{"slug":"endor-labs","name":"Endor Labs","domain":"endorlabs.com","verdict":"As of 2026-07-14, ChatGPT, Claude, Gemini, Grok collectively rank Endor Labs #2 of 9 for dependency sca scanner for open-source risk (one of 2 leaderboards it appears on). Source: https://modelsagree.com/product/endor-labs (modelsagree.com, CC BY 4.0).","best_rank":2,"categories":2,"brief":{"category":"best-dependency-sca-scanner-for-open-source-risk","title":"Best dependency SCA scanner for open-source risk","rank":2,"of":9,"top":"Snyk","day":"2026-07-17","why":[{"t":"Function-level reachability cuts vulnerability noise","m":["ChatGPT","Claude"],"q":"Function-level reachability analysis genuinely cuts vulnerability noise 80–90%"},{"t":"Low-noise risk prioritization","m":["ChatGPT","Claude"],"q":"low-noise prioritization across direct and transitive risk"},{"t":"Strong SBOM and VEX","m":["Claude"],"q":"strong SBOM/VEX and CI posture story"},{"t":"Dependency and upgrade-impact analysis","m":["ChatGPT"],"q":"dependency-graph analysis, function-level reachability, unused-dependency detection, package health scoring, upgrade-impact analysis"}],"gap":[{"t":"Deep developer-workflow integration","m":["ChatGPT","Claude","Gemini","Grok"],"q":"Deepest dev-workflow integration (IDE, PR checks, auto-fix PRs)"},{"t":"Broad ecosystem coverage","m":["ChatGPT","Claude","Grok"],"q":"the broadest ecosystem coverage"},{"t":"Proprietary vulnerability intelligence","m":["ChatGPT","Claude","Gemini"],"q":"a best-in-class proprietary vulnerability database that goes beyond CVE/NVD lag"}],"fix":[{"t":"Expand ecosystem coverage and integration maturity","m":["ChatGPT"],"q":"Expand ecosystem coverage and integration maturity"},{"t":"Lower price and self-serve barrier","m":["Claude"],"q":"Lower the price and self-serve barrier"}]},"entries":[{"slug":"best-dependency-sca-scanner-for-open-source-risk","title":"Best dependency SCA scanner for open-source risk","rank":2,"of":9,"score":7,"appearances":2,"modelRanks":{"ChatGPT":2,"Claude":3},"reason":"Exceptional dependency-graph analysis, function-level reachability, unused-dependency detection, package health scoring, upgrade-impact analysis, and low-noise prioritization across direct and transitive risk","reasons":[{"model":"ChatGPT","reason":"Exceptional dependency-graph analysis, function-level reachability, unused-dependency detection, package health scoring, upgrade-impact analysis, and low-noise prioritization across direct and transitive risk"},{"model":"Claude","reason":"Function-level reachability analysis genuinely cuts vulnerability noise 80–90%, so teams fix what's actually exploitable; strong SBOM/VEX and CI posture story"}],"fixes":[{"model":"ChatGPT","fix":"Expand ecosystem coverage and integration maturity to match longer-established SCA platforms"},{"model":"Claude","fix":"Lower the price and self-serve barrier — it's effectively enterprise-only, which keeps most of the market from ever trying it"}],"updated":"2026-07-14","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10","2026-07-14"],"ranks":[2,2,7,3,2,null]},"reasoning_shift":[{"model":"ChatGPT","from":"2026-07-09","to":"2026-07-10","added":[{"t":"unused-dependency detection","q":"unused-dependency detection"},{"t":"upgrade-impact analysis","q":"upgrade-impact analysis"},{"t":"integration maturity","q":"integration maturity"}],"dropped":[{"t":"enterprise compliance and audit","q":"enterprise compliance, audit"}]}],"api":"https://modelsagree.com/api/v1/best/best-dependency-sca-scanner-for-open-source-risk.json"},{"slug":"best-software-supply-chain-security-tool","title":"Best software supply chain security tool","rank":3,"of":11,"score":7,"appearances":3,"modelRanks":{"ChatGPT":2,"Claude":5,"Grok":4},"reason":"Exceptional dependency reachability analysis, transitive-risk prioritization, malicious-package detection, and remediation context sharply reduce SCA noise while preserving developer velocity","reasons":[{"model":"ChatGPT","reason":"Exceptional dependency reachability analysis, transitive-risk prioritization, malicious-package detection, and remediation context sharply reduce SCA noise while preserving developer velocity"},{"model":"Grok","reason":"Superior reachability analysis (function-level) that dramatically cuts noise from unexploitable vulns in complex dependency graphs; strong for scaling open-source risk management with actionable insights beyond basic SCA."},{"model":"Claude","reason":"Function-level reachability analysis dramatically shrinks the vulnerability backlog (often 80-90% noise reduction), plus strong SBOM/VEX generation and CI hardening features that appeal to security teams drowning in findings"}],"fixes":[{"model":"ChatGPT","fix":"Match JFrog’s mature artifact management, release governance, and runtime coverage"},{"model":"Claude","fix":"Grow ecosystem breadth and market presence so it's a default consideration rather than a challenger evaluated after the big names"},{"model":"Grok","fix":"Steeper learning curve and higher focus on depth vs. breadth/simplicity; may be overkill or less accessible for smaller teams or those needing quick lightweight scanning."}],"updated":"2026-07-14","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10","2026-07-14"],"ranks":[8,3,4,5,2,4]},"reasoning_shift":[{"model":"ChatGPT","from":"2026-07-09","to":"2026-07-10","added":[],"dropped":[{"t":"package firewall","q":"package firewall"},{"t":"upgrade impact analysis","q":"upgrade impact analysis"},{"t":"SBOM compliance","q":"SBOM/compliance"}]},{"model":"Claude","from":"2026-07-08","to":"2026-07-09","added":[{"t":"strong SBOM/VEX generation","q":"strong SBOM/VEX generation"},{"t":"grow ecosystem breadth","q":"Grow ecosystem breadth and market presence"},{"t":"default consideration","q":"a default consideration rather than a challenger evaluated after the big names"}],"dropped":[{"t":"strong secrets","q":"strong secrets"},{"t":"AI-generated-code provenance","q":"AI-generated-code provenance features"},{"t":"real-time malware detection","q":"stronger real-time malware/anomaly detection for newly published packages"}]}],"api":"https://modelsagree.com/api/v1/best/best-software-supply-chain-security-tool.json"}],"page":"https://modelsagree.com/product/endor-labs","check":"https://modelsagree.com/check?q=Endor%20Labs","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}