# MiniMax M2.7 vs SWE-1.7

> Side-by-side benchmark comparison for MiniMax M2.7 and SWE-1.7 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/minimax-m2-7-vs-swe-1-7
- Last updated: October 6, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: MiniMax M2.7 and SWE-1.7 share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- SWE-1.7 has the larger published context window at 256K.

## Model Snapshot

| Property | MiniMax M2.7 | SWE-1.7 |
|----------|----------|----------|
| Creator | MiniMax | Cognition |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 200K | 256K |
| Independent public score (not head-to-head) | 47.68 | null |
| Benchmarks Covered | 23 | 4 |
| Pricing (input/output) | $0.30 / $1.20 | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- MiniMax M2.7 public-lane score: 29.4 (Supported · #83/120)
- SWE-1.7 public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | SWE-1.7 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 57% | Coming soon | Coming soon |
| 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% | Coming soon | Coming soon |
| Gert Labs | 40.40% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 48.7% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 81.5% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- MiniMax M2.7 public-lane score: 35.3 (Supported · #75/144)
- SWE-1.7 public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | SWE-1.7 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified* | 75.4% | Coming soon | Coming soon |
| SWE-bench Pro | 56.2% | Coming soon | Coming soon |
| SWE-Rebench | 51.9% | Coming soon | Coming soon |
| SWE Multilingual | 76.5% | 77.8% | SWE-1.7 |
| 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% | Coming soon | Coming soon |
| React Native Evals | 71.4% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 79.9% | Coming soon | Coming soon |
| SWE-bench (Vals) | 73.8% | Coming soon | Coming soon |
| FrontierCode 1.1 Main | Coming soon | 42.3% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 81.5% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- MiniMax M2.7 public-lane score: 76.1 (Unranked · 2 rankable rows)
- SWE-1.7 public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- MiniMax M2.7 public-lane score: 43.5 (Supported · #91/173)
- SWE-1.7 public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | SWE-1.7 | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 87.0% | Coming soon | Coming soon |
| MMLU-Pro (Arcee) | 80.8% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 86.6% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 80.4% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- MiniMax M2.7 public-lane score: 91.6 (#10/125)
- SWE-1.7 public-lane score: Coming soon

### Mathematics

- Winner: Insufficient shared evidence
- MiniMax M2.7 public-lane score: Coming soon
- SWE-1.7 public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | SWE-1.7 | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | 80.0% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between MiniMax M2.7 and SWE-1.7?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [MiniMax M2.7 vs SWE-2](/compare/minimax-m2-7-vs-swe-2)
- [SWE-1.7 vs SWE-2](/compare/swe-1-7-vs-swe-2)
- [MiniMax M2.7 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-minimax-m2-7)
- [SWE-1.7 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-swe-1-7)

## Explore More

- [MiniMax M2.7 profile](/models/minimax-m2-7)
- [SWE-1.7 profile](/models/swe-1-7)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)