diff --git a/latest-results.md b/latest-results.md
index 452c8ea..41b2482 100644
--- a/latest-results.md
+++ b/latest-results.md
@@ -1,8 +1,8 @@
 # Python LSP Benchmark Comparison
 
-Generated from `results/bench-servers/summary-20261002T060554Z.json`
+Generated from `results/bench-servers/summary-20261003T060754Z.json`
 
-- Generated at: 20261002T060554Z
+- Generated at: 20261003T060754Z
 - Config: `github-releases`
 - Servers: pyright, ty, pyrefly, pylsp-mypy
 - Baseline server: Pyright (pyright)
@@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20261002T060554Z.json`
 
 | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points |
 | --- | --- | --- | ---: | ---: | ---: | ---: | ---: |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 6 | 5092.35 | 4.24 | 150 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | no | 8 | 16128.05 | 34.18 | 205 | 97% | 2 |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 6 | 39502.80 | 75.72 | 150 | 97% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | no | 6 | 217566.86 | 361.44 | 150 | 80% | 5 |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 6 | 4971.80 | 4.11 | 150 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | no | 8 | 16895.41 | 36.91 | 205 | 97% | 2 |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 6 | 37606.04 | 72.15 | 150 | 97% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 6 | 213483.70 | 350.45 | 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-20261002T060554Z.json`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 566.04 | 4.28 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 1133.74 | 23.31 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 4811.98 | 87.16 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | no | 8309.98 | 104.21 | 5 | 25 | 80% | 1 |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 488.31 | 3.98 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 1286.10 | 28.25 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 4542.54 | 77.98 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 7407.31 | 80.58 | 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-20261002T060554Z.json) | yes | 1.68 | 1.91 | 100% | 223.00 | +22.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 5.99 | 11.00 | 100% | 201.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 89.23 | 350.28 | 100% | 250.00 | +49.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 170.78 | 374.66 | 100% | 188.00 | -13.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 1.67 | 1.75 | 100% | 223.00 | +22.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 6.06 | 9.46 | 100% | 201.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 63.14 | 76.46 | 100% | 188.00 | -13.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 93.39 | 361.77 | 100% | 250.00 | +49.00 | 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-20261002T060554Z.json) | yes | 0.34 | 0.36 | 100% | 4232.00 | +213.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 1.20 | 1.60 | 100% | 4019.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 2.35 | 2.59 | 100% | 3182.00 | -837.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 178.24 | 179.00 | 100% | 4134.00 | +115.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.31 | 0.33 | 100% | 4232.00 | +213.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 1.18 | 1.39 | 100% | 4019.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 5.68 | 5.89 | 100% | 3182.00 | -837.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 173.51 | 173.92 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 0.20 | 0.22 | 100% | 1.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 0.23 | 0.24 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 0.43 | 0.49 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 1.05 | 1.08 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.21 | 0.23 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.45 | 0.51 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 1.03 | 1.05 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 3.52 | 5.33 | 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-20261002T060554Z.json) | no | 4.42 | 4.63 | 0% | 0.00 | -168.00 | fail (10) |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 13.47 | 15.28 | 100% | 168.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 21.98 | 27.69 | 100% | 149.00 | -19.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 393.69 | 484.63 | 100% | 168.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 4.37 | 4.53 | 0% | 0.00 | -168.00 | fail (10) |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 12.06 | 12.85 | 100% | 168.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 34.20 | 80.87 | 100% | 149.00 | -19.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 353.25 | 477.16 | 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-20261002T060554Z.json) | yes | 2.78 | 4.38 | 100% | 2546.00 | +2268.00 | pass |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 5.68 | 5.75 | 100% | 267.00 | -11.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 34.46 | 37.98 | 100% | 278.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 166.54 | 168.08 | 100% | 5662.00 | +5384.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 4.48 | 5.90 | 100% | 2546.00 | +2268.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 5.64 | 5.76 | 100% | 267.00 | -11.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 28.98 | 30.65 | 100% | 278.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 160.85 | 162.35 | 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-20261002T060554Z.json) | yes | 256.83 | 2.62 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 302.06 | 5.22 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 1485.84 | 14.50 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 7574.49 | 169.04 | 5 | 25 | 100% | 0 |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 251.88 | 2.54 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 295.08 | 4.64 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 1432.37 | 13.52 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 7327.94 | 164.71 | 5 | 25 | 100% | 0 |
 
 ### queryset completion
 
@@ -123,10 +123,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 4.61 | 7.02 | 100% | 261.00 | +251.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 5.35 | 8.42 | 100% | 10.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 17.51 | 65.01 | 100% | 15.00 | +5.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 192.67 | 405.64 | 100% | 2.00 | -8.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 4.67 | 7.06 | 100% | 261.00 | +251.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 4.70 | 7.56 | 100% | 10.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 15.72 | 59.95 | 100% | 15.00 | +5.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 185.61 | 421.69 | 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-20261002T060554Z.json) | yes | 0.24 | 0.26 | 100% | 46.00 | -11.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 0.46 | 0.97 | 100% | 298.00 | +241.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 0.53 | 0.58 | 100% | 57.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 154.41 | 155.33 | 100% | 57.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.24 | 0.25 | 100% | 46.00 | -11.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.36 | 0.45 | 100% | 298.00 | +241.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.54 | 0.58 | 100% | 57.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 150.93 | 154.21 | 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-20261002T060554Z.json) | yes | 0.21 | 0.21 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 0.42 | 0.46 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 1.10 | 1.14 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 2.81 | 3.71 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.21 | 0.21 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.36 | 0.39 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.38 | 0.52 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 1.32 | 1.52 | 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-20261002T060554Z.json) | yes | 3.76 | 11.55 | 100% | 83.00 | -21.00 | pass |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 4.83 | 5.25 | 100% | 104.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 28.17 | 31.00 | 100% | 104.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 252.97 | 284.13 | 100% | 143.00 | +39.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 2.05 | 2.08 | 100% | 83.00 | -21.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 4.51 | 4.60 | 100% | 104.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 24.76 | 27.07 | 100% | 104.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 245.96 | 276.18 | 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-20261002T060554Z.json) | yes | 1.58 | 4.40 | 100% | 858.00 | +775.00 | pass |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 3.21 | 3.27 | 100% | 100.00 | +17.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 38.04 | 44.38 | 100% | 83.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 244.06 | 250.30 | 100% | 71.00 | -12.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 3.08 | 3.09 | 100% | 100.00 | +17.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 4.69 | 11.27 | 100% | 858.00 | +775.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 37.24 | 44.40 | 100% | 83.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 239.74 | 241.26 | 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-20261002T060554Z.json) | yes | 835.58 | 8.05 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 1286.65 | 33.08 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 7486.69 | 132.55 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 12049.03 | 180.14 | 5 | 25 | 100% | 0 |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 824.04 | 7.71 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 1269.66 | 29.83 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 7413.72 | 129.48 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 10963.44 | 178.76 | 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-20261002T060554Z.json) | yes | 18.45 | 21.97 | 100% | 1000.00 | +728.80 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 63.27 | 95.53 | 100% | 6.00 | -265.20 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 79.93 | 266.88 | 100% | 271.20 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 89.22 | 354.88 | 100% | 16.00 | -255.20 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 18.01 | 21.49 | 100% | 1000.00 | +728.80 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 64.44 | 103.81 | 100% | 6.00 | -265.20 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 75.35 | 251.85 | 100% | 271.20 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 85.52 | 341.17 | 100% | 16.00 | -255.20 | 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-20261002T060554Z.json) | yes | 0.26 | 0.28 | 100% | 329.00 | -21.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 0.64 | 0.69 | 100% | 350.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 2.36 | 2.51 | 100% | 2759.00 | +2409.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 192.69 | 205.89 | 100% | 301.00 | -49.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.27 | 0.29 | 100% | 329.00 | -21.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.66 | 0.71 | 100% | 350.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 2.36 | 2.54 | 100% | 2759.00 | +2409.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 185.54 | 187.65 | 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-20261002T060554Z.json) | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 0.22 | 0.25 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 0.40 | 0.44 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 1.07 | 1.10 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.21 | 0.21 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.30 | 0.35 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.39 | 0.46 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 1.07 | 1.12 | 100% | 1.00 | 0.00 | pass |
 
 ### edit dataframe then complete (edit+completion)
 
@@ -227,10 +227,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 16.79 | 17.57 | 100% | 448.00 | +8.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 42.63 | 60.03 | 100% | 256.00 | -184.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 226.13 | 233.62 | 100% | 441.00 | +1.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 808.60 | 1275.19 | 100% | 440.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 15.65 | 16.91 | 100% | 448.00 | +8.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 45.25 | 68.33 | 100% | 256.00 | -184.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 217.05 | 220.33 | 100% | 441.00 | +1.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 803.25 | 1229.44 | 100% | 440.00 | 0.00 | pass |
 
