{"slug":"trivy","name":"Trivy","domain":"trivy.dev","verdict":"As of 2026-07-16, ChatGPT, Claude, Gemini, Grok collectively rank Trivy first for open-source container image scanner (one of 10 leaderboards it appears on). Source: https://modelsagree.com/product/trivy (modelsagree.com, CC BY 4.0).","best_rank":1,"categories":10,"brief":{"category":"best-container-image-vulnerability-scanner","title":"Best container image vulnerability scanner","rank":1,"of":9,"top":null,"day":"2026-07-16","why":[{"t":"De facto open-source standard","m":["Claude","Grok"],"q":"The de facto open-source standard from Aqua Security"},{"t":"Fast, versatile single binary","m":["ChatGPT","Claude","Gemini","Grok"],"q":"Exceptionally fast, versatile open-source scanner"},{"t":"Broadest scanning coverage","m":["ChatGPT","Claude","Gemini","Grok"],"q":"the broadest OS/language package coverage"},{"t":"Huge CI/CD integration ecosystem","m":["ChatGPT","Claude","Grok"],"q":"a huge integration ecosystem"}],"gap":[],"fix":[{"t":"Stronger release-pipeline security","m":["ChatGPT"],"q":"substantially stronger release-pipeline and maintainer-account security"},{"t":"Better reachability and exploitability context","m":["Claude"],"q":"better reachability/exploitability context"},{"t":"Built-in remediation and automated patching","m":["Gemini","Grok"],"q":"Add high-quality built-in remediation guidance and base image upgrade recommendations"}]},"entries":[{"slug":"best-open-source-container-image-scanner","title":"Best open-source container image scanner","rank":1,"of":5,"score":20,"appearances":4,"modelRanks":{"ChatGPT":1,"Claude":1,"Gemini":1,"Grok":1},"reason":"Best overall for most practitioners: fast, local-first, CI-friendly scanning of OS and language packages, plus SBOM, secrets, licenses, and image-configuration checks in one open-source tool.","reasons":[{"model":"ChatGPT","reason":"Best overall for most practitioners: fast, local-first, CI-friendly scanning of OS and language packages, plus SBOM, secrets, licenses, and image-configuration checks in one open-source tool."},{"model":"Claude","reason":"The de facto standard for good reason — one binary scans images, filesystems, git repos, IaC, secrets, and generates SBOMs; broad OS/language ecosystem coverage with a well-maintained vulnerability DB (Aqua-backed); first-class CI integrations (GitHub Action, GitLab template, Kubernetes operator) and fast, offline-capable scanning make it the best default for the typical DevOps practitioner."},{"model":"Gemini","reason":"High-performance, single-binary execution covering vulnerabilities, IaC, secrets, and licenses, making it the most versatile and easiest CLI to integrate."},{"model":"Grok","reason":"Single lightweight binary; scans container images, filesystems, Git repos, IaC (Terraform/K8s/etc.), secrets, licenses, and Kubernetes; frequent DB updates; excellent CI/CD integration and ease of use; broad real-world adoption as the versatile default for typical DevOps/practitioner workflows in 2026."}],"fixes":[{"model":"ChatGPT","fix":"Broad detection can create noisy findings, and third-party or self-compiled binaries remain a coverage gap."},{"model":"Claude","fix":"Breadth over depth — noisy results with limited built-in reachability/exploitability analysis, so triaging false positives across large fleets still requires tooling on top (VEX support helps but is immature in practice)."},{"model":"Gemini","fix":"Lacks native runtime context to filter out unreachable vulnerabilities, causing alert fatigue."},{"model":"Grok","fix":"Broader scope can introduce slightly higher overhead/false positives vs pure vuln-focused tools; not the absolute fastest for narrow CVE-only scans."}],"updated":"2026-07-16","api":"https://modelsagree.com/api/v1/best/best-open-source-container-image-scanner.json"},{"slug":"best-container-image-vulnerability-scanner","title":"Best container image vulnerability scanner","rank":1,"of":9,"score":16,"appearances":4,"modelRanks":{"ChatGPT":5,"Claude":1,"Gemini":1,"Grok":1},"reason":"The de facto open-source standard from Aqua Security — fast, free, scans images plus IaC, secrets, SBOMs and licenses in one binary, huge ecosystem integration (GitHub Actions, Harbor, k8s operators) and the broadest OS/language package coverage","reasons":[{"model":"Claude","reason":"The de facto open-source standard from Aqua Security — fast, free, scans images plus IaC, secrets, SBOMs and licenses in one binary, huge ecosystem integration (GitHub Actions, Harbor, k8s operators) and the broadest OS/language package coverage"},{"model":"Gemini","reason":"Exceptionally fast, versatile open-source scanner that detects OS packages, language dependencies, IaC misconfigurations, and secrets in a single binary."