{"slug":"aikido-security","name":"Aikido Security","domain":"aikido.dev","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank Aikido Security #4 of 8 for ai code security scanner (one of 2 leaderboards it appears on). Source: https://modelsagree.com/product/aikido-security (modelsagree.com, CC BY 4.0).","best_rank":4,"categories":2,"brief":{"category":"best-ai-code-security-scanner","title":"Best AI code security scanner","rank":4,"of":8,"top":"GitHub Copilot Autofix","day":"2026-07-17","why":[{"t":"Best value and breadth-per-dollar","m":["ChatGPT","Claude"],"q":"winning on breadth-per-dollar rather than SAST depth."},{"t":"Broad first-party, dependency, and IaC coverage","m":["ChatGPT","Claude"],"q":"across first-party code, dependencies and IaC"},{"t":"Low-noise scanning with AI Autofix PRs","m":["ChatGPT","Claude"],"q":"low-noise PR scanning plus reviewable, test-validated AutoFix pull requests"},{"t":"Simple without heavy AppSec administration","m":["ChatGPT","Claude"],"q":"unusually broad coverage without heavy AppSec administration"}],"gap":[{"t":"CodeQL mature data-flow analysis","m":["Claude","Gemini","Grok","ChatGPT"],"q":"CodeQL’s mature data-flow analysis"},{"t":"Deep native GitHub PR integration","m":["Claude","Gemini","Grok","ChatGPT"],"q":"Deep native integration into GitHub PR workflow"},{"t":"Zero pipeline setup","m":["Claude","Gemini"],"q":"zero pipeline setup"}],"fix":[{"t":"Less configurable and battle-tested","m":["ChatGPT"],"q":"Less configurable and battle-tested for highly specialized enterprise SAST programs"},{"t":"First-party analysis lacks SAST depth","m":["ChatGPT","Claude"],"q":"its first-party analysis is shallower than CodeQL/Semgrep"},{"t":"Security-mature organizations will outgrow it","m":["ChatGPT","Claude"],"q":"security-mature orgs will outgrow it."}]},"entries":[{"slug":"best-ai-code-security-scanner","title":"Best AI code security scanner","rank":4,"of":8,"score":6,"appearances":2,"modelRanks":{"ChatGPT":1,"Claude":5},"reason":"Best overall value: low-noise PR scanning plus reviewable, test-validated AutoFix pull requests across first-party code, dependencies and IaC; unusually broad coverage without heavy AppSec administration","reasons":[{"model":"ChatGPT","reason":"Best overall value: low-noise PR scanning plus reviewable, test-validated AutoFix pull requests across first-party code, dependencies and IaC; unusually broad coverage without heavy AppSec administration"},{"model":"Claude","reason":"Best value for small-to-mid teams — bundles SAST, secrets, IaC, and dependency scanning with AI Autofix that opens fix PRs, aggressive noise-filtering, and simple per-seat pricing; near-tie with Corgea, winning on breadth-per-dollar rather than SAST depth."}],"fixes":[{"model":"ChatGPT","fix":"Less configurable and battle-tested for highly specialized enterprise SAST programs than mature heavyweight suites"},{"model":"Claude","fix":"A consolidation play, not a depth play — its first-party analysis is shallower than CodeQL/Semgrep, so security-mature orgs will outgrow it."}],"updated":"2026-07-15","rank_history":{"days":["2026-07-13","2026-07-15"],"ranks":[5,null]},"api":"https://modelsagree.com/api/v1/best/best-ai-code-security-scanner.json"},{"slug":"best-ai-code-review-tools-for-finding-security-vulnerabilities","title":"Best AI code review tools for finding security vulnerabilities","rank":7,"of":8,"score":1,"appearances":1,"modelRanks":{"ChatGPT":5},"reason":"Strong value for lean teams needing SAST, dependency, secrets and IaC checks together, with reachability-based AI triage, confidence-scored fixes, rescanning, and IDE/PR delivery.","reasons":[{"model":"ChatGPT","reason":"Strong value for lean teams needing SAST, dependency, secrets and IaC checks together, with reachability-based AI triage, confidence-scored fixes, rescanning, and IDE/PR delivery."}],"fixes":[{"model":"ChatGPT","fix":"Its breadth comes at the cost of the rule customization and deepest code-analysis capabilities offered by specialist SAST platforms."}],"updated":"2026-08-08","api":"https://modelsagree.com/api/v1/best/best-ai-code-review-tools-for-finding-security-vulnerabilities.json"}],"page":"https://modelsagree.com/product/aikido-security","check":"https://modelsagree.com/check?q=Aikido%20Security","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}