 ### edit dataframe then hover (edit+hover)
 
@@ -238,10 +238,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 4.55 | 4.57 | 100% | 4441.00 | +149.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 11.13 | 12.26 | 100% | 4292.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 30.99 | 84.21 | 100% | 943.00 | -3349.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 179.59 | 180.58 | 100% | 232.00 | -4060.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 4.40 | 4.42 | 100% | 4441.00 | +149.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 14.16 | 17.39 | 100% | 4292.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 15.73 | 16.74 | 100% | 943.00 | -3349.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 179.31 | 184.87 | 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-20261002T060554Z.json) | yes | 369.62 | 2.87 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 861.95 | 18.47 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 3842.47 | 52.09 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | no | 7388.25 | 95.94 | 5 | 25 | 60% | 2 |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 378.37 | 2.97 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 883.51 | 19.77 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 3809.92 | 51.26 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 6742.68 | 92.77 | 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-20261002T060554Z.json) | yes | 3.28 | 7.30 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 16.02 | 20.20 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 83.19 | 183.83 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 86.22 | 344.01 | 100% | 15.00 | +14.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 3.47 | 7.99 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 14.15 | 25.83 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 70.87 | 153.69 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 87.53 | 349.20 | 100% | 15.00 | +14.00 | 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-20261002T060554Z.json) | yes | 0.43 | 0.44 | 100% | 10621.00 | +42.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 1.01 | 1.05 | 100% | 15239.00 | +4660.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 1.74 | 2.14 | 100% | 10579.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 318.80 | 324.91 | 100% | 10498.00 | -81.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.40 | 0.43 | 100% | 10621.00 | +42.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 2.53 | 3.43 | 100% | 15239.00 | +4660.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 3.34 | 7.85 | 100% | 10579.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 316.16 | 318.09 | 100% | 10498.00 | -81.00 | 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-20261002T060554Z.json) | yes | 0.24 | 0.25 | 100% | 2.00 | +1.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 0.27 | 0.29 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 0.48 | 0.55 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 1.25 | 1.52 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.22 | 0.23 | 100% | 2.00 | +1.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.47 | 1.06 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 1.23 | 1.50 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 1.35 | 3.25 | 100% | 1.00 | 0.00 | pass |
 
 ### edit query then complete (edit+completion)
 
@@ -298,10 +298,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 2.54 | 2.78 | 100% | 17.00 | -21.00 | pass |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 5.35 | 5.53 | 100% | 23.00 | -15.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | no | 37.71 | 38.22 | 0% | 0.00 | -38.00 | fail (10) |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 140.61 | 175.79 | 100% | 38.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 5.63 | 6.14 | 100% | 23.00 | -15.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 7.83 | 18.69 | 100% | 17.00 | -21.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 37.10 | 37.63 | 0% | 0.00 | -38.00 | fail (10) |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 136.28 | 172.85 | 100% | 38.00 | 0.00 | pass |
 
 ### edit session then hover (edit+hover)
 
@@ -309,10 +309,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 2.29 | 7.57 | 100% | 2242.00 | +1349.00 | pass |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 5.07 | 5.14 | 100% | 951.00 | +58.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | no | 38.77 | 39.67 | 0% | 0.00 | -893.00 | fail (10) |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 101.60 | 111.68 | 100% | 893.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.50 | 0.52 | 100% | 2242.00 | +1349.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 5.11 | 5.14 | 100% | 951.00 | +58.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 38.50 | 39.41 | 0% | 0.00 | -893.00 | fail (10) |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 101.15 | 114.34 | 100% | 893.00 | 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-20261002T060554Z.json) | yes | 2715.02 | 4.83 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 15777.50 | 111.19 | 5 | 25 | 80% | 0 |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 5411.49 | 170.43 | 5 | 25 | 80% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | no | 182183.18 | 1564.90 | 5 | 25 | 40% | 2 |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 2681.81 | 4.68 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 15318.87 | 102.27 | 5 | 25 | 80% | 0 |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 5262.71 | 165.82 | 5 | 25 | 80% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 180062.01 | 1549.30 | 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-20261002T060554Z.json) | yes | 11.33 | 12.69 | 100% | 777.00 | +654.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 48.90 | 77.87 | 100% | 123.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 151.68 | 165.08 | 100% | 2.00 | -121.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 824.97 | 3276.89 | 100% | 15.00 | -108.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 10.88 | 12.28 | 100% | 777.00 | +654.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 50.96 | 89.80 | 100% | 123.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 141.88 | 144.19 | 100% | 2.00 | -121.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 813.71 | 3253.91 | 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-20261002T060554Z.json) | yes | 0.23 | 0.24 | 100% | 7.00 | -27.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 0.27 | 0.29 | 100% | 48.00 | +14.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 0.52 | 0.59 | 100% | 34.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | no | 2785.23 | 2807.00 | 0% | 0.00 | -34.00 | fail (10) |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.22 | 0.23 | 100% | 48.00 | +14.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.44 | 0.49 | 100% | 34.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.61 | 1.72 | 100% | 7.00 | -27.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 2744.67 | 2770.38 | 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-20261002T060554Z.json) | yes | 0.28 | 0.31 | 100% | 1.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 0.47 | 0.53 | 100% | 1.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 0.49 | 0.87 | 100% | 1.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 2229.31 | 2293.47 | 100% | 1.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.22 | 0.22 | 100% | 1.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.27 | 0.28 | 100% | 1.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.45 | 0.50 | 100% | 1.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 2215.58 | 2268.24 | 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-20261002T060554Z.json) | yes | 2.64 | 2.69 | 0% | 0.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 6.57 | 8.02 | 100% | 23.00 | +23.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 6.93 | 7.73 | 0% | 0.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 12.84 | 33.90 | 0% | 0.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 2.48 | 2.59 | 0% | 0.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 5.93 | 6.04 | 100% | 23.00 | +23.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 7.52 | 10.71 | 0% | 0.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 14.44 | 34.05 | 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-20261002T060554Z.json) | yes | 5.74 | 5.77 | 100% | 7.00 | -23.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 13.59 | 32.86 | 100% | 33.00 | +3.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 499.14 | 525.62 | 100% | 30.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | no | 2655.66 | 2678.64 | 0% | 0.00 | -30.00 | fail (10) |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.51 | 0.55 | 100% | 33.00 | +3.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 5.74 | 5.80 | 100% | 7.00 | -23.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 451.98 | 480.79 | 100% | 30.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 2641.89 | 2678.81 | 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-20261002T060554Z.json) | yes | 349.25 | 2.78 | 5 | 25 | 100% | 0 |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 1535.98 | 9.25 | 5 | 25 | 100% | 0 |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 906.22 | 13.86 | 5 | 25 | 100% | 0 |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 4624.27 | 101.98 | 5 | 25 | 100% | 0 |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 347.39 | 2.80 | 5 | 25 | 100% | 0 |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 1538.91 | 9.12 | 5 | 25 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 889.92 | 13.24 | 5 | 25 | 100% | 0 |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 4530.05 | 85.87 | 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-20261002T060554Z.json) | yes | 4.46 | 7.98 | 100% | 14.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 5.68 | 8.27 | 100% | 467.00 | +453.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 59.51 | 201.03 | 100% | 487.80 | +473.80 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 63.25 | 92.40 | 100% | 1.00 | -13.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 5.27 | 8.89 | 100% | 14.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 5.82 | 8.85 | 100% | 467.00 | +453.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 58.73 | 183.29 | 100% | 487.80 | +473.80 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 59.59 | 100.10 | 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-20261002T060554Z.json) | yes | 0.23 | 0.25 | 100% | 7.00 | -19.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 0.52 | 0.60 | 100% | 26.00 | 0.00 | pass |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 5.02 | 17.48 | 100% | 167.00 | +141.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 54.85 | 78.11 | 100% | 359.00 | +333.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.21 | 0.23 | 100% | 7.00 | -19.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.59 | 0.70 | 100% | 26.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 5.15 | 17.99 | 100% | 167.00 | +141.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 45.70 | 66.31 | 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-20261002T060554Z.json) | yes | 0.34 | 0.35 | 100% | 2.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 0.57 | 0.62 | 100% | 2.00 | 0.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 0.72 | 0.82 | 100% | 2.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 71.73 | 102.11 | 100% | 2.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.32 | 0.37 | 100% | 2.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.59 | 0.67 | 100% | 2.00 | 0.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.82 | 0.89 | 100% | 2.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 12.60 | 24.38 | 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-20261002T060554Z.json) | yes | 2.22 | 4.69 | 100% | 32.00 | -173.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 4.45 | 5.45 | 100% | 205.00 | 0.00 | pass |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 4.47 | 4.75 | 100% | 225.00 | +20.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 89.59 | 91.21 | 100% | 57.00 | -148.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.55 | 0.58 | 100% | 32.00 | -173.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 4.35 | 6.24 | 100% | 205.00 | 0.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 4.41 | 4.45 | 100% | 225.00 | +20.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 85.32 | 88.32 | 100% | 57.00 | -148.00 | pass |
 
