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Security Scanners Arena

TruffleHog vs Trivy

TruffleHog wins · 149 (12 drawn)

Agenticness — how well agents can access and operate the productAgenticness

How well agents can access and operate the product

Agent access

  1. ai-native userPoint an agent at llms.txt or agent-oriented docs

    weight 2 · round to TruffleHog
    TruffleHogpartialprobed4/10

    llms.txt itself returns a 404, but the docs site serves markdown versions of pages (e.g. docs.md, pre-commit-hooks.md, customizing-detection.md) that an agent could fetch directly, showing some agent-oriented doc structure without a formal llms.txt manifest. missing for 10: a working llms.txt file, any explicit agent/LLM-consumption guidance, and confirmation these .md endpoints are documented as an intentional agent-facing interface.

    • [probe] PROBE llms.txt: HTTP 404 at https://trufflesecurity.com/llms.txt
    • [probe] PROBE docs-md: HTTP 200 at https://trufflesecurity.com/docs.md --- title: Choose your adventure slug: docs description: Compare TruffleHog O…
    • [claimed-docs] Pre-commit hooks are a useful way to prevent secrets in code from being pushed from a git repository.
    • [claimed-docs] The custom regex detector allows you to define your own detector using regular expressions with optional verification using a webhook.
    Trivynone0/10

    Probes confirm no llms.txt exists (404) and no agent-oriented docs format is available; while an MCP server exists (separate axis), there's no evidence of llms.txt or agent-native documentation being served.

    • [probe] PROBE llms.txt: HTTP 404 at https://trivy.dev/llms.txt
    • [probe] PROBE docs-md: HTTP 404 at https://trivy.dev/docs/latest/guide/.md
  2. ai-native userRun the product headlessly / in CI for automation

    weight 2 · round to Trivy
    TruffleHogfullclaimed7/10

    TruffleHog ships as a CLI and Docker image that can be invoked non-interactively (e.g. `trufflehog github --only-verified --repo ...`, `docker run ... trufflesecurity/trufflehog:latest github --org=...`) and supports automation-friendly flags like `--fail` and `--results=verified,unknown` for pipeline gating, plus pre-commit/pre-receive hook integration for git automation. missing for 10: explicit first-party CI/CD platform docs (e.g. GitHub Actions, GitLab CI templates) and independent hands-on confirmation of headless CI usage beyond docs.

    • [claimed-docs] trufflehog github --only-verified --repo https://github.com/trufflesecurity/test_keys
    • [claimed-docs] trufflehog git file://. --since-commit HEAD --results=verified,unknown --fail
    • [github] docker run --rm -it -v "$PWD:/pwd" trufflesecurity/trufflehog:latest github --org=trufflesecurity
    • [github] docker run --rm -it -v "$PWD:/pwd" trufflesecurity/trufflehog:latest github --repo https://github.com/trufflesecurity/test_keys
    • [claimed-docs] Pre-commit hooks are a useful way to prevent secrets in code from being pushed from a git repository.
    • [claimed-docs] This approach uses Git's `core.hooksPath` to apply hooks to all repositories without requiring any per-repository setup
    • [github] brew install trufflehog
    Trivyfullprobed9/10

    Trivy is a CLI-first tool distributed via brew/docker/binary with commands like `trivy image`, `trivy k8s --report summary`, designed for scripted/automated scanning, and community evidence confirms it's widely integrated into CI/CD pipelines ('super easy to integrate in every ci/cd pipeline', 'very easy to write automation around'). Missing for 10: no first-party CI-specific docs (e.g., GitHub Actions integration guide) cited in the pack, though community corroboration is strong.

    • [github] trivy k8s --report summary cluster
    • [github] Trivy is available in most common distribution channels. ... `brew install trivy` ... `docker run aquasec/trivy`
    • [community] I've had a great experience with Trivy, very solid tool, very easy to write automation around.
    • [community] we use AquaSec and it's absolutely the same engine. Trivy is so good we were tempted to drop AquaSec entirely as we only use it in our CI an…
    • [community] it's super easy to integrate in every ci/cd pipeline
    • [probe] official CLI documented at https://github.com/aquasecurity/trivy
  3. ai-native userUse an official CLI

    weight 2 · round drawn
    TruffleHogfullprobed8/10

    TruffleHog ships a well-documented official CLI (installable via brew/docker) with a rich set of subcommands and flags (git, github, scan, analyze, --include-detectors, --verify-detectors, --fail, --results) suitable for scripted/agentic invocation, and is explicitly used in automation contexts like pre-commit hooks and CI pipelines. Missing for 10: explicit documentation of machine-readable (JSON) output formats or exit-code semantics tailored for agent/automation consumption, and independent corroboration beyond vendor docs/GitHub.

    • [github] brew install trufflehog
    • [github] docker run --rm -it -v "$PWD:/pwd" trufflesecurity/trufflehog:latest github --org=trufflesecurity
    • [github] docker run --rm -it -v "$PWD:/pwd" trufflesecurity/trufflehog:latest github --repo https://github.com/trufflesecurity/test_keys
    • [claimed-docs] trufflehog git file://. --since-commit HEAD --results=verified,unknown --fail
    • [claimed-docs] ./trufflehog scan --config=config.yaml --include-detectors=AWS,GitHub
    • [claimed-docs] You can manually specify which detectors to use with the `--include-detectors` flag.
    • [claimed-docs] the `--verify-detectors` and `--no-verify-detectors` CLI flags can be used to configure detector-specific verification override settings
    • [probe] official CLI documented at https://github.com/trufflesecurity/trufflehog
    Trivyfullprobed8/10

    Trivy is fundamentally shipped as an official CLI (trivy image, trivy fs, trivy k8s, trivy aws) distributed via brew/docker/github release, and community reports confirm it is easy to script and integrate into CI/CD pipelines. Missing for 10: dedicated independent benchmarking of CLI ergonomics for AI-agent use cases and any first-party AI-specific CLI flags (the AI-native/natural-language angle is handled by the separate MCP server, not the core CLI itself).

    • [github] trivy k8s --report summary cluster
    • [github] Trivy is available in most common distribution channels. ... `brew install trivy` ... `docker run aquasec/trivy`
    • [probe] official CLI documented at https://github.com/aquasecurity/trivy
    • [claimed-docs] It detects known vulnerabilities in your container image... `$ trivy image [YOUR_IMAGE_NAME]`
    • [community] I've had a great experience with Trivy, very solid tool, very easy to write automation around.
    • [community] it's super easy to integrate in every ci/cd pipeline
  4. ai-native userDrive the product through a documented public API

    weight 3 · round to Trivy
    TruffleHognone0/10

    No evidence of a documented public API (REST/GraphQL/SDK) for programmatically driving TruffleHog; probes for llms.txt and openapi/swagger specs both 404, and only CLI flags/config and a webhook for custom-detector verification are documented, not a driving API.

    • [probe] PROBE llms.txt: HTTP 404 at https://trufflesecurity.com/llms.txt
    • [probe] PROBE openapi: all candidate paths 404 (https://trufflesecurity.com/openapi.json, https://trufflesecurity.com/swagger.json, https://truffles…
    • [claimed-docs] Verification is done via a webhook POST request to the provided `endpoint`.

    Trivy exposes a documented CLI and an official MCP server (trivy-mcp) that explicitly targets AI-agent/natural-language driving of scans, which fits the agenticness/AI-native story. However, probes confirm no OpenAPI/REST API or machine-readable API spec (openapi.json, swagger.json all 404) and no llms.txt, so there's no general-purpose documented public API beyond the CLI/MCP surface. Missing for 10: a formal OpenAPI/REST API spec, broader API documentation beyond MCP, and independent confirmation of MCP server reliability/adoption.

