Agent benchmarks

SWE-bench Verified agent benchmark

OpenGPT keeps 10 published rows attached to the exact SWE-bench Verified benchmark version and environment shown below.

Tasks
500
Published rows
10
Source data date
Identity reviewed
Historical

Evidence scope

Verified · Top 10 published configurations · 500 tasks. human-validated GitHub issues. Reproducible repository environments evaluated by the upstream benchmark. Configuration-specific upstream limits.

How OpenGPT handles this evidence

OpenGPT preserves the publisher's metric, task scope, environment, version, configuration fields, and source date. It does not create a cross-benchmark overall Agent score.

Comparison boundaries

  • A higher result applies only to the displayed benchmark version and conditions.
  • Agent results reflect the full system, not the base model alone.
  • Missing cost, reliability, safety, or latency data remains unreported rather than being inferred.
  • Keep these published results as historical evidence, not a current universal measure of coding ability. A 2026 OpenAI audit reported fundamental design and contamination concerns in SWE-bench Verified.

Verified · Top 10 published configurations · 500 tasks

Showing 10 of 10 published rows. Every result remains attached to the source benchmark and configuration.

  1. live-SWE-agent + Claude 4.5 Opus medium (20251101)UIUC · Claude 4.5 Opus medium (20251101)#1Resolved: 79.2%live-SWE-agent
  2. Sonar Foundation Agent + Claude 4.5 OpusSonar · Claude 4.5 Opus#1Resolved: 79.2%Sonar Foundation Agent
  3. TRAE + Doubao-Seed-CodeByteDance · Doubao-Seed-Code + Doubao-Seed-1.6#3Resolved: 78.8%TRAE
  4. live-SWE-agent + Gemini 3 Pro Preview (2025-11-18)UIUC · Gemini 3 Pro Preview (2025-11-18)#4Resolved: 77.4%live-SWE-agent
  5. Atlassian Rovo Dev (2025-09-02)Atlassian · Claude Sonnet 4 + GPT-5#5Resolved: 76.8%Atlassian Rovo Dev
  6. EPAM AI/Run Developer Agent v20250719 + Claude 4 SonnetEPAM Systems · Claude 4 Sonnet#5Resolved: 76.8%EPAM AI/Run Developer Agent
  7. mini-SWE-agent + Claude 4.5 Opus (high reasoning)SWE-agent · Claude 4.5 Opus (high reasoning)#5Resolved: 76.8%mini-SWE-agent
  8. ACoderACoder · Claude 4 Sonnet + Claude 4.1 Opus + GPT-5 + Gemini 2.5 Pro#8Resolved: 76.4%ACoder
  9. mini-SWE-agent + Gemini 3 Flash (high reasoning)SWE-agent · Gemini 3 Flash (high reasoning)#9Resolved: 75.8%mini-SWE-agent
  10. mini-SWE-agent + MiniMax M2.5 (high reasoning)SWE-agent · MiniMax M2.5 (high reasoning)#9Resolved: 75.8%mini-SWE-agent