# Per-Project Model Performance Comparison

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

Each project shows:
- Model statistics (mean)
- Relative performance compared to the fastest model

---

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

### Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| GPT-5 | 45.52 |
| GPT-4o-mini | 69.33 |
| DeepSeek-V3-1 | 191.58 |
| DeepSeek-R1 | 589.60 |
| Gemini-2.5-flash | 175.03 |
| Gemini-2.5-flash-nothinking | 110.57 |
| Qwen3-235b | 307.27 |

### 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 GPT-5)

---

# BookWriter-A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 961.15 |
| DeepSeek-V3-1 | 443.80 |
| GPT-4o-mini | 101.15 |
| GPT-5 | 193.58 |
| Gemini-2.5-flash | 240.55 |
| Gemini-2.5-flash-nothinking | 133.91 |
| Qwen3-235b | 458.96 |

## 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 GPT-4o-mini)

---

# BookWriter-H_A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 829.76 |
| DeepSeek-V3-1 | 295.61 |
| GPT-4o-mini | 101.57 |
| GPT-5 | 111.41 |
| Gemini-2.5-flash | 172.33 |
| Gemini-2.5-flash-nothinking | 81.73 |
| Qwen3-235b | 256.93 |

## 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 Gemini-2.5-flash-nothinking)

---

# BookWriter-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 960.29 |
| DeepSeek-V3-1 | 395.67 |
| GPT-4o-mini | 112.23 |
| GPT-5 | 140.17 |
| Gemini-2.5-flash | 183.47 |
| Gemini-2.5-flash-nothinking | 115.47 |
| Qwen3-235b | 442.38 |

## 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 GPT-4o-mini)

---

# EmailResponder: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 233.49 |
| DeepSeek-V3-1 | 47.23 |
| GPT-4o-mini | 17.90 |
| GPT-5 | 9.41 |
| Gemini-2.5-flash | 180.03 |
| Gemini-2.5-flash-nothinking | 217.85 |
| Qwen3-235b | 37.41 |

## 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 GPT-5)

---

# EmailResponder-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 141.80 |
| DeepSeek-V3-1 | 44.42 |
| GPT-4o-mini | 18.15 |
| GPT-5 | 8.25 |
| Gemini-2.5-flash | 115.85 |
| Gemini-2.5-flash-nothinking | 151.00 |
| Qwen3-235b | 38.30 |

## 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 GPT-5)

---

# GameBuilder: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 914.94 |
| DeepSeek-V3-1 | 518.26 |
| GPT-4o-mini | 94.49 |
| GPT-5 | 45.35 |
| Gemini-2.5-flash | 163.51 |
| Gemini-2.5-flash-nothinking | 169.19 |
| Qwen3-235b | 317.52 |

## 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 GPT-5)

---

# GameBuilder-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 827.60 |
| DeepSeek-V3-1 | 516.71 |
| GPT-4o-mini | 136.40 |
| GPT-5 | 43.16 |
| Gemini-2.5-flash | 185.74 |
| Gemini-2.5-flash-nothinking | 120.75 |
| Qwen3-235b | 316.86 |

## 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 GPT-5)

---

# LandingPageGenerator-A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 302.33 |
| DeepSeek-V3-1 | 215.52 |
| GPT-4o-mini | 44.98 |
| GPT-5 | 23.26 |
| Gemini-2.5-flash | 76.95 |
| Gemini-2.5-flash-nothinking | 98.14 |
| Qwen3-235b | 208.99 |

## 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 GPT-5)

---

# LandingPageGenerator-H_A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 283.59 |
| DeepSeek-V3-1 | 234.43 |
| GPT-4o-mini | 41.31 |
| GPT-5 | 30.31 |
| Gemini-2.5-flash | 73.92 |
| Gemini-2.5-flash-nothinking | 47.47 |
| Qwen3-235b | 196.56 |

## 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 GPT-5)

---

# LandingPageGenerator-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 274.53 |
| DeepSeek-V3-1 | 135.84 |
| GPT-4o-mini | 55.93 |
| GPT-5 | 23.98 |
| Gemini-2.5-flash | 91.42 |
| Gemini-2.5-flash-nothinking | 97.29 |
| Qwen3-235b | 92.07 |