    • [claimed-docs] Natural Language Scanning: Ask questions about security issues in natural language
    • [claimed-docs] **Natural Language Scanning**: Ask questions about security issues in natural language
    • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…
    • [probe] PROBE openapi: all candidate paths 404 (https://trivy.dev/openapi.json, https://trivy.dev/swagger.json, https://trivy.dev/api/openapi.json, …
    • [probe] official MCP server documented at https://github.com/aquasecurity/trivy-mcp
    • [probe] PROBE llms.txt: HTTP 404 at https://trivy.dev/llms.txt
    • [github] Trivy is available in most common distribution channels. ... `brew install trivy` ... `docker run aquasec/trivy`
  5. ai-native userBuild against official SDKs

    weight 2 · round drawn
    TruffleHognone0/10

    The evidence pack documents TruffleHog's CLI, Docker image, detectors, and API-like analyzer features, but contains no mention of an official SDK (Python, JS, Go client library, etc.) for developers to build against; probes for OpenAPI specs also returned 404s, indicating no such offering.

    • [probe] PROBE openapi: all candidate paths 404 (https://trufflesecurity.com/openapi.json, https://trufflesecurity.com/swagger.json, https://truffles…
    • [github] brew install trufflehog
    • [claimed-docs] trufflehog github --only-verified --repo https://github.com/trufflesecurity/test_keys
    Trivynone0/10

    Trivy's evidence pack documents a CLI, container/filesystem scanning, SBOM generation, and an MCP server plugin, but no official language SDKs (Go/Python/JS client libraries) for developers to build against are mentioned anywhere; probes for llms.txt/openapi also return 404. missing for 10: any documented official SDK/client library, language-specific package for programmatic integration, API reference for building custom tooling.

    • [probe] PROBE openapi: all candidate paths 404 (https://trivy.dev/openapi.json, https://trivy.dev/swagger.json, https://trivy.dev/api/openapi.json, …
    • [probe] PROBE llms.txt: HTTP 404 at https://trivy.dev/llms.txt
    • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…
    • [github] Trivy is available in most common distribution channels. ... `brew install trivy` ... `docker run aquasec/trivy`
  6. ai-native userSubscribe to events via webhooks

    weight 2 · round to TruffleHog
    TruffleHogpartialprobed4/10

    Docs mention routing findings to webhooks and setting up alerts across chosen platforms, indicating an outbound webhook notification capability exists, but there is no detailed documentation of webhook subscription/configuration, payload schema, or an API/OpenAPI spec (probe shows no OpenAPI found) to confirm depth of support. missing for 10: documented webhook configuration/subscription API, payload schema examples, independent/hands-on confirmation.

    • [claimed-docs] Route findings to Slack, Jira, email, or webhooks so the right people can act on them.
    • [claimed-docs] TruffleHog continuously tracks the status of all key types to identify whether remediation has occurred. Set up alerts across the platform o…
    • [claimed-docs] TruffleHog continuously tracks the status of all key types to identify whether remediation has occurred. Set up alerts across the platform o…
    • [probe] PROBE openapi: all candidate paths 404 (https://trufflesecurity.com/openapi.json, https://trufflesecurity.com/swagger.json, https://truffles…
    Trivynone0/10

    Trivy is a CLI security scanner with an MCP server for AI querying, but there is no evidence of webhook subscription/event notification capability anywhere in the docs, GitHub repo, or probes. missing for 10: any webhook API/endpoint, event subscription mechanism, or documentation of push-based notifications.

    • [probe] PROBE openapi: all candidate paths 404 (https://trivy.dev/openapi.json, https://trivy.dev/swagger.json, https://trivy.dev/api/openapi.json, …
    • [github] trivy k8s --report summary cluster
    • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…

Agentic features

  1. ai-native userGet AI-generated insights and suggestions from my data inside the product

    weight 2 · round to Trivy
    TruffleHognone0/10

    TruffleHog is a secrets-scanning/detection tool; the evidence pack describes verification, classification, and analyzer features but no AI-generated insights, summaries, or suggestions surfaced to users—no LLM-based feature is mentioned anywhere.

      Trivy ships an official MCP server (trivy-mcp) that lets AI tools query scan results via natural language ('Ask questions about security issues in natural language'), which enables AI-generated interaction with Trivy's data, but the evidence never shows Trivy itself producing AI-generated insights, remediation suggestions, or summaries beyond raw scan results being queryable. missing for 10: evidence of AI-generated remediation/insight suggestions produced by Trivy itself, first-party docs detailing what kind of AI reasoning the MCP server enables beyond Q&A, independent hands-on validation of the natural-language feature.

      • [claimed-docs] Natural Language Scanning: Ask questions about security issues in natural language
      • [claimed-docs] **Natural Language Scanning**: Ask questions about security issues in natural language
      • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…
      • [probe] official MCP server documented at https://github.com/aquasecurity/trivy-mcp
    • ai-native userSet up automations that run autonomously in the background

      weight 2 · round to TruffleHog
      TruffleHogpartialclaimed5/10

      TruffleHog supports background automation in the sense of continuous monitoring of sources (Git, Jira, Slack, etc.), hosted/self-hosted scanning, and automated alert routing (Slack, Jira, webhooks) that can run unattended, which fits the 'runs autonomously in the background' part of the story. However, this is generic security-scanning automation, not an AI-agent-specific or LLM-orchestrated automation framework, and there's no evidence of agent-triggered workflows, scheduling APIs, or AI-native orchestration hooks beyond CI/pre-commit hooks and continuous monitoring. Missing for 10: explicit AI-agent/LLM-triggered automation setup, scheduling/orchestration API for autonomous runs, and independent confirmation that background monitoring runs reliably unattended.

      • [github] Are you interested in continuously monitoring Git, Jira, Slack, Confluence, Microsoft Teams, Sharepoint (and more) for credentials?
      • [github] continuously monitoring Git, Jira, Slack, Confluence, Microsoft Teams, Sharepoint (and more) for credentials
      • [claimed-docs] TruffleHog continuously tracks the status of all key types to identify whether remediation has occurred. Set up alerts across the platform o…
      • [claimed-docs] TruffleHog continuously tracks the status of all key types to identify whether remediation has occurred. Set up alerts across the platform o…
      • [claimed-docs] Deploy hosted or self-hosted scanners, scan your critical systems for secrets, and notify the right teams to remediate and rotate.
      • [claimed-docs] Choose hosted (managed by Truffle Security) or self-hosted (running in your environment).
      • [claimed-docs] Route findings to Slack, Jira, email, or webhooks so the right people can act on them.

      Trivy is a CLI scanner that community evidence shows is easy to wire into CI/CD pipelines (trivy-comm-14) and it ships an MCP server (trivy-docs-13, trivy-probe-4) that lets agentic tools invoke scans via natural language, which supports background/automated invocation by an AI agent. However there is no documented native scheduler, daemon mode, or first-party 'autonomous background job' feature — automation depends entirely on external CI/cron infrastructure. Missing for 10: evidence of built-in scheduling/daemon mode, first-party autonomous trigger/orchestration docs, and independent confirmation of unattended long-running automation.

      • [community] it's super easy to integrate in every ci/cd pipeline
      • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…
      • [probe] official MCP server documented at https://github.com/aquasecurity/trivy-mcp
      • [claimed-docs] Natural Language Scanning: Ask questions about security issues in natural language

    Api quality

    1. ai-native userExplore an interactive API reference with runnable examples

      weight 2 · round drawn
      TruffleHognone0/10

      TruffleHog is a CLI/scanning tool with docs and CLI examples, but there is no evidence of an interactive API reference (e.g., Swagger/OpenAPI explorer) with runnable examples; the openapi probe explicitly returned 404s for all candidate API spec paths and no interactive docs are mentioned.

      • [probe] PROBE openapi: all candidate paths 404 (https://trufflesecurity.com/openapi.json, https://trufflesecurity.com/swagger.json, https://truffles…
      • [probe] PROBE llms.txt: HTTP 404 at https://trufflesecurity.com/llms.txt
      Trivynone0/10

      Trivy is a CLI security scanner with no public API reference; probes confirm no OpenAPI/Swagger spec exists (trivy-probe-3) and no llms.txt (trivy-probe-1). There is no evidence of any interactive API reference with runnable examples.

