{"slug":"chainguard","name":"Chainguard","domain":"chainguard.dev","verdict":"As of 2026-07-14, ChatGPT, Claude, Gemini, Grok collectively rank Chainguard #2 of 11 for software supply chain security tool (one of 2 leaderboards it appears on). Source: https://modelsagree.com/product/chainguard (modelsagree.com, CC BY 4.0).","best_rank":2,"categories":2,"brief":{"category":"best-software-supply-chain-security-tool","title":"Best software supply chain security tool","rank":2,"of":11,"top":"Snyk","day":"2026-07-17","why":[{"t":"Hardened zero-CVE container images","m":["Claude","Gemini","ChatGPT"],"q":"Zero-CVE hardened container images"},{"t":"Signed provenance and SBOMs","m":["Claude","Gemini","ChatGPT"],"q":"signed provenance and SBOMs by default"},{"t":"Prevents risk at the source","m":["Claude","Gemini","ChatGPT"],"q":"Prevents risk rather than merely reporting it"},{"t":"Rapid rebuilds and patching","m":["Claude","Gemini","ChatGPT"],"q":"rapid rebuild pipeline"}],"gap":[{"t":"Broad language and ecosystem support","m":["ChatGPT","Claude","Gemini","Grok"],"q":"broad language and ecosystem support"},{"t":"Automated fix pull requests","m":["ChatGPT","Claude","Gemini"],"q":"automated pull requests for patches"},{"t":"Seamless developer workflow integrations","m":["ChatGPT","Claude","Grok"],"q":"seamless IDE and CI integration"}],"fix":[{"t":"Complete cross-SDLC platform","m":["ChatGPT","Claude","Gemini"],"q":"Expand beyond trusted artifacts into a complete cross-SDLC detection, governance, and remediation platform"},{"t":"Application-layer dependency risk","m":["Claude"],"q":"full application-layer dependency risk (npm/PyPI malicious-package detection)"},{"t":"Support non-containerized environments","m":["Gemini"],"q":"Extend its secure build and runtime guarantees to non-containerized application environments."}]},"entries":[{"slug":"best-software-supply-chain-security-tool","title":"Best software supply chain security tool","rank":2,"of":11,"score":12,"appearances":3,"modelRanks":{"ChatGPT":4,"Claude":1,"Gemini":1},"reason":"Zero-CVE hardened container images with signed provenance and SBOMs by default attack the problem at the source instead of scanning after the fact; Wolfi base images and rapid rebuild pipeline eliminate whole classes of vulnerability triage work, and enterprise adoption has made it the de facto secure-base-image standard","reasons":[{"model":"Claude","reason":"Zero-CVE hardened container images with signed provenance and SBOMs by default attack the problem at the source instead of scanning after the fact; Wolfi base images and rapid rebuild pipeline eliminate whole classes of vulnerability triage work, and enterprise adoption has made it the de facto secure-base-image standard"},{"model":"Gemini","reason":"Standardizes supply chain security at the source by providing hardened, zero-CVE container images (Wolfi) and automated SBOM signatures, eliminating the need to constantly patch base OS vulnerabilities."},{"model":"ChatGPT","reason":"Prevents risk rather than merely reporting it through minimal hardened images, rebuilt open-source packages, strong provenance, SBOMs, rapid patching, and SLSA-based build infrastructure"}],"fixes":[{"model":"ChatGPT","fix":"Expand beyond trusted artifacts into a complete cross-SDLC detection, governance, and remediation platform"},{"model":"Claude","fix":"Broaden beyond images and libraries into full application-layer dependency risk (npm/PyPI malicious-package detection) so teams don't need a second tool"},{"model":"Gemini","fix":"Extend its secure build and runtime guarantees to non-containerized application environments."}],"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":[2,2,1,1,4,null]},"reasoning_shift":[{"model":"ChatGPT","from":"2026-07-09","to":"2026-07-10","added":[{"t":"SLSA-based build infrastructure","q":"SLSA-based build infrastructure"},{"t":"cross-SDLC detection and governance","q":"cross-SDLC detection, governance, and remediation platform"}],"dropped":[{"t":"signatures","q":"signatures"},{"t":"secure-by-default artifacts","q":"secure-by-default open source artifacts"}]}],"api":"https://modelsagree.com/api/v1/best/best-software-supply-chain-security-tool.json"},{"slug":"best-artifact-registries-for-software-supply-chain-security","title":"Best artifact registries for software supply chain security","rank":9,"of":9,"score":1,"appearances":1,"modelRanks":{"Claude":5},"reason":"Minimal, continuously-rebuilt images with signed SBOMs and verifiable provenance by default; sets the highest bar for low-CVE, supply-chain-hardened distribution and pairs registry hosting with genuinely secure-by-default content.","reasons":[{"model":"Claude","reason":"Minimal, continuously-rebuilt images with signed SBOMs and verifiable provenance by default; sets the highest bar for low-CVE, supply-chain-hardened distribution and pairs registry hosting with genuinely secure-by-default content."}],"fixes":[{"model":"Claude","fix":"A curated hardened-image catalog and distribution service, not a general registry you push arbitrary artifacts into; migration effort and subscription cost, and it doesn't replace your own build artifact store."}],"updated":"2026-08-10","api":"https://modelsagree.com/api/v1/best/best-artifact-registries-for-software-supply-chain-security.json"}],"page":"https://modelsagree.com/product/chainguard","check":"https://modelsagree.com/check?q=Chainguard","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}