 ### edit response then hover (edit+hover)
 
@@ -452,10 +452,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| [Pyrefly](latest-results/pyrefly-20261002T060554Z.json) | yes | 2.20 | 4.34 | 100% | 9977.00 | +9557.00 | pass |
-| [Ty](latest-results/ty-20261002T060554Z.json) | yes | 2.96 | 2.98 | 100% | 1555.00 | +1135.00 | pass |
-| [Pyright](latest-results/pyright-20261002T060554Z.json) | yes | 36.09 | 40.75 | 100% | 420.00 | 0.00 | pass |
-| [pylsp-mypy](latest-results/pylsp-mypy-20261002T060554Z.json) | yes | 230.47 | 232.00 | 100% | 880.00 | +460.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 1.47 | 1.47 | 100% | 9977.00 | +9557.00 | pass |
+| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 2.95 | 3.01 | 100% | 1555.00 | +1135.00 | pass |
+| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 34.57 | 39.37 | 100% | 420.00 | 0.00 | pass |
+| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 226.12 | 227.52 | 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-20261002T060554Z.json) | no | 218.41 | 0.32 | 8 | 40 | 100% | 2 |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | no | 215.54 | 0.31 | 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-20261002T060554Z.json) | yes | 1.02 | 1.06 | 100% | 30.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.95 | 0.97 | 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-20261002T060554Z.json) | yes | 0.20 | 0.21 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.19 | 0.20 | 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-20261002T060554Z.json) | yes | 0.24 | 0.26 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.21 | 0.23 | 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-20261002T060554Z.json) | yes | 0.23 | 0.28 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.24 | 0.26 | 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-20261002T060554Z.json) | yes | 0.20 | 0.21 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.24 | 0.26 | 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-20261002T060554Z.json) | yes | 0.24 | 0.25 | 100% | 7.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.23 | 0.23 | 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-20261002T060554Z.json) | yes | 6007.52 | 25.64 | 3 | 15 | 100% | 0 |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 6792.90 | 67.72 | 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-20261002T060554Z.json) | yes | 10.28 | 10.78 | 100% | 126.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 15.63 | 20.40 | 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-20261002T060554Z.json) | yes | 59.77 | 60.56 | 100% | 74.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 129.54 | 148.32 | 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-20261002T060554Z.json) | yes | 6.87 | 7.05 | 100% | 75.00 | 0.00 | pass |
+| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 57.98 | 60.56 | 100% | 75.00 | 0.00 | pass |
diff --git a/latest-results/pylsp-mypy-20261002T060554Z-responses.jsonl b/latest-results/pylsp-mypy-20261003T060754Z-responses.jsonl
similarity index 97%
rename from latest-results/pylsp-mypy-20261002T060554Z-responses.jsonl
rename to latest-results/pylsp-mypy-20261003T060754Z-responses.jsonl
index dd04938..ed17aad 100644
--- a/latest-results/pylsp-mypy-20261002T060554Z-responses.jsonl
+++ b/latest-results/pylsp-mypy-20261003T060754Z-responses.jsonl
@@ -63,8 +63,8 @@
 {"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": 3, "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": 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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diff --git a/latest-results/pyrefly-20261002T060554Z-responses.jsonl b/latest-results/pyrefly-20261003T060754Z-responses.jsonl
similarity index 99%
rename from latest-results/pyrefly-20261002T060554Z-responses.jsonl
rename to latest-results/pyrefly-20261003T060754Z-responses.jsonl
index 033c7d0..b020a10 100644
--- a/latest-results/pyrefly-20261002T060554Z-responses.jsonl
+++ b/latest-results/pyrefly-20261003T060754Z-responses.jsonl
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@@ -16944,9 +16944,9 @@
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@@ -16963,9 +16963,9 @@
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@@ -16993,9 +16993,9 @@
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@@ -17012,9 +17012,9 @@
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@@ -17031,9 +17031,9 @@
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@@ -17061,9 +17061,9 @@
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@@ -17080,9 +17080,9 @@
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@@ -17099,9 +17099,9 @@
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@@ -17129,9 +17129,9 @@
         {
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@@ -17148,9 +17148,9 @@
         {
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@@ -17167,9 +17167,9 @@
         {
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           "method": "textDocument/hover",
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@@ -17197,9 +17197,9 @@
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@@ -17216,9 +17216,9 @@
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@@ -17235,9 +17235,9 @@
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@@ -17265,9 +17265,9 @@
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@@ -17284,9 +17284,9 @@
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@@ -17299,9 +17299,9 @@
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@@ -17319,9 +17319,9 @@
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diff --git a/latest-results/summary-20261002T060554Z.csv b/latest-results/summary-20261002T060554Z.csv
deleted file mode 100644
index aeebdaa..0000000
--- a/latest-results/summary-20261002T060554Z.csv
+++ /dev/null
@@ -1,132 +0,0 @@
-report_type,baseline_server_id,server_id,server_name,suite_name,scenario_name,point_label,method,method_display,success,mean_ms,p95_ms,non_empty_rate,result_metric_name,result_metric_label,result_metric_value,result_metric_delta,validation_passed,validation_failure_count
-benchmark,pyright,pyright,Pyright,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,5.99299559999622,10.997270800004344,1.0,completion_item_count,Completions found,201.0,0.0,True,0
-benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6786613999897781,1.9122036000112528,1.0,completion_item_count,Completions found,223.0,22.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,89.23302619999731,350.27526200000233,1.0,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,170.78468099999782,374.6631407999985,1.0,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,1.2049632000071142,1.5987966000068354,1.0,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,0.3359772000180783,0.3552910000053089,1.0,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,2.3505568000018684,2.5914628000009543,1.0,hover_text_char_count,Hover length,3182.0,-837.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,178.24222980000286,179.00456720000193,1.0,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,0.4293800000027659,0.49147440000751885,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.23144199999478587,0.23753519998308548,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.2024118000008457,0.2210904000321534,1.0,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,1.051632399992286,1.0763283999949635,1.0,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,393.694573800002,484.632638000005,1.0,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,13.474127400013458,15.282026000022597,1.0,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,21.983142800002042,27.686846200003856,1.0,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,4.419484999993983,4.625309399989419,0.0,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,34.46153599999775,37.98065119999592,1.0,hover_text_char_count,Hover length,278.0,0.0,True,0
-benchmark,pyright,ty,Ty,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.676856599995972,5.750095600023997,1.0,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,2.7799731999834876,4.376949799973318,1.0,hover_text_char_count,Hover length,2546.0,2268.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,166.53698340001029,168.08206100002963,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0
-benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,5.346768199996177,8.415899599981458,1.0,completion_item_count,Completions found,10.0,0.0,True,0
-benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.6133073999840235,7.019604799961598,1.0,completion_item_count,Completions found,261.0,251.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,17.51262999998744,65.01340680000565,1.0,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,192.67015780000065,405.63523060001216,1.0,completion_item_count,Completions found,2.0,-8.0,True,0
-benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5265092000001914,0.5766985999969165,1.0,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,0.24206200000662648,0.25803379998023956,1.0,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,0.4552650000050562,0.9743343999957685,1.0,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,154.4066627999996,155.33337220003887,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.4236773999991783,0.4621195999959582,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.20526739999695565,0.20994779996499346,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,2.80514780000658,3.7106349999930894,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0957854000139378,1.138568600003964,1.0,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,28.16799020000076,30.999531799994884,1.0,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,4.834386200013796,5.248769999991509,1.0,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,3.762205200007429,11.550795600010131,1.0,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,252.9735819999928,284.1296079999779,1.0,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,38.0351092000069,44.384998000009546,1.0,hover_text_char_count,Hover length,83.0,0.0,True,0
-benchmark,pyright,ty,Ty,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.2109053999988646,3.2733654000139722,1.0,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,1.583601999993789,4.4013070000119106,1.0,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,244.05693400000246,250.30419980001852,1.0,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,79.93171300000768,266.87720660000303,1.0,completion_item_count,Completions found,271.2,0.0,True,0
-benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.452821800019592,21.965164400012327,1.0,completion_item_count,Completions found,1000.0,728.8,True,0
-benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,89.21722619999173,354.87992579999167,1.0,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,63.269906399989395,95.53317039996045,1.0,completion_item_count,Completions found,6.0,-265.2,True,0
-benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.6385403999956907,0.6880207999927279,1.0,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,0.2622418000100879,0.27802740002016435,1.0,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,2.3559506000083275,2.5090683999906105,1.0,hover_text_char_count,Hover length,2759.0,2409.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,192.69043020000254,205.893712600016,1.0,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,0.3981640000006337,0.444251600009693,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.20217180000372537,0.21422200001097735,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.22398239999574798,0.24908539998023116,1.0,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,1.0710885999856146,1.0991805999765347,1.0,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,808.5965241999986,1275.1878731999966,1.0,completion_item_count,Completions found,440.0,0.0,True,0
-benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,16.78623540000217,17.5682204000168,1.0,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,42.62546200000088,60.02598220001118,1.0,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,226.1269329999891,233.62278219996142,1.0,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,11.12506959999564,12.255932799996572,1.0,hover_text_char_count,Hover length,4292.0,0.0,True,0
-benchmark,pyright,ty,Ty,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.550572600010128,4.568309600028897,1.0,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,30.98599639998838,84.21450260000255,1.0,hover_text_char_count,Hover length,943.0,-3349.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,179.5907055999919,180.58117780002476,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0
-benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,16.01805540000214,20.199808200004554,1.0,completion_item_count,Completions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.2765881999921476,7.295899999962783,1.0,completion_item_count,Completions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,86.2225571999943,344.009222399984,1.0,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,83.19404680000844,183.82620860000998,1.0,completion_item_count,Completions found,1.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.7358784000009564,2.139205599996785,1.0,hover_text_char_count,Hover length,10579.0,0.0,True,0
-benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.42645459999448576,0.4398135999849728,1.0,hover_text_char_count,Hover length,10621.0,42.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.0084277999908409,1.0537947999864627,1.0,hover_text_char_count,Hover length,15239.0,4660.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,318.7961823999899,324.9135869999577,1.0,hover_text_char_count,Hover length,10498.0,-81.0,True,0
-benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.48447880001276644,0.5495240000129797,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.24293999998690197,0.24753619998136855,1.0,location_count,Definitions found,2.0,1.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.2748680000081549,0.2947306000123717,1.0,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,1.254245800021181,1.5221496000094703,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyright,Pyright,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,140.60566319999452,175.78569019999577,1.0,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,5.35111719999577,5.526962199985519,1.0,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,2.5437773999897217,2.7788300000338495,1.0,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,37.7052535999951,38.217814599966005,0.0,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,101.59569879999708,111.67717179998817,1.0,hover_text_char_count,Hover length,893.0,0.0,True,0
-benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.07423619999372,5.138959000032628,1.0,hover_text_char_count,Hover length,951.0,58.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.290568399996573,7.56945479998876,1.0,hover_text_char_count,Hover length,2242.0,1349.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,38.76997060001486,39.67465480001238,0.0,hover_text_char_count,Hover length,0.0,-893.0,False,10
-benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,48.901011400005245,77.87296940001625,1.0,completion_item_count,Completions found,123.0,0.0,True,0
-benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.329566600011276,12.685036800030502,1.0,completion_item_count,Completions found,777.0,654.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,824.9749862000044,3276.890806000005,1.0,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,151.6809798000054,165.0756222000041,1.0,completion_item_count,Completions found,2.0,-121.0,True,0
-benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.5207587999848329,0.5891165999969417,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0
-benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.22513840000328855,0.23866780001071675,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.27062379997460084,0.2944603999708306,1.0,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,2785.2344424000194,2806.996892000029,0.0,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,0.466435399994225,0.5330252000021574,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2819485999907556,0.3095783999924606,1.0,location_count,Definitions found,1.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.48626039999817294,0.8687046000204646,1.0,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,2229.3053045999955,2293.474795199984,1.0,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,6.9322493999948165,7.72957760002555,0.0,completion_item_count,Completions found,0.0,0.0,True,0
-benchmark,pyright,ty,Ty,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,6.565804000013031,8.020124600011513,1.0,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,12.835061999987829,33.90303919998132,0.0,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,2.6380387999893173,2.6856482000084725,0.0,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,499.13869199998544,525.6157807999784,1.0,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,5.7447368000111965,5.768663200001356,1.0,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,13.593551599990406,32.86232780000091,1.0,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,2655.656333199977,2678.6427624000225,0.0,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,4.461920399990049,7.976433999999698,1.0,completion_item_count,Completions found,14.0,0.0,True,0
-benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.680817400002525,8.265036200020859,1.0,completion_item_count,Completions found,467.0,453.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,59.514900400006354,201.02534459999782,1.0,completion_item_count,Completions found,487.8,473.8,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,63.250962800020716,92.39682560003075,1.0,completion_item_count,Completions found,1.0,-13.0,True,0
-benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5164808000017729,0.5978386000037972,1.0,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,0.2277693999985786,0.24547239996763892,1.0,hover_text_char_count,Hover length,7.0,-19.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,client session hover,textDocument/hover,textDocument/hover,True,5.017205399997238,17.475381200006264,1.0,hover_text_char_count,Hover length,167.0,141.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client session hover,textDocument/hover,textDocument/hover,True,54.84914339999705,78.11255659994458,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0
-benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.723542200000793,0.823728400030177,1.0,location_count,References found,2.0,0.0,True,0
-benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5684835999772986,0.6244523999612284,1.0,location_count,References found,2.0,0.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.341974800016942,0.35387920001994644,1.0,location_count,References found,2.0,0.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,71.72707640002045,102.11359039999479,1.0,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,4.449553800009198,5.4522748000295,1.0,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,4.47400899998911,4.749708599956648,1.0,completion_item_count,Completions found,225.0,20.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.2232701999996607,4.685619000008501,1.0,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,89.58631939997304,91.20520379997288,1.0,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,36.09064959997568,40.75448339997365,1.0,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,2.960694200010039,2.9838980000022275,1.0,hover_text_char_count,Hover length,1555.0,1135.0,True,0
-benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.2035057999914898,4.344476599976587,1.0,hover_text_char_count,Hover length,9977.0,9557.0,True,0
-benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,230.46969479999007,231.99863199999982,1.0,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,1.0217744000101447,1.0595266000109405,1.0,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,0.20381059998726414,0.21206020001045545,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.23570099999687955,0.2570787999957247,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.231665199987674,0.2812963999872409,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.20017599998709557,0.21072580000236485,,,,,,False,10
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.20264440000801187,0.2136128000302051,1.0,top_level_count,Results found,7.0,,True,0
-benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.23710519998303425,0.2489187999913156,1.0,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,0.2204973999937465,0.23811180000166132,,,,,,False,10
-benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,10.278877600001124,10.783528000001752,1.0,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,59.767231999990145,60.56190379999862,1.0,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,6.873616600000787,7.050601400010237,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0
diff --git a/latest-results/summary-20261003T060754Z.csv b/latest-results/summary-20261003T060754Z.csv
new file mode 100644
index 0000000..e80ff39
--- /dev/null
+++ b/latest-results/summary-20261003T060754Z.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,6.055189200000655,9.458224000002247,1.0,completion_item_count,Completions found,201.0,0.0,True,0
+benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6691713999989588,1.7483925999897565,1.0,completion_item_count,Completions found,223.0,22.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,93.38787339999044,361.7653629999949,1.0,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,63.13502000000426,76.4637203999996,1.0,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,1.175833600001397,1.3906217999988257,1.0,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,0.30738860000383283,0.33390460001214706,1.0,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,5.683185800000956,5.885009000002128,1.0,hover_text_char_count,Hover length,3182.0,-837.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,173.51122740000164,173.91739239999993,1.0,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,0.45047499999668617,0.510918799992055,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.21048079998990943,0.2250123999886,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,3.5182879999979377,5.331529200014984,1.0,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,1.0273528000084298,1.0547746000156621,1.0,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,353.2540718000007,477.15656220000534,1.0,completion_item_count,Completions found,168.0,0.0,True,0
+benchmark,pyright,ty,Ty,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,12.061903000005714,12.848117200007891,1.0,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,34.204097600002115,80.87398420001362,1.0,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,4.3742037999948025,4.531894600000896,0.0,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,28.97956239999928,30.652160400003936,1.0,hover_text_char_count,Hover length,278.0,0.0,True,0
+benchmark,pyright,ty,Ty,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.640809000004765,5.76464220000048,1.0,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,4.480903000001035,5.900089399995068,1.0,hover_text_char_count,Hover length,2546.0,2268.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,160.84715280001092,162.35483260000478,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0
+benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.704451400002085,7.559089400001539,1.0,completion_item_count,Completions found,10.0,0.0,True,0
+benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.671605600003659,7.0574328000020605,1.0,completion_item_count,Completions found,261.0,251.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,15.718855599999415,59.94610800000258,1.0,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,185.60800419999737,421.690972600004,1.0,completion_item_count,Completions found,2.0,-8.0,True,0
+benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5378651999990325,0.5806597999992391,1.0,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,0.24386100000128863,0.2501430000052096,1.0,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,0.3647029999967799,0.4512376000036511,1.0,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,150.9293917999969,154.20651919999955,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.35777159999952346,0.3905467999913981,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.20672140000783656,0.21408120000501185,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.38483899999732785,0.5178873999909683,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.3209011999947506,1.5203676000169253,1.0,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,24.76204799999948,27.067043599996055,1.0,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,4.506592799998543,4.599501399997052,1.0,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,2.045089400002098,2.0839644000091084,1.0,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,245.95581059999745,276.1804379999944,1.0,completion_item_count,Completions found,143.0,39.0,True,0
+benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,37.237805799998114,44.401592800005574,1.0,hover_text_char_count,Hover length,83.0,0.0,True,0