      • [probe] PROBE openapi: all candidate paths 404 (https://trivy.dev/openapi.json, https://trivy.dev/swagger.json, https://trivy.dev/api/openapi.json, …
      • [probe] PROBE llms.txt: HTTP 404 at https://trivy.dev/llms.txt
    2. ai-native userDownload a machine-readable API spec (OpenAPI or equivalent)

      weight 2 · round drawn
      TruffleHognone0/10

      A direct probe for OpenAPI/swagger endpoints returned 404 for all candidate paths, and no evidence anywhere in the pack points to a downloadable machine-readable API spec.

      • [probe] PROBE openapi: all candidate paths 404 (https://trufflesecurity.com/openapi.json, https://trufflesecurity.com/swagger.json, https://truffles…
      Trivynone0/10

      Trivy is a CLI/scanner tool, not an API-driven service, but the story asks specifically for a downloadable machine-readable API spec; probes explicitly confirm no OpenAPI/swagger spec exists at any expected location and no llms.txt either. No evidence of any published API spec anywhere in the evidence pack.

      • [probe] PROBE openapi: all candidate paths 404 (https://trivy.dev/openapi.json, https://trivy.dev/swagger.json, https://trivy.dev/api/openapi.json, …
      • [probe] PROBE llms.txt: HTTP 404 at https://trivy.dev/llms.txt
    3. ai-native userTest against a sandbox environment without touching production data

      weight 1 · round drawn
      TruffleHognone0/10

      TruffleHog's evidence only shows a demo scan against a public 'test_keys' GitHub repo used to illustrate CLI usage, not a dedicated sandbox/test environment for AI-native agents to validate behavior without touching production systems or secrets. There is no mention of an isolated sandbox mode, mock API, or non-production testing environment tailored for agentic use.

      • [claimed-docs] trufflehog github --only-verified --repo https://github.com/trufflesecurity/test_keys
      • [github] docker run --rm -it -v "$PWD:/pwd" trufflesecurity/trufflehog:latest github --repo https://github.com/trufflesecurity/test_keys
      Trivynone0/10

      The evidence pack shows Trivy scans real filesystems, images, repos, and IaC configs, and even documents an MCP plugin and CLI, but nothing describes a dedicated sandbox/test environment or non-production test mode that isolates it from production data. No mention of dry-run, mock targets, or staging environment support exists anywhere in the pack.

      • ai-native userRely on versioned APIs with a documented deprecation policy

        weight 2 · round drawn
        TruffleHognone0/10

        No evidence of versioned APIs or a documented deprecation policy; probe results show no OpenAPI spec found (404s across all candidate paths), and no docs mention API versioning or deprecation practices.

        • [probe] PROBE openapi: all candidate paths 404 (https://trufflesecurity.com/openapi.json, https://trufflesecurity.com/swagger.json, https://truffles…
        Trivynone0/10

        No evidence of versioned APIs or a documented deprecation policy; probes show no OpenAPI spec, and docs evidence never mentions API versioning or deprecation guarantees.

        • [probe] PROBE openapi: all candidate paths 404 (https://trivy.dev/openapi.json, https://trivy.dev/swagger.json, https://trivy.dev/api/openapi.json, …

      Automation depth — how much of the product can run unattendedAutomation depth

      How much of the product can run unattended

      1. ai-native userPerform bulk operations across many items at once

        weight 2 · round drawn
        TruffleHogpartialclaimed5/10

        TruffleHog can scan across many sources at once (whole orgs, multiple repos, Docker images, Slack, Jira, Confluence, filesystems, etc.) and supports batch verification/classification of hundreds of secret types, which is a form of bulk operation. However, this is bulk *scanning*, not general-purpose bulk operations across arbitrary 'items' in an AI-native/automation sense (e.g., no evidence of bulk remediation, bulk API-driven item processing, or agent-orchestrated batch workflows beyond scanning). missing for 10: evidence of bulk actions beyond scanning (e.g., bulk remediation/rotation across many secrets programmatically), AI-agent-oriented batch orchestration, and independent confirmation of bulk-scale performance at scale.

        • [claimed-docs] TruffleHog scans beyond code repositories to identify secrets hidden in comments, Docker images, and more.
        • [claimed-docs] TruffleHog can look for secrets in many places including git, chats, wikis, logs, api testing platforms, object stores, filesystems and more
        • [github] Are you interested in continuously monitoring Git, Jira, Slack, Confluence, Microsoft Teams, Sharepoint (and more) for credentials?
        • [github] continuously monitoring Git, Jira, Slack, Confluence, Microsoft Teams, Sharepoint (and more) for credentials
        • [claimed-docs] trufflehog classifies over 800 secret types, mapping them back to the specific identity they belong to
        • [claimed-docs] for every secret trufflehog can classify, it can also log in to confirm if that secret is live or not

        Trivy's CLI supports scanning multiple targets (images, filesystems, repos) and cluster-wide scans (e.g., trivy k8s cluster), and community evidence confirms it's easy to script and integrate into CI/CD pipelines for batch automation. However, there's no explicit documentation of a dedicated bulk/batch API, parallel multi-target job orchestration, or native support for processing large lists of items in one invocation beyond shell-level scripting. missing for 10: documented bulk/batch processing API, evidence of parallelized multi-target scanning at scale, first-party guidance on bulk operations beyond single-target CLI invocations.

        • [github] trivy k8s --report summary cluster
        • [community] I've had a great experience with Trivy, very solid tool, very easy to write automation around.
        • [community] it's super easy to integrate in every ci/cd pipeline
        • [claimed-docs] Trivy will look for vulnerabilities based on lock files such as Gemfile.lock and package-lock.json.
      2. ai-native userDefine rules that trigger actions automatically on events

        weight 3 · round to TruffleHog
        TruffleHogpartialclaimed6/10

        TruffleHog supports event-driven automation via pre-commit/pre-receive git hooks that block commits/pushes containing secrets, custom detectors with webhook-based verification, and routing of findings to Slack/Jira/email/webhooks with continuous monitoring and alerting when remediation occurs. This is real rule-triggered action but it's scoped narrowly to secret-detection events rather than a general-purpose rule engine where arbitrary conditions map to arbitrary actions. Missing for 10: a documented general rules/policy engine with configurable conditions beyond hooks and webhooks, and independent hands-on confirmation that alerting/webhook routing works end-to-end in practice.

        • [claimed-docs] Pre-commit hooks are a useful way to prevent secrets in code from being pushed from a git repository.
        • [claimed-docs] trufflehog git file://. --since-commit HEAD --results=verified,unknown --fail
        • [claimed-docs] This approach uses Git's `core.hooksPath` to apply hooks to all repositories without requiring any per-repository setup
        • [claimed-docs] If you run your own git server, consider the pre-receive hook option which can block commits with secrets from being accepted.
        • [claimed-docs] Route findings to Slack, Jira, email, or webhooks so the right people can act on them.
        • [claimed-docs] TruffleHog continuously tracks the status of all key types to identify whether remediation has occurred. Set up alerts across the platform o…
        • [claimed-docs] Verification is done via a webhook POST request to the provided `endpoint`.
        • [claimed-docs] The custom regex detector allows you to define your own detector using regular expressions with optional verification using a webhook.
        Trivynone0/10

        Trivy is a scanner run on-demand or in CI pipelines; the evidence shows no rule-based/event-triggered automation engine (e.g., defining rules that fire actions on events) within Trivy itself—only scan integrations into CI/CD and an MCP server for querying results conversationally. No evidence of a rules engine or event-driven action system.

        Ci precommit — stories about ci precommit in this arenaCi precommit

        Stories about ci precommit in this arena

        Agent scanning

        1. ai-native userHave an agent run a scan headlessly via the CLI, parse machine-readable results, and file issues for real findings

          weight 3 · round to Trivy
          TruffleHogpartialclaimed5/10

          TruffleHog's CLI clearly supports headless, scriptable scanning (e.g. `trufflehog git ... --results=verified,unknown --fail`, `--include-detectors`, `--verify-detectors`) and Docker/CI usage patterns are well documented, and Enterprise routing to Jira/Slack/webhooks is mentioned. However, there is no evidence of a structured/JSON machine-readable output flag, nor any documented mechanism for the CLI itself to file issues (e.g. GitHub issue creation) based on findings. Missing for 10: explicit machine-readable output format documentation, and evidence of automated issue-filing integration from CLI results.