},{"model":"Grok","reason":"Dominant open-source leader with unmatched breadth (images + filesystems + IaC + K8s + secrets), frequent vuln DB updates, single-binary speed, and seamless CI/CD integrations driving highest adoption in 2026."},{"model":"ChatGPT","reason":"The most versatile free scanner, with fast local and CI image scanning plus vulnerability, SBOM, secret, license, and misconfiguration coverage across a huge integration ecosystem"}],"fixes":[{"model":"ChatGPT","fix":"Rebuild confidence with substantially stronger release-pipeline and maintainer-account security after its 2026 supply-chain compromise"},{"model":"Claude","fix":"Reduce noise with better reachability/exploitability context so teams aren't triaging hundreds of unprioritized CVEs"},{"model":"Gemini","fix":"Integrate native automated image-patching capabilities directly into the CLI tool."},{"model":"Grok","fix":"Add high-quality built-in remediation guidance and base image upgrade recommendations to reduce manual effort."}],"updated":"2026-07-10","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10"],"ranks":[1,1,1,1,5]},"reasoning_shift":[{"model":"Gemini","from":"2026-07-08","to":"2026-07-09","added":[{"t":"automated image-patching capabilities","q":"Integrate native automated image-patching capabilities directly into the CLI tool."}],"dropped":[{"t":"free local dashboard","q":"Provide a native, free local dashboard for visual analysis without requiring third-party integrations."}]}],"api":"https://modelsagree.com/api/v1/best/best-container-image-vulnerability-scanner.json"},{"slug":"best-sbom-generation-tools-for-container-images","title":"Best SBOM generation tools for container images","rank":2,"of":9,"score":16,"appearances":4,"modelRanks":{"ChatGPT":2,"Claude":2,"Gemini":2,"Grok":2},"reason":"Strongest all-in-one choice, combining container SBOM generation with vulnerability, secret, license, and misconfiguration scanning; simple CI integration and native CycloneDX/SPDX output make it especially valuable for small teams","reasons":[{"model":"ChatGPT","reason":"Strongest all-in-one choice, combining container SBOM generation with vulnerability, secret, license, and misconfiguration scanning; simple CI integration and native CycloneDX/SPDX output make it especially valuable for small teams"},{"model":"Claude","reason":"One tool for SBOM generation plus vulnerability, secret, and misconfig scanning, so teams already using it for container scanning get SBOMs with zero new tooling; solid CycloneDX/SPDX support, huge install base, and can scan the SBOMs it produces. Near-tie with Syft — Syft edges it on cataloger depth and format fidelity, Trivy wins on consolidation."},{"model":"Gemini","reason":"Excellent consolidation of vulnerability scanning, secret detection, IaC misconfigurations, and SBOM generation in a single execution, making it the most efficient choice to minimize tool sprawl in CI/CD."},{"model":"Grok","reason":"Fastest practical SBOM gen as side-effect of strong all-in-one scanning (images, layers, filesystems), excellent CI integration/speed for typical builds, solid CycloneDX/SPDX support + built-in vuln/license/secret scanning; default for many teams needing quick pipeline SBOMs without extra tools (assumption: 2026 practitioner values operational simplicity and speed highly)."}],"fixes":[{"model":"ChatGPT","fix":"Its 2026 supply-chain compromise materially raises deployment hygiene requirements—CI users must pin immutable versions and audit affected installations"},{"model":"Claude","fix":"SBOM quality is a side effect of its scanner heritage — output detail and format edge cases lag Syft, and it's less commonly the interchange format other tools expect."},{"model":"Gemini","fix":"Its SBOM outputs can lack the granular metadata richness and package-depth resolution provided by dedicated, single-purpose cataloging tools."