{"slug":"semgrep-secrets","name":"Semgrep Secrets","domain":"semgrep.dev","verdict":"As of 2026-07-14, ChatGPT, Claude, Gemini, Grok collectively rank Semgrep Secrets #6 of 7 for secrets scanning tool for code repositories. Source: https://modelsagree.com/product/semgrep-secrets (modelsagree.com, CC BY 4.0).","best_rank":6,"categories":1,"brief":{"category":"best-secrets-scanning-tool-for-code-repositories","title":"Best secrets scanning tool for code repositories","rank":6,"of":7,"top":"GitGuardian","day":"2026-07-19","why":[{"t":"Semantic code and data-flow analysis","m":["ChatGPT","Claude"],"q":"Semantic and data-flow analysis catches contextual secrets beyond regex"},{"t":"Secret detection and validation","m":["ChatGPT","Claude"],"q":"secret detection and validation"},{"t":"Unified AppSec coverage","m":["ChatGPT","Claude"],"q":"slots into an existing Semgrep SAST deployment for one-vendor AppSec coverage"}],"gap":[{"t":"Historical scanning","m":["ChatGPT"],"q":"historical scanning"},{"t":"Public-repo monitoring and honeytokens","m":["Claude"],"q":"strong public-repo monitoring, mature incident remediation workflows, and honeytokens that turn detection into active defense"},{"t":"Broad SDLC coverage","m":["ChatGPT","Grok"],"q":"broad SDLC coverage (repos, CI/CD, IaC, collab tools)"}],"fix":[{"t":"Expand detector and validator coverage","m":["ChatGPT","Claude"],"q":"Expand its built-in detector and validator coverage"},{"t":"Build out git-history archaeology","m":["Claude"],"q":"detector breadth and git-history archaeology still trail the dedicated secret-scanning specialists"}]},"entries":[{"slug":"best-secrets-scanning-tool-for-code-repositories","title":"Best secrets scanning tool for code repositories","rank":6,"of":7,"score":3,"appearances":2,"modelRanks":{"ChatGPT":4,"Claude":5},"reason":"Semantic and data-flow analysis catches contextual secrets beyond regex, while local validation, custom validators, PR feedback, and unified AppSec triage improve precision","reasons":[{"model":"ChatGPT","reason":"Semantic and data-flow analysis catches contextual secrets beyond regex, while local validation, custom validators, PR feedback, and unified AppSec triage improve precision"},{"model":"Claude","reason":"Combines semantic code analysis with secret detection and validation, deduplicates well, and slots into an existing Semgrep SAST deployment for one-vendor AppSec coverage"}],"fixes":[{"model":"ChatGPT","fix":"Expand its built-in detector and validator coverage to match the leaders"},{"model":"Claude","fix":"Build out standalone depth — detector breadth and git-history archaeology still trail the dedicated secret-scanning specialists"}],"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":[null,6,null,5,4,null]},"reasoning_shift":[{"model":"ChatGPT","from":"2026-07-09","to":"2026-07-10","added":[{"t":"Semantic and data-flow analysis","q":"Semantic and data-flow analysis catches contextual secrets beyond regex"},{"t":"Local and custom validation","q":"local validation, custom validators"},{"t":"PR feedback improves precision","q":"PR feedback, and unified AppSec triage improve precision"}],"dropped":[{"t":"Developer-friendly rules","q":"developer-friendly rules"},{"t":"Good CI ergonomics","q":"good CI ergonomics"}]}],"api":"https://modelsagree.com/api/v1/best/best-secrets-scanning-tool-for-code-repositories.json"}],"page":"https://modelsagree.com/product/semgrep-secrets","check":"https://modelsagree.com/check?q=Semgrep%20Secrets","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}