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Static application security testing · October 2026 Edition

Snyk Code vs GitHub Advanced Security

Four of fourteen models named Snyk Code first on the direct prompt; zero named GitHub Advanced Security. Snyk Code was named by fourteen of the fourteen models and GitHub Advanced Security by eleven and Snyk Code carries 41 labels and GitHub Advanced Security 16, so the shares are not directly comparable.

Snyk Code

accepted challenger

Named in one category this edition.

GitHub Advanced Security

accepted challenger

Named in five categories this edition.

First-choice share14%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate2%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#6A position in a field of 10; printed, not drawn.
Labels4116A 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 was named alongside these two in twelve of the fourteen direct answers. Semgrep vs Snyk Code · Semgrep 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
Direct401 against Snyk Code
Paraphrase311 against GitHub Advanced Security
Comparative30
Budget-constrained00
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 October 2026 Edition, Snyk Code and GitHub Advanced Security were named in the same answer twenty-six times, of the 118 answers naming Snyk Code and the 125 naming GitHub Advanced Security. In those answers GitHub Advanced Security took the first choice zero times and Snyk Code six.

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 4.1 Fast
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 not the choice

4 of 14 modelsGitHub Advanced Security was named in the answer but not as the choice, or not at all.
Grok 4.1 FastSnyk Code alternatives: Semgrep, SonarQube
DeepSeek V4 FlashSnyk Code alternatives: CodeAnt.ai, Semgrep, SonarQube
Llama 4 MaverickSnyk Code
Kimi K2Semgrep, Snyk Code alternatives: SonarQube

Neither was the first choice, one was named

6 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniSemgrep alternatives: Checkmarx One, Snyk Code, Veracode Static Analysis
Gemini 3.5 FlashAikido Security alternatives: GitHub Advanced Security, GitLab SAST, Semgrep, Snyk Code
Perplexity SonarSemgrep alternatives: Checkmarx One, Snyk Code
Qwen 3.7 FlashSonarQube alternatives: Semgrep, Snyk Code
GLM 4.7 FlashXSonarQube alternatives: Checkmarx One, Codacy, DeepSource, GitHub Advanced Security, OpenText Fortify, Semgrep, Snyk Code, Veracode Static Analysis
GPT-6 LunaSemgrep alternatives: GitHub Advanced Security, Snyk

Neither was named

4 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
Mistral SmallSnyk alternatives: Aikido Security, Semgrep
MiniMax M2.5Snyk alternatives: Semgrep, Veracode Static Analysis
Muse Glimmer 30BSonarQube alternatives: Semgrep

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
Snyk Code leads by nine points.
Snyk Code11%#3 of 13
GitHub Advanced Security2%#6 of 13
The full small business standing →
Mid-marketThe figures above
Snyk Code leads by twelve points.
Snyk Code14%#3 of 10
GitHub Advanced Security2%#6 of 10
The full mid-market standing →
Enterprise
Snyk Code leads by two points.
Snyk Code4%#4 of 10
GitHub Advanced Security2%#8 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. Four of five in this category shown.

“Choose Snyk Code only if you already use Snyk Open Source/Container SCA...The limitation is fewer supported languages than SonarQube/Semgrep and no custom rule authoring.” Muse Glimmer 30B · direct prompt · soft negative
“I'd recommend Snyk Code as a top choice based on recent analyst reports (Forrester Leader), reviews, and pricing.” Grok 4.1 Fast · direct prompt · first choice
“Choose Snyk Code if your primary goal is developer adoption and you want a frictionless, speedy security tool” Gemini 3.5 Flash · comparative prompt · first choice
“using a developer-first tool (like Snyk or GitHub Advanced Security) for fast, early feedback during coding” Qwen 3.7 Flash · comparative 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. Three of three in this category shown.

“GHAS is sold as an add-on license that can be quite expensive for a mid-sized B2B budget.” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Top Recommendation: GitHub Advanced Security (GHAS)” Kimi K2 · paraphrase prompt · first choice
“GitHub Advanced Security / CodeQL if your company is deeply GitHub-native and wants SAST in the same platform.” Muse Glimmer 30B · comparative 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.