          • [claimed-docs] trufflehog git file://. --since-commit HEAD --results=verified,unknown --fail
          • [claimed-docs] this trufflehog invocation will force verification for AWS and Buildkite secrets, irrespective of whether the configured sources have their …
          • [claimed-docs] the `--verify-detectors` and `--no-verify-detectors` CLI flags can be used to configure detector-specific verification override settings
          • [claimed-docs] Deploy hosted or self-hosted scanners, scan your critical systems for secrets, and notify the right teams to remediate and rotate.
          • [claimed-docs] Route findings to Slack, Jira, email, or webhooks so the right people can act on them.
          • [github] docker run --rm -it -v "$PWD:/pwd" trufflesecurity/trufflehog:latest github --org=trufflesecurity

          Trivy is a CLI-first scanner explicitly designed for headless CI use, with documented commands (trivy image/fs) and structured output formats like SBOM (CycloneDX/SPDX), and community reports confirm it's 'super easy to integrate in every ci/cd pipeline' and easy to script automation around. However, the evidence pack lacks explicit documentation of JSON/table output flags for machine parsing, and there's no evidence of built-in issue-filing/ticketing integration (that would require external glue code an agent would write). missing for 10: explicit --format json output docs, native issue-tracker filing integration, independent validation of an agent successfully parsing results end-to-end.

          • [claimed-docs] It detects known vulnerabilities in your container image.
          • [claimed-docs] Trivy will look for vulnerabilities based on lock files such as Gemfile.lock and package-lock.json.
          • [claimed-docs] Trivy can generate the following SBOM formats. * [CycloneDX](#cyclonedx) * [SPDX](#spdx)
          • [github] trivy k8s --report summary cluster
          • [github] Trivy is available in most common distribution channels. ... `brew install trivy` ... `docker run aquasec/trivy`
          • [community] I've had a great experience with Trivy, very solid tool, very easy to write automation around.
          • [community] it's super easy to integrate in every ci/cd pipeline
        2. ai-native userWire the scanner into my coding agent so AI-generated code is scanned for issues before it lands

          weight 2 · round to Trivy
          TruffleHogpartialclaimed5/10

          TruffleHog ships well-documented pre-commit and pre-receive git hooks (trufflehog-docs-5, -13, -19, -20, -26, -30, -31) that scan code for secrets before it is committed, which can technically catch AI-generated code paths through standard git hooks or CI. However there is no evidence of any specific integration point for coding agents (e.g., an MCP server, IDE/agent plugin, or agent-specific pre-generation hook) — it's a generic pre-commit mechanism, not an AI-agent-aware wiring. Missing for 10: explicit coding-agent/AI-tool integration (MCP server, agent plugin, or IDE hook), evidence of scanning AI-generated code specifically, and independent confirmation the pre-commit flow works well with agent-driven commit workflows.

          • [claimed-docs] Pre-commit hooks are a useful way to prevent secrets in code from being pushed from a git repository.
          • [claimed-docs] trufflehog git file://. --since-commit HEAD --results=verified,unknown --fail
          • [claimed-docs] This approach uses Git's `core.hooksPath` to apply hooks to all repositories without requiring any per-repository setup
          • [claimed-docs] Husky is a popular tool for managing Git hooks in JavaScript/Node.js projects.
          • [claimed-docs] In rare cases, you may need to bypass pre-commit hooks: `git commit --no-verify -m "Your commit message"`
          • [claimed-docs] If you run your own git server, consider the pre-receive hook option which can block commits with secrets from being accepted.
          • [claimed-docs] git commit --no-verify -m "Your commit message"

          Trivy ships an official MCP server (trivy-mcp) that integrates with VS Code and other MCP-enabled tools, letting coding agents invoke Trivy's scanning and query results in natural language — a direct fit for wiring into an AI coding agent. However, evidence is limited to first-party docs with no independent hands-on account of this specific workflow catching AI-generated code issues pre-merge. Missing for 10: independent/hands-on validation of the MCP integration in real agent workflows, and specifics on scanning AI-generated code specifically before it lands (e.g., pre-commit/pre-merge gating via the agent).

          • [claimed-docs] Natural Language Scanning: Ask questions about security issues in natural language
          • [claimed-docs] **Natural Language Scanning**: Ask questions about security issues in natural language
          • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…
          • [probe] official MCP server documented at https://github.com/aquasecurity/trivy-mcp

        Ci gates

        1. devops-leadRun scans in CI on every pull request and fail the build on new findings via exit codes

          weight 3 · round to TruffleHog
          TruffleHogpartialclaimed6/10

          TruffleHog docs show the `--fail` flag (trufflehog-docs-13) which exits non-zero on findings, and Docker/CLI invocations suitable for CI pipelines (trufflehog-gh-2, trufflehog-gh-6), plus verified-only filtering to reduce noise. However, the evidence is framed around pre-commit/pre-receive hooks rather than an explicit CI-on-PR integration (e.g., GitHub Actions example, diffing against base branch for 'new findings only'), and there's no first-party CI pipeline template or independent confirmation of CI usage. missing for 10: explicit CI/PR pipeline example (e.g. GitHub Actions workflow), documentation of scanning only new commits in a PR diff context, and independent/hands-on confirmation of CI fail-on-new-finding behavior.

          • [claimed-docs] trufflehog git file://. --since-commit HEAD --results=verified,unknown --fail
          • [github] docker run --rm -it -v "$PWD:/pwd" trufflesecurity/trufflehog:latest github --org=trufflesecurity
          • [github] docker run --rm -it -v "$PWD:/pwd" trufflesecurity/trufflehog:latest github --repo https://github.com/trufflesecurity/test_keys
          • [claimed-docs] Pre-commit hooks are a useful way to prevent secrets in code from being pushed from a git repository.
          • [claimed-docs] If you run your own git server, consider the pre-receive hook option which can block commits with secrets from being accepted.

          Evidence confirms Trivy is widely used in CI/CD pipelines and is 'super easy to integrate' (trivy-comm-14, trivy-comm-11), and its scanning targets (image, filesystem, git) support PR-triggered scans, but the pack lacks any documentation of exit-code flags, fail-on-new-findings logic, or CI-specific configuration (e.g., GitHub Actions, exit-code thresholds). Missing for 10: explicit docs on --exit-code / --exit-on-eol flags, examples of failing CI builds on new vs. baseline findings, and first-party GitHub Actions/pipeline integration guides.

          • [community] it's super easy to integrate in every ci/cd pipeline
          • [community] I've had a great experience with Trivy, very solid tool, very easy to write automation around.
          • [claimed-docs] It detects known vulnerabilities in your container image.
          • [claimed-docs] Trivy scans any container image, filesystem and git repository to detect exposed secrets like passwords, api keys, and tokens. Secret scanni…
        2. developerSee scan findings surfaced as pull-request comments or checks in GitHub or GitLab

          weight 2 · round drawn
          TruffleHognone0/10

          Evidence covers pre-commit hooks, pre-receive hooks, CLI scanning, and routing findings to Slack/Jira/email/webhooks, but there is no mention of PR comments or status checks in GitHub or GitLab CI workflows.

            Trivynone0/10

            No evidence in the pack mentions PR/MR comments, GitHub/GitLab checks, or CI annotation integration; the pack only covers scanning targets, SBOM, MCP server, and unrelated security incidents. This is a plausible capability for a scanner (via CI actions), so the axis applies, but absence of evidence means 'none' rather than 'na'.

