# Per-Project Model Performance Comparison

This document compares model performance within each of the 21 projects.

Each project shows:
- Model statistics (mean, median, count, total time)
- Relative performance compared to the fastest model

---

## All Projects Combined (Summary Across All Projects, by Model)

### Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| GPT-5 | 45.52 | 27.00 | 1270 | 57816.36 |
| GPT-4o-mini | 69.33 | 49.05 | 1270 | 88053.45 |
| DeepSeek-V3-1 | 191.58 | 151.97 | 1270 | 243310.25 |
| DeepSeek-R1 | 589.60 | 472.63 | 1268 | 747611.27 |
| Gemini-2.5-flash | 175.03 | 93.36 | 1270 | 222285.01 |
| Gemini-2.5-flash-nothinking | 110.57 | 56.68 | 1270 | 140427.64 |
| Qwen3-235b | 307.27 | 98.62 | 1270 | 390226.65 |

### Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (45.52s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| GPT-5 | 45.52 | +0.0% |
| GPT-4o-mini | 69.33 | +52.3% |
| DeepSeek-V3-1 | 191.58 | +320.8% |
| DeepSeek-R1 | 589.60 | +1195.1% |
| Gemini-2.5-flash | 175.03 | +284.5% |
| Gemini-2.5-flash-nothinking | 110.57 | +142.9% |
| Qwen3-235b | 307.27 | +574.9% |

**Slowest model:** DeepSeek-R1 (589.60s mean, +1195.1% slower than baseline)

---

# BookWriter-A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 961.15 | 894.17 | 60 | 57669.13 |
| DeepSeek-V3-1 | 443.80 | 425.58 | 60 | 26627.97 |
| GPT-4o-mini | 101.15 | 97.92 | 60 | 6069.04 |
| GPT-5 | 193.58 | 201.17 | 60 | 11614.51 |
| Gemini-2.5-flash | 240.55 | 238.57 | 60 | 14433.15 |
| Gemini-2.5-flash-nothinking | 133.91 | 129.30 | 60 | 8034.51 |
| Qwen3-235b | 458.96 | 403.43 | 60 | 27537.69 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-4o-mini** (101.15s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 961.15 | +850.2% |
| DeepSeek-V3-1 | 443.80 | +338.8% |
| GPT-4o-mini | 101.15 | +0.0% |
| GPT-5 | 193.58 | +91.4% |
| Gemini-2.5-flash | 240.55 | +137.8% |
| Gemini-2.5-flash-nothinking | 133.91 | +32.4% |
| Qwen3-235b | 458.96 | +353.7% |

**Slowest model:** DeepSeek-R1 (961.15s mean, +850.2% slower than baseline)

---

# BookWriter-H_A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 829.76 | 792.88 | 60 | 49785.81 |
| DeepSeek-V3-1 | 295.61 | 283.52 | 60 | 17736.69 |
| GPT-4o-mini | 101.57 | 97.49 | 60 | 6094.34 |
| GPT-5 | 111.41 | 99.91 | 60 | 6684.57 |
| Gemini-2.5-flash | 172.33 | 160.45 | 60 | 10339.79 |
| Gemini-2.5-flash-nothinking | 81.73 | 80.19 | 60 | 4903.86 |
| Qwen3-235b | 256.93 | 217.75 | 60 | 15416.09 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **Gemini-2.5-flash-nothinking** (81.73s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 829.76 | +915.2% |
| DeepSeek-V3-1 | 295.61 | +261.7% |
| GPT-4o-mini | 101.57 | +24.3% |
| GPT-5 | 111.41 | +36.3% |
| Gemini-2.5-flash | 172.33 | +110.8% |
| Gemini-2.5-flash-nothinking | 81.73 | +0.0% |
| Qwen3-235b | 256.93 | +214.4% |

**Slowest model:** DeepSeek-R1 (829.76s mean, +915.2% slower than baseline)

---

# BookWriter-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 960.29 | 818.51 | 60 | 57617.52 |
| DeepSeek-V3-1 | 395.67 | 361.70 | 60 | 23740.13 |
| GPT-4o-mini | 112.23 | 103.68 | 60 | 6733.76 |
| GPT-5 | 140.17 | 143.72 | 60 | 8409.92 |
| Gemini-2.5-flash | 183.47 | 184.77 | 60 | 11008.22 |
| Gemini-2.5-flash-nothinking | 115.47 | 108.62 | 60 | 6928.23 |
| Qwen3-235b | 442.38 | 404.23 | 60 | 26543.00 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-4o-mini** (112.23s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 960.29 | +755.7% |
| DeepSeek-V3-1 | 395.67 | +252.6% |
| GPT-4o-mini | 112.23 | +0.0% |
| GPT-5 | 140.17 | +24.9% |
| Gemini-2.5-flash | 183.47 | +63.5% |
| Gemini-2.5-flash-nothinking | 115.47 | +2.9% |
| Qwen3-235b | 442.38 | +294.2% |