+benchmark,pyright,ty,Ty,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.0772692000027746,3.094329799995421,1.0,hover_text_char_count,Hover length,100.0,17.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.693443399992248,11.272393599989528,1.0,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,239.74295439999764,241.2574303999918,1.0,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,75.3536113999985,251.8515328000006,1.0,completion_item_count,Completions found,271.2,0.0,True,0
+benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.0057703999978,21.487505800001827,1.0,completion_item_count,Completions found,1000.0,728.8,True,0
+benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,85.51860559999795,341.1694037999893,1.0,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,64.43940320000365,103.80710320001185,1.0,completion_item_count,Completions found,6.0,-265.2,True,0
+benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.6570611999961784,0.7122756000001118,1.0,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,0.271192800011022,0.2907771999957731,1.0,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,2.362369000002218,2.5418090000243865,1.0,hover_text_char_count,Hover length,2759.0,2409.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,185.53608820000136,187.64671419998535,1.0,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,0.3942204000026095,0.45914080000102325,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.20828620000656883,0.20937079999043817,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.29613560000711914,0.3464800000017476,1.0,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,1.0669277999966198,1.117114400005903,1.0,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,803.2529362000021,1229.4424200000067,1.0,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,15.648207200007391,16.9116926000072,1.0,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,45.24581460000263,68.32931879999364,1.0,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,217.046898600006,220.32616200000916,1.0,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,14.15760319999606,17.385042999998745,1.0,hover_text_char_count,Hover length,4292.0,0.0,True,0
+benchmark,pyright,ty,Ty,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.402813199993716,4.42412000000445,1.0,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,15.7322430000022,16.741183199997067,1.0,hover_text_char_count,Hover length,943.0,-3349.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,179.30757360000484,184.87407960000724,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0
+benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,14.154789599999162,25.82666339999946,1.0,completion_item_count,Completions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.4707979999950567,7.985748999993801,1.0,completion_item_count,Completions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,87.52704759999688,349.19516519998973,1.0,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,70.87304039999935,153.68729079999068,1.0,completion_item_count,Completions found,1.0,0.0,True,0
+benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,3.344534799995813,7.845998400000552,1.0,hover_text_char_count,Hover length,10579.0,0.0,True,0
+benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.401644200002238,0.4288672000029692,1.0,hover_text_char_count,Hover length,10621.0,42.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,2.5257670000087273,3.425740200009386,1.0,hover_text_char_count,Hover length,15239.0,4660.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,316.15857460000143,318.0893268000034,1.0,hover_text_char_count,Hover length,10498.0,-81.0,True,0
+benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,1.348904600001788,3.248312599998825,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.22289600000249266,0.23443200000201614,1.0,location_count,Definitions found,2.0,1.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.46985080001036295,1.0560042000065548,1.0,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,1.2313447999986238,1.4956766000011612,1.0,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,136.2825076000007,172.85346260000267,1.0,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,5.62533560000702,6.1368510000193055,1.0,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,7.826537999994798,18.68611259999966,1.0,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,37.104092399994215,37.62543820000133,0.0,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,101.15457220000224,114.34171900000081,1.0,hover_text_char_count,Hover length,893.0,0.0,True,0
+benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.11340379999865,5.144219200013822,1.0,hover_text_char_count,Hover length,951.0,58.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.5011537999962457,0.5174701999976605,1.0,hover_text_char_count,Hover length,2242.0,1349.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,38.49514379999164,39.40967619998901,0.0,hover_text_char_count,Hover length,0.0,-893.0,False,10
+benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,50.960659800000485,89.79651640001975,1.0,completion_item_count,Completions found,123.0,0.0,True,0
+benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,10.881036600011385,12.284156800018309,1.0,completion_item_count,Completions found,777.0,654.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,813.7066112000014,3253.906740000019,1.0,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,141.88494980000996,144.1893896000181,1.0,completion_item_count,Completions found,2.0,-121.0,True,0
+benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.4443769999909364,0.48605179998162384,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0
+benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.6089264000024741,1.7177208000020978,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.218318999998246,0.22628679999456836,1.0,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,2744.670173200018,2770.378401400012,0.0,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,0.44658040000058463,0.49991900000918577,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.26792239999622325,0.28085239998176803,1.0,location_count,Definitions found,1.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.22047939999652044,0.22435439998389484,1.0,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,2215.5779103999976,2268.2365865999714,1.0,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,7.524890799999184,10.707156800009443,0.0,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,5.931729600001745,6.036959599998681,1.0,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,14.442147799985605,34.045845199989344,0.0,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,2.4781223999980284,2.587174600000708,0.0,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,451.9797406000066,480.7923884000104,1.0,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,5.73535759999686,5.7951206000097955,1.0,hover_text_char_count,Hover length,7.0,-23.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.5119157999956769,0.5466532000014013,1.0,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,2641.8908138000006,2678.8149662000137,0.0,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,5.268042999995259,8.893960199992534,1.0,completion_item_count,Completions found,14.0,0.0,True,0
+benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.817206000000397,8.84651100000724,1.0,completion_item_count,Completions found,467.0,453.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,58.727770600000895,183.29248840000216,1.0,completion_item_count,Completions found,487.8,473.8,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,59.592777800003205,100.09798820000242,1.0,completion_item_count,Completions found,1.0,-13.0,True,0
+benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5883080000046448,0.6954396000196539,1.0,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,0.2115565999986302,0.23290280000765048,1.0,hover_text_char_count,Hover length,7.0,-19.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,web,,client session hover,textDocument/hover,textDocument/hover,True,5.150904600003514,17.986238600002476,1.0,hover_text_char_count,Hover length,167.0,141.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client session hover,textDocument/hover,textDocument/hover,True,45.7013252000138,66.30916940000589,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0
+benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.8235571999989588,0.8856651999849419,1.0,location_count,References found,2.0,0.0,True,0
+benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5923017999975855,0.6658077999873058,1.0,location_count,References found,2.0,0.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.3244230000063908,0.3656210000201554,1.0,location_count,References found,2.0,0.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,12.601024599996435,24.38024799996583,1.0,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,4.351649000005864,6.237294000004567,1.0,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,4.408412000009321,4.4488368000088485,1.0,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,0.5489061999924161,0.5821303999994143,1.0,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,85.32308600000533,88.31962040000008,1.0,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,34.56631000000243,39.36697160000335,1.0,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,2.954063599992196,3.011307599979318,1.0,hover_text_char_count,Hover length,1555.0,1135.0,True,0
+benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.4657566000039424,1.474437000007356,1.0,hover_text_char_count,Hover length,9977.0,9557.0,True,0
+benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,226.12442959999726,227.51879440000948,1.0,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,0.9459332000062659,0.9744750000095337,1.0,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,0.18848099999786427,0.2009545999897,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.208051799995701,0.22564079999369824,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.2416375999985121,0.25601719998462613,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.21914399998763656,0.23085099998638725,,,,,,False,10
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.23993999999447624,0.2578827999911937,1.0,top_level_count,Results found,7.0,,True,0
+benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.22798360000706452,0.23175640001227293,1.0,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,0.22393300000089766,0.2566559999877427,,,,,,False,10
+benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,15.625312399998847,20.397056399991698,1.0,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,129.54474000000573,148.32403999999428,1.0,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,57.97563200000582,60.5573720000109,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0
diff --git a/latest-results/summary-20261002T060554Z.json b/latest-results/summary-20261003T060754Z.json
similarity index 93%
rename from latest-results/summary-20261002T060554Z.json
rename to latest-results/summary-20261003T060754Z.json
index 7c12c53..bbcec8c 100644
--- a/latest-results/summary-20261002T060554Z.json
+++ b/latest-results/summary-20261003T060754Z.json
@@ -17,12 +17,12 @@
     "tsp_semantic"
   ],
   "baseline_server": "pyright",
-  "generated_at": "20261002T060554Z",
+  "generated_at": "20261003T060754Z",
   "servers": [
     {
       "id": "pyright",
       "display_name": "Pyright",
-      "output_path": "results/bench-servers/pyright-20261002T060554Z.json",
+      "output_path": "results/bench-servers/pyright-20261003T060754Z.json",
       "success": true,
       "benchmark_count": 6,
       "command": [
@@ -58,7 +58,7 @@
     {
       "id": "ty",
       "display_name": "Ty",
-      "output_path": "results/bench-servers/ty-20261002T060554Z.json",
+      "output_path": "results/bench-servers/ty-20261003T060754Z.json",
       "success": true,
       "benchmark_count": 6,
       "command": [
@@ -91,7 +91,7 @@
     {
       "id": "pyrefly",
       "display_name": "Pyrefly",
-      "output_path": "results/bench-servers/pyrefly-20261002T060554Z.json",
+      "output_path": "results/bench-servers/pyrefly-20261003T060754Z.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-20261002T060554Z.json",
+      "output_path": "results/bench-servers/pylsp-mypy-20261003T060754Z.json",
       "success": false,
       "benchmark_count": 6,
       "command": [
diff --git a/latest-results/summary-20261002T060554Z.md b/latest-results/summary-20261003T060754Z.md
similarity index 60%
rename from latest-results/summary-20261002T060554Z.md
rename to latest-results/summary-20261003T060754Z.md
index 47074fa..3a4616c 100644
--- a/latest-results/summary-20261002T060554Z.md
+++ b/latest-results/summary-20261003T060754Z.md
@@ -1,8 +1,8 @@
 # Python LSP Benchmark Comparison
 
