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KICS

What ChatGPT, Claude, Gemini & Grok actually say · August 2026

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The verdict

KICS appears in 2 AI-ranked categories — best position #4 for infrastructure-as-code security scanners for ci pipelines.

Positioning brief — for the KICS team

Why the models put KICS at #4 for infrastructure-as-code security scanners for ci pipelines

  • very broad platform coverage GPT · Claude · Geminivery broad platform coverage
  • open source GPT · Claudeopen source without a commercial vendor's gravity
  • query-based extensibility GPT · Claude · Geminisimple query-based extensibility
  • complex query-based policy enforcement GPT · Claude · Geminicomplex query-based policy enforcement

What the models credit Checkov (#1) with — and don’t credit KICS

  • graph-based cross-resource analysis GPT · Claude · Grok · Geministrong graph-based cross-resource analysis
  • simple Python or YAML extensibility Claude · Geminisimple Python/YAML extensibility
  • strong CI ergonomics GPT · Claude · Grokstrong CI ergonomics

What would move the rank — the models’ fix lines, unified

  • triage and remediation polish lag GPTTriage, remediation, and organization-wide workflow polish lag
  • higher false-positive rate ClaudeHigher false-positive rate
  • steep learning curve Claude · Geministeep learning curve

Restructured from verbatim model output · nothing invented · every quote machine-verified

GPT #4Claude #4Gemini #4Grok

Strong open-source coverage across Terraform, Kubernetes, Helm, CloudFormation, Ansible, ARM, Bicep, Pulumi, Crossplane, Docker, and other formats, backed by an unusually large customizable query library.

Claude Checkmarx-backed, Apache-2.0, genuinely vendor-neutral with no upsell agenda; very broad platform coverage (Terraform, CloudFormation, Ansible, Docker, K8s, OpenAPI, Pulumi, Crossplane) and simple query-based extensibility — a solid pick for orgs that want open source without a commercial vendor's gravity

Gemini Advanced structural scanning built on Open Policy Agent (Rego) syntax, providing excellent multi-framework coverage (including Ansible and CloudFormation) for complex query-based policy enforcement.

Where KICS falls short, per the models

  • GPT Triage, remediation, and organization-wide workflow polish lag the leading commercial platforms and Checkov.
  • Claude Higher false-positive rate and less sophisticated context/graph analysis than Checkov, and its ecosystem/community momentum is smaller, so tuning burden lands on you
  • Gemini Writing and debugging custom rules in Rego presents a steep learning curve, making it unsuitable for teams without dedicated security engineering resources.

Poll history — On this board 2 of 2 polls since Jul 17 · now #4

#3#4

Top alternatives per the models: Checkov · Trivy · Snyk IaC · Wiz Code

GPT #5Claude Gemini #5Grok

An active open-source scanner with broad Terraform misconfiguration and compliance queries, plan scanning, custom Rego queries, parallel execution, and practical CI report formats.

Gemini Robust open-source IaC scanner by Checkmarx featuring thousands of pre-built OPA-based Rego queries for Terraform, automated remediation hints, and strong CI integration options. Assumes need for broad static security coverage across mixed IaC tools.

Where KICS falls short, per the models

  • GPT Its limited handling of unofficial or custom Terraform modules makes it less dependable for module-heavy estates.
  • Gemini Lacks sophisticated graph-based context analysis for dynamic inter-module dependencies and experiences performance slowdowns on massive repositories.

Poll history — On this board 1 of 2 polls since Aug 3 — off it in the latest

#7

Top alternatives per the models: Checkov · Trivy · Open Policy Agent · Conftest

Watch KICS

Boards re-poll weekly and the models change their minds. One short email only when KICS's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.

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KICS ranks #4 for best infrastructure-as-code security scanners for ci pipelines by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.

KICS — ranked #4 for Best infrastructure-as-code security scanners for CI pipelines by AI models on ModelsAgree
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Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology