000053348,
+            "max_ms": 0.233305999984168,
+            "mean_ms": 0.21548639999764418,
+            "median_ms": 0.21187499999086867,
+            "p95_ms": 0.22993959998984792
           }
         },
         "validation": {
@@ -141,11 +141,11 @@
             "failure_count": 0,
             "bytes_sent": 1425,
             "bytes_received": 306575,
-            "min_ms": 1.5439730000252894,
-            "max_ms": 1.855171999977756,
-            "mean_ms": 1.6573619999917355,
-            "median_ms": 1.600157999973817,
-            "p95_ms": 1.826488599976983,
+            "min_ms": 1.5134960000011688,
+            "max_ms": 1.8140770000059092,
+            "mean_ms": 1.6261221999968711,
+            "median_ms": 1.6058880000002773,
+            "p95_ms": 1.787020599999778,
             "result_summary": {
               "present_count": 5,
               "empty_count": 0,
@@ -205,9 +205,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 195.9781059999841,
+              "duration_ms": 185.21864100000585,
               "success": true,
-              "started_at_unix": 1788415671.9741342,
+              "started_at_unix": 1788502001.9580588,
               "bytes_sent": 285,
               "bytes_received": 61315,
               "request_id": 2,
@@ -235,9 +235,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 1.855171999977756,
+              "duration_ms": 1.6787949999752527,
               "success": true,
-              "started_at_unix": 1788415672.1710455,
+              "started_at_unix": 1788502002.1441948,
               "bytes_sent": 285,
               "bytes_received": 61315,
               "request_id": 3,
@@ -265,9 +265,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 1.7117549999738912,
+              "duration_ms": 1.8140770000059092,
               "success": true,
-              "started_at_unix": 1788415672.1741908,
+              "started_at_unix": 1788502002.1471467,
               "bytes_sent": 285,
               "bytes_received": 61315,
               "request_id": 4,
@@ -295,9 +295,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 1.575752000007924,
+              "duration_ms": 1.6058880000002773,
               "success": true,
-              "started_at_unix": 1788415672.1771498,
+              "started_at_unix": 1788502002.1505592,
               "bytes_sent": 285,
               "bytes_received": 61315,
               "request_id": 5,
@@ -325,9 +325,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 1.600157999973817,
+              "duration_ms": 1.5183550000017476,
               "success": true,
-              "started_at_unix": 1788415672.1799877,
+              "started_at_unix": 1788502002.153438,
               "bytes_sent": 285,
               "bytes_received": 61315,
               "request_id": 6,
@@ -355,9 +355,9 @@
             {
               "kind": "request",
               "method": "textDocument/completion",
-              "duration_ms": 1.5439730000252894,
+              "duration_ms": 1.5134960000011688,
               "success": true,
-              "started_at_unix": 1788415672.1828642,
+              "started_at_unix": 1788502002.1562083,
               "bytes_sent": 285,
               "bytes_received": 61315,
               "request_id": 7,
@@ -400,11 +400,11 @@
             "failure_count": 0,
             "bytes_sent": 1269,
             "bytes_received": 22949,
-            "min_ms": 0.31581700000060664,
-            "max_ms": 0.3398450000986486,
-            "mean_ms": 0.3274176000331863,
-            "median_ms": 0.32664800005477446,
-            "p95_ms": 0.33757420007987093,
+            "min_ms": 0.29823599999190264,
+            "max_ms": 0.31680200001460435,
+            "mean_ms": 0.30909099999689715,
+            "median_ms": 0.31146199998488555,
+            "p95_ms": 0.3157758000099875,
             "result_summary": {
               "present_count": 5,
               "empty_count": 0,
@@ -464,9 +464,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 0.458592999962093,
+              "duration_ms": 0.43271799998478855,
               "success": true,
-              "started_at_unix": 1788415672.1857576,
+              "started_at_unix": 1788502002.1590667,
               "bytes_sent": 253,
               "bytes_received": 4589,
               "request_id": 8,
@@ -494,9 +494,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 0.3262870000071416,
+              "duration_ms": 0.31680200001460435,
               "success": true,
-              "started_at_unix": 1788415672.18629,
+              "started_at_unix": 1788502002.1595757,
               "bytes_sent": 253,
               "bytes_received": 4589,
               "request_id": 9,
@@ -524,9 +524,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 0.3398450000986486,
+              "duration_ms": 0.31167099999152015,
               "success": true,
-              "started_at_unix": 1788415672.1867101,
+              "started_at_unix": 1788502002.1599865,
               "bytes_sent": 254,
               "bytes_received": 4590,
               "request_id": 10,
@@ -554,9 +554,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 0.32664800005477446,
+              "duration_ms": 0.3072840000015731,
               "success": true,
-              "started_at_unix": 1788415672.1871765,
+              "started_at_unix": 1788502002.160432,
               "bytes_sent": 254,
               "bytes_received": 4590,
               "request_id": 11,
@@ -584,9 +584,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 0.3284910000047603,
+              "duration_ms": 0.29823599999190264,
               "success": true,
-              "started_at_unix": 1788415672.1875944,
+              "started_at_unix": 1788502002.16083,
               "bytes_sent": 254,
               "bytes_received": 4590,
               "request_id": 12,
@@ -614,9 +614,9 @@
             {
               "kind": "request",
               "method": "textDocument/hover",
-              "duration_ms": 0.31581700000060664,
+              "duration_ms": 0.31146199998488555,
               "success": true,
-              "started_at_unix": 1788415672.1880307,
+              "started_at_unix": 1788502002.1612308,
               "bytes_sent": 254,
               "bytes_received": 4590,
               "request_id": 13,
@@ -659,11 +659,11 @@
             "failure_count": 0,
             "bytes_sent": 1300,
             "bytes_received": 1235,
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