developer_tools
Debugging assistant
Localize bugs and propose fixes with explanations.
#1 Recommendation
gpt-4o-2024-05-13
Strong on RepoQA Official Results overall_average_pass_at_1_pct (99%) and RepoQA Official Results all_average_pass_at_1_pct (99%)
external/openai/gpt-4o-2024-05-13
21.6%
Score
26.3%
Confidence
Limited benchmark evidence for this use case.
54 ranked models with average evidence of 12.6 points. Rankings may shift as more benchmark data is ingested.
Ranked Models
30
Evidence Quality
81%
Scoring
Benchmark-backed
Top Signal
RepoQA Official Results: overall_average_pass_at_1_pct
All Ranked Models
Compare Models
Model A leads by +0.9%
Shareable Link →Model A
gpt-4o-2024-05-13
external/openai/gpt-4o-2024-05-13
Rank #2
RepoQA Official Results: overall_average_pass_at_1_pct
Value 99.3% · Conf 100.0% · Weight 5.0%
repoqa_leaderboard.overall_average_pass_at_1_pct (Mar 12, 2026)
RepoQA Official Results: all_average_pass_at_1_pct
Value 99.3% · Conf 100.0% · Weight 1.7%
repoqa_leaderboard.all_average_pass_at_1_pct (Mar 12, 2026)
Aider Code Editing Leaderboard: percent_correct_pct
Value 82.3% · Conf 100.0% · Weight 1.3%
aider_code_editing.percent_correct_pct (Mar 12, 2026)
Aider Code Editing Leaderboard: correct_edit_format_pct
Value 85.7% · Conf 100.0% · Weight 0.7%
aider_code_editing.correct_edit_format_pct (Mar 12, 2026)
Model B
z-ai/glm-4.7
external/z-ai/glm-4-7
Rank #3
Sonar Java Quality Leaderboard: functional_skill_pct
Value 74.4% · Conf 100.0% · Weight 1.8%
sonar_java_quality.functional_skill_pct (Mar 12, 2026)
Vals LiveCodeBench: overall_accuracy_pct
Value 91.4% · Conf 100.0% · Weight 1.3%
vals_lcb.overall_accuracy_pct (Mar 12, 2026)
Vals SWE-bench: overall_accuracy_pct
Value 79.9% · Conf 100.0% · Weight 1.3%
vals_swebench.overall_accuracy_pct (Mar 12, 2026)
Sonar Java Quality Leaderboard: issue_density_error_per_kloc
Value 65.2% · Conf 100.0% · Weight 1.3%
sonar_java_quality.issue_density_error_per_kloc (Mar 12, 2026)
▶Ranking Diagnostics & Missing Models
Source Lift
Ranked
54
Sources
8
Quality
Insufficient
Vals LiveCodeBench
vals_lcb
39 rows
1.1% avg lift
Vals Legal Bench
vals_legal_bench
39 rows
0.3% avg lift
Vals Tax Eval v2
vals_tax_eval_v2
38 rows
0.2% avg lift
Vals CorpFin v2
vals_corp_fin_v2
38 rows
0.2% avg lift
Missing Strong Models
google/gemini-2.0-flash-001
external/google/gemini-2-0-flash-001
Rank #56
10.3%
deepseek-v3
external/deepseek-ai/deepseek-v3
Rank #66
8.8%
Llama-4-Scout-17B-16E-Instruct
external/meta/llama-4-scout-17b-16e-instruct
Rank #73
8.4%
▶Taxonomy Details
Core Tasks
Required Modes
Domains
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