# Composer 2.5 vs MiniMax M2.7

> Side-by-side benchmark comparison for Composer 2.5 and MiniMax M2.7 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/composer-2-5-vs-minimax-m2-7
- Last updated: October 2, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick Composer 2.5 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

- Composer 2.5 leads overall 61 to 48.56.
- The biggest single benchmark swing is Terminal-Bench 2.0 in Agentic, with scores of 69.3% and 57%.
- MiniMax M2.7 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.

## Model Snapshot

| Property | Composer 2.5 | MiniMax M2.7 |
|----------|----------|----------|
| Creator | Cursor | MiniMax |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 200K | 200K |
| Overall Score | null | 48.56 |
| Benchmarks Covered | 8 | 23 |
| Pricing (input/output) | $0.50 / $2.50 | $0.30 / $1.20 |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Composer 2.5 public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 29.2 (Supported · #82/119)

| Benchmark | Composer 2.5 | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 69.3% | 57% | Composer 2.5 |
| Terminal-Bench 2.1 (Vals) | 58.4% | 48.7% | Composer 2.5 |
| Toolathlon | Coming soon | 46.3% | Coming soon |
| MLE-Bench Lite | Coming soon | 66.6% | Coming soon |
| MM-ClawBench | Coming soon | 62.7% | Coming soon |
| Claw-Eval | Coming soon | 48.7% | Coming soon |
| Gert Labs | Coming soon | 40.40% | Coming soon |

### Coding

- Winner: Not comparable
- Composer 2.5 public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 36 (Supported · #76/144)

| Benchmark | Composer 2.5 | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 69.3% | Coming soon | Coming soon |
| SWE Multilingual | 79.8% | 76.5% | Composer 2.5 |
| cursorBench31 | 63.2% | Coming soon | Coming soon |
| CursorBench 3.2 | 56.1% | Coming soon | Coming soon |
| SWE-bench (Vals) | 79.6% | 73.8% | Composer 2.5 |
| CursorBench 4.0 | 27.7% | Coming soon | Coming soon |
| SWE-bench Verified* | Coming soon | 75.4% | Coming soon |
| SWE-bench Pro | Coming soon | 56.2% | Coming soon |
| SWE-Rebench | Coming soon | 51.9% | Coming soon |
| Multi-SWE Bench | Coming soon | 52.7% | Coming soon |
| VIBE-Pro | Coming soon | 55.6% | Coming soon |
| NL2Repo | Coming soon | 39.8% | Coming soon |
| Vibe Code Bench | Coming soon | 27.04% | Coming soon |
| React Native Evals | Coming soon | 71.4% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 79.9% | Coming soon |

### Reasoning

- Winner: Not comparable
- Composer 2.5 public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 76.1 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Not comparable
- Composer 2.5 public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 43.5 (Supported · #88/171)

| Benchmark | Composer 2.5 | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | Coming soon | 87.0% | Coming soon |
| MMLU-Pro (Arcee) | Coming soon | 80.8% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 86.6% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 80.4% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Composer 2.5 public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 91.6 (#10/125)

### Mathematics

- Winner: Not comparable
- Composer 2.5 public-lane score: Coming soon
- MiniMax M2.7 public-lane score: Coming soon

| Benchmark | Composer 2.5 | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | Coming soon | 80.0% | Coming soon |

## FAQ

### Which is better overall, Composer 2.5 or MiniMax M2.7?

Composer 2.5 is ahead overall on BenchLM right now.

### How many benchmarks does Composer 2.5 cover on BenchLM?

Composer 2.5 currently has 8 sourced benchmark scores on BenchLM.

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

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

## Related Comparisons

- [Composer 2.5 vs Composer 2](/compare/composer-2-vs-composer-2-5)
- [MiniMax M2.7 vs Composer 2](/compare/composer-2-vs-minimax-m2-7)
- [Composer 2.5 vs Composer 2 Fast](/compare/composer-2-5-vs-composer-2-fast)
- [MiniMax M2.7 vs Composer 2 Fast](/compare/composer-2-fast-vs-minimax-m2-7)

## Explore More

- [Composer 2.5 profile](/models/composer-2-5)
- [MiniMax M2.7 profile](/models/minimax-m2-7)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)