{"slug":"snyk","name":"Snyk","domain":"snyk.io","verdict":"As of 2026-07-14, ChatGPT, Claude, Gemini, Grok collectively rank Snyk first for dependency sca scanner for open-source risk (one of 4 leaderboards it appears on). Source: https://modelsagree.com/product/snyk (modelsagree.com, CC BY 4.0).","best_rank":1,"categories":4,"brief":{"category":"best-dependency-sca-scanner-for-open-source-risk","title":"Best dependency SCA scanner for open-source risk","rank":1,"of":9,"top":null,"day":"2026-07-16","why":[{"t":"Best overall developer experience","m":["ChatGPT","Claude","Gemini","Grok"],"q":"Best overall developer experience"},{"t":"Broad ecosystem coverage","m":["ChatGPT","Claude","Grok"],"q":"broad ecosystem coverage"},{"t":"Strong proprietary vulnerability intelligence","m":["ChatGPT","Claude","Gemini"],"q":"strong proprietary vulnerability intelligence"},{"t":"Automated fix PRs","m":["ChatGPT","Claude","Gemini","Grok"],"q":"automated fix PRs"}],"gap":[],"fix":[{"t":"Make advanced features more affordable","m":["ChatGPT","Claude","Gemini"],"q":"make advanced features accessible to mid-market teams"},{"t":"Default-on reachability analysis","m":["ChatGPT","Claude"],"q":"default-on reachability analysis"}]},"entries":[{"slug":"best-dependency-sca-scanner-for-open-source-risk","title":"Best dependency SCA scanner for open-source risk","rank":1,"of":9,"score":20,"appearances":4,"modelRanks":{"ChatGPT":1,"Claude":1,"Gemini":1,"Grok":1},"reason":"Best overall developer experience, broad ecosystem coverage, strong proprietary vulnerability intelligence, reachability-aware prioritization, automated fix PRs, license governance, SBOM support, and deep IDE/SCM/CI integration","reasons":[{"model":"ChatGPT","reason":"Best overall developer experience, broad ecosystem coverage, strong proprietary vulnerability intelligence, reachability-aware prioritization, automated fix PRs, license governance, SBOM support, and deep IDE/SCM/CI integration"},{"model":"Claude","reason":"Deepest dev-workflow integration (IDE, PR checks, auto-fix PRs) with the broadest ecosystem coverage and a best-in-class proprietary vulnerability database that goes beyond CVE/NVD lag"},{"model":"Gemini","reason":"Market-leading developer integration, highly accurate vulnerability database, and automated remediation PRs with reachability analysis."},{"model":"Grok","reason":"Exceptional developer experience with IDE/SC M/CI integrations, broad language/ecosystem coverage, fast scans, automated fix PRs, and"}],"fixes":[{"model":"ChatGPT","fix":"Make advanced reachability and enterprise-grade prioritization consistently available across more languages and affordable tiers"},{"model":"Claude","fix":"Simplify its pricing and cut alert noise with default-on reachability analysis instead of gating prioritization behind higher tiers"},{"model":"Gemini","fix":"Lower the steep pricing barrier to make advanced features accessible to mid-market teams."}],"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":[1,1,1,1,1,1]},"reasoning_shift":[{"model":"Gemini","from":"2026-06-30","to":"2026-07-08","added":[{"t":"Remediation with reachability analysis","q":"automated remediation PRs with reachability analysis"},{"t":"Advanced features for mid-market teams","q":"make advanced features accessible to mid-market teams"}],"dropped":[{"t":"Reduce alert noise","q":"reduce alert noise"},{"t":"Reachability analysis needs improvement","q":"improving reachability analysis out-of-the-box"}]}],"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":1,"of":11,"score":12,"appearances":4,"modelRanks":{"ChatGPT":3,"Claude":3,"Gemini":3,"Grok":3},"reason":"Excellent developer experience, broad language and ecosystem support, strong vulnerability intelligence, reachability analysis, automated fix PRs, and seamless IDE and CI integration","reasons":[{"model":"ChatGPT","reason":"Excellent developer experience, broad language and ecosystem support, strong vulnerability intelligence, reachability analysis, automated fix PRs, and seamless IDE and CI integration"},{"model":"Claude","reason":"Broadest developer-first coverage across SCA, containers, IaC, and code with the largest vulnerability database, strong fix-PR automation, and mature integrations across every CI/IDE/SCM"},{"model":"Gemini","reason":"Excellent developer adoption due to actionable remediation paths, automated pull requests for patches, and extensive coverage across open-source libraries, container images, and IaC."},{"model":"Grok","reason":"Developer-centric SCA with strong remediation guidance, broad language/container/IaC coverage, and practical integration into IDEs/PRs/workflows; proven value in reducing noise and speeding fixes for typical engineering teams managing open-source heavy codebases."}],"fixes":[{"model":"ChatGPT","fix":"Make enterprise pricing and product packaging substantially simpler and more predictable"},{"model":"Claude","fix":"Cut false-positive noise with reachability analysis as good as newer rivals, since alert fatigue is the top reason teams churn"},{"model":"Gemini","fix":"Lower the licensing cost to make advanced pipeline security features accessible to mid-market and smaller organizations."},{"model":"Grok","fix":"Can generate higher volume of findings without as much reachability filtering as competitors; commercial pricing and potential for alert fatigue in very large monorepos."