Comparisons

SwarmFlow vs the field

Everyone finds vulnerabilities. SwarmFlow is the only platform that closes the full loop — Find → Fix → Prove → Merge → Learn → Prioritize.

What no competitor matches

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Re-scans the patch to PROVE the vuln is gone

12 OWASP classes re-validated before the PR — no competitor verifies its own fix.

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Confidence that learns from your merges

The score self-calibrates per vulnerability class and workspace from real merge outcomes.

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Runtime reachability prioritization

Node/Python/Go agents flag and rank the vulnerabilities that actually run in production.

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Explainable false-positive detection

A graded FP score with human-readable reasons — not an opaque model verdict.

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Published, auditable merge metrics

Reachability-weighted SFMM and per-class acceptance — the trust number competitors hide.

Detailed comparisons

🐙

SwarmFlow vs Snyk

Dependency / SCA leader

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🔷

SwarmFlow vs Checkmarx

Enterprise SAST

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🐱

SwarmFlow vs GitHub Advanced Security

CodeQL native to GitHub

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🔎

SwarmFlow vs Semgrep

Fast pattern/rule SAST

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📊

SwarmFlow vs SonarQube

Code quality + security

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🛡️

SwarmFlow vs Veracode

SAST/DAST/SCA pipeline

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🛠️

SwarmFlow vs Mobb

Remediation layer for SAST

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🧪

SwarmFlow vs Corgea

AI SAST + noise reduction

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⚡

SwarmFlow vs Cogent Security

Runtime reachability / MTTR

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