## 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 GPT-5)

---

# MarkdownValidator: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 147.98 |
| DeepSeek-V3-1 | 10.29 |
| GPT-4o-mini | 8.47 |
| GPT-5 | 7.32 |
| Gemini-2.5-flash | 554.35 |
| Gemini-2.5-flash-nothinking | 132.33 |
| Qwen3-235b | 9.54 |

## 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 GPT-5)

---

# MarkdownValidator-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 129.20 |
| DeepSeek-V3-1 | 10.69 |
| GPT-4o-mini | 3.58 |
| GPT-5 | 2.98 |
| Gemini-2.5-flash | 457.36 |
| Gemini-2.5-flash-nothinking | 168.14 |
| Qwen3-235b | 10.49 |

## 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 GPT-5)

---

# RecruitmentAssistant-A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 922.16 |
| DeepSeek-V3-1 | 312.32 |
| GPT-4o-mini | 178.62 |
| GPT-5 | 67.32 |
| Gemini-2.5-flash | 357.79 |
| Gemini-2.5-flash-nothinking | 195.19 |
| Qwen3-235b | 1476.89 |

## 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 GPT-5)

---

# RecruitmentAssistant-H_A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 774.66 |
| DeepSeek-V3-1 | 245.49 |
| GPT-4o-mini | 144.28 |
| GPT-5 | 52.98 |
| Gemini-2.5-flash | 127.63 |
| Gemini-2.5-flash-nothinking | 94.40 |
| Qwen3-235b | 973.11 |

## 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 GPT-5)

---

# RecruitmentAssistant-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 839.96 |
| DeepSeek-V3-1 | 339.42 |
| GPT-4o-mini | 129.31 |
| GPT-5 | 59.50 |
| Gemini-2.5-flash | 201.33 |
| Gemini-2.5-flash-nothinking | 163.09 |
| Qwen3-235b | 1381.73 |

## 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 GPT-5)

---

# SQLAssistant-A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 1130.69 |
| DeepSeek-V3-1 | 161.80 |
| GPT-4o-mini | 33.96 |
| GPT-5 | 21.10 |
| Gemini-2.5-flash | 151.07 |
| Gemini-2.5-flash-nothinking | 68.41 |
| Qwen3-235b | 82.32 |

## 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 GPT-5)

---

# SQLAssistant-H_A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 898.25 |
| DeepSeek-V3-1 | 68.15 |
| GPT-4o-mini | 29.00 |
| GPT-5 | 28.21 |
| Gemini-2.5-flash | 83.10 |
| Gemini-2.5-flash-nothinking | 54.03 |
| Qwen3-235b | 69.68 |

## 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 GPT-5)

---

# SQLAssistant-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 941.69 |
| DeepSeek-V3-1 | 112.55 |
| GPT-4o-mini | 48.84 |
| GPT-5 | 26.09 |
| Gemini-2.5-flash | 104.38 |
| Gemini-2.5-flash-nothinking | 46.95 |
| Qwen3-235b | 89.03 |

## 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 GPT-5)

---

# SocialMediaManager-A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 557.94 |
| DeepSeek-V3-1 | 158.60 |
| GPT-4o-mini | 87.89 |
| GPT-5 | 41.51 |
| Gemini-2.5-flash | 65.45 |
| Gemini-2.5-flash-nothinking | 40.70 |
| Qwen3-235b | 135.01 |

## 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 Gemini-2.5-flash-nothinking)

---

# SocialMediaManager-H_A2A: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 427.00 |
| DeepSeek-V3-1 | 111.56 |
| GPT-4o-mini | 46.16 |
| GPT-5 | 27.98 |
| Gemini-2.5-flash | 65.04 |
| Gemini-2.5-flash-nothinking | 29.03 |
| Qwen3-235b | 102.98 |

## 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 GPT-5)

---

# SocialMediaManager-MCP: Model Comparison

## Model Statistics Summary

| Model | Mean (s) |
| --- | --- |
| DeepSeek-R1 | 735.24 |
| DeepSeek-V3-1 | 219.42 |
| GPT-4o-mini | 144.00 |
| GPT-5 | 39.59 |
| Gemini-2.5-flash | 59.94 |
| Gemini-2.5-flash-nothinking | 38.63 |
| Qwen3-235b | 126.60 |

## 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 Gemini-2.5-flash-nothinking)

---