# Kimi K2.7 Code vs Laguna S 2.1

> Side-by-side benchmark comparison for Kimi K2.7 Code and Laguna S 2.1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/kimi-k2-7-code-vs-laguna-s-2-1
- Last updated: September 4, 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 Laguna S 2.1.

## Summary

- Kimi K2.7 Code and Laguna S 2.1 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 | Laguna S 2.1 |
|----------|----------|----------|
| Creator | Moonshot AI | Poolside |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 1M |
| Independent public score (not head-to-head) | 65.4 | null |
| Benchmarks Covered | 8 | 6 |
| Pricing (input/output) | $0.95 / $4.00 | $0.10 / $0.20 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 46.2 (Estimated · #86/151)
- Laguna S 2.1 public-lane score: 48.2 (Estimated · #77/151)

| Benchmark | Kimi K2.7 Code | Laguna S 2.1 | 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 | 70.2% | Coming soon |
| Toolathlon-Verified | Coming soon | 49.7% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 51.7 (Estimated · #61/183)
- Laguna S 2.1 public-lane score: 47.8 (Estimated · #87/183)

| Benchmark | Kimi K2.7 Code | Laguna S 2.1 | 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 |
| Terminal-Bench 2.0 | Coming soon | 70.2% | Coming soon |
| SWE Multilingual | Coming soon | 78.5% | Coming soon |
| SWE-bench Pro | Coming soon | 59.4% | Coming soon |
| deepSwe | Coming soon | 40.4% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 74.9 (Unranked · 2 rankable rows)
- Laguna S 2.1 public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 61.8 (Estimated · #32/181)
- Laguna S 2.1 public-lane score: Coming soon

### Instruction Following

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 76.3 (#56/120)
- Laguna S 2.1 public-lane score: Coming soon

## FAQ

### Can I compare Kimi K2.7 Code and Laguna S 2.1 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 Laguna M.1](/compare/kimi-k2-7-code-vs-laguna-m-1)
- [Laguna S 2.1 vs Laguna M.1](/compare/laguna-m-1-vs-laguna-s-2-1)
- [Kimi K2.7 Code vs Laguna XS.2](/compare/kimi-k2-7-code-vs-laguna-xs-2)
- [Laguna S 2.1 vs Laguna XS.2](/compare/laguna-s-2-1-vs-laguna-xs-2)

## Explore More

- [Kimi K2.7 Code profile](/models/kimi-k2-7-code)
- [Laguna S 2.1 profile](/models/laguna-s-2-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)