{"slug":"socket","name":"Socket","domain":"socket.dev","verdict":"As of 2026-07-14, ChatGPT, Claude, Gemini, Grok collectively rank Socket #3 of 9 for dependency sca scanner for open-source risk (one of 3 leaderboards it appears on). Source: https://modelsagree.com/product/socket (modelsagree.com, CC BY 4.0).","best_rank":3,"categories":3,"brief":{"category":"best-dependency-sca-scanner-for-open-source-risk","title":"Best dependency SCA scanner for open-source risk","rank":3,"of":9,"top":"Snyk","day":"2026-07-17","why":[{"t":"Proactive supply-chain attack prevention","m":["Claude","Gemini"],"q":"focused on actual supply-chain attacks"},{"t":"Detects malware and risky behaviors","m":["Claude","Gemini"],"q":"flags malware, typosquats, hijacked maintainers, and risky behaviors"},{"t":"Beyond reactive CVE matching","m":["Claude","Gemini"],"q":"rather than just reactive CVE matching"}],"gap":[{"t":"Broad ecosystem coverage","m":["ChatGPT","Claude","Grok"],"q":"broad ecosystem coverage"},{"t":"Automated fix PRs","m":["ChatGPT","Claude","Gemini","Grok"],"q":"automated fix PRs"},{"t":"Deep developer-workflow integration","m":["ChatGPT","Claude","Gemini","Grok"],"q":"Deepest dev-workflow integration (IDE, PR checks, auto-fix PRs)"}],"fix":[{"t":"Mature compliance, SBOM, and license tooling","m":["Claude"],"q":"Mature its enterprise compliance/SBOM/license tooling"},{"t":"Expand language support","m":["Gemini"],"q":"Expand language support"},{"t":"Mature enterprise policy administration","m":["Gemini"],"q":"mature the enterprise policy administration features"}]},"entries":[{"slug":"best-dependency-sca-scanner-for-open-source-risk","title":"Best dependency SCA scanner for open-source risk","rank":3,"of":9,"score":7,"appearances":2,"modelRanks":{"Claude":2,"Gemini":3},"reason":"The only mainstream scanner focused on actual supply-chain attacks — flags malware, typosquats, hijacked maintainers, and risky behaviors (install scripts, network access) in real time, not just known CVEs","reasons":[{"model":"Claude","reason":"The only mainstream scanner focused on actual supply-chain attacks — flags malware, typosquats, hijacked maintainers, and risky behaviors (install scripts, network access) in real time, not just known CVEs"},{"model":"Gemini","reason":"Excellent proactive threat prevention against supply chain attacks, malware, and package telemetry anomalies rather than just reactive CVE matching."}],"fixes":[{"model":"Claude","fix":"Mature its enterprise compliance/SBOM/license tooling so it can be the single SCA platform rather than a layer on top of another one"},{"model":"Gemini","fix":"Expand language support and mature the enterprise policy administration features."}],"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":[7,3,6,2,null,null]},"reasoning_shift":[{"model":"Gemini","from":"2026-06-30","to":"2026-07-08","added":[{"t":"Expand language support","q":"Expand language support"},{"t":"Enterprise policy administration","q":"mature the enterprise policy administration features"}],"dropped":[{"t":"Traditional CVE management","q":"Improve its traditional CVE vulnerability management"},{"t":"License compliance governance","q":"license compliance governance features"}]}],"api":"https://modelsagree.com/api/v1/best/best-dependency-sca-scanner-for-open-source-risk.json"},{"slug":"best-dependency-scanning-tools-for-open-source-maintainers","title":"Best dependency scanning tools for open-source maintainers","rank":5,"of":7,"score":5,"appearances":3,"modelRanks":{"ChatGPT":4,"Claude":5,"Gemini":4},"reason":"Detects malicious or suspicious package behavior that ordinary CVE scanners miss, including install scripts, obfuscation, typosquatting, and risky dependency changes; especially valuable for npm-heavy projects","reasons":[{"model":"ChatGPT","reason":"Detects malicious or suspicious package behavior that ordinary CVE scanners miss, including install scripts, obfuscation, typosquatting, and risky dependency changes; especially valuable for npm-heavy projects"},{"model":"Gemini","reason":"It proactively scans for active supply chain attacks (such as typo-squatting, install scripts, and telemetry changes) rather than relying solely on historical CVE lists, blocking malicious packages before they are merged."},{"model":"Claude","reason":"The only entry catching what CVE-based scanners structurally miss — malicious packages, typosquats, hijacked maintainer accounts, and risky install scripts, analyzed at the point a PR adds a dependency; free for open source, and repeatedly proven in real npm/PyPI supply-chain incidents through 2025"}],"fixes":[{"model":"ChatGPT","fix":"Best coverage and workflow value are concentrated in supported package ecosystems, with advanced organizational capabilities tied to commercial plans"},{"model":"Claude","fix":"Complements rather than replaces a vulnerability scanner — narrower ecosystem coverage (strongest in npm/PyPI/Go) and its behavioral risk signals require human judgment on borderline flags"},{"model":"Gemini","fix":"Its deepest capabilities are limited to npm, PyPI, and Go ecosystems, and it can cause alert fatigue due to strict reporting on minor package telemetry shifts."}],"updated":"2026-07-17","api":"https://modelsagree.com/api/v1/best/best-dependency-scanning-tools-for-open-source-maintainers.json"},{"slug":"best-software-supply-chain-security-tool","title":"Best software supply chain security tool","rank":7,"of":11,"score":4,"appearances":1,"modelRanks":{"Claude":2},"reason":"Best-in-class detection of actual malicious packages (typosquats, hijacked maintainers, install-script exfiltration) using behavioral analysis rather than CVE lists, with proven catches of major npm/PyPI supply chain attacks and a low-friction GitHub-app install","reasons":[{"model":"Claude","reason":"Best-in-class detection of actual malicious packages (typosquats, hijacked maintainers, install-script exfiltration) using behavioral analysis rather than CVE lists, with proven catches of major npm/PyPI supply chain attacks and a low-friction GitHub-app install"}],"fixes":[{"model":"Claude","fix":"Deepen enterprise policy/compliance tooling (SBOM management, VEX, audit workflows) to displace incumbent SCA platforms in large orgs"}],"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":[5,7,6,4,null,null]},"reasoning_shift":[{"model":"Claude","from":"2026-07-08","to":"2026-07-09","added":[{"t":"Proven major attack catches","q":"proven catches of major npm/PyPI supply chain attacks"},{"t":"SBOM and VEX workflows","q":"SBOM management, VEX, audit workflows"},{"t":"Displace SCA platforms","q":"displace incumbent SCA platforms"}],"dropped":[{"t":"Broader ecosystem coverage","q":"across npm, PyPI, Go, Maven and more"},{"t":"Detection within minutes","q":"within minutes of publication"},{"t":"Artifact repository integration","q":"artifact repository integration"}]}],"api":"https://modelsagree.com/api/v1/best/best-software-supply-chain-security-tool.json"}],"page":"https://modelsagree.com/product/socket","check":"https://modelsagree.com/check?q=Socket","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}