**Slowest model:** DeepSeek-R1 (960.29s mean, +755.7% slower than baseline)

---

# EmailResponder: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 233.49 | 185.78 | 98 | 22882.07 |
| DeepSeek-V3-1 | 47.23 | 43.01 | 100 | 4723.35 |
| GPT-4o-mini | 17.90 | 13.83 | 100 | 1789.63 |
| GPT-5 | 9.41 | 8.42 | 100 | 941.33 |
| Gemini-2.5-flash | 180.03 | 42.84 | 100 | 18003.41 |
| Gemini-2.5-flash-nothinking | 217.85 | 32.45 | 100 | 21785.38 |
| Qwen3-235b | 37.41 | 33.02 | 100 | 3740.70 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (9.41s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 233.49 | +2380.4% |
| DeepSeek-V3-1 | 47.23 | +401.8% |
| GPT-4o-mini | 17.90 | +90.1% |
| GPT-5 | 9.41 | +0.0% |
| Gemini-2.5-flash | 180.03 | +1812.6% |
| Gemini-2.5-flash-nothinking | 217.85 | +2214.3% |
| Qwen3-235b | 37.41 | +297.4% |

**Slowest model:** DeepSeek-R1 (233.49s mean, +2380.4% slower than baseline)

---

# EmailResponder-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 141.80 | 125.64 | 100 | 14179.71 |
| DeepSeek-V3-1 | 44.42 | 39.60 | 100 | 4442.01 |
| GPT-4o-mini | 18.15 | 15.84 | 100 | 1814.60 |
| GPT-5 | 8.25 | 7.88 | 100 | 825.09 |
| Gemini-2.5-flash | 115.85 | 29.18 | 100 | 11585.49 |
| Gemini-2.5-flash-nothinking | 151.00 | 21.38 | 100 | 15099.93 |
| Qwen3-235b | 38.30 | 33.32 | 100 | 3830.01 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (8.25s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 141.80 | +1618.6% |
| DeepSeek-V3-1 | 44.42 | +438.4% |
| GPT-4o-mini | 18.15 | +119.9% |
| GPT-5 | 8.25 | +0.0% |
| Gemini-2.5-flash | 115.85 | +1304.1% |
| Gemini-2.5-flash-nothinking | 151.00 | +1730.1% |
| Qwen3-235b | 38.30 | +364.2% |

**Slowest model:** Gemini-2.5-flash-nothinking (151.00s mean, +1730.1% slower than baseline)

---

# GameBuilder: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 914.94 | 930.18 | 25 | 22873.47 |
| DeepSeek-V3-1 | 518.26 | 492.54 | 25 | 12956.58 |
| GPT-4o-mini | 94.49 | 87.41 | 25 | 2362.27 |
| GPT-5 | 45.35 | 45.41 | 25 | 1133.78 |
| Gemini-2.5-flash | 163.51 | 133.48 | 25 | 4087.85 |
| Gemini-2.5-flash-nothinking | 169.19 | 133.32 | 25 | 4229.82 |
| Qwen3-235b | 317.52 | 253.19 | 25 | 7938.00 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (45.35s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 914.94 | +1917.5% |
| DeepSeek-V3-1 | 518.26 | +1042.8% |
| GPT-4o-mini | 94.49 | +108.4% |
| GPT-5 | 45.35 | +0.0% |
| Gemini-2.5-flash | 163.51 | +260.6% |
| Gemini-2.5-flash-nothinking | 169.19 | +273.1% |
| Qwen3-235b | 317.52 | +600.1% |

