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Static application security testing · September 2026 Edition

Semgrep vs Snyk Code

Four of twelve models named Semgrep first on the direct prompt; five named Snyk Code. Both were named by all twelve models and Semgrep carries 56 labels and Snyk Code 36, so the shares are not directly comparable.

Semgrep

endorsed leader

Named in three categories this edition.

Snyk Code

accepted challenger

Named in one category this edition.

First-choice share47%13%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 11; printed, not drawn.
Labels5636A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Semgrep reading right to left. Rank and label count are printed, not drawn.SonarQube was named alongside these two in eight of the twelve direct answers. Semgrep vs SonarQube · SonarQube vs Snyk Code

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 twelve models made each the first choice, per way of asking, and how many argued against it.
SemgrepFirst choices, of twelve modelsSnyk Code
Direct45
Paraphrase41
Comparative43
Budget-constrained1101 against Snyk Code
Scale-constrained20
Negative401 against Snyk Code
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

The direct prompt

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

Both were the first choice

1 of 12 modelsThe answer named them together, and the judge labeled each a first choice.
Kimi K2Semgrep, Snyk Code alternatives: SonarQube

Semgrep first, Snyk Code an alternative

3 of 12 modelsSnyk Code was named in the answer but not as the choice, or not at all.
Grok 4.1 FastSemgrep alternatives: Snyk Code, SonarQube
Mistral SmallSemgrep alternatives: CodeAnt AI, SonarQube
DeepSeek V4 FlashSemgrep alternatives: Checkmarx One, GitHub Advanced Security, Snyk Code, SonarQube, Veracode

Snyk Code first, Semgrep an alternative

4 of 12 modelsSemgrep was named in the answer but not as the choice, or not at all.
GPT-5.4 miniSnyk Code alternatives: Checkmarx One, GitHub Advanced Security / CodeQL, Veracode
Llama 4 MaverickSnyk Code alternatives: SonarQube
GLM 4.7 FlashXSnyk Code alternatives: CodeAnt AI, Semgrep, SonarQube
MiniMax M2.5Snyk Code, SonarQube alternatives: Checkmarx One, Semgrep

Neither was the first choice, one was named

2 of 12 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashAikido Security alternatives: GitHub Advanced Security, GitLab SAST, Semgrep, Snyk
Perplexity SonarCodeAnt AI alternatives: Aikido Security, Semgrep

Neither was named

2 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
Qwen 3.7 FlashSnyk, SonarQube alternatives: GitHub Advanced Security, GitLab SAST

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
Semgrep leads by sixty-two points.
Semgrep70%#1 of 12
Snyk Code9%#2 of 12
The full small business standing →
Mid-marketThe figures above
Semgrep leads by thirty-three points.
Semgrep47%#1 of 11
Snyk Code13%#3 of 11
The full mid-market standing →
Enterprise
The order flips: Snyk Code leads at enterprise.
Snyk Code8%#4 of 9
Semgrep2%#5 of 9
The full enterprise standing →

What the models said about Semgrep

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

“For Developer-First Speed & Flexibility: Semgrep Code or Snyk Code. They are incredibly fast, have great PR integration, and are built around developer workflows.” Gemini 3.5 Flash · scale prompt · first choice
“The best SAST tool for a company with a limited budget is Semgrep CE, which is a free SAST scanner that supports 30+ languages” Llama 4 Maverick · budget prompt · first choice
“I recommend Semgrep (specifically the Semgrep AppSec Platform) as your primary static code security scanner.” GLM 4.7 FlashX · paraphrase prompt · first choice

What the models said about Snyk Code

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

“Modern, developer-friendly platforms (such as Snyk Code)... keep their rule engine highly proprietary... they can restrict highly advanced security teams.” Gemini 3.5 Flash · negative prompt · soft negative
“While popular, pricing starts at ~$25/developer/month, which can add up quickly” Qwen 3.7 Flash · budget prompt · soft negative
“Snyk Code - A developer-first SAST tool that integrates with IDE and CI/CD pipelines, suitable for startup to mid-market teams” Llama 4 Maverick · direct prompt · first choice
“I'd usually start with Snyk Code for teams that want a developer-friendly experience and faster adoption” GPT-5.4 mini · direct prompt · first choice
“For most mid-market B2B companies, SonarQube or Snyk Code would be the best starting points.” MiniMax M2.5 · direct prompt · first choice
Also compared

Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.