            Pre commit

            1. developerRun the scanner as a pre-commit hook so secrets and issues never enter my git history

              weight 3 · round to TruffleHog
              TruffleHogfullclaimed9/10

              TruffleHog has dedicated first-party documentation for pre-commit hooks, including a specific example invocation (`trufflehog git file://. --since-commit HEAD --results=verified,unknown --fail`), guidance on repo-wide setup via `core.hooksPath`, Husky integration, a pre-receive hook alternative for server-side enforcement, and even the bypass flag (`--no-verify`) — directly matching the story of preventing secrets from entering git history at commit time. Missing for 10: independent/community hands-on confirmation that the pre-commit workflow works smoothly in practice (community evidence is mostly about unrelated aspects like licensing and other scanners).

              • [claimed-docs] Pre-commit hooks are a useful way to prevent secrets in code from being pushed from a git repository.
              • [claimed-docs] trufflehog git file://. --since-commit HEAD --results=verified,unknown --fail
              • [claimed-docs] This approach uses Git's `core.hooksPath` to apply hooks to all repositories without requiring any per-repository setup
              • [claimed-docs] Husky is a popular tool for managing Git hooks in JavaScript/Node.js projects.
              • [claimed-docs] In rare cases, you may need to bypass pre-commit hooks: `git commit --no-verify -m "Your commit message"`
              • [claimed-docs] If you run your own git server, consider the pre-receive hook option which can block commits with secrets from being accepted.
              • [claimed-docs] git commit --no-verify -m "Your commit message"
              • [claimed-docs] Use pre-commit and pre-receive hooks so that developers can prevent leaked keys in the first place.
              Trivynone0/10

              Evidence shows Trivy scans secrets and filesystems and is easy to integrate into CI/CD generally, but no documentation or mention of a pre-commit hook framework integration (e.g., .pre-commit-hooks.yaml) is provided in the evidence pack.

              Coverage accuracy — stories about coverage accuracy in this arenaCoverage accuracy

              Stories about coverage accuracy in this arena

              Coverage

              1. developerScan projects across all the major languages and package ecosystems my organization uses

                weight 2 · round to Trivy
                TruffleHogpartialclaimed5/10

                TruffleHog scans raw content (git repos, filesystems, Docker images, chats, wikis, logs, object stores) rather than parsing by programming language, so it inherently ignores language/ecosystem boundaries for secret detection, and docs confirm broad source-type coverage beyond code repos. However there is no explicit documentation enumerating support across major languages or package-ecosystem-specific scanning (e.g., dependency manifests, language-specific SBOM/package files), so coverage-accuracy across ecosystems is implied rather than demonstrated. Missing for 10: explicit language/ecosystem coverage claims, package-manifest-aware scanning, and independent verification that all major ecosystems are handled equally well.

                • [claimed-docs] TruffleHog scans beyond code repositories to identify secrets hidden in comments, Docker images, and more.
                • [claimed-docs] TruffleHog can look for secrets in many places including git, chats, wikis, logs, api testing platforms, object stores, filesystems and more
                • [github] Are you interested in continuously monitoring Git, Jira, Slack, Confluence, Microsoft Teams, Sharepoint (and more) for credentials?
                • [github] continuously monitoring Git, Jira, Slack, Confluence, Microsoft Teams, Sharepoint (and more) for credentials

                Trivy documents scanning of container images, filesystems, and git repos for vulnerabilities via lock files (e.g., Gemfile.lock, package-lock.json), plus secrets, misconfigurations, licenses, and SBOM generation—covering many languages/ecosystems and package managers broadly. However, the evidence pack lacks an explicit enumerated list of 'all major languages/ecosystems' supported, and one community report notes a runtime panic on a specific scan type (AWS scanning), suggesting coverage gaps or bugs in some scan modes. missing for 10: an authoritative full list of supported languages/package managers, independent verification of breadth across ecosystems, and confirmation that edge-case scans (e.g., cloud scanning) are reliable.

                • [claimed-docs] It detects known vulnerabilities in your container image.
                • [claimed-docs] Trivy will look for vulnerabilities based on lock files such as Gemfile.lock and package-lock.json.
                • [claimed-docs] Trivy scans any container image, filesystem and git repository to detect exposed secrets like passwords, api keys, and tokens. Secret scanni…
                • [claimed-docs] Trivy provides built-in checks to detect configuration issues in popular Infrastructure as Code files, such as: Docker, Kubernetes, Terrafor…
                • [claimed-docs] Trivy scans any container image for license files and offers an opinionated view on the risk associated with the license.
                • [claimed-docs] Trivy can generate the following SBOM formats. * [CycloneDX](#cyclonedx) * [SPDX](#spdx)
                • [community] Just tried it: ./trivy aws --region us-east-1 -> panic: runtime error: invalid memory address or nil pointer dereference. Posted a Github is…
                • [community] I would kill for an all-in-one solution where I work... today we use a different scanner for every single type of scan we perform, and it's …

              Output formats

              1. developerEmit scan results in machine-readable formats like JSON or SARIF for downstream tooling

                weight 2 · round drawn
                TruffleHognone0/10

                The evidence pack describes scanning capabilities, verification, and CLI flags extensively, but no citation mentions JSON, SARIF, or any specific machine-readable output format for downstream tooling integration. Absence of evidence for this applicable capability yields 'none'.

                  Trivynone0/10

                  The evidence pack shows Trivy generates SBOM formats (CycloneDX/SPDX) and integrates well with CI/CD, but nowhere documents the --format flag or explicit JSON/SARIF vulnerability-scan output that this story asks about. missing for 10: explicit documentation of JSON/SARIF output format flags for vulnerability/misconfiguration scan results, any example of SARIF file generation, and confirmation of downstream tool consumption (e.g., GitHub Code Scanning integration).

                  • [community] I would kill for an all-in-one solution where I work... today we use a different scanner for every single type of scan we perform, and it's …
                  • [community] it's super easy to integrate in every ci/cd pipeline

                Openness — open source, data portability, and self-hosting storiesOpenness

                Open source, data portability, and self-hosting stories

                1. ai-native userExport all of my data in open formats and leave

                  weight 3 · round to Trivy
                  TruffleHognone0/10

                  The evidence covers scanning, detection, verification, and hosted/self-hosted deployment options, but there is no documentation of any data export feature, open export format, or migration/exit path for users of the hosted platform or CLI findings store.

                    Trivy generates SBOMs and scan reports in open, interoperable standards (CycloneDX, SPDX) rather than proprietary formats, and being open-source/self-hosted there is inherently no vendor lock-in to escape from. However, there's no explicit documentation framing this as 'exporting all your data to leave' — it's a scanner tool, not a data-storing platform, so the story is only partially applicable and evidenced. Missing for 10: explicit statement about exporting full scan history/config, independent corroboration that these formats are freely portable across tools, and clarity on what 'all data' means for a stateless CLI scanner.

                    • [claimed-docs] Trivy can generate the following SBOM formats. * [CycloneDX](#cyclonedx) * [SPDX](#spdx)
                    • [claimed-docs] Trivy can generate the following SBOM formats.
                    • [claimed-docs] Trivy can generate the following SBOM formats. * CycloneDX * SPDX
                    • [claimed-docs] Trivy can generate SBOM for local projects.
                  • ai-native userRead the product's source under an open license

                    weight 2 · round to TruffleHog
                    TruffleHogfullprobed7/10

                    TruffleHog's source is hosted publicly on GitHub (trufflehog-gh-1..8) and community discussion confirms it is licensed under AGPL (v3, shifted from GPL) — an OSI-recognized open license, satisfying the ability to read the source under an open license. Missing for 10: no direct citation of a LICENSE file or official docs statement confirming license terms, and no independent corroboration beyond the HN comment.

                    • [community] Note that v3 shifts to AGPL, from GPL in prior versions. Doesn't bother me personally, but I know a lot of companies won't touch AGPL'd proj…
                    • [github] brew install trufflehog
                    • [probe] official CLI documented at https://github.com/trufflesecurity/trufflehog

                    Trivy's source is hosted publicly on GitHub (aquasecurity/trivy) and its own site describes it as an 'open source vulnerability scanning' tool, implying an open license, but no evidence pack item explicitly cites a license file (e.g., Apache-2.0) or license text. Missing for 10: explicit license identifier/citation, confirmation of license terms (permissions, redistribution), and independent corroboration of license compliance.

