# Kimi K2.7 Code vs MiniMax M2.7

> Side-by-side benchmark comparison for Kimi K2.7 Code and MiniMax M2.7 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/kimi-k2-7-code-vs-minimax-m2-7
- Last updated: September 10, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Kimi K2.7 Code and MiniMax M2.7.

## Summary

- Kimi K2.7 Code and MiniMax M2.7 do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Kimi K2.7 Code | MiniMax M2.7 |
|----------|----------|----------|
| Creator | Moonshot AI | MiniMax |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 256K | 200K |
| Independent public score (not head-to-head) | 65.49 | 55.19 |
| Benchmarks Covered | 8 | 23 |
| Pricing (input/output) | $0.95 / $4.00 | $0.30 / $1.20 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 46.8 (Estimated · #72/152)
- MiniMax M2.7 public-lane score: 41.2 (Estimated · #111/152)

| Benchmark | Kimi K2.7 Code | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| Kimi Claw 24/7 | 46.9% | Coming soon | Coming soon |
| MCP Atlas | 76% | Coming soon | Coming soon |
| MCP Mark Verified | 81.1% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 57% | Coming soon |
| 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 |
| Terminal-Bench 2.1 (Vals) | Coming soon | 48.7% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 50.9 (Supported · #51/151)
- MiniMax M2.7 public-lane score: 48.7 (Estimated · #67/151)

| Benchmark | Kimi K2.7 Code | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| Kimi Code Bench v2 | 62.0% | Coming soon | Coming soon |
| ProgramBench | 53.6% | Coming soon | Coming soon |
| MLS-Bench Lite | 35.1% | Coming soon | Coming soon |
| cursorBench32 | 49.7% | Coming soon | Coming soon |
| OpenHarmony Bench | 52.1% | 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 |
| SWE Multilingual | Coming soon | 76.5% | 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 |
| SWE-bench (Vals) | Coming soon | 73.8% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 75.5 (Unranked · 2 rankable rows)
- MiniMax M2.7 public-lane score: 74.8 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 61.6 (Estimated · #31/183)
- MiniMax M2.7 public-lane score: 48.7 (Supported · #90/183)

| Benchmark | Kimi K2.7 Code | 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: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 76.6 (#58/123)
- MiniMax M2.7 public-lane score: 93 (#10/123)

### Mathematics

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: Coming soon
- MiniMax M2.7 public-lane score: Coming soon

| Benchmark | Kimi K2.7 Code | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | Coming soon | 80.0% | Coming soon |

## FAQ

### Can I compare Kimi K2.7 Code and MiniMax M2.7 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Kimi K2.7 Code vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-kimi-k2-7-code)
- [MiniMax M2.7 vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-minimax-m2-7)
- [Kimi K2.7 Code vs GPT-6 Astra](/compare/gpt-6-astra-vs-kimi-k2-7-code)
- [MiniMax M2.7 vs GPT-6 Astra](/compare/gpt-6-astra-vs-minimax-m2-7)

## Explore More

- [Kimi K2.7 Code profile](/models/kimi-k2-7-code)
- [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)