{"slug":"scancode-toolkit","name":"ScanCode Toolkit","domain":"scancode-toolkit.readthedocs.io","verdict":"As of 2026-08-23, ChatGPT, Claude, Gemini, Grok collectively rank ScanCode Toolkit #4 of 7 for open source license compliance tool. Source: https://modelsagree.com/product/scancode-toolkit (modelsagree.com, CC BY 4.0).","best_rank":4,"categories":1,"entries":[{"slug":"best-license-compliance-tool","title":"Best open source license compliance tool","rank":4,"of":7,"score":5,"appearances":2,"modelRanks":{"Claude":4,"Grok":3},"reason":"Best-in-class open-source license and copyright detection engine using full-text comparison rather than shallow patterns or metadata alone; supports 30+ package formats, source and binary, heavily tested, and serves as the detection core for many higher-level tools including ORT.","reasons":[{"model":"Grok","reason":"Best-in-class open-source license and copyright detection engine using full-text comparison rather than shallow patterns or metadata alone; supports 30+ package formats, source and binary, heavily tested, and serves as the detection core for many higher-level tools including ORT."},{"model":"Claude","reason":"Best-in-class open-source license and copyright detection at the file level, with accurate SPDX license-expression output; the de facto scanning engine others build on."}],"fixes":[{"model":"Claude","fix":"It is only a scanner — no policy engine, obligation tracking, or workflow — so it must be embedded in a larger process to deliver compliance."},{"model":"Grok","fix":"Pure scanner with no native policy engine, review workflow, or automated enforcement—must be wrapped by other tooling for complete compliance."}],"updated":"2026-08-23","api":"https://modelsagree.com/api/v1/best/best-license-compliance-tool.json"}],"page":"https://modelsagree.com/product/scancode-toolkit","check":"https://modelsagree.com/check?q=ScanCode%20Toolkit","updated":"2026-09-09T13:07:58.066Z","attribution":"modelsagree.com, CC BY 4.0"}