# Kimi K2.7 Code vs Muse Spark 1.1

> Side-by-side benchmark comparison for Kimi K2.7 Code and Muse Spark 1.1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/kimi-k2-7-code-vs-muse-spark-1-1
- Last updated: October 7, 2026

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

## Quick Verdict

Muse Spark 1.1 leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Muse Spark 1.1 has the higher overall point estimate 65.95 to 52.21. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in agentic, where the averages are 37.7 for Kimi K2.7 Code and 56.9 for Muse Spark 1.1.
- The biggest single benchmark swing is MCP Atlas in Agentic, with scores of 76% and 88.1%.
- Muse Spark 1.1 also has the larger context window at 1M.

## Model Snapshot

| Property | Kimi K2.7 Code | Muse Spark 1.1 |
|----------|----------|----------|
| Creator | Moonshot AI | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 1M |
| Overall Score | 52.21 | 65.95 |
| Benchmarks Covered | 11 | 26 |
| Pricing (input/output) | $0.95 / $4.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Muse Spark 1.1
- Kimi K2.7 Code public-lane score: 37.7 (Supported · #67/122)
- Muse Spark 1.1 public-lane score: 56.9 (Supported · #32/122)

| Benchmark | Kimi K2.7 Code | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| Kimi Claw 24/7 | 46.9% | Coming soon | Coming soon |
| MCP Atlas | 76% | 88.1% | Muse Spark 1.1 |
| MCP Mark Verified | 81.1% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 67.0% | 69.3% | Muse Spark 1.1 |
| Terminal-Bench 2.1 | Coming soon | 80.0% | Coming soon |
| Toolathlon | Coming soon | 75.6% | Coming soon |
| OSWorld-Verified | Coming soon | 80.8% | Coming soon |
| WebArena-Verified | Coming soon | 69% | Coming soon |
| DeepSearchQA | Coming soon | 84.9% | Coming soon |
| CyberGym | Coming soon | 59.0% | Coming soon |
| Finance Agent v2 | Coming soon | 57.2% | Coming soon |
| deepSwe | Coming soon | 53.3% | Coming soon |
| OSWorld 2.0 | Coming soon | 14.2% | Coming soon |
| JobBench | Coming soon | 54.7% | Coming soon |
| Cybench | Coming soon | 92.9% | Coming soon |
| ExploitGym | Coming soon | 0.8% | Coming soon |

### Coding

- Winner: Muse Spark 1.1
- Kimi K2.7 Code public-lane score: 43.6 (Supported · #56/146)
- Muse Spark 1.1 public-lane score: 54.2 (Supported · #35/146)

| Benchmark | Kimi K2.7 Code | Muse Spark 1.1 | 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 |
| CursorBench 3.2 | 49.7% | Coming soon | Coming soon |
| OpenHarmony Bench | 52.1% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 82.1% | 85.9% | Muse Spark 1.1 |
| SWE-bench (Vals) | 78.2% | 82.0% | Muse Spark 1.1 |
| Terminal-Bench 2.1 | Coming soon | 80.0% | Coming soon |
| SWE-bench Pro | Coming soon | 61.5% | Coming soon |

### Reasoning

- Winner: Not comparable
- Kimi K2.7 Code public-lane score: 76.8 (Unranked · 2 rankable rows)
- Muse Spark 1.1 public-lane score: 75.7 (Unranked · 3 rankable rows)

| Benchmark | Kimi K2.7 Code | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| MRCR 1M | Coming soon | 54.1% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Kimi K2.7 Code public-lane score: Coming soon
- Muse Spark 1.1 public-lane score: 78.3 (Unranked · 2 rankable rows)

| Benchmark | Kimi K2.7 Code | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | Coming soon | 88.4% | Coming soon |
| BabyVision | Coming soon | 76.3% | Coming soon |

### Knowledge

- Winner: Directional only
- Kimi K2.7 Code public-lane score: 53.7 (Estimated · #56/174)
- Muse Spark 1.1 public-lane score: 66.7 (Supported · #21/174)

| Benchmark | Kimi K2.7 Code | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| HLE | Coming soon | 62.1% | Coming soon |
| HLE w/o tools | Coming soon | 52.2% | Coming soon |
| HealthBench Professional | Coming soon | 59.3% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 91.2% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 88.7% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Kimi K2.7 Code public-lane score: 75.1 (#59/125)
- Muse Spark 1.1 public-lane score: Coming soon

## FAQ

### Which is better overall, Kimi K2.7 Code or Muse Spark 1.1?

Muse Spark 1.1 has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Kimi K2.7 Code and Muse Spark 1.1?

The widest category gap is in agentic, where the averages are 37.7 for Kimi K2.7 Code and 56.9 for Muse Spark 1.1.

### How many benchmarks does Kimi K2.7 Code cover on BenchLM?

Kimi K2.7 Code currently has 11 sourced benchmark scores on BenchLM.

### How many benchmarks does Muse Spark 1.1 cover on BenchLM?

Muse Spark 1.1 currently has 26 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Kimi K2.7 Code vs Muse Spark 1.2](/compare/kimi-k2-7-code-vs-muse-spark-1-2)
- [Muse Spark 1.1 vs Muse Spark 1.2](/compare/muse-spark-1-1-vs-muse-spark-1-2)
- [Kimi K2.7 Code vs Muse Spark](/compare/kimi-k2-7-code-vs-muse-spark)
- [Muse Spark 1.1 vs Muse Spark](/compare/muse-spark-vs-muse-spark-1-1)

## Explore More

- [Kimi K2.7 Code profile](/models/kimi-k2-7-code)
- [Muse Spark 1.1 profile](/models/muse-spark-1-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)