}],"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":[1,1,2,2,3,3]},"reasoning_shift":[{"model":"ChatGPT","from":"2026-07-09","to":"2026-07-10","added":[{"t":"simpler predictable enterprise pricing","q":"Make enterprise pricing and product packaging substantially simpler and more predictable"}],"dropped":[{"t":"container IaC and code coverage","q":"solid container/IaC/code coverage"},{"t":"artifact-repository and release-governance control","q":"Build deeper artifact-repository and release-governance control so it owns more of the production supply chain"}]},{"model":"Gemini","from":"2026-06-30","to":"2026-07-08","added":[{"t":"automated pull requests for patches","q":"automated pull requests for patches"},{"t":"container images, and IaC","q":"extensive coverage across open-source libraries, container images, and IaC"},{"t":"Lower the licensing cost","q":"Lower the licensing cost to make advanced pipeline security features accessible to mid-market and smaller organizations."}],"dropped":[{"t":"accurate software composition analysis","q":"accurate software composition analysis (SCA)"},{"t":"reachability analysis","q":"reachability analysis"},{"t":"cryptographic signature generation and provenance verification","q":"Integrate native cryptographic signature generation and policy-enforced pipeline provenance verification out of the box."}]}],"api":"https://modelsagree.com/api/v1/best/best-software-supply-chain-security-tool.json"},{"slug":"best-ai-code-security-scanner","title":"Best AI code security scanner","rank":2,"of":8,"score":13,"appearances":4,"modelRanks":{"ChatGPT":4,"Claude":3,"Gemini":2,"Grok":2},"reason":"Snyk Agent Fix uses an iterative agentic workflow to validate proposed fixes against Snyk's engine before PR generation, combined with comprehensive coverage of code, dependencies, and containers.","reasons":[{"model":"Gemini","reason":"Snyk Agent Fix uses an iterative agentic workflow to validate proposed fixes against Snyk's engine before PR generation, combined with comprehensive coverage of code, dependencies, and containers."},{"model":"Grok","reason":"Excellent developer-first experience with high-accuracy AI fixes in PRs/IDE; broad coverage including SCA/deps/containers; strong auto-fix rates and low noise for typical practitioner workflows; proven enterprise adoption and fast remediation (e.g., 12s avg fixes); works across SCMs."},{"model":"Claude","reason":"Mature developer-first SAST with genuinely validated AI remediation — DeepCode AI Fix checks generated patches against the analyzer before suggesting them, reducing hallucinated fixes; broad language coverage, IDE + PR integration, and a full platform (SCA, containers, IaC) around it."},{"model":"ChatGPT","reason":"Combines Snyk Code’s program analysis with generated patches that are rescanned before application; strong language support and integrated SAST/SCA PR workflows make it practical for mainstream development teams"}],"fixes":[{"model":"ChatGPT","fix":"PR-based Agent Fix remains comparatively immature and cannot handle inter-file fixes, limiting remediation of architectural vulnerabilities"},{"model":"Claude","fix":"Expensive at scale and the platform pushes bundle upsell; autofix coverage is uneven across languages, making it overkill for a small team that only wants PR scanning."},{"model":"Gemini","fix":"High enterprise-tier licensing costs and restrictive usage limits on smaller tiers make it expensive for small teams."},{"model":"Grok","fix":"Can have higher costs at scale and occasional false positives in complex code; less transparent rules than pure open-source options."}],"updated":"2026-07-15","rank_history":{"days":["2026-07-13","2026-07-15"],"ranks":[2,2]},"api":"https://modelsagree.com/api/v1/best/best-ai-code-security-scanner.json"},{"slug":"best-dependency-scanning-tools-for-open-source-maintainers","title":"Best dependency scanning tools for open-source maintainers","rank":6,"of":7,"score":3,"appearances":3,"modelRanks":{"ChatGPT":5,"Gemini":5,"Grok":5},"reason":"Mature dependency graph analysis, fix guidance, PR checks, reachability features, and a polished developer experience across major ecosystems; strongest here when maintainers qualify for useful free open-source access","reasons":[{"model":"ChatGPT","reason":"Mature dependency graph analysis, fix guidance, PR checks, reachability features, and a polished developer experience across major ecosystems; strongest here when maintainers qualify for useful free open-source access"},{"model":"Gemini","reason":"Offers open-source maintainers free access to its industry-leading Snyk Intel Vulnerability Database, which uncovers and documents zero-day threats and vulnerabilities long before they receive official CVE numbers, alongside a mature developer workflow."},{"model":"Grok","reason":"Superior developer experience with IDE/PR auto-fix suggestions, strong vuln database + reachability/license features, practical free tier value for many OSS maintainers transitioning to better remediation workflows."}],"fixes":[{"model":"ChatGPT","fix":"Free-tier limits and proprietary analysis make it less predictable and self-contained for budget-sensitive maintainers"},{"model":"Gemini","fix":"It places strict usage caps on private repositories under the free tier and pushes aggressive commercial upsells, which limits maintainers who operate mixed public-private models or transition to monetization."},{"model":"Grok","fix":"Commercial pricing scales for heavy use (free tier limits), less purely OSS-native than top options (not for strict no-vendor or air-gapped setups)."}],"updated":"2026-07-17","api":"https://modelsagree.com/api/v1/best/best-dependency-scanning-tools-for-open-source-maintainers.json"}],"page":"https://modelsagree.com/product/snyk","check":"https://modelsagree.com/check?q=Snyk","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}