}],"updated":"2026-07-17","api":"https://modelsagree.com/api/v1/best/best-sbom-generation-tools-for-container-images.json"},{"slug":"best-sbom-generators-for-container-images","title":"Best SBOM generators for container images","rank":2,"of":8,"score":16,"appearances":4,"modelRanks":{"ChatGPT":2,"Claude":2,"Gemini":2,"Grok":2},"reason":"Near-tie with Syft for practitioners wanting one tool for SBOMs, vulnerabilities, licenses, secrets, and misconfigurations; simple CI integration and solid SPDX/CycloneDX support.","reasons":[{"model":"ChatGPT","reason":"Near-tie with Syft for practitioners wanting one tool for SBOMs, vulnerabilities, licenses, secrets, and misconfigurations; simple CI integration and solid SPDX/CycloneDX support."},{"model":"Claude","reason":"One binary that does SBOM generation (CycloneDX and SPDX) plus vuln/secret/misconfig scanning, so teams get an all-in-one supply-chain tool with excellent CI ergonomics and strong OS+language coverage; can generate an SBOM and scan an existing SBOM, fitting both build-time and audit workflows. Widely embedded in registries and platforms."},{"model":"Gemini","reason":"Combines fast, accurate container image SBOM generation in CycloneDX and SPDX formats with built-in vulnerability scanning; near-tie with Syft for overall practitioner value due to single-tool convenience."},{"model":"Grok","reason":"Extremely fast single-binary SBOM generation from container images with solid component coverage close behind Syft; excellent CI/CD integration and multi-format (CycloneDX/SPDX) output as a side-effect of its scanner; zero-config convenience for the typical practitioner already scanning images"}],"fixes":[{"model":"ChatGPT","fix":"Its SBOMs contain Trivy-specific metadata needed for its most accurate downstream scanning, weakening cross-tool portability."},{"model":"Claude","fix":"SBOM fidelity is generally a notch below Syft's pure-cataloging depth for edge ecosystems, and the tool's breadth means SBOM is one feature among many rather than its sole focus."},{"model":"Gemini","fix":"Granular control over custom cataloging logic and advanced SBOM metadata tuning is less flexible than dedicated engines like Syft."},{"model":"Grok","fix":"Major March 2026 supply-chain compromise (malicious release + poisoned Actions) that enabled credential theft and downstream breaches permanently reduced trust for a security tool"}],"updated":"2026-08-10","rank_history":{"days":["2026-08-03","2026-08-10"],"ranks":[2,2]},"api":"https://modelsagree.com/api/v1/best/best-sbom-generators-for-container-images.json"},{"slug":"best-dependency-scanning-tools-for-open-source-maintainers","title":"Best dependency scanning tools for open-source maintainers","rank":2,"of":7,"score":13,"appearances":4,"modelRanks":{"ChatGPT":3,"Claude":4,"Gemini":3,"Grok":1},"reason":"Exceptional real-world balance of speed, accuracy, broad coverage (deps, containers, IaC, secrets), single binary ease, active maintenance with high contributor count/full-time backing, excellent CI integration and SBOM support; tops benchmarks and health scores for OSS practitioners needing reliable, zero-cost scanning without heavy setup.","reasons":[{"model":"Grok","reason":"Exceptional real-world balance of speed, accuracy, broad coverage (deps, containers, IaC, secrets), single binary ease, active maintenance with high contributor count/full-time backing, excellent CI integration and SBOM support; tops benchmarks and health scores for OSS practitioners needing reliable, zero-cost scanning without heavy setup."},{"model":"ChatGPT","reason":"Excellent zero-cost coverage across repositories, lockfiles, containers, SBOMs, licenses, misconfigurations, and secrets, with easy CI integration and strong value for projects shipping images"},{"model":"Gemini","reason":"It is a versatile, lightweight, and fast open-source scanner that goes beyond basic application dependencies to check container images, infrastructure-as-code configurations, and secrets in any CI environment. It is near-tied with OSV-Scanner for local CLI scanning versatility."},{"model":"Claude","reason":"Aqua's scanner covers dependencies plus containers, IaC, and licenses in one fast, free binary — ideal for maintainers who ship Docker images or Helm charts alongside libraries and want one tool in CI"}],"fixes":[{"model":"ChatGPT","fix":"Its breadth can produce more noise and configuration work than a dependency-focused service"},{"model":"Claude","fix":"Breadth over depth — its dependency advisories carry more false positives than OSV-Scanner and it offers no remediation PRs; overkill if you only maintain a library"},{"model":"Gemini","fix":"It lacks built-in automated patching and does not provide a native SaaS dashboard for vulnerability tracking over time without external integrations."