BasedAGIBasedAGI
Engineering

CAD scripting helper

Generate and debug CAD automation scripts and parametric geometry code.

task.code_generationtask.api_usage_correctness
Evidence quality is currently limited for this use case. Rankings below are useful for exploration, not a strong winner claim.

Provisional leader

gpt-5-2025-08-07

Current leader based on limited benchmark evidence. Treat this ranking as directional until coverage improves.

28.0%

Best benchmark score

32.5%

Confidence

Ranked Models

30

Evidence Quality

82%

Evidence Points

31

Top Signal

SWE-bench Verified Leaderboard: swe_verified_resolved_pct

All Ranked Models

30 of 30 models
RankModelScore
๐Ÿฅ‡gpt-5-2025-08-07

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Aider Polyglot Leaderboard percent_correct_pct

28.0%
๐Ÿฅˆclaude-opus-4-6

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and OpenHands Issue Resolution issue_resolution_score_pct

27.5%
#4claude-sonnet-4

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Aider Polyglot Leaderboard percent_correct_pct

24.1%
#7Kimi K2 Thinking

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Sonar Java Quality Leaderboard functional_skill_pct

19.9%
#8claude-sonnet-4.6

Strong on OpenHands Issue Resolution issue_resolution_score_pct and OpenHands Index issue_resolution_score_pct

19.0%
#11GLM-5

Strong on Sonar Java Quality Leaderboard functional_skill_pct and OpenHands Issue Resolution issue_resolution_score_pct

18.2%
#12gemini-3-pro-preview

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals SWE-bench overall_accuracy_pct

17.4%
#13o3-20250416

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Aider Polyglot Leaderboard percent_correct_pct

16.7%
#15gpt-5.2-2025-12-11

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals SWE-bench overall_accuracy_pct

16.3%
#16gemini-2.5-pro

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Galileo Agent Leaderboard v2 Avg AC

15.4%
#18gpt-4o-20241120

Strong on BigCodeBench Official bigcodebench_complete_pct and BigCodeBench Official bigcodebench_instruct_pct

15.2%
#19gpt-4o-2024-05-13

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and BigCodeBench Official bigcodebench_complete_pct

14.6%
#20deepseek-r1

Strong on Aider Polyglot Leaderboard percent_correct_pct and Sonar Java Quality Leaderboard functional_skill_pct

14.5%
#21claude-opus-4-5-20251101

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals Terminal-Bench 2 overall_accuracy_pct

14.4%
#22claude-opus-4

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Aider Polyglot Leaderboard percent_correct_pct

14.4%
#24gpt-4.1-20250414

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Galileo Agent Leaderboard v2 Avg AC

14.1%
#25minimax-m2.1

Strong on Sonar Java Quality Leaderboard functional_skill_pct and Vals SWE-bench overall_accuracy_pct

13.9%
#26gpt-4.1

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Aider Polyglot Leaderboard percent_correct_pct

13.9%
#27gpt-5-mini-2025-08-07

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals LiveCodeBench overall_accuracy_pct

13.9%
#28o4-mini

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Aider Polyglot Leaderboard percent_correct_pct

13.5%
#30kimi-k2.5-thinking

Strong on Vals LiveCodeBench overall_accuracy_pct and Vals SWE-bench overall_accuracy_pct

12.9%
#32glm-4.7

Strong on Sonar Java Quality Leaderboard functional_skill_pct and Vals LiveCodeBench overall_accuracy_pct

12.1%
#36gemini-3.1-pro-preview

Strong on Vals SWE-bench overall_accuracy_pct and Vals LiveCodeBench overall_accuracy_pct

10.9%
#37qwen-2.5-72b-instruct

Strong on BigCodeBench Official bigcodebench_complete_pct and BigCodeBench Official bigcodebench_instruct_pct

10.7%
#42gpt-4o

Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Sonar Java Quality Leaderboard functional_skill_pct

10.2%
#44Grok-4-0709

Strong on Vals LiveCodeBench overall_accuracy_pct and Galileo Agent Leaderboard v2 Avg AC

9.8%
#45deepseek-v3

Strong on BigCodeBench Official bigcodebench_complete_pct and BigCodeBench Official bigcodebench_instruct_pct

9.8%
#46gpt-4o-mini-2024-07-18

Strong on BigCodeBench Official bigcodebench_complete_pct and BigCodeBench Official bigcodebench_instruct_pct

9.2%
#47gemini-3-flash-preview

Strong on Vals SWE-bench overall_accuracy_pct and Vals LiveCodeBench overall_accuracy_pct

9.2%
#48gpt-5.4-2026-03-05

Strong on Vals SWE-bench overall_accuracy_pct and Vals LiveCodeBench overall_accuracy_pct

9.2%

Compare Models

Select two different models above to compare their evidence side by side.
โ–ถRanking diagnostics & missing models

Source lift

Ranked

40

Sources

8

Quality

Low

Vals LiveCodeBench

26 rows ยท 1.2% avg lift

Vals MedQA

23 rows ยท 0.3% avg lift

Vals Legal Bench

22 rows ยท 0.3% avg lift

SWE-bench Verified Leaderboard

20 rows ยท 4.0% avg lift

Missing frontier models

grok-4-1-fast-non-reasoning

Thin evidence after weighting

Rank #15

14.9%

โ–ถTaxonomy & task details

Core tasks

task.code_generationtask.api_usage_correctness

Required modes

none

Domains

domain.mechanical_engineering

Related in Engineering