-Generated from `results/bench-servers/summary-20261002T060554Z.json`
+Generated from `results/bench-servers/summary-20261003T060754Z.json`
 
-- Generated at: 20261002T060554Z
+- Generated at: 20261003T060754Z
 - Config: `github-releases`
 - Servers: pyright, ty, pyrefly, pylsp-mypy
 - Baseline server: Pyright (pyright)
@@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20261002T060554Z.json`
 
 | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points |
 | --- | --- | --- | ---: | ---: | ---: | ---: | ---: |
-| Ty | yes | 6 | 5092.35 | 4.24 | 150 | 100% | 0 |
-| Pyrefly | no | 8 | 16128.05 | 34.18 | 205 | 97% | 2 |
-| Pyright | yes | 6 | 39502.80 | 75.72 | 150 | 97% | 0 |
-| pylsp-mypy | no | 6 | 217566.86 | 361.44 | 150 | 80% | 5 |
+| Ty | yes | 6 | 4971.80 | 4.11 | 150 | 100% | 0 |
+| Pyrefly | no | 8 | 16895.41 | 36.91 | 205 | 97% | 2 |
+| Pyright | yes | 6 | 37606.04 | 72.15 | 150 | 97% | 0 |
+| pylsp-mypy | no | 6 | 213483.70 | 350.45 | 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-20261002T060554Z.json`
 
 | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: |
-| Ty | yes | 566.04 | 4.28 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 1133.74 | 23.31 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 4811.98 | 87.16 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | no | 8309.98 | 104.21 | 5 | 25 | 80% | 1 |
+| Ty | yes | 488.31 | 3.98 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 1286.10 | 28.25 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 4542.54 | 77.98 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | no | 7407.31 | 80.58 | 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 | 1.68 | 1.91 | 100% | 223.00 | +22.00 | pass |
-| Pyright | yes | 5.99 | 11.00 | 100% | 201.00 | 0.00 | pass |
-| Pyrefly | yes | 89.23 | 350.28 | 100% | 250.00 | +49.00 | pass |
-| pylsp-mypy | yes | 170.78 | 374.66 | 100% | 188.00 | -13.00 | pass |
+| Ty | yes | 1.67 | 1.75 | 100% | 223.00 | +22.00 | pass |
+| Pyright | yes | 6.06 | 9.46 | 100% | 201.00 | 0.00 | pass |
+| pylsp-mypy | yes | 63.14 | 76.46 | 100% | 188.00 | -13.00 | pass |
+| Pyrefly | yes | 93.39 | 361.77 | 100% | 250.00 | +49.00 | 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 | 0.34 | 0.36 | 100% | 4232.00 | +213.00 | pass |
-| Pyright | yes | 1.20 | 1.60 | 100% | 4019.00 | 0.00 | pass |
-| Pyrefly | yes | 2.35 | 2.59 | 100% | 3182.00 | -837.00 | pass |
-| pylsp-mypy | yes | 178.24 | 179.00 | 100% | 4134.00 | +115.00 | pass |
+| Ty | yes | 0.31 | 0.33 | 100% | 4232.00 | +213.00 | pass |
+| Pyright | yes | 1.18 | 1.39 | 100% | 4019.00 | 0.00 | pass |
+| Pyrefly | yes | 5.68 | 5.89 | 100% | 3182.00 | -837.00 | pass |
+| pylsp-mypy | yes | 173.51 | 173.92 | 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 |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 0.20 | 0.22 | 100% | 1.00 | 0.00 | pass |
-| Ty | yes | 0.23 | 0.24 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.43 | 0.49 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 1.05 | 1.08 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 0.21 | 0.23 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.45 | 0.51 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 1.03 | 1.05 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 3.52 | 5.33 | 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 | 4.42 | 4.63 | 0% | 0.00 | -168.00 | fail (10) |
-| Ty | yes | 13.47 | 15.28 | 100% | 168.00 | 0.00 | pass |
-| Pyrefly | yes | 21.98 | 27.69 | 100% | 149.00 | -19.00 | pass |
-| Pyright | yes | 393.69 | 484.63 | 100% | 168.00 | 0.00 | pass |
+| pylsp-mypy | no | 4.37 | 4.53 | 0% | 0.00 | -168.00 | fail (10) |
+| Ty | yes | 12.06 | 12.85 | 100% | 168.00 | 0.00 | pass |
+| Pyrefly | yes | 34.20 | 80.87 | 100% | 149.00 | -19.00 | pass |
+| Pyright | yes | 353.25 | 477.16 | 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 | 2.78 | 4.38 | 100% | 2546.00 | +2268.00 | pass |
-| Ty | yes | 5.68 | 5.75 | 100% | 267.00 | -11.00 | pass |
-| Pyright | yes | 34.46 | 37.98 | 100% | 278.00 | 0.00 | pass |
-| pylsp-mypy | yes | 166.54 | 168.08 | 100% | 5662.00 | +5384.00 | pass |
+| Pyrefly | yes | 4.48 | 5.90 | 100% | 2546.00 | +2268.00 | pass |
+| Ty | yes | 5.64 | 5.76 | 100% | 267.00 | -11.00 | pass |
+| Pyright | yes | 28.98 | 30.65 | 100% | 278.00 | 0.00 | pass |
+| pylsp-mypy | yes | 160.85 | 162.35 | 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 | 256.83 | 2.62 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 302.06 | 5.22 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 1485.84 | 14.50 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | yes | 7574.49 | 169.04 | 5 | 25 | 100% | 0 |
+| Ty | yes | 251.88 | 2.54 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 295.08 | 4.64 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 1432.37 | 13.52 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | yes | 7327.94 | 164.71 | 5 | 25 | 100% | 0 |
 
 ### queryset completion
 
@@ -123,10 +123,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 4.61 | 7.02 | 100% | 261.00 | +251.00 | pass |
-| Pyright | yes | 5.35 | 8.42 | 100% | 10.00 | 0.00 | pass |
-| Pyrefly | yes | 17.51 | 65.01 | 100% | 15.00 | +5.00 | pass |
-| pylsp-mypy | yes | 192.67 | 405.64 | 100% | 2.00 | -8.00 | pass |
+| Ty | yes | 4.67 | 7.06 | 100% | 261.00 | +251.00 | pass |
+| Pyright | yes | 4.70 | 7.56 | 100% | 10.00 | 0.00 | pass |
+| Pyrefly | yes | 15.72 | 59.95 | 100% | 15.00 | +5.00 | pass |
+| pylsp-mypy | yes | 185.61 | 421.69 | 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 | 0.24 | 0.26 | 100% | 46.00 | -11.00 | pass |
-| Pyrefly | yes | 0.46 | 0.97 | 100% | 298.00 | +241.00 | pass |
-| Pyright | yes | 0.53 | 0.58 | 100% | 57.00 | 0.00 | pass |
-| pylsp-mypy | yes | 154.41 | 155.33 | 100% | 57.00 | 0.00 | pass |
+| Ty | yes | 0.24 | 0.25 | 100% | 46.00 | -11.00 | pass |
+| Pyrefly | yes | 0.36 | 0.45 | 100% | 298.00 | +241.00 | pass |
+| Pyright | yes | 0.54 | 0.58 | 100% | 57.00 | 0.00 | pass |
+| pylsp-mypy | yes | 150.93 | 154.21 | 100% | 57.00 | 0.00 | pass |
 
 ### model definition
 
@@ -146,9 +146,9 @@ Method: `textDocument/definition`
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
 | Ty | yes | 0.21 | 0.21 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.42 | 0.46 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 1.10 | 1.14 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 2.81 | 3.71 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.36 | 0.39 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 0.38 | 0.52 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 1.32 | 1.52 | 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 | 3.76 | 11.55 | 100% | 83.00 | -21.00 | pass |
-| Ty | yes | 4.83 | 5.25 | 100% | 104.00 | 0.00 | pass |
-| Pyright | yes | 28.17 | 31.00 | 100% | 104.00 | 0.00 | pass |
-| pylsp-mypy | yes | 252.97 | 284.13 | 100% | 143.00 | +39.00 | pass |
+| Pyrefly | yes | 2.05 | 2.08 | 100% | 83.00 | -21.00 | pass |
+| Ty | yes | 4.51 | 4.60 | 100% | 104.00 | 0.00 | pass |
+| Pyright | yes | 24.76 | 27.07 | 100% | 104.00 | 0.00 | pass |
+| pylsp-mypy | yes | 245.96 | 276.18 | 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 | 1.58 | 4.40 | 100% | 858.00 | +775.00 | pass |
-| Ty | yes | 3.21 | 3.27 | 100% | 100.00 | +17.00 | pass |
-| Pyright | yes | 38.04 | 44.38 | 100% | 83.00 | 0.00 | pass |
-| pylsp-mypy | yes | 244.06 | 250.30 | 100% | 71.00 | -12.00 | pass |
+| Ty | yes | 3.08 | 3.09 | 100% | 100.00 | +17.00 | pass |
+| Pyrefly | yes | 4.69 | 11.27 | 100% | 858.00 | +775.00 | pass |
+| Pyright | yes | 37.24 | 44.40 | 100% | 83.00 | 0.00 | pass |
+| pylsp-mypy | yes | 239.74 | 241.26 | 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 | 835.58 | 8.05 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 1286.65 | 33.08 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | yes | 7486.69 | 132.55 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 12049.03 | 180.14 | 5 | 25 | 100% | 0 |
+| Ty | yes | 824.04 | 7.71 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 1269.66 | 29.83 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | yes | 7413.72 | 129.48 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 10963.44 | 178.76 | 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 | 18.45 | 21.97 | 100% | 1000.00 | +728.80 | pass |
-| pylsp-mypy | yes | 63.27 | 95.53 | 100% | 6.00 | -265.20 | pass |
-| Pyright | yes | 79.93 | 266.88 | 100% | 271.20 | 0.00 | pass |
-| Pyrefly | yes | 89.22 | 354.88 | 100% | 16.00 | -255.20 | pass |
+| Ty | yes | 18.01 | 21.49 | 100% | 1000.00 | +728.80 | pass |
+| pylsp-mypy | yes | 64.44 | 103.81 | 100% | 6.00 | -265.20 | pass |
+| Pyright | yes | 75.35 | 251.85 | 100% | 271.20 | 0.00 | pass |
+| Pyrefly | yes | 85.52 | 341.17 | 100% | 16.00 | -255.20 | 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 | 0.26 | 0.28 | 100% | 329.00 | -21.00 | pass |
-| Pyright | yes | 0.64 | 0.69 | 100% | 350.00 | 0.00 | pass |
-| Pyrefly | yes | 2.36 | 2.51 | 100% | 2759.00 | +2409.00 | pass |
-| pylsp-mypy | yes | 192.69 | 205.89 | 100% | 301.00 | -49.00 | pass |
+| Ty | yes | 0.27 | 0.29 | 100% | 329.00 | -21.00 | pass |
+| Pyright | yes | 0.66 | 0.71 | 100% | 350.00 | 0.00 | pass |
+| Pyrefly | yes | 2.36 | 2.54 | 100% | 2759.00 | +2409.00 | pass |
+| pylsp-mypy | yes | 185.54 | 187.65 | 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 | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 0.22 | 0.25 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.40 | 0.44 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 1.07 | 1.10 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 0.21 | 0.21 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 0.30 | 0.35 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.39 | 0.46 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 1.07 | 1.12 | 100% | 1.00 | 0.00 | pass |
 
