Leaderboard
MCP Atlas
11 models scored · metric: success rate. Prices are the cheapest listed across all serving providers. Pts/$ = score ÷ blended price (3×input + output) / 4 — how much score each dollar buys.
Best value · top 5 by pts per dollar
- 1.Muse Glimmer 30B151
- 2.MiniMax-M3141
- 3.GPT-5.4 nano137
- 4.Kimi K2.7 Code56.2
- 5.Muse Spark 1.144.0
| # | Model | Score | Best in /M | Best out /M | Pts / $ | Context |
|---|---|---|---|---|---|---|
| 🥇 | Muse Spark 1.1meta | 88.1 | $1.25 | $4.25 | 44.0 | 1M |
| 🥈 | Gemini 3.5 Flashgoogle | 83.6 | $1.50 | $9 | 24.8 | 1.05M |
| 🥉 | Gemini 3.1 Pro Previewgoogle | 78.2 | $2 | $12 | 17.4 | 1.05M |
| 4 | GLM-5.2zhipuai | 76.8 | $1.40 | $4.40 | 35.7 | 1M |
| 5 | Qwen3.7 Maxalibaba | 76.4 | $2.50 | $7.50 | 20.4 | 1M |
| 6 | Kimi K2.7 Codemoonshotai | 76 | $0.67 | $3.40 | 56.2 | 262K |
| 7 | Muse Glimmer 30Bmeta | 75.5 | $0.3 | $1.10 | 151 | 131K |
| 8 | GPT-5.5openai | 75.3 | $4.55 | $27.27 | 7.4 | 1.05M |
| 9 | MiniMax-M3minimax | 74.2 | $0.3 | $1.20 | 141 | 512K |
| 10 | GPT-5.4 miniopenai | 57.7 | $0.68 | $4 | 38.2 | 400K |
| 11 | GPT-5.4 nanoopenai | 56.1 | $0.18 | $1.10 | 137 | 400K |
Cheapest scorer: GPT-5.4 nano at $0.18 input /M.