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Best SAST tool for application security

3 models · updated 2026-07-09

The verdict

GitHub Advanced Security leads — 1 of 3 models rank GitHub Advanced Security the top pick.

Not unanimous: ChatGPT picks Checkmarx One; Claude picks Semgrep.

Combined ranking

  1. 1
    GitHub Advanced Securityincumbent112 pts
    GPT #2Claude #3Gemini #1

    Deep semantic analysis using CodeQL allows custom query writing and unmatched path visualization, natively integrated into developer workflows.

    To stay #1 Reduce compilation/scan times for large codebases and simplify the query-writing learning curve.

  2. 2
    Snyk Codeincumbent111 pts
    GPT #3Claude #2Gemini #2

    Near-real-time scanning speed from its ML-assisted engine, excellent IDE-first developer workflow, low-noise results, and tight integration with Snyk's SCA/container/IaC suite for one-vendor AppSec

    To rank higher Offer more transparent, user-extensible custom rule authoring instead of a mostly closed ruleset

  3. 3
    Semgrep210 pts
    GPT #4Claude #1Gemini #3

    Fast, customizable rules engine with cross-file dataflow analysis (Pro), huge open-source rule registry, best developer experience for writing org-specific rules, strong CI/PR integration, and supply-chain/secrets coverage in one platform

    To rank higher Deepen interprocedural taint analysis accuracy on large polyglot codebases to fully match legacy enterprise engines

  4. 4
    Checkmarx Oneincumbent8 pts
    GPT #1Claude #4Gemini #5

    Broadest enterprise SAST coverage, strong multi-language analysis, mature AppSec workflow, policy, compliance, and correlation across SAST/SCA/secrets/API/IaC

    To rank higher Make triage faster and less noisy for developer teams without heavy AppSec tuning

  5. 5
    Veracode Static Analysisincumbent3 pts
    GPT #5Claude Gemini #4

    Enterprise-grade depth, support for binary scanning, and extensive policy compliance tracking with low false positive rates.

    To rank higher Modernize the developer experience and simplify IDE integrations.

  6. 6
    SonarQubeincumbent1 pts
    GPT Claude #5Gemini

    Massive install base, quality-plus-security in one workflow developers already use, solid taint analysis in commercial editions, and self-hosted option for regulated environments

    To rank higher Bring security-specific detection depth (frameworks, sinks, dataflow) up to par with dedicated SAST vendors rather than treating security as an extension of code quality

Rank history

1234567806-2906-3007-0807-09GitHub Advanced SecuritySnyk CodeSemgrepCheckmarx OneVeracode Static AnalysisSonarQube
GitHub Advanced Security#3Snyk Code#2Semgrep#1Checkmarx One#4Veracode Static Analysis#6SonarQube#5

By model

ChatGPT

  1. 1.Checkmarx One
  2. 2.GitHub Advanced Security
  3. 3.Snyk Code
  4. 4.Semgrep
  5. 5.Veracode Static Analysis

Claude

  1. 1.Semgrep
  2. 2.Snyk Code
  3. 3.GitHub Advanced Security
  4. 4.Checkmarx One
  5. 5.SonarQube

Gemini

  1. 1.GitHub Advanced Security
  2. 2.Snyk Code
  3. 3.Semgrep
  4. 4.Veracode Static Analysis
  5. 5.Checkmarx One

Tracked by ModelsAgree · rank 1 = 5 pts … rank 5 = 1 pt · re-polled continuously