 ### edit dataframe then complete (edit+completion)
 
@@ -227,10 +227,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 16.79 | 17.57 | 100% | 448.00 | +8.00 | pass |
-| Pyrefly | yes | 42.63 | 60.03 | 100% | 256.00 | -184.00 | pass |
-| pylsp-mypy | yes | 226.13 | 233.62 | 100% | 441.00 | +1.00 | pass |
-| Pyright | yes | 808.60 | 1275.19 | 100% | 440.00 | 0.00 | pass |
+| Ty | yes | 15.65 | 16.91 | 100% | 448.00 | +8.00 | pass |
+| Pyrefly | yes | 45.25 | 68.33 | 100% | 256.00 | -184.00 | pass |
+| pylsp-mypy | yes | 217.05 | 220.33 | 100% | 441.00 | +1.00 | pass |
+| Pyright | yes | 803.25 | 1229.44 | 100% | 440.00 | 0.00 | pass |
 
 ### edit dataframe then hover (edit+hover)
 
@@ -238,10 +238,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 4.55 | 4.57 | 100% | 4441.00 | +149.00 | pass |
-| Pyright | yes | 11.13 | 12.26 | 100% | 4292.00 | 0.00 | pass |
-| Pyrefly | yes | 30.99 | 84.21 | 100% | 943.00 | -3349.00 | pass |
-| pylsp-mypy | yes | 179.59 | 180.58 | 100% | 232.00 | -4060.00 | pass |
+| Ty | yes | 4.40 | 4.42 | 100% | 4441.00 | +149.00 | pass |
+| Pyright | yes | 14.16 | 17.39 | 100% | 4292.00 | 0.00 | pass |
+| Pyrefly | yes | 15.73 | 16.74 | 100% | 943.00 | -3349.00 | pass |
+| pylsp-mypy | yes | 179.31 | 184.87 | 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 | 369.62 | 2.87 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 861.95 | 18.47 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 3842.47 | 52.09 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | no | 7388.25 | 95.94 | 5 | 25 | 60% | 2 |
+| Ty | yes | 378.37 | 2.97 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 883.51 | 19.77 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 3809.92 | 51.26 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | no | 6742.68 | 92.77 | 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 | 3.28 | 7.30 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 16.02 | 20.20 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 83.19 | 183.83 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 86.22 | 344.01 | 100% | 15.00 | +14.00 | pass |
+| Ty | yes | 3.47 | 7.99 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 14.15 | 25.83 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 70.87 | 153.69 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 87.53 | 349.20 | 100% | 15.00 | +14.00 | pass |
 
 ### sessionmaker hover
 
@@ -276,10 +276,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.43 | 0.44 | 100% | 10621.00 | +42.00 | pass |
-| Pyrefly | yes | 1.01 | 1.05 | 100% | 15239.00 | +4660.00 | pass |
-| Pyright | yes | 1.74 | 2.14 | 100% | 10579.00 | 0.00 | pass |
-| pylsp-mypy | yes | 318.80 | 324.91 | 100% | 10498.00 | -81.00 | pass |
+| Ty | yes | 0.40 | 0.43 | 100% | 10621.00 | +42.00 | pass |
+| Pyrefly | yes | 2.53 | 3.43 | 100% | 15239.00 | +4660.00 | pass |
+| Pyright | yes | 3.34 | 7.85 | 100% | 10579.00 | 0.00 | pass |
+| pylsp-mypy | yes | 316.16 | 318.09 | 100% | 10498.00 | -81.00 | pass |
 
 ### mapped class definition
 
@@ -287,10 +287,10 @@ Method: `textDocument/definition`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Ty | yes | 0.24 | 0.25 | 100% | 2.00 | +1.00 | pass |
-| Pyrefly | yes | 0.27 | 0.29 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.48 | 0.55 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 1.25 | 1.52 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 0.22 | 0.23 | 100% | 2.00 | +1.00 | pass |
+| Pyrefly | yes | 0.47 | 1.06 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 1.23 | 1.50 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 1.35 | 3.25 | 100% | 1.00 | 0.00 | pass |
 
 ### edit query then complete (edit+completion)
 
@@ -298,10 +298,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 2.54 | 2.78 | 100% | 17.00 | -21.00 | pass |
-| Ty | yes | 5.35 | 5.53 | 100% | 23.00 | -15.00 | pass |
-| pylsp-mypy | no | 37.71 | 38.22 | 0% | 0.00 | -38.00 | fail (10) |
-| Pyright | yes | 140.61 | 175.79 | 100% | 38.00 | 0.00 | pass |
+| Ty | yes | 5.63 | 6.14 | 100% | 23.00 | -15.00 | pass |
+| Pyrefly | yes | 7.83 | 18.69 | 100% | 17.00 | -21.00 | pass |
+| pylsp-mypy | no | 37.10 | 37.63 | 0% | 0.00 | -38.00 | fail (10) |
+| Pyright | yes | 136.28 | 172.85 | 100% | 38.00 | 0.00 | pass |
 
