# MiniMax M2.7 vs Muse Spark

> Side-by-side benchmark comparison for MiniMax M2.7 and Muse Spark across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/minimax-m2-7-vs-muse-spark
- Last updated: October 5, 2026

- Shared sourced benchmarks: 8
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick Muse Spark if you want the stronger benchmark profile. MiniMax M2.7 only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Muse Spark leads overall 59.99 to 47.65.
- The clearest category separation is in reasoning, where the averages are 76.1 for MiniMax M2.7 and 53.4 for Muse Spark.
- The biggest single benchmark swing is Claw-Eval in Agentic, with scores of 48.7% and 63.8%.
- Muse Spark also has the larger context window at 262K.

## Model Snapshot

| Property | MiniMax M2.7 | Muse Spark |
|----------|----------|----------|
| Creator | MiniMax | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 200K | 262K |
| Overall Score | 47.65 | 59.99 |
| Benchmarks Covered | 23 | 27 |
| Pricing (input/output) | $0.30 / $1.20 | N/A |

## Category Breakdown

### Agentic

- Winner: Muse Spark
- MiniMax M2.7 public-lane score: 29.2 (Supported · #82/119)
- Muse Spark public-lane score: 49.8 (Supported · #43/119)

| Benchmark | MiniMax M2.7 | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 57% | 59% | Muse Spark |
| Toolathlon | 46.3% | Coming soon | Coming soon |
| MLE-Bench Lite | 66.6% | Coming soon | Coming soon |
| MM-ClawBench | 62.7% | Coming soon | Coming soon |
| Claw-Eval | 48.7% | 63.8% | Muse Spark |
| Gert Labs | 40.40% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 48.7% | Coming soon | Coming soon |
| τ²-bench results | Coming soon | 91.5% | Coming soon |
| DeepSearchQA | Coming soon | 74.8% | Coming soon |
| CyberGym | Coming soon | 43.5% | Coming soon |

### Coding

- Winner: Muse Spark
- MiniMax M2.7 public-lane score: 35.3 (Supported · #75/144)
- Muse Spark public-lane score: 51.1 (Supported · #39/144)

| Benchmark | MiniMax M2.7 | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified* | 75.4% | Coming soon | Coming soon |
| SWE-bench Pro | 56.2% | 52.4% | MiniMax M2.7 |
| SWE-Rebench | 51.9% | Coming soon | Coming soon |
| SWE Multilingual | 76.5% | Coming soon | Coming soon |
| Multi-SWE Bench | 52.7% | Coming soon | Coming soon |
| VIBE-Pro | 55.6% | Coming soon | Coming soon |
| NL2Repo | 39.8% | Coming soon | Coming soon |
| Vibe Code Bench | 27.04% | 19.67% | MiniMax M2.7 |
| React Native Evals | 71.4% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 79.9% | Coming soon | Coming soon |
| SWE-bench (Vals) | 73.8% | 74.4% | Muse Spark |
| SWE-bench Verified | Coming soon | 77.4% | Coming soon |
| LiveCodeBench Pro | Coming soon | 80.0% | Coming soon |

### Reasoning

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 76.1 (Unranked · 2 rankable rows)
- Muse Spark public-lane score: 53.4 (Unranked · 3 rankable rows)

| Benchmark | MiniMax M2.7 | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | Coming soon | 42.5% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- MiniMax M2.7 public-lane score: Coming soon
- Muse Spark public-lane score: 78.5 (#14/49)

| Benchmark | MiniMax M2.7 | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | Coming soon | 86.4% | Coming soon |
| MMMU-Pro | Coming soon | 80.4% | Coming soon |
| ERQA | Coming soon | 64.7% | Coming soon |
| SimpleVQA | Coming soon | 71.3% | Coming soon |
| ScreenSpot Pro | Coming soon | 84.1% | Coming soon |
| ZeroBench | Coming soon | 33.0% | Coming soon |
| MedXpertQA (MM) | Coming soon | 78.4% | Coming soon |

### Knowledge

- Winner: Muse Spark
- MiniMax M2.7 public-lane score: 43.6 (Supported · #88/171)
- Muse Spark public-lane score: 60.3 (Supported · #40/171)

| Benchmark | MiniMax M2.7 | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 87.0% | 89.5% | Muse Spark |
| MMLU-Pro (Arcee) | 80.8% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 86.6% | 89.6% | Muse Spark |
| MMLU-Pro (Vals) | 80.4% | 87.3% | Muse Spark |
| HLE | Coming soon | 50.4% | Coming soon |
| HLE w/o tools | Coming soon | 42.8% | Coming soon |
| HealthBench Hard | Coming soon | 42.8% | Coming soon |
| MedXpertQA (Text) | Coming soon | 52.6% | Coming soon |

### Instruction Following

- Winner: Directional only
- MiniMax M2.7 public-lane score: 91.6 (#10/125)
- Muse Spark public-lane score: 91.9 (#8/125)

### Mathematics

- Winner: Not comparable
- MiniMax M2.7 public-lane score: Coming soon
- Muse Spark public-lane score: 55.1 (Unranked · 2 rankable rows)

| Benchmark | MiniMax M2.7 | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | 80.0% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 39.000% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 14.600% | Coming soon |

## FAQ

### Which is better overall, MiniMax M2.7 or Muse Spark?

Muse Spark is ahead overall on BenchLM right now.

### Where is the biggest gap between MiniMax M2.7 and Muse Spark?

The widest category gap is in reasoning, where the averages are 76.1 for MiniMax M2.7 and 53.4 for Muse Spark.

### How many benchmarks does MiniMax M2.7 cover on BenchLM?

MiniMax M2.7 currently has 23 sourced benchmark scores on BenchLM.

### How many benchmarks does Muse Spark cover on BenchLM?

Muse Spark currently has 27 sourced benchmark scores on BenchLM.

## Related Comparisons

- [MiniMax M2.7 vs Muse Spark 1.2](/compare/minimax-m2-7-vs-muse-spark-1-2)
- [Muse Spark vs Muse Spark 1.2](/compare/muse-spark-vs-muse-spark-1-2)
- [MiniMax M2.7 vs Muse Spark 1.1](/compare/minimax-m2-7-vs-muse-spark-1-1)
- [Muse Spark vs Muse Spark 1.1](/compare/muse-spark-vs-muse-spark-1-1)

## Explore More

- [MiniMax M2.7 profile](/models/minimax-m2-7)
- [Muse Spark profile](/models/muse-spark)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)