**Slowest model:** DeepSeek-R1 (914.94s mean, +1917.5% slower than baseline)

---

# GameBuilder-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 827.60 | 802.12 | 25 | 20690.04 |
| DeepSeek-V3-1 | 516.71 | 462.37 | 25 | 12917.73 |
| GPT-4o-mini | 136.40 | 92.29 | 25 | 3409.88 |
| GPT-5 | 43.16 | 43.45 | 25 | 1078.90 |
| Gemini-2.5-flash | 185.74 | 185.03 | 25 | 4643.56 |
| Gemini-2.5-flash-nothinking | 120.75 | 111.85 | 25 | 3018.77 |
| Qwen3-235b | 316.86 | 313.26 | 25 | 7921.47 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (43.16s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 827.60 | +1817.7% |
| DeepSeek-V3-1 | 516.71 | +1097.3% |
| GPT-4o-mini | 136.40 | +216.1% |
| GPT-5 | 43.16 | +0.0% |
| Gemini-2.5-flash | 185.74 | +330.4% |
| Gemini-2.5-flash-nothinking | 120.75 | +179.8% |
| Qwen3-235b | 316.86 | +634.2% |

**Slowest model:** DeepSeek-R1 (827.60s mean, +1817.7% slower than baseline)

---

# LandingPageGenerator-A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 302.33 | 254.54 | 60 | 18139.89 |
| DeepSeek-V3-1 | 215.52 | 175.65 | 60 | 12931.05 |
| GPT-4o-mini | 44.98 | 43.88 | 60 | 2698.52 |
| GPT-5 | 23.26 | 18.74 | 60 | 1395.76 |
| Gemini-2.5-flash | 76.95 | 70.58 | 60 | 4617.19 |
| Gemini-2.5-flash-nothinking | 98.14 | 69.14 | 60 | 5888.27 |
| Qwen3-235b | 208.99 | 128.85 | 60 | 12539.60 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (23.26s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 302.33 | +1199.6% |
| DeepSeek-V3-1 | 215.52 | +826.5% |
| GPT-4o-mini | 44.98 | +93.3% |
| GPT-5 | 23.26 | +0.0% |
| Gemini-2.5-flash | 76.95 | +230.8% |
| Gemini-2.5-flash-nothinking | 98.14 | +321.9% |
| Qwen3-235b | 208.99 | +798.4% |

**Slowest model:** DeepSeek-R1 (302.33s mean, +1199.6% slower than baseline)

---

# LandingPageGenerator-H_A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 283.59 | 240.55 | 60 | 17015.44 |
| DeepSeek-V3-1 | 234.43 | 193.30 | 60 | 14065.93 |
| GPT-4o-mini | 41.31 | 39.94 | 60 | 2478.65 |
| GPT-5 | 30.31 | 32.22 | 60 | 1818.49 |
| Gemini-2.5-flash | 73.92 | 52.93 | 60 | 4435.47 |
| Gemini-2.5-flash-nothinking | 47.47 | 42.83 | 60 | 2848.08 |
| Qwen3-235b | 196.56 | 119.09 | 60 | 11793.38 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (30.31s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 283.59 | +835.7% |
| DeepSeek-V3-1 | 234.43 | +673.5% |
| GPT-4o-mini | 41.31 | +36.3% |
| GPT-5 | 30.31 | +0.0% |
| Gemini-2.5-flash | 73.92 | +143.9% |
| Gemini-2.5-flash-nothinking | 47.47 | +56.6% |
| Qwen3-235b | 196.56 | +548.5% |

**Slowest model:** DeepSeek-R1 (283.59s mean, +835.7% slower than baseline)

---

# LandingPageGenerator-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 274.53 | 246.57 | 60 | 16471.81 |
| DeepSeek-V3-1 | 135.84 | 119.45 | 60 | 8150.36 |
| GPT-4o-mini | 55.93 | 54.65 | 60 | 3355.75 |
| GPT-5 | 23.98 | 23.42 | 60 | 1438.98 |
| Gemini-2.5-flash | 91.42 | 87.19 | 60 | 5484.96 |
| Gemini-2.5-flash-nothinking | 97.29 | 69.47 | 60 | 5837.31 |
| Qwen3-235b | 92.07 | 86.16 | 60 | 5524.20 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (23.98s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 274.53 | +1044.7% |
| DeepSeek-V3-1 | 135.84 | +466.4% |
| GPT-4o-mini | 55.93 | +133.2% |
| GPT-5 | 23.98 | +0.0% |
| Gemini-2.5-flash | 91.42 | +281.2% |
| Gemini-2.5-flash-nothinking | 97.29 | +305.7% |
| Qwen3-235b | 92.07 | +283.9% |