                    • [github] trivy k8s --report summary cluster
                    • [github] Trivy is available in most common distribution channels. ... `brew install trivy` ... `docker run aquasec/trivy`
                    • [claimed-docs] After evaluating several leading options for open source vulnerability scanning, Trivy really stood out
                    • [probe] official CLI documented at https://github.com/aquasecurity/trivy
                  • ai-native userSelf-host the core product

                    weight 3 · round to TruffleHog
                    TruffleHogfullclaimed8/10

                    TruffleHog is open source (CLI installable via brew/Docker/GitHub) and docs explicitly offer a self-hosted deployment option distinct from the hosted/managed offering, with getting-started guidance for running your own scanner. Missing for 10: detailed self-hosting infrastructure/deployment docs (e.g., Kubernetes/Helm charts, scaling guidance) and independent hands-on confirmation of self-hosting the full platform (vs just the OSS CLI).

                    • [claimed-docs] Deploy hosted or self-hosted scanners, scan your critical systems for secrets, and notify the right teams to remediate and rotate.
                    • [claimed-docs] Choose hosted (managed by Truffle Security) or self-hosted (running in your environment).
                    • [claimed-docs] By the end, you'll have a running scanner, your first source connected, and findings flowing into the web UI.
                    • [github] brew install trufflehog
                    • [github] docker run --rm -it -v "$PWD:/pwd" trufflesecurity/trufflehog:latest github --org=trufflesecurity
                    Trivyfullprobed7/10

                    Trivy is an open-source CLI/binary distributed via package managers and Docker images, meaning the core scanning engine runs entirely on the user's own infrastructure with no mandatory SaaS dependency, satisfying the self-hosting expectation for an AI-native user who wants full control over the tool. Missing for 10: explicit documentation of a self-hosted 'Trivy Server' mode/architecture for shared caching, and independent hands-on confirmation of air-gapped/offline self-hosted deployments.

                    • [github] Trivy is available in most common distribution channels. ... `brew install trivy` ... `docker run aquasec/trivy`
                    • [probe] official CLI documented at https://github.com/aquasecurity/trivy
                    • [claimed-docs] After evaluating several leading options for open source vulnerability scanning, Trivy really stood out

                  Privacy posture — data-handling and privacy storiesPrivacy posture

                  Data-handling and privacy stories

                  1. ai-native userControl data retention and deletion

                    weight 2 · round drawn
                    TruffleHognone0/10

                    TruffleHog is a secrets-scanning tool (self-hosted or hosted scanner); the evidence pack shows scanning, detection, verification, and alerting capabilities but contains no mention of data retention policies, deletion controls, or user-facing settings for managing stored scan data/findings lifecycle. Since TruffleHog does offer a hosted enterprise option (docs-28), retention/deletion controls are a fair question but no evidence confirms them.

                      Trivynone0/10

                      No evidence describes any data retention, storage duration, or deletion controls for Trivy's scan results, cache, vulnerability DB, or MCP interactions; the docs focus solely on scanning capabilities and CLI/MCP setup, not privacy/retention policy.

                      • ai-native userOpt out of telemetry and usage tracking

                        weight 2 · round drawn
                        TruffleHognone0/10

                        No evidence pack item mentions telemetry, usage tracking, or any opt-out mechanism/flag for TruffleHog; the docs cover secret scanning features but are silent on data collection practices.

                          Trivynone0/10

                          No evidence pack item mentions telemetry, usage tracking, or an opt-out mechanism for Trivy or its MCP server; the axis is plausible for a CLI/MCP tool but no documentation confirms or denies it.

                          Sast rules — stories about sast rules in this arenaSast rules

                          Stories about sast rules in this arena

                          Custom rules

                          1. security-engineerWrite custom static-analysis rules in a simple syntax and share them across repositories

                            weight 2 · round to TruffleHog
                            TruffleHogpartialclaimed5/10

                            TruffleHog supports 'custom regex detectors' defined in a config file with optional webhook verification, which is a form of custom rule authoring in a simple (regex/YAML) syntax, and these config files can in principle be reused across scans/repos via `--config=config.yaml`. However, this is scoped narrowly to secret-detection regex patterns rather than general static-analysis rules, and there is no documented feature for centrally sharing/distributing these custom detector configs across repositories (e.g. a rule registry or team-wide rule sync). Missing for 10: broader SAST rule language beyond regex, explicit cross-repo rule-sharing/distribution mechanism, and independent evidence of teams using this for rule sharing.

                            • [claimed-docs] The custom regex detector allows you to define your own detector using regular expressions with optional verification using a webhook.
                            • [claimed-docs] Verification is done via a webhook POST request to the provided `endpoint`.
                            • [claimed-docs] ./trufflehog scan --config=config.yaml --include-detectors=AWS,GitHub
                            • [claimed-docs] You can manually specify which detectors to use with the `--include-detectors` flag.
                            Trivynone0/10

                            Trivy's evidence covers vulnerability, misconfiguration, secret, license, and SBOM scanning, but there is no mention of a custom rule-writing syntax (e.g., Rego/OPA policies) or a mechanism for sharing custom rules across repositories in this evidence pack.

                            Fix suggestions

                            1. developerApply suggested or automatic code fixes for findings instead of only reading reports

                              weight 2 · round drawn
                              TruffleHognone0/10

                              TruffleHog is a secrets-detection/scanning tool that finds, verifies, and reports on exposed secrets, and notifies teams to rotate/remediate them manually; there is no evidence of any auto-fix, patch-suggestion, or code-remediation capability—only alerting, tracking remediation status, and pre-commit/pre-receive blocking.

                              • [claimed-docs] TruffleHog continuously tracks the status of all key types to identify whether remediation has occurred. Set up alerts across the platform o…
                              • [claimed-docs] TruffleHog continuously tracks the status of all key types to identify whether remediation has occurred. Set up alerts across the platform o…
                              • [claimed-docs] Pre-commit hooks are a useful way to prevent secrets in code from being pushed from a git repository.
                              • [claimed-docs] If you run your own git server, consider the pre-receive hook option which can block commits with secrets from being accepted.
                              Trivynone0/10

                              Trivy is purely a scanner that detects vulnerabilities, misconfigurations, secrets, and licenses and reports findings; there is no evidence of any suggested-fix or auto-remediation capability in the docs, CLI, or MCP integration, which only supports natural-language querying of scan results.

                              • [claimed-docs] It detects known vulnerabilities in your container image.
                              • [claimed-docs] Trivy provides built-in checks to detect configuration issues in popular Infrastructure as Code files, such as: Docker, Kubernetes, Terrafor…
                              • [claimed-docs] Trivy scans any container image, filesystem and git repository to detect exposed secrets like passwords, api keys, and tokens. Secret scanni…
                              • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…

                            Secret detection — stories about secret detection in this arenaSecret detection

                            Stories about secret detection in this arena

                            Custom detection

                            1. security-engineerDefine custom detection rules for my organization's internal token and secret formats

                              weight 2 · round to TruffleHog
                              TruffleHogfullclaimed9/10

                              TruffleHog explicitly supports custom regex detectors for defining organization-specific secret formats, with optional webhook-based verification (trufflehog-docs-6, trufflehog-docs-27), plus CLI flags to include/exclude detectors and control verification (trufflehog-docs-7, trufflehog-docs-14, trufflehog-docs-21). This is documented first-party capability directly matching the story. Missing for 10: independent/community corroboration specifically of the custom-detector feature working in practice (community evidence in the pack discusses licensing/comparisons, not custom rules).

