# Kimi K2.6 vs Kimi K2.7 Code

> Side-by-side benchmark comparison for Kimi K2.6 and Kimi K2.7 Code across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/kimi-2-6-vs-kimi-k2-7-code
- Last updated: September 10, 2026

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

## Quick Verdict

Evidence is too thin for a benchmark verdict: Kimi K2.6 and Kimi K2.7 Code 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.

## Model Snapshot

| Property | Kimi K2.6 | Kimi K2.7 Code |
|----------|----------|----------|
| Creator | Moonshot AI | Moonshot AI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 256K |
| Independent public score (not head-to-head) | 65.39 | 65.49 |
| Benchmarks Covered | 37 | 8 |
| Pricing (input/output) | $0.95 / $4.00 | $0.95 / $4.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Kimi K2.6 public-lane score: 46.7 (Supported · #74/152)
- Kimi K2.7 Code public-lane score: 46.8 (Estimated · #72/152)

| Benchmark | Kimi K2.6 | Kimi K2.7 Code | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 66.7% | Coming soon | Coming soon |
| BrowseComp | 83.2% | Coming soon | Coming soon |
| OSWorld-Verified | 73.1% | Coming soon | Coming soon |
| Toolathlon | 50% | Coming soon | Coming soon |
| MCP Atlas | 55.9% | 76% | Kimi K2.7 Code |
| Claw-Eval | 62.3% | Coming soon | Coming soon |
| DeepSearchQA | 92.5% | Coming soon | Coming soon |
| WideResearch | 80.8% | Coming soon | Coming soon |
| Gert Labs | 56.82% | Coming soon | Coming soon |
| ResearchClawBench | 18.0% | Coming soon | Coming soon |
| OSWorld 2.0 | 4.6% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 53.6% | Coming soon | Coming soon |
| Kimi Claw 24/7 | Coming soon | 46.9% | Coming soon |
| MCP Mark Verified | Coming soon | 81.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Kimi K2.6 public-lane score: 50.8 (Supported · #52/151)
- Kimi K2.7 Code public-lane score: 50.9 (Supported · #51/151)

| Benchmark | Kimi K2.6 | Kimi K2.7 Code | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 80.2% | Coming soon | Coming soon |
| LiveCodeBench v6 | 89.6% | Coming soon | Coming soon |
| SWE-bench Pro | 58.6% | Coming soon | Coming soon |
| SWE Multilingual | 76.7% | Coming soon | Coming soon |
| SciCode | 52.2% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 66.7% | Coming soon | Coming soon |
| Vibe Code Bench | 37.89% | Coming soon | Coming soon |
| cursorBench31 | 47.6% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 86.8% | Coming soon | Coming soon |
| SWE-bench (Vals) | 76.2% | Coming soon | Coming soon |
| Kimi Code Bench v2 | Coming soon | 62.0% | Coming soon |
| ProgramBench | Coming soon | 53.6% | Coming soon |
| MLS-Bench Lite | Coming soon | 35.1% | Coming soon |
| cursorBench32 | Coming soon | 49.7% | Coming soon |
| OpenHarmony Bench | Coming soon | 52.1% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Kimi K2.6 public-lane score: 64 (#26/48)
- Kimi K2.7 Code public-lane score: Coming soon

| Benchmark | Kimi K2.6 | Kimi K2.7 Code | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 79.4% | Coming soon | Coming soon |
| MMMU-Pro w/ Python | 80.1% | Coming soon | Coming soon |
| CharXiv | 80.4% | Coming soon | Coming soon |
| MathVision | 87.4% | Coming soon | Coming soon |
| V* | 96.9% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Kimi K2.6 public-lane score: Coming soon
- Kimi K2.7 Code public-lane score: 75.5 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- Kimi K2.6 public-lane score: 61.5 (Supported · #32/183)
- Kimi K2.7 Code public-lane score: 61.6 (Estimated · #31/183)

| Benchmark | Kimi K2.6 | Kimi K2.7 Code | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 90.5% | Coming soon | Coming soon |
| GPQA-D | 90.5% | Coming soon | Coming soon |
| HLE | 34.7% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 89.1% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 87.6% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Kimi K2.6 public-lane score: Coming soon
- Kimi K2.7 Code public-lane score: 76.6 (#58/123)

### Mathematics

- Winner: Insufficient shared evidence
- Kimi K2.6 public-lane score: 71.3 (#1/7)
- Kimi K2.7 Code public-lane score: Coming soon

| Benchmark | Kimi K2.6 | Kimi K2.7 Code | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 96.4% | Coming soon | Coming soon |
| HMMT Feb 2026 | 92.7% | Coming soon | Coming soon |
| MMAnswerBench | 86.0% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 38.966% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 14.580% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Kimi K2.6 and Kimi K2.7 Code?

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

- [Kimi K2.6 vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-kimi-2-6)
- [Kimi K2.7 Code vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-kimi-k2-7-code)
- [Kimi K2.6 vs GPT-6 Astra](/compare/gpt-6-astra-vs-kimi-2-6)
- [Kimi K2.7 Code vs GPT-6 Astra](/compare/gpt-6-astra-vs-kimi-k2-7-code)

## Explore More

- [Kimi K2.6 profile](/models/kimi-2-6)
- [Kimi K2.7 Code profile](/models/kimi-k2-7-code)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)