**Slowest model:** DeepSeek-R1 (274.53s mean, +1044.7% slower than baseline)

---

# MarkdownValidator: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 147.98 | 128.24 | 60 | 8878.66 |
| DeepSeek-V3-1 | 10.29 | 8.95 | 60 | 617.43 |
| GPT-4o-mini | 8.47 | 3.01 | 60 | 508.36 |
| GPT-5 | 7.32 | 2.60 | 60 | 439.11 |
| Gemini-2.5-flash | 554.35 | 221.42 | 60 | 33260.97 |
| Gemini-2.5-flash-nothinking | 132.33 | 7.61 | 60 | 7939.80 |
| Qwen3-235b | 9.54 | 7.38 | 60 | 572.29 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (7.32s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 147.98 | +1922.0% |
| DeepSeek-V3-1 | 10.29 | +40.6% |
| GPT-4o-mini | 8.47 | +15.8% |
| GPT-5 | 7.32 | +0.0% |
| Gemini-2.5-flash | 554.35 | +7474.7% |
| Gemini-2.5-flash-nothinking | 132.33 | +1708.2% |
| Qwen3-235b | 9.54 | +30.3% |

**Slowest model:** Gemini-2.5-flash (554.35s mean, +7474.7% slower than baseline)

---

# MarkdownValidator-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 129.20 | 113.74 | 60 | 7752.24 |
| DeepSeek-V3-1 | 10.69 | 9.03 | 60 | 641.59 |
| GPT-4o-mini | 3.58 | 3.13 | 60 | 214.72 |
| GPT-5 | 2.98 | 2.80 | 60 | 179.05 |
| Gemini-2.5-flash | 457.36 | 251.42 | 60 | 27441.47 |
| Gemini-2.5-flash-nothinking | 168.14 | 11.26 | 60 | 10088.45 |
| Qwen3-235b | 10.49 | 7.17 | 60 | 629.39 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (2.98s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 129.20 | +4229.5% |
| DeepSeek-V3-1 | 10.69 | +258.3% |
| GPT-4o-mini | 3.58 | +19.9% |
| GPT-5 | 2.98 | +0.0% |
| Gemini-2.5-flash | 457.36 | +15225.7% |
| Gemini-2.5-flash-nothinking | 168.14 | +5534.3% |
| Qwen3-235b | 10.49 | +251.5% |

**Slowest model:** Gemini-2.5-flash (457.36s mean, +15225.7% slower than baseline)

---

# RecruitmentAssistant-A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 922.16 | 669.36 | 60 | 55329.75 |
| DeepSeek-V3-1 | 312.32 | 300.68 | 60 | 18739.34 |
| GPT-4o-mini | 178.62 | 174.95 | 60 | 10717.18 |
| GPT-5 | 67.32 | 66.63 | 60 | 4038.91 |
| Gemini-2.5-flash | 357.79 | 300.61 | 60 | 21467.37 |
| Gemini-2.5-flash-nothinking | 195.19 | 194.60 | 60 | 11711.41 |
| Qwen3-235b | 1476.89 | 1057.75 | 60 | 88613.16 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (67.32s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 922.16 | +1269.9% |
| DeepSeek-V3-1 | 312.32 | +364.0% |
| GPT-4o-mini | 178.62 | +165.3% |
| GPT-5 | 67.32 | +0.0% |
| Gemini-2.5-flash | 357.79 | +431.5% |
| Gemini-2.5-flash-nothinking | 195.19 | +190.0% |
| Qwen3-235b | 1476.89 | +2094.0% |

**Slowest model:** Qwen3-235b (1476.89s mean, +2094.0% slower than baseline)

---

# RecruitmentAssistant-H_A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 774.66 | 644.06 | 60 | 46479.85 |
| DeepSeek-V3-1 | 245.49 | 249.80 | 60 | 14729.69 |
| GPT-4o-mini | 144.28 | 131.84 | 60 | 8656.53 |
| GPT-5 | 52.98 | 50.55 | 60 | 3179.00 |
| Gemini-2.5-flash | 127.63 | 120.13 | 60 | 7657.88 |
| Gemini-2.5-flash-nothinking | 94.40 | 94.66 | 60 | 5664.18 |
| Qwen3-235b | 973.11 | 912.25 | 60 | 58386.42 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (52.98s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 774.66 | +1362.1% |
| DeepSeek-V3-1 | 245.49 | +363.3% |
| GPT-4o-mini | 144.28 | +172.3% |
| GPT-5 | 52.98 | +0.0% |
| Gemini-2.5-flash | 127.63 | +140.9% |
| Gemini-2.5-flash-nothinking | 94.40 | +78.2% |
| Qwen3-235b | 973.11 | +1736.6% |