                              • [claimed-docs] The custom regex detector allows you to define your own detector using regular expressions with optional verification using a webhook.
                              • [claimed-docs] Verification is done via a webhook POST request to the provided `endpoint`.
                              • [claimed-docs] You can manually specify which detectors to use with the `--include-detectors` flag.
                              • [claimed-docs] ./trufflehog scan --config=config.yaml --include-detectors=AWS,GitHub
                              • [claimed-docs] the `--verify-detectors` and `--no-verify-detectors` CLI flags can be used to configure detector-specific verification override settings
                              Trivynone0/10

                              Evidence confirms Trivy has built-in secret scanning for passwords, API keys, and tokens (trivy-docs-3, trivy-docs-10), but nothing in the pack describes an ability for users to define custom regex/rules for organization-specific token formats. Missing for 10: any documentation of custom secret rule configuration, regex pattern definition, or allow/deny-list rule authoring.

                              • [claimed-docs] Trivy scans any container image, filesystem and git repository to detect exposed secrets like passwords, api keys, and tokens. Secret scanni…
                              • [claimed-docs] Trivy scans any container image, filesystem and git repository to detect exposed secrets like passwords, api keys, and tokens.

                            Secret scanning

                            1. developerScan a repository and its full git history for hardcoded secrets and credentials

                              weight 3 · round to TruffleHog
                              TruffleHogfullclaimed9/10

                              TruffleHog's core documented functionality is scanning git repos (and full history via commands like `trufflehog github --repo ...`) for hardcoded secrets, with 800+ detectors and live verification, corroborated by both official docs and GitHub README. Community commentary criticizes maturity/hype but does not contradict the core git-history scanning capability. Missing for 10: independent hands-on benchmark of full-history scan accuracy/performance beyond vendor docs.

                              • [claimed-docs] trufflehog github --only-verified --repo https://github.com/trufflesecurity/test_keys
                              • [github] docker run --rm -it -v "$PWD:/pwd" trufflesecurity/trufflehog:latest github --repo https://github.com/trufflesecurity/test_keys
                              • [claimed-docs] TruffleHog™ is a secrets scanning tool that digs deep into your code repositories to find secrets, passwords, and sensitive keys.
                              • [claimed-docs] TruffleHog classifies over 800 secret types, mapping them back to the specific identity they belong to.
                              • [github] For every secret TruffleHog can classify, it can also log in to confirm if that secret is live or not.
                              • [claimed-docs] trufflehog git file://. --since-commit HEAD --results=verified,unknown --fail

                              Trivy explicitly supports secret scanning across filesystem, container image, and git repository targets, enabled by default (trivy-docs-3, trivy-docs-10). However, the evidence never confirms that this scan traverses the full git commit history (e.g., detecting secrets committed and later removed) rather than just the current working tree/HEAD state. Missing for 10: explicit documentation or demonstration of full git-history secret scanning, independent verification of history-depth coverage.

                              • [claimed-docs] Trivy scans any container image, filesystem and git repository to detect exposed secrets like passwords, api keys, and tokens. Secret scanni…
                              • [claimed-docs] Trivy scans any container image, filesystem and git repository to detect exposed secrets like passwords, api keys, and tokens.
                              • [claimed-docs] it stores analysis results, using the latest commit hash as the key.
                            2. security-engineerScan non-git sources like S3 buckets, Docker images, and CI logs for leaked secrets

                              weight 2 · round to Trivy
                              TruffleHogdisputedcontradicted4/10

                              TruffleHog's docs claim broad non-git scanning coverage including Docker images, object stores, filesystems, and logs (trufflehog-docs-12, trufflehog-docs-18), but there is no first-party evidence naming S3 or CI logs specifically, and independent community evidence directly contradicts the Docker-image claim: a user reported they 'couldn't find anything comparable to Trufflehog for Docker images' and built their own tool instead (trufflehog-comm-6). Missing for 10: explicit named support/examples for S3 buckets and CI log scanning, and independent corroboration that Docker image scanning actually works as documented.

                              • [claimed-docs] TruffleHog scans beyond code repositories to identify secrets hidden in comments, Docker images, and more.
                              • [claimed-docs] TruffleHog can look for secrets in many places including git, chats, wikis, logs, api testing platforms, object stores, filesystems and more
                              • [community] I couldn't find anything comparable to Trufflehog for Docker images, even though I have constantly read articles about 'secrets discovered i…

                              Trivy's secret scanner explicitly supports container images, filesystem, and git repositories (trivy-docs-3, trivy-docs-10), covering the 'Docker images' part of the story, but there is no evidence of secret scanning for S3 buckets or CI logs specifically. A 'trivy aws' subcommand exists (trivy-comm-15) but it's shown crashing and is not documented as a secret-detection target. missing for 10: documented S3 bucket secret scanning, documented CI log secret scanning, and hands-on confirmation these non-git sources work reliably.

                              • [claimed-docs] Trivy scans any container image, filesystem and git repository to detect exposed secrets like passwords, api keys, and tokens. Secret scanni…
                              • [claimed-docs] Trivy scans any container image, filesystem and git repository to detect exposed secrets like passwords, api keys, and tokens.
                              • [community] Just tried it: ./trivy aws --region us-east-1 -> panic: runtime error: invalid memory address or nil pointer dereference. Posted a Github is…
                            3. security-engineerHave detected secrets verified against the issuing service so I know which ones are live

                              weight 2 · round to TruffleHog
                              TruffleHogfullclaimed9/10

                              TruffleHog's core credential verification feature logs into the issuing service to confirm if a secret is live, with CLI flags (--only-verified, --verify-detectors) and docs/README consistently describing this capability across hundreds of detectors. missing for 10: independent hands-on benchmark confirming verification accuracy/false-positive rates at scale.

                              • [claimed-docs] trufflehog github --only-verified --repo https://github.com/trufflesecurity/test_keys
                              • [claimed-docs] for every secret trufflehog can classify, it can also log in to confirm if that secret is live or not
                              • [github] For every secret TruffleHog can classify, it can also log in to confirm if that secret is live or not.
                              • [claimed-docs] the `--verify-detectors` and `--no-verify-detectors` CLI flags can be used to configure detector-specific verification override settings
                              • [claimed-docs] this trufflehog invocation will force verification for AWS and Buildkite secrets, irrespective of whether the configured sources have their …
                              • [claimed-docs] TruffleHog classifies over 800 secret types, mapping them back to the specific identity they belong to.
                              Trivynone0/10

                              Trivy's docs describe detecting secrets (passwords, API keys, tokens) via pattern-based scanning, but there is no evidence of any feature that verifies detected secrets against the issuing service (e.g., calling an API to check if a credential is still active/live). No mention of live-verification capability anywhere in the evidence pack.

                              • [claimed-docs] Trivy scans any container image, filesystem and git repository to detect exposed secrets like passwords, api keys, and tokens. Secret scanni…
                              • [claimed-docs] Trivy scans any container image, filesystem and git repository to detect exposed secrets like passwords, api keys, and tokens.

                            Triage noise — stories about triage noise in this arenaTriage noise

                            Stories about triage noise in this arena

                            Ai triage

                            1. ai-native userUse AI to triage findings — explaining them, deduplicating, and flagging likely false positives

                              weight 3 · round to Trivy
                              TruffleHognone0/10

                              TruffleHog's evidence shows credential verification, classification, and permission analysis (analyzer) to reduce false positives, but none of this involves AI/LLM-based explanation, deduplication, or triage of findings — it's rule-based verification, not AI reasoning. No mention of AI, LLM, or natural-language explanation features appears anywhere in the pack.

                              • [claimed-docs] for every secret trufflehog can classify, it can also log in to confirm if that secret is live or not
                              • [claimed-docs] TruffleHog Analyze evaluates access patterns to identify a secret’s metadata, permissions, and resources.
                              • [github] instead of sending one request to check if the secret can log in, TruffleHog can send many requests to learn everything there is to know abo…
                              • [claimed-docs] TruffleHog classifies over 800 secret types, mapping them back to the specific identity they belong to.

                              Trivy's official MCP server (trivy-mcp) enables natural-language querying/explanation of scan findings via AI-enabled tools like VS Code, which supports the 'explaining findings' part of the story, but there is no documented feature for AI-driven deduplication of findings or automated false-positive flagging. Missing for 10: explicit deduplication logic, false-positive triage/suppression via AI, and independent hands-on evidence that MCP-based triage actually reduces noise in practice.

