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Static application security testing · November 2026 Edition

Snyk Code vs GitHub Advanced Security

Two of fourteen models named Snyk Code first on the direct prompt; one named GitHub Advanced Security. Snyk Code was named by fourteen of the fourteen models and GitHub Advanced Security by twelve and Snyk Code carries 50 labels and GitHub Advanced Security 24, so the shares are not directly comparable.

Snyk Code

accepted challenger

Named in one category this edition.

GitHub Advanced Security

accepted challenger

Named in four categories this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 11; printed, not drawn.
Labels5024A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Snyk Code reading right to left. Rank and label count are printed, not drawn.Semgrep AppSec Platform was named alongside these two in thirteen of the fourteen direct answers. Semgrep AppSec Platform vs Snyk Code · Semgrep AppSec Platform vs GitHub Advanced Security · SonarQube vs Snyk Code

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Snyk CodeFirst choices, of fourteen modelsGitHub Advanced Security
Direct21
Paraphrase001 against Snyk Code
Comparative101 against Snyk Code
Budget-constrained001 against Snyk Code
Scale-constrained00
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the November 2026 Edition, Snyk Code and GitHub Advanced Security were named in the same answer forty-one times, of the 131 answers naming Snyk Code and the 113 naming GitHub Advanced Security. In those answers GitHub Advanced Security took the first choice zero times and Snyk Code four.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Snyk Code and GitHub Advanced Security stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
Snyk Code GitHub Advanced Security first choice named as an alternative argued againstblank: not namedEach cell is one answer, Snyk Code on the left and GitHub Advanced Security on the right.

The direct prompt

The plain question, one answer per model, grouped by where Snyk Code and GitHub Advanced Security stood in it.

Snyk Code first, GitHub Advanced Security an alternative

2 of 14 modelsGitHub Advanced Security was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashSnyk Code alternatives: GitHub Advanced Security, Semgrep AppSec Platform, SonarQube
GLM 4.7 FlashXSnyk Code, SonarQube alternatives: Checkmarx One, GitLab SAST, Semgrep AppSec Platform

GitHub Advanced Security first, Snyk Code not the choice

1 of 14 modelsSnyk Code was named in the answer but not as the choice, or not at all.
GPT-5.4 miniGitHub Advanced Security alternatives: Checkmarx One

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.
Perplexity SonarSemgrep AppSec Platform alternatives: CodeQL, Snyk Code, SonarQube
Grok 4.20Semgrep AppSec Platform alternatives: Aikido Security, CodeAnt AI, GitLab SAST, Snyk Code
DeepSeek V4 FlashSemgrep AppSec Platform alternatives: Snyk Code, SonarQube
Llama 4 MaverickSemgrep AppSec Platform alternatives: Aikido Security, Snyk Code, SonarQube, ZeroPath
Qwen 3.7 FlashSemgrep AppSec Platform alternatives: GitHub Advanced Security, GitLab SAST, Mend SAST, SonarQube
Kimi K2Semgrep AppSec Platform alternatives: Aikido Security, Snyk Code, SonarQube
MiniMax M2.5Semgrep AppSec Platform alternatives: Snyk Code, SonarQube
GPT-6 LunaSemgrep AppSec Platform alternatives: GitHub Code Security, Snyk Code
Muse Glimmer 30BAikido Security alternatives: Semgrep AppSec Platform, Snyk Code, SonarQube

Neither was named

2 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Snyk, SonarQube alternatives: Mend SAST, Semgrep AppSec Platform
Mistral SmallAikido Security, Semgrep AppSec Platform alternatives: SonarQube

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Snyk Code0%#4 of 14
GitHub Advanced Security0%#6 of 14
The full small business standing →
Mid-marketThe figures above
Snyk Code leads by two points.
Snyk Code4%#4 of 11
GitHub Advanced Security2%#5 of 11
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Snyk Code2%#5 of 10
GitHub Advanced Security2%#6 of 10
The full enterprise standing →

What the models said about Snyk Code

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.

“pricing is higher (~$98/user/month) and it's more focused on SCA and developer workflows than on comprehensive code quality” GLM 4.7 FlashX · paraphrase prompt · soft negative
“delivers fast in-IDE feedback, but findings aren't verified for exploitability” Claude Haiku 4.5 · comparative prompt · soft negative
“Great IDE integration, but the free tier is limited” DeepSeek V4 Flash · budget prompt · soft negative
“Choose Snyk or Semgrep if your priority is developer velocity, minimal false positives, fast PR feedback, and simple setup.” Gemini 3.5 Flash · 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
“Snyk Code — *Best Overall Platform for Mid-Market B2B*” Gemini 3.5 Flash · direct 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
Also compared

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.