**Slowest model:** Qwen3-235b (973.11s mean, +1736.6% slower than baseline)

---

# RecruitmentAssistant-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 839.96 | 711.17 | 60 | 50397.41 |
| DeepSeek-V3-1 | 339.42 | 328.97 | 60 | 20365.50 |
| GPT-4o-mini | 129.31 | 107.80 | 60 | 7758.66 |
| GPT-5 | 59.50 | 57.94 | 60 | 3570.10 |
| Gemini-2.5-flash | 201.33 | 185.48 | 60 | 12079.56 |
| Gemini-2.5-flash-nothinking | 163.09 | 156.11 | 60 | 9785.44 |
| Qwen3-235b | 1381.73 | 1226.34 | 60 | 82903.53 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (59.50s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 839.96 | +1311.7% |
| DeepSeek-V3-1 | 339.42 | +470.4% |
| GPT-4o-mini | 129.31 | +117.3% |
| GPT-5 | 59.50 | +0.0% |
| Gemini-2.5-flash | 201.33 | +238.4% |
| Gemini-2.5-flash-nothinking | 163.09 | +174.1% |
| Qwen3-235b | 1381.73 | +2222.2% |

**Slowest model:** Qwen3-235b (1381.73s mean, +2222.2% slower than baseline)

---

# SQLAssistant-A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 1130.69 | 1048.39 | 60 | 67841.22 |
| DeepSeek-V3-1 | 161.80 | 144.55 | 60 | 9707.97 |
| GPT-4o-mini | 33.96 | 30.11 | 60 | 2037.42 |
| GPT-5 | 21.10 | 21.42 | 60 | 1266.15 |
| Gemini-2.5-flash | 151.07 | 118.63 | 60 | 9063.97 |
| Gemini-2.5-flash-nothinking | 68.41 | 53.95 | 60 | 4104.37 |
| Qwen3-235b | 82.32 | 75.72 | 60 | 4939.32 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (21.10s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 1130.69 | +5258.1% |
| DeepSeek-V3-1 | 161.80 | +666.7% |
| GPT-4o-mini | 33.96 | +60.9% |
| GPT-5 | 21.10 | +0.0% |
| Gemini-2.5-flash | 151.07 | +615.9% |
| Gemini-2.5-flash-nothinking | 68.41 | +224.2% |
| Qwen3-235b | 82.32 | +290.1% |

**Slowest model:** DeepSeek-R1 (1130.69s mean, +5258.1% slower than baseline)

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# SQLAssistant-H_A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 898.25 | 659.13 | 60 | 53895.23 |
| DeepSeek-V3-1 | 68.15 | 57.57 | 60 | 4089.18 |
| GPT-4o-mini | 29.00 | 22.22 | 60 | 1739.97 |
| GPT-5 | 28.21 | 23.74 | 60 | 1692.83 |
| Gemini-2.5-flash | 83.10 | 64.11 | 60 | 4985.79 |
| Gemini-2.5-flash-nothinking | 54.03 | 29.85 | 60 | 3241.76 |
| Qwen3-235b | 69.68 | 57.27 | 60 | 4181.03 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (28.21s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 898.25 | +3083.7% |
| DeepSeek-V3-1 | 68.15 | +141.6% |
| GPT-4o-mini | 29.00 | +2.8% |
| GPT-5 | 28.21 | +0.0% |
| Gemini-2.5-flash | 83.10 | +194.5% |
| Gemini-2.5-flash-nothinking | 54.03 | +91.5% |
| Qwen3-235b | 69.68 | +147.0% |

**Slowest model:** DeepSeek-R1 (898.25s mean, +3083.7% slower than baseline)

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# SQLAssistant-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 941.69 | 908.10 | 60 | 56501.59 |
| DeepSeek-V3-1 | 112.55 | 103.47 | 60 | 6753.21 |
| GPT-4o-mini | 48.84 | 46.84 | 60 | 2930.67 |
| GPT-5 | 26.09 | 26.63 | 60 | 1565.16 |
| Gemini-2.5-flash | 104.38 | 61.00 | 60 | 6262.88 |
| Gemini-2.5-flash-nothinking | 46.95 | 29.87 | 60 | 2816.70 |
| Qwen3-235b | 89.03 | 80.44 | 60 | 5341.82 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (26.09s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 941.69 | +3509.9% |
| DeepSeek-V3-1 | 112.55 | +331.5% |
| GPT-4o-mini | 48.84 | +87.2% |
| GPT-5 | 26.09 | +0.0% |
| Gemini-2.5-flash | 104.38 | +300.1% |
| Gemini-2.5-flash-nothinking | 46.95 | +80.0% |
| Qwen3-235b | 89.03 | +241.3% |