                              • [claimed-docs] Natural Language Scanning: Ask questions about security issues in natural language
                              • [claimed-docs] **Natural Language Scanning**: Ask questions about security issues in natural language
                              • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…
                              • [probe] official MCP server documented at https://github.com/aquasecurity/trivy-mcp

                            Fp management

                            1. security-engineerBaseline or ignore existing and false-positive findings so only new issues alert

                              weight 3 · round to TruffleHog
                              TruffleHogpartialclaimed5/10

                              TruffleHog supports scanning only new commits via `--since-commit` (used in pre-commit hooks) and reduces false positives via `--only-verified`/verification flags, which can approximate 'ignore existing/false positives, alert only new'. However there is no documented allowlist, ignore-file, or finding-suppression mechanism for marking specific findings as accepted/false-positive across full scans. missing for 10: explicit baseline/ignore-list feature, per-finding suppression or allowlisting, independent confirmation that verified-only filtering meaningfully reduces false positives in practice.

                              • [claimed-docs] trufflehog git file://. --since-commit HEAD --results=verified,unknown --fail
                              • [claimed-docs] this trufflehog invocation will force verification for AWS and Buildkite secrets, irrespective of whether the configured sources have their …
                              • [claimed-docs] the `--verify-detectors` and `--no-verify-detectors` CLI flags can be used to configure detector-specific verification override settings
                              • [claimed-docs] trufflehog github --only-verified --repo https://github.com/trufflesecurity/test_keys
                              Trivynone0/10

                              The evidence pack contains no mention of Trivy's .trivyignore file, ignore-policies, baseline/suppression features, or VEX-based suppression that would let a security engineer mark existing findings as accepted/false-positive so only new issues alert. All docs excerpts focus on scanning capabilities (vulnerabilities, secrets, misconfig, SBOM) with none addressing triage/ignore workflows. Missing for 10: documentation of .trivyignore/ignore-file support, VEX suppression, baseline diffing, or any triage-noise reduction feature.

                              • developerFilter and gate on findings by severity or confidence so low-value noise does not block builds

                                weight 2 · round to TruffleHog
                                TruffleHogpartialclaimed6/10

                                TruffleHog supports filtering/gating via verification status rather than explicit severity/confidence scores — flags like --only-verified, --results=verified,unknown --fail, --include-detectors, and --verify-detectors/--no-verify-detectors let developers restrict findings and control build-blocking behavior (e.g., in pre-commit hooks). This addresses the triage-noise goal but doesn't map to a formal severity/confidence scale as the story implies. Missing for 10: explicit severity levels or confidence scoring, independent/hands-on confirmation of noise reduction in CI gating.

                                • [claimed-docs] trufflehog github --only-verified --repo https://github.com/trufflesecurity/test_keys
                                • [claimed-docs] trufflehog git file://. --since-commit HEAD --results=verified,unknown --fail
                                • [claimed-docs] the `--verify-detectors` and `--no-verify-detectors` CLI flags can be used to configure detector-specific verification override settings
                                • [claimed-docs] You can manually specify which detectors to use with the `--include-detectors` flag.
                                • [claimed-docs] this trufflehog invocation will force verification for AWS and Buildkite secrets, irrespective of whether the configured sources have their …
                                Trivynone0/10

                                The evidence pack contains no mention of severity or confidence filtering flags (e.g. --severity, --exit-code) or any gating mechanism to suppress low-value findings; all cited docs focus on scan targets (image, filesystem, secrets, misconfig, SBOM) rather than triage/filtering controls. Missing for 10: any documentation of severity/confidence thresholds, exit-code gating, or ignore-file mechanisms to reduce noise.

                                Not comparable on these axes

                                1. ai-native userPlug MCP servers into this product so it can use their tools

                                  weight 3 · not comparable
                                  TruffleHogn/a

                                  TruffleHog is a secrets-scanning security tool, not an AI agent or assistant that consumes MCP tools; nothing in the evidence relates to MCP integration or agentic tool use, so this axis is a category error for this product.

                                    Trivyn/a

                                    Trivy is a security/vulnerability scanner, not an AI agent or orchestrator that consumes external tools; the evidence only shows Trivy shipping its own MCP *server* (trivy-mcp) so that AI agents/IDEs can call Trivy's scanning capabilities, which is the opposite direction from this story (plugging MCP servers into Trivy so it can use their tools). This client-side 'consume other MCP servers' axis is a category error for a CLI scanning tool.

                                    • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…
                                    • [probe] official MCP server documented at https://github.com/aquasecurity/trivy-mcp
                                  • ai-native userConnect an agent via an official MCP server

                                    weight 3 · not comparable
                                    TruffleHogn/a

                                    TruffleHog is a secrets-scanning CLI/platform, not an agentic coding assistant or MCP-serving product; the evidence pack shows CLI usage, scanning integrations, and enterprise dashboard features but no MCP server or agent-connectivity capability, and this axis is a category error for this product type.

                                      Trivyfullprobed8/10

                                      Trivy ships an official trivy-mcp plugin that starts a Model Context Protocol server integrating Trivy's scanning with VS Code and other MCP-enabled tools, enabling natural-language security queries — directly matching the story. Missing for 10: independent/hands-on third-party corroboration of the MCP server's reliability beyond vendor docs.

                                      • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…
                                      • [claimed-docs] Natural Language Scanning: Ask questions about security issues in natural language
                                      • [claimed-docs] **Natural Language Scanning**: Ask questions about security issues in natural language
                                      • [probe] official MCP server documented at https://github.com/aquasecurity/trivy-mcp
                                    • ai-native userIssue scoped/least-privilege API credentials for an agent

                                      weight 2 · not comparable
                                      TruffleHogn/a

                                      TruffleHog is a secrets-scanning/detection tool, not an identity/credential-issuance system; it discovers and analyzes existing secrets' permissions but does not issue scoped or least-privilege credentials for agents. This axis is a category error for this type of product.

                                        Trivyn/a

                                        Trivy is a security scanner CLI/tool, not an identity/credential-issuing platform; scoped API credential issuance for agents is not a capability this product category would offer, making this the wrong axis rather than a missing feature.

                                        • ai-native userDelegate tasks to a built-in AI assistant inside the product

                                          weight 3 · not comparable
                                          TruffleHogn/a

                                          TruffleHog is a secrets-scanning CLI/platform, not an AI assistant product; there is no evidence of any built-in AI assistant to delegate tasks to. This axis is a category error for this product type.

                                            Trivynone0/10

                                            Trivy is a CLI/scanner and provides an MCP server (trivy-mcp) so external AI assistants (e.g., in VS Code) can call Trivy's scanning capabilities — this is the reverse relationship of 'delegating tasks to a built-in AI assistant inside the product.' There is no evidence of an assistant embedded within Trivy itself that a user can delegate tasks to.

                                            • [claimed-docs] Natural Language Scanning: Ask questions about security issues in natural language
                                            • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…
                                            • [probe] official MCP server documented at https://github.com/aquasecurity/trivy-mcp
                                          • ai-native userOperate the product with natural-language commands

                                            weight 2 · not comparable
                                            TruffleHogn/a

                                            TruffleHog is a CLI/platform secrets-scanning tool with flag-based commands (--only-verified, --include-detectors, etc.), not a conversational or agentic interface; natural-language command operation is a category mismatch for this type of product, not a missing feature.

                                              Trivy ships an official MCP server (trivy-mcp) explicitly advertised for 'Natural Language Scanning: Ask questions about security issues in natural language,' integrating with VS Code and other MCP-enabled tools, which enables natural-language operation via AI assistants. However, this is a separate plugin, not native to the core CLI, and evidence lacks independent hands-on validation of the natural-language experience quality. Missing for 10: independent/hands-on confirmation of natural-language query accuracy, broader detail on supported commands/scope beyond the one-line docs claim.

                                              • [claