SonarQube vs GitHub Advanced Security
Two of fourteen models named SonarQube first on the direct prompt; one named GitHub Advanced Security. SonarQube was named by fourteen of the fourteen models and GitHub Advanced Security by twelve and SonarQube carries 67 labels and GitHub Advanced Security 24, so the shares are not directly comparable.
SonarQube
accepted challengerNamed in three categories this edition.
Named in four categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the static application security testing page.
By framing
Across every category in the November 2026 Edition, SonarQube and GitHub Advanced Security were named in the same answer sixty-seven times, of the 219 answers naming SonarQube and the 113 naming GitHub Advanced Security. In those answers GitHub Advanced Security took the first choice one time and SonarQube six.
Every model, every framing
| Model | DirectSO | ParaphraseSO | ComparativeSO | Budget-constrainedSO | Scale-constrainedSO | NegativeSO |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | SO | SO | SO | SO | SO | |
| GPT-5.4 mini | | | SO | SO | ||
| Gemini 3.5 Flash | SO | SO | SO | SO | SO | |
| Perplexity Sonar | SO | SO | SO | SO | ||
| Grok 4.20 | SO | SO | SO | SO | SO | |
| Mistral Small | SO | SO | SO | SO | ||
| DeepSeek V4 Flash | SO | SO | SO | SO | SO | SO |
| Llama 4 Maverick | SO | SO | ||||
| Qwen 3.7 Flash | SO | SO | SO | SO | SO | |
| Kimi K2 | SO | SO | SO | SO | SO | |
| GLM 4.7 FlashX | SO | SO | SO | SO | ||
| MiniMax M2.5 | SO | SO | SO | SO | ||
| GPT-6 Luna | SO | SO | SO | SO | ||
| Muse Glimmer 30B | SO | SO | SO | SO |
GitHub Advanced SecuritySO first choiceSO named as an alternativeSO argued againstblank: not namedEach cell is one answer, SonarQube on the left and GitHub Advanced Security on the right.The direct prompt
SonarQube first, GitHub Advanced Security not the choice
2 of 14 modelsGitHub Advanced Security was named in the answer but not as the choice, or not at all.GitHub Advanced Security first, SonarQube not the choice
1 of 14 modelsSonarQube was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
GitHub Advanced Security0%#6 of 14GitHub Advanced Security2%#5 of 11GitHub Advanced Security2%#6 of 10What the models said about SonarQube
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Not a true SAST tool... Inadequate for compliance (PCI-DSS, SOC 2)” Kimi K2 · negative prompt · hard negative
“SonarQube is primarily a code quality platform, not a security-first SAST tool... "should not be used as a sole SAST tool in security-sensitive environments."” DeepSeek V4 Flash · negative prompt · soft negative
“On a typical Java or TypeScript codebase, 40-60% of initial findings require developer review to determine whether they represent actual risk” Claude Haiku 4.5 · negative prompt · soft negative
“The most widely used, adopted by 59% of developers. It's known for its ease of use, integration with CI/CD pipelines, and broad language support.” Mistral Small · comparative prompt · first choice
“I'd recommend starting with SonarQube or Snyk Code due to their balance of features, pricing, and ease of use” GLM 4.7 FlashX · direct prompt · first choice
“I would recommend SonarQube (commercial or self‑hosted) as your primary static code security scanner” GLM 4.7 FlashX · paraphrase prompt · first choice
What the models said about GitHub Advanced Security
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“GitHub Advanced Security (CodeQL code scanning) is often the best default choice if your engineering team already uses GitHub” GPT-5.4 mini · direct prompt · first choice
“You already use GitHub extensively and want deep repository-native analysis | GitHub Advanced Security / CodeQL” Perplexity Sonar · paraphrase prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.