SHERIDAN, WY — February 14, 2026 — Safeguard today added Source Code Complexity (SCC) as the eleventh integrated scanner in its multi-scanner fusion pipeline. The addition brings code complexity and churn measurements into the platform's triage signal alongside existing inputs from static analysis, dependency analysis, secret detection, license analysis, container scanning, and infrastructure-as-code review.
Source code complexity has a well-documented relationship to defect density, but historically that signal has lived in code quality tooling rather than security tooling. By ingesting SCC alongside the other ten scanners, Safeguard can use complexity and churn as inputs to the platform's reachability-aware triage — answering a sharper question than "is this function complex" with "is this complex function on a path that reaches an exploitable sink, and has it been changed in the last 90 days."
The integration uses Safeguard's standard scanner adapter, which normalizes findings into a common schema keyed by component, function, and sink. That schema is what enables cross-scanner deduplication: when a static analyzer, a complexity scanner, and a dependency scanner all flag a region of code, Safeguard treats the overlap as a single ranked finding rather than three independent ones. Eagle, the ranking head in the Safeguard model lineup, then orders the deduped queue using exploitability and reachability evidence.
"Code complexity by itself is a quality signal. Code complexity intersected with reachability is a security signal," said Hritik Kumar Sharma, Founder and CEO of Safeguard. "Adding SCC as the eleventh scanner lets the platform answer that intersection directly, without a security team having to manually join two tools."
The deduplication design is the operational point of the multi-scanner fusion. Engineering teams using point-tool stacks have repeatedly described the same failure mode: every scanner is technically correct, but the queue contains duplicates from three or four tools flagging the same underlying issue. Safeguard's keyed schema collapses those duplicates before they reach the triage queue.
"The fusion layer is where the work happens," said the Safeguard engineering team. "Eleven scanners is only useful if the output is one ranked queue, not eleven."
Source Code Complexity is enabled by default for customers on the platform's Pro and Enterprise tiers and can be toggled from the scanner configuration view. Existing scanner outputs are unaffected by the addition; SCC findings appear in the unified queue with explicit attribution and a reachability annotation when available.
About Safeguard
Safeguard is the software supply chain security platform that fuses 11 scanners, a security-only AI model lineup (Griffin · Eagle · Lino), and reachability-aware reasoning to find what pattern scanners miss — from CVEs to candidate zero-days — and to ship the fix with cited reasoning. The platform is built for engineering teams shipping production software and for the regulators auditing them. Learn more at https://safeguard.sh.
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