},{"model":"Grok","fix":"Can be verbose on uncontrolled base images and requires DB caching for optimal CI performance (not ideal for ultra-minimalist one-off scans)."}],"updated":"2026-07-17","api":"https://modelsagree.com/api/v1/best/best-dependency-scanning-tools-for-open-source-maintainers.json"},{"slug":"best-infrastructure-as-code-security-scanners-for-ci-pipelines","title":"Best infrastructure-as-code security scanners for CI pipelines","rank":2,"of":7,"score":13,"appearances":3,"modelRanks":{"ChatGPT":2,"Claude":2,"Gemini":1},"reason":"Out-of-the-box integration of tfsec capabilities, fast compiled execution, and a single binary that scans IaC, container images, and SCA in a single CI step, making it the most efficient option for practitioners.","reasons":[{"model":"Gemini","reason":"Out-of-the-box integration of tfsec capabilities, fast compiled execution, and a single binary that scans IaC, container images, and SCA in a single CI step, making it the most efficient option for practitioners."},{"model":"ChatGPT","reason":"Exceptionally easy, fast CI adoption with strong Terraform, Kubernetes, Helm, CloudFormation, ARM, and Dockerfile checks plus secrets, dependencies, and container vulnerabilities in one binary."},{"model":"Claude","reason":"One fast binary that does IaC misconfig (it absorbed tfsec), plus container/dependency vulns, secrets, and SBOM — the best value-per-CI-minute for teams that want a single scanner step instead of four; Rego-based custom checks, excellent GitHub Actions/GitLab support, and Aqua keeps rules current; near-tie with Checkov, ranked second only because its IaC rule depth and graph awareness trail Checkov's"}],"fixes":[{"model":"ChatGPT","fix":"IaC analysis and policy depth are less comprehensive than Checkov’s; pin the binary or action by immutable digest because CI scanner supply-chain risk is consequential."},{"model":"Claude","fix":"IaC checks are shallower than dedicated engines (weaker cross-resource/module reasoning), so pure-IaC-focused teams give up detection depth for consolidation"},{"model":"Gemini","fix":"It does not offer built-in compliance dashboards, policy visualization, or multi-repository governance without upgrading to the paid Aqua security platform."}],"updated":"2026-07-18","rank_history":{"days":["2026-07-17","2026-07-18"],"ranks":[2,2]},"api":"https://modelsagree.com/api/v1/best/best-infrastructure-as-code-security-scanners-for-ci-pipelines.json"},{"slug":"best-policy-as-code-tools-for-terraform-ci-pipelines","title":"Best policy as code tools for Terraform CI pipelines","rank":2,"of":8,"score":10,"appearances":4,"modelRanks":{"ChatGPT":3,"Claude":4,"Gemini":4,"Grok":3},"reason":"Excellent value as a fast single-binary gate combining maintained Terraform checks, plan support, custom Rego policies, OCI-distributed policy bundles, and broader repository security scanning.","reasons":[{"model":"ChatGPT","reason":"Excellent value as a fast single-binary gate combining maintained Terraform checks, plan support, custom Rego policies, OCI-distributed policy bundles, and broader repository security scanning."},{"model":"Grok","reason":"Strong practical consolidator that inherits solid Terraform rules from tfsec, adds secrets detection and container/SBOM scanning in one binary, supports Rego customs, and runs with minimal CI friction; high value for teams already scanning images or seeking tool reduction while still gating Terraform plans"},{"model":"Claude","reason":"Fast, zero-config single binary with sensible misconfiguration defaults and clear remediation output, strong developer ergonomics, and it consolidates IaC, SCA, and image scanning in one tool — good fit for lean pipelines wanting quick signal."},{"model":"Gemini","reason":"Blazing-fast, single-binary scanner (integrating tfsec) that evaluates Terraform HCL and plan files alongside container images and secrets in a single lightweight CI step with near-zero runtime latency. Assumes pipeline speed and unified security scanning are top priorities."}],"fixes":[{"model":"ChatGPT","fix":"Terraform-specific policy authoring and complex cross-resource governance are less ergonomic than Checkov or a purpose-built Conftest policy layer."},{"model":"Claude","fix":"tfsec is absorbed/deprecated into Trivy and the Terraform-specific depth stalled; it's a scanner, not a real custom-policy engine, so complex org rules outgrow it. Near-tie with Checkov on the scanner axis — Checkov edges ahead on coverage breadth and custom-policy flexibility."