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Kimi K2.6 vs SWE-1.7

Data verified

Head-to-head comparison across 1benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.

Verdict

Kimi K2.6 leads for most workloads by a narrow margin.

Based on BenchLM composite scores, July 2026.

Kimi K2.6

75

VS

SWE-1.7

75

0 categoriesvs1 categories

Verified leaderboard positions: Kimi K2.6 #13 · SWE-1.7 unranked

Treat this as a split decision. Kimi K2.6 makes more sense if its workflow fits your team better; SWE-1.7 is the better fit if agentic is the priority.

Category Radar

Head-to-Head by Category

Category Breakdown

BenchmarkKimi K2.6ΔSWE-1.7
Agentic73.5 8.081.5
Coding72.6
Knowledge42.2
Math94.6
Multimodal79.8

Operational Comparison

Kimi K2.6

SWE-1.7

Price (per 1M tokens)

$0.95 / $4

N/A

Speed

N/A

N/A

Latency (first answer)

N/A

N/A

Context Window

256K

256K

Quick Verdict

Treat this as a split decision. Kimi K2.6 makes more sense if its workflow fits your team better; SWE-1.7 is the better fit if agentic is the priority.

Kimi K2.6 and SWE-1.7 finish on the same provisional overall score, so this is less about a single winner and more about where the edge shows up. The provisional headline says tie; the benchmark table is where the real choice happens.

Benchmark Deep Dive

Frequently Asked Questions (2)

Which is better, Kimi K2.6 or SWE-1.7?

Kimi K2.6 and SWE-1.7 are tied on the provisional overall score, so the right pick depends on which category matters most for your use case.

Which is better for agentic tasks, Kimi K2.6 or SWE-1.7?

SWE-1.7 has the edge for agentic tasks in this comparison, averaging 81.5 versus 73.5. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

Kimi K2.6
API / mo$3,713
Self-host / mo$18,221
Break-even326M/day
SWE-1.7
API / mo$0
Self-host / moN/A
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

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Last updated: July 8, 2026

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