Skip to main content
BenchLM

SWE-bench Verified (mini-swe-agent-v2) (SWE-bench Verified*)

We show this table for reference; we do not rank on it.

Data verified 34 confirmed releases in the last 30 daysFollow model changes

A display-only SWE-bench Verified reference from Arcee AI's Trinity-Large-Thinking comparison chart.

Benchmark score on SWE-bench Verified* — September 27, 2026

We compile the SWE-bench Verified* rows from secondary reports. Claude Opus 4.6 leads the table at 75.6%, followed by MiniMax M2.7 (75.4%) and GLM-5 (72.8%). We do not use these results to rank models overall.

5 modelsCodingCurrentDisplay onlyUpdated September 27, 2026

Benchmark score table (5 models)

Score
1
Claude Opus 4.6Anthropic · Closed
75.6%
2
MiniMax M2.7MiniMax · Open weight
75.4%
3
GLM-5Z.AI · Open weight
72.8%
4
Kimi K2.5Moonshot AI · Open weight
70.8%
5
Trinity-Large-ThinkingArcee AI · Open weight
63.2%

Among the reported SWE-bench Verified* rows, Claude Opus 4.6 is first at 75.6%. The third row is 2.8 points behind. The broader top-10 range is 12.4 points, so the table still separates the published systems.

5 models have been evaluated on SWE-bench Verified*. The benchmark falls in the Coding category. SWE-bench Verified* is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.

About SWE-bench Verified*

Year

2026

Tasks

Repository task completion

Format

Agent scaffold benchmark

Difficulty

Professional software engineering

BenchLM stores this chart-specific SWE-bench Verified row separately because Arcee notes all models were evaluated in mini-swe-agent-v2.

Freshness and provenance

Version

SWE-bench Verified* 2026

Refresh cadence

Quarterly

Staleness state

Current

Question availability

Public benchmark set

CurrentDisplay only

BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.

Questions

What does SWE-bench Verified* measure?

A display-only SWE-bench Verified reference from Arcee AI's Trinity-Large-Thinking comparison chart.

Which model scores highest on SWE-bench Verified*?

Claude Opus 4.6 by Anthropic currently leads with a score of 75.6% on SWE-bench Verified*.

How many models are evaluated on SWE-bench Verified*?

5 AI models have been evaluated on SWE-bench Verified* on BenchLM.

Last updated: September 27, 2026 · BenchLM version SWE-bench Verified* 2026

Know when it’s worth switching models

The model to choose, the cheaper alternative, and the release we would wait on.

Read a sample issue

Join 2,000+ readers.

One email each week. Unsubscribe anytime.