},{"model":"Gemini","fix":"Expressiveness for complex multi-resource state logic is limited compared to OPA, making it poorly suited for custom non-security enterprise business logic."},{"model":"Grok","fix":"Cross-resource/graph analysis and Terraform-specific depth trail Checkov, so it is not the primary choice when pure IaC policy breadth is the dominant need"}],"updated":"2026-08-10","rank_history":{"days":["2026-08-03","2026-08-10"],"ranks":[4,3]},"api":"https://modelsagree.com/api/v1/best/best-policy-as-code-tools-for-terraform-ci-pipelines.json"},{"slug":"best-container-scanner-for-fedramp-compliance","title":"Best container scanner for FedRAMP compliance","rank":5,"of":10,"score":3,"appearances":2,"modelRanks":{"ChatGPT":5,"Claude":4},"reason":"The best open-source scanner for the job — fast, accurate, scans images/filesystems/IaC, generates SBOMs, embeds trivially in CI and admission control, and costs nothing, which matters for agencies and contractors who must scan everywhere without per-node licensing; widely accepted as scan evidence by 3PAOs when wrapped in documented process.","reasons":[{"model":"Claude","reason":"The best open-source scanner for the job — fast, accurate, scans images/filesystems/IaC, generates SBOMs, embeds trivially in CI and admission control, and costs nothing, which matters for agencies and contractors who must scan everywhere without per-node licensing; widely accepted as scan evidence by 3PAOs when wrapped in documented process."},{"model":"ChatGPT","reason":"Best open-source option: fast, portable, automation-friendly scanning for OS and application vulnerabilities, SBOMs, secrets, licenses, and misconfigurations, including offline and air-gapped workflows"}],"fixes":[{"model":"ChatGPT","fix":"It is a scanning engine rather than a FedRAMP compliance system, so organizations must build evidence retention, exception governance, continuous monitoring, and assessor-facing reporting around it"},{"model":"Claude","fix":"A CLI tool, not a compliance program — no centralized policy management, audit trail, RBAC, or FIPS-validated build, so you must build the FedRAMP evidence and governance layer yourself."}],"updated":"2026-07-16","api":"https://modelsagree.com/api/v1/best/best-container-scanner-for-fedramp-compliance.json"},{"slug":"best-software-supply-chain-security-tool","title":"Best software supply chain security tool","rank":8,"of":11,"score":4,"appearances":1,"modelRanks":{"Grok":2},"reason":"Extremely fast, versatile scanner for vulnerabilities, misconfigs, and SBOMs in containers, repos, and more; strong accuracy, broad ecosystem support, and ease of use make it a daily driver for many teams; excellent for shifting left without heavy setup.","reasons":[{"model":"Grok","reason":"Extremely fast, versatile scanner for vulnerabilities, misconfigs, and SBOMs in containers, repos, and more; strong accuracy, broad ecosystem support, and ease of use make it a daily driver for many teams; excellent for shifting left without heavy setup."}],"fixes":[{"model":"Grok","fix":"Less depth in advanced dependency reachability analysis or full supply chain provenance compared to specialized platforms (better as scanner than end-to-end governance)."}],"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,null,null,null,null,2]},"api":"https://modelsagree.com/api/v1/best/best-software-supply-chain-security-tool.json"},{"slug":"best-dependency-sca-scanner-for-open-source-risk","title":"Best dependency SCA scanner for open-source risk","rank":8,"of":9,"score":2,"appearances":1,"modelRanks":{"Claude":4},"reason":"Free, open source, fast, and everywhere — dependencies, containers, IaC, and SBOMs in one CLI that's become the default in CI pipelines; Aqua backing keeps the DB current","reasons":[{"model":"Claude","reason":"Free, open source, fast, and everywhere — dependencies, containers, IaC, and SBOMs in one CLI that's become the default in CI pipelines; Aqua backing keeps the DB current"}],"fixes":[{"model":"Claude","fix":"Add reachability/exploitability prioritization so results are triageable at scale instead of a raw CVE firehose"}],"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":[9,null,9,6,null,null]},"api":"https://modelsagree.com/api/v1/best/best-dependency-sca-scanner-for-open-source-risk.json"}],"page":"https://modelsagree.com/product/trivy","check":"https://modelsagree.com/check?q=Trivy","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}