 ### edit session then hover (edit+hover)
 
@@ -309,10 +309,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 2.29 | 7.57 | 100% | 2242.00 | +1349.00 | pass |
-| Ty | yes | 5.07 | 5.14 | 100% | 951.00 | +58.00 | pass |
-| pylsp-mypy | no | 38.77 | 39.67 | 0% | 0.00 | -893.00 | fail (10) |
-| Pyright | yes | 101.60 | 111.68 | 100% | 893.00 | 0.00 | pass |
+| Pyrefly | yes | 0.50 | 0.52 | 100% | 2242.00 | +1349.00 | pass |
+| Ty | yes | 5.11 | 5.14 | 100% | 951.00 | +58.00 | pass |
+| pylsp-mypy | no | 38.50 | 39.41 | 0% | 0.00 | -893.00 | fail (10) |
+| Pyright | yes | 101.15 | 114.34 | 100% | 893.00 | 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 | 2715.02 | 4.83 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 15777.50 | 111.19 | 5 | 25 | 80% | 0 |
-| Pyrefly | yes | 5411.49 | 170.43 | 5 | 25 | 80% | 0 |
-| pylsp-mypy | no | 182183.18 | 1564.90 | 5 | 25 | 40% | 2 |
+| Ty | yes | 2681.81 | 4.68 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 15318.87 | 102.27 | 5 | 25 | 80% | 0 |
+| Pyrefly | yes | 5262.71 | 165.82 | 5 | 25 | 80% | 0 |
+| pylsp-mypy | no | 180062.01 | 1549.30 | 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 | 11.33 | 12.69 | 100% | 777.00 | +654.00 | pass |
-| Pyright | yes | 48.90 | 77.87 | 100% | 123.00 | 0.00 | pass |
-| pylsp-mypy | yes | 151.68 | 165.08 | 100% | 2.00 | -121.00 | pass |
-| Pyrefly | yes | 824.97 | 3276.89 | 100% | 15.00 | -108.00 | pass |
+| Ty | yes | 10.88 | 12.28 | 100% | 777.00 | +654.00 | pass |
+| Pyright | yes | 50.96 | 89.80 | 100% | 123.00 | 0.00 | pass |
+| pylsp-mypy | yes | 141.88 | 144.19 | 100% | 2.00 | -121.00 | pass |
+| Pyrefly | yes | 813.71 | 3253.91 | 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 | 0.24 | 100% | 7.00 | -27.00 | pass |
-| Pyrefly | yes | 0.27 | 0.29 | 100% | 48.00 | +14.00 | pass |
-| Pyright | yes | 0.52 | 0.59 | 100% | 34.00 | 0.00 | pass |
-| pylsp-mypy | no | 2785.23 | 2807.00 | 0% | 0.00 | -34.00 | fail (10) |
+| Pyrefly | yes | 0.22 | 0.23 | 100% | 48.00 | +14.00 | pass |
+| Pyright | yes | 0.44 | 0.49 | 100% | 34.00 | 0.00 | pass |
+| Ty | yes | 0.61 | 1.72 | 100% | 7.00 | -27.00 | pass |
+| pylsp-mypy | no | 2744.67 | 2770.38 | 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 | 0.28 | 0.31 | 100% | 1.00 | 0.00 | pass |
-| Pyright | yes | 0.47 | 0.53 | 100% | 1.00 | 0.00 | pass |
-| Pyrefly | yes | 0.49 | 0.87 | 100% | 1.00 | 0.00 | pass |
-| pylsp-mypy | yes | 2229.31 | 2293.47 | 100% | 1.00 | 0.00 | pass |
+| Pyrefly | yes | 0.22 | 0.22 | 100% | 1.00 | 0.00 | pass |
+| Ty | yes | 0.27 | 0.28 | 100% | 1.00 | 0.00 | pass |
+| Pyright | yes | 0.45 | 0.50 | 100% | 1.00 | 0.00 | pass |
+| pylsp-mypy | yes | 2215.58 | 2268.24 | 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 | 2.64 | 2.69 | 0% | 0.00 | 0.00 | pass |
-| Ty | yes | 6.57 | 8.02 | 100% | 23.00 | +23.00 | pass |
-| Pyright | yes | 6.93 | 7.73 | 0% | 0.00 | 0.00 | pass |
-| Pyrefly | yes | 12.84 | 33.90 | 0% | 0.00 | 0.00 | pass |
+| pylsp-mypy | yes | 2.48 | 2.59 | 0% | 0.00 | 0.00 | pass |
+| Ty | yes | 5.93 | 6.04 | 100% | 23.00 | +23.00 | pass |
+| Pyright | yes | 7.52 | 10.71 | 0% | 0.00 | 0.00 | pass |
+| Pyrefly | yes | 14.44 | 34.05 | 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 | 5.74 | 5.77 | 100% | 7.00 | -23.00 | pass |
-| Pyrefly | yes | 13.59 | 32.86 | 100% | 33.00 | +3.00 | pass |
-| Pyright | yes | 499.14 | 525.62 | 100% | 30.00 | 0.00 | pass |
-| pylsp-mypy | no | 2655.66 | 2678.64 | 0% | 0.00 | -30.00 | fail (10) |
+| Pyrefly | yes | 0.51 | 0.55 | 100% | 33.00 | +3.00 | pass |
+| Ty | yes | 5.74 | 5.80 | 100% | 7.00 | -23.00 | pass |
+| Pyright | yes | 451.98 | 480.79 | 100% | 30.00 | 0.00 | pass |
+| pylsp-mypy | no | 2641.89 | 2678.81 | 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 | 349.25 | 2.78 | 5 | 25 | 100% | 0 |
-| Pyright | yes | 1535.98 | 9.25 | 5 | 25 | 100% | 0 |
-| Pyrefly | yes | 906.22 | 13.86 | 5 | 25 | 100% | 0 |
-| pylsp-mypy | yes | 4624.27 | 101.98 | 5 | 25 | 100% | 0 |
+| Ty | yes | 347.39 | 2.80 | 5 | 25 | 100% | 0 |
+| Pyright | yes | 1538.91 | 9.12 | 5 | 25 | 100% | 0 |
+| Pyrefly | yes | 889.92 | 13.24 | 5 | 25 | 100% | 0 |
+| pylsp-mypy | yes | 4530.05 | 85.87 | 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 | 4.46 | 7.98 | 100% | 14.00 | 0.00 | pass |
-| Ty | yes | 5.68 | 8.27 | 100% | 467.00 | +453.00 | pass |
-| Pyrefly | yes | 59.51 | 201.03 | 100% | 487.80 | +473.80 | pass |
-| pylsp-mypy | yes | 63.25 | 92.40 | 100% | 1.00 | -13.00 | pass |
+| Pyright | yes | 5.27 | 8.89 | 100% | 14.00 | 0.00 | pass |
+| Ty | yes | 5.82 | 8.85 | 100% | 467.00 | +453.00 | pass |
+| Pyrefly | yes | 58.73 | 183.29 | 100% | 487.80 | +473.80 | pass |
+| pylsp-mypy | yes | 59.59 | 100.10 | 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 | 0.23 | 0.25 | 100% | 7.00 | -19.00 | pass |
-| Pyright | yes | 0.52 | 0.60 | 100% | 26.00 | 0.00 | pass |
-| Pyrefly | yes | 5.02 | 17.48 | 100% | 167.00 | +141.00 | pass |
-| pylsp-mypy | yes | 54.85 | 78.11 | 100% | 359.00 | +333.00 | pass |
+| Ty | yes | 0.21 | 0.23 | 100% | 7.00 | -19.00 | pass |
+| Pyright | yes | 0.59 | 0.70 | 100% | 26.00 | 0.00 | pass |
+| Pyrefly | yes | 5.15 | 17.99 | 100% | 167.00 | +141.00 | pass |
+| pylsp-mypy | yes | 45.70 | 66.31 | 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 | 0.34 | 0.35 | 100% | 2.00 | 0.00 | pass |
-| Ty | yes | 0.57 | 0.62 | 100% | 2.00 | 0.00 | pass |
-| Pyright | yes | 0.72 | 0.82 | 100% | 2.00 | 0.00 | pass |
-| pylsp-mypy | yes | 71.73 | 102.11 | 100% | 2.00 | 0.00 | pass |
+| Pyrefly | yes | 0.32 | 0.37 | 100% | 2.00 | 0.00 | pass |
+| Ty | yes | 0.59 | 0.67 | 100% | 2.00 | 0.00 | pass |
+| Pyright | yes | 0.82 | 0.89 | 100% | 2.00 | 0.00 | pass |
+| pylsp-mypy | yes | 12.60 | 24.38 | 100% | 2.00 | 0.00 | pass |
 
 ### edit response then complete (edit+completion)
 
@@ -441,10 +441,10 @@ Method: `textDocument/completion`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 2.22 | 4.69 | 100% | 32.00 | -173.00 | pass |
-| Pyright | yes | 4.45 | 5.45 | 100% | 205.00 | 0.00 | pass |
-| Ty | yes | 4.47 | 4.75 | 100% | 225.00 | +20.00 | pass |
-| pylsp-mypy | yes | 89.59 | 91.21 | 100% | 57.00 | -148.00 | pass |
+| Pyrefly | yes | 0.55 | 0.58 | 100% | 32.00 | -173.00 | pass |
+| Pyright | yes | 4.35 | 6.24 | 100% | 205.00 | 0.00 | pass |
+| Ty | yes | 4.41 | 4.45 | 100% | 225.00 | +20.00 | pass |
+| pylsp-mypy | yes | 85.32 | 88.32 | 100% | 57.00 | -148.00 | pass |
 
 ### edit response then hover (edit+hover)
 
@@ -452,10 +452,10 @@ Method: `textDocument/hover`
 
 | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation |
 | --- | --- | ---: | ---: | ---: | ---: | ---: | --- |
-| Pyrefly | yes | 2.20 | 4.34 | 100% | 9977.00 | +9557.00 | pass |
-| Ty | yes | 2.96 | 2.98 | 100% | 1555.00 | +1135.00 | pass |
-| Pyright | yes | 36.09 | 40.75 | 100% | 420.00 | 0.00 | pass |
-| pylsp-mypy | yes | 230.47 | 232.00 | 100% | 880.00 | +460.00 | pass |
+| Pyrefly | yes | 1.47 | 1.47 | 100% | 9977.00 | +9557.00 | pass |
+| Ty | yes | 2.95 | 3.01 | 100% | 1555.00 | +1135.00 | pass |
+| Pyright | yes | 34.57 | 39.37 | 100% | 420.00 | 0.00 | pass |
+| pylsp-mypy | yes | 226.12 | 227.52 | 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 | 218.41 | 0.32 | 8 | 40 | 100% | 2 |
+| Pyrefly | no | 215.54 | 0.31 | 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 | 1.02 | 1.06 | 100% | 30.00 | 0.00 | pass |
+| Pyrefly | yes | 0.95 | 0.97 | 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 | 0.20 | 0.21 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.19 | 0.20 | 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 | 0.24 | 0.26 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.21 | 0.23 | 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 | 0.23 | 0.28 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.24 | 0.26 | 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 | 0.20 | 0.21 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.24 | 0.26 | 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 | 0.24 | 0.25 | 100% | 7.00 | 0.00 | pass |
+| Pyrefly | yes | 0.23 | 0.23 | 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 | 6007.52 | 25.64 | 3 | 15 | 100% | 0 |
+| Pyrefly | yes | 6792.90 | 67.72 | 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 | 10.28 | 10.78 | 100% | 126.00 | 0.00 | pass |
+| Pyrefly | yes | 15.63 | 20.40 | 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 | 59.77 | 60.56 | 100% | 74.00 | 0.00 | pass |
+| Pyrefly | yes | 129.54 | 148.32 | 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 | 6.87 | 7.05 | 100% | 75.00 | 0.00 | pass |
+| Pyrefly | yes | 57.98 | 60.56 | 100% | 75.00 | 0.00 | pass |
diff --git a/latest-results/ty-20261002T060554Z-responses.jsonl b/latest-results/ty-20261003T060754Z-responses.jsonl
similarity index 100%
rename from latest-results/ty-20261002T060554Z-responses.jsonl
rename to latest-results/ty-20261003T060754Z-responses.jsonl
diff --git a/latest-results/ty-20261002T060554Z.json b/latest-results/ty-20261003T060754Z.json
similarity index 90%
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