**Slowest model:** DeepSeek-R1 (941.69s mean, +3509.9% slower than baseline)

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# SocialMediaManager-A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 557.94 | 497.03 | 60 | 33476.23 |
| DeepSeek-V3-1 | 158.60 | 151.02 | 60 | 9516.19 |
| GPT-4o-mini | 87.89 | 75.81 | 60 | 5273.64 |
| GPT-5 | 41.51 | 33.49 | 60 | 2490.59 |
| Gemini-2.5-flash | 65.45 | 58.31 | 60 | 3927.28 |
| Gemini-2.5-flash-nothinking | 40.70 | 37.84 | 60 | 2441.80 |
| Qwen3-235b | 135.01 | 113.26 | 60 | 8100.81 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **Gemini-2.5-flash-nothinking** (40.70s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 557.94 | +1271.0% |
| DeepSeek-V3-1 | 158.60 | +289.7% |
| GPT-4o-mini | 87.89 | +116.0% |
| GPT-5 | 41.51 | +2.0% |
| Gemini-2.5-flash | 65.45 | +60.8% |
| Gemini-2.5-flash-nothinking | 40.70 | +0.0% |
| Qwen3-235b | 135.01 | +231.8% |

**Slowest model:** DeepSeek-R1 (557.94s mean, +1271.0% slower than baseline)

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# SocialMediaManager-H_A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 427.00 | 316.96 | 60 | 25620.06 |
| DeepSeek-V3-1 | 111.56 | 109.53 | 60 | 6693.43 |
| GPT-4o-mini | 46.16 | 38.91 | 60 | 2769.74 |
| GPT-5 | 27.98 | 25.56 | 60 | 1678.90 |
| Gemini-2.5-flash | 65.04 | 54.59 | 60 | 3902.31 |
| Gemini-2.5-flash-nothinking | 29.03 | 23.80 | 60 | 1741.76 |
| Qwen3-235b | 102.98 | 70.84 | 60 | 6178.94 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **GPT-5** (27.98s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 427.00 | +1426.0% |
| DeepSeek-V3-1 | 111.56 | +298.7% |
| GPT-4o-mini | 46.16 | +65.0% |
| GPT-5 | 27.98 | +0.0% |
| Gemini-2.5-flash | 65.04 | +132.4% |
| Gemini-2.5-flash-nothinking | 29.03 | +3.7% |
| Qwen3-235b | 102.98 | +268.0% |

**Slowest model:** DeepSeek-R1 (427.00s mean, +1426.0% slower than baseline)

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# SocialMediaManager-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) | Median (s) | Count | Total (s) |
| --- | --- | --- | --- | --- |
| DeepSeek-R1 | 735.24 | 628.71 | 60 | 44114.13 |
| DeepSeek-V3-1 | 219.42 | 197.26 | 60 | 13164.95 |
| GPT-4o-mini | 144.00 | 111.81 | 60 | 8640.11 |
| GPT-5 | 39.59 | 33.41 | 60 | 2375.23 |
| Gemini-2.5-flash | 59.94 | 55.27 | 60 | 3596.43 |
| Gemini-2.5-flash-nothinking | 38.63 | 37.92 | 60 | 2317.81 |
| Qwen3-235b | 126.60 | 105.77 | 60 | 7595.78 |

## Relative Performance (vs. Fastest Model)

Baseline (fastest): **Gemini-2.5-flash-nothinking** (38.63s mean)

| Model | Mean (s) | Slowdown vs Baseline |
| --- | --- | --- |
| DeepSeek-R1 | 735.24 | +1803.3% |
| DeepSeek-V3-1 | 219.42 | +468.0% |
| GPT-4o-mini | 144.00 | +272.8% |
| GPT-5 | 39.59 | +2.5% |
| Gemini-2.5-flash | 59.94 | +55.2% |
| Gemini-2.5-flash-nothinking | 38.63 | +0.0% |
| Qwen3-235b | 126.60 | +227.7% |

**Slowest model:** DeepSeek-R1 (735.24s mean, +1803.3% slower than baseline)

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