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Security Insights · aikido.dev

10 Software Composition Analysis Tools Compared for 2026

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Summary

Aikido’s 2026 guide explains SCA workflows and compares 10 tools, covering dependency scanning, SBOMs, vulnerability reachability, malware and license checks, remediation features, and stated product limitations. Its evaluations are vendor-authored.

Key points

  • The guide describes SCA as identifying direct and transitive open-source dependencies and assessing them for vulnerabilities, risky licenses, malware, and maintenance concerns.
  • It outlines capabilities including SBOM generation, vulnerability and reachability assessment, continuous monitoring, and remediation suggestions such as upgrades or pull requests.
  • The 10 tools covered are Aikido Security, Apiiro, Arnica, Cycode, Deep Factor, Endor Labs, Oligo Security, Semgrep, Snyk, and Socket Security.
  • It distinguishes approaches such as runtime monitoring, CI/CD or repository integrations, dependency reachability analysis, and package behavior inspection.
  • The guide lists product-specific limitations and pricing information, including stated language-support constraints and costs for some tools.
  • Aikido’s guide promotes its own SCA product and claims its reachability analysis reduced false positives in a comparison with Snyk; the article does not provide independent validation of its rankings or performance claims.

Article Details

Topic
Comparison of software composition analysis (SCA) tools for managing open-source dependency vulnerabilities, malware risks, licensing, SBOMs, and remediation.

Vendors

AikidoAikido Security · SnykApiiroAikido Security · Apiiro‍ArnicaArnica · Semgrep‍CycodeAikido Security · Cycode‍Deep Factor5. Deep Factor (Acquired by Cisco)Endor LabsEndor Labs inspects source code to build SBOMs, identify critical vulnerabilities, and detect insecure coding patterns, malware, and inactive dependencies.Oligo SecurityOligo Security · DeepFactor‍SemgrepSemgrep · Snyk (free tier)‍SnykAikido Security · SnykSocket SecurityFigure 12: Socket Security DashboardKey Features:

Products

Aikido SecurityAikido Security · SnykApiiroAikido Security · Apiiro‍ArnicaArnica · Semgrep‍CycodeAikido Security · Cycode‍Deep Factor5. Deep Factor (Acquired by Cisco)Endor LabsEndor Labs inspects source code to build SBOMs, identify critical vulnerabilities, and detect insecure coding patterns, malware, and inactive dependencies.Oligo SecurityOligo Security · DeepFactor‍SemgrepSemgrep · Snyk (free tier)‍SnykAikido Security · SnykSocket SecurityFigure 12: Socket Security DashboardKey Features:

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