Overall MCP vs A2A Time Comparison
Averaged across all projects: SQLAssistant, RecruitmentAssistant, LandingPageGenerator, SocialMediaManager, BookWriter
Framework-Level Comparison (All Models Averaged)
| MCP Mean (s) | A2A Mean (s) | Diff (MCP-A2A) |
|---|---|---|
| 256.23 | 278.57 | -22.34s (-8.0%) |
Per-Model Summary
| Model | MCP Mean (s) | A2A Mean (s) | Diff (MCP-A2A) |
|---|---|---|---|
| DeepSeek-R1 | 750.34 | 774.85 | -24.51s (-3.2%) |
| DeepSeek-V3-1 | 240.58 | 258.41 | -17.83s (-6.9%) |
| GPT-4o-mini | 98.06 | 89.32 | +8.74s (+9.8%) |
| GPT-5 | 57.86 | 69.35 | -11.49s (-16.6%) |
| Gemini-2.5-flash | 128.11 | 178.36 | -50.26s (-28.2%) |
| Gemini-2.5-flash-nothinking | 92.28 | 107.27 | -14.98s (-14.0%) |
| Qwen3-235b | 426.36 | 472.44 | -46.07s (-9.8%) |
SQLAssistant: MCP vs A2A
Overall Summary (Averaged Across All Models)
| MCP Mean (s) | A2A Mean (s) | Diff (MCP-A2A) |
|---|---|---|
| 195.65 | 235.62 | -39.97s (-17.0%) |
Per-Model Comparison
| Model | MCP Mean (s) | A2A Mean (s) | Diff (MCP-A2A) |
|---|---|---|---|
| DeepSeek-R1 | 941.69 | 1130.69 | -188.99s (-16.7%) |
| DeepSeek-V3-1 | 112.55 | 161.80 | -49.25s (-30.4%) |
| GPT-4o-mini | 48.84 | 33.96 | +14.89s (+43.8%) |
| GPT-5 | 26.09 | 21.10 | +4.98s (+23.6%) |
| Gemini-2.5-flash | 104.38 | 151.07 | -46.68s (-30.9%) |
| Gemini-2.5-flash-nothinking | 46.95 | 68.41 | -21.46s (-31.4%) |
| Qwen3-235b | 89.03 | 82.32 | +6.71s (+8.1%) |
RecruitmentAssistant: MCP vs A2A
Overall Summary (Averaged Across All Models)
| MCP Mean (s) | A2A Mean (s) | Diff (MCP-A2A) |
|---|---|---|
| 444.91 | 501.47 | -56.56s (-11.3%) |
Per-Model Comparison
| Model | MCP Mean (s) | A2A Mean (s) | Diff (MCP-A2A) |
|---|---|---|---|
| DeepSeek-R1 | 839.96 | 922.16 | -82.21s (-8.9%) |
| DeepSeek-V3-1 | 339.42 | 312.32 | +27.10s (+8.7%) |
| GPT-4o-mini | 129.31 | 178.62 | -49.31s (-27.6%) |
| GPT-5 | 59.50 | 67.32 | -7.81s (-11.6%) |
| Gemini-2.5-flash | 201.33 | 357.79 | -156.46s (-43.7%) |
| Gemini-2.5-flash-nothinking | 163.09 | 195.19 | -32.10s (-16.4%) |
| Qwen3-235b | 1381.73 | 1476.89 | -95.16s (-6.4%) |
LandingPageGenerator: MCP vs A2A
Overall Summary (Averaged Across All Models)
| MCP Mean (s) | A2A Mean (s) | Diff (MCP-A2A) |
|---|---|---|
| 110.15 | 138.60 | -28.44s (-20.5%) |
Per-Model Comparison
| Model | MCP Mean (s) | A2A Mean (s) | Diff (MCP-A2A) |
|---|---|---|---|
| DeepSeek-R1 | 274.53 | 302.33 | -27.80s (-9.2%) |
| DeepSeek-V3-1 | 135.84 | 215.52 | -79.68s (-37.0%) |
| GPT-4o-mini | 55.93 | 44.98 | +10.95s (+24.4%) |
| GPT-5 | 23.98 | 23.26 | +0.72s (+3.1%) |
| Gemini-2.5-flash | 91.42 | 76.95 | +14.46s (+18.8%) |
| Gemini-2.5-flash-nothinking | 97.29 | 98.14 | -0.85s (-0.9%) |
| Qwen3-235b | 92.07 | 208.99 | -116.92s (-55.9%) |
SocialMediaManager: MCP vs A2A
Overall Summary (Averaged Across All Models)
| MCP Mean (s) | A2A Mean (s) | Diff (MCP-A2A) |
|---|---|---|
| 194.77 | 155.30 | +39.47s (+25.4%) |
Per-Model Comparison
| Model | MCP Mean (s) | A2A Mean (s) | Diff (MCP-A2A) |
|---|---|---|---|
| DeepSeek-R1 | 735.24 | 557.94 | +177.30s (+31.8%) |
| DeepSeek-V3-1 | 219.42 | 158.60 | +60.81s (+38.3%) |
| GPT-4o-mini | 144.00 | 87.89 | +56.11s (+63.8%) |
| GPT-5 | 39.59 | 41.51 | -1.92s (-4.6%) |
| Gemini-2.5-flash | 59.94 | 65.45 | -5.51s (-8.4%) |
| Gemini-2.5-flash-nothinking | 38.63 | 40.70 | -2.07s (-5.1%) |
| Qwen3-235b | 126.60 | 135.01 | -8.42s (-6.2%) |
BookWriter: MCP vs A2A
Overall Summary (Averaged Across All Models)
| MCP Mean (s) | A2A Mean (s) | Diff (MCP-A2A) |
|---|---|---|
| 335.67 | 361.87 | -26.20s (-7.2%) |
Per-Model Comparison
| Model | MCP Mean (s) | A2A Mean (s) | Diff (MCP-A2A) |
|---|---|---|---|
| DeepSeek-R1 | 960.29 | 961.15 | -0.86s (-0.1%) |
| DeepSeek-V3-1 | 395.67 | 443.80 | -48.13s (-10.8%) |
| GPT-4o-mini | 112.23 | 101.15 | +11.08s (+11.0%) |
| GPT-5 | 140.17 | 193.58 | -53.41s (-27.6%) |
| Gemini-2.5-flash | 183.47 | 240.55 | -57.08s (-23.7%) |
| Gemini-2.5-flash-nothinking | 115.47 | 133.91 | -18.44s (-13.8%) |
| Qwen3-235b | 442.38 | 458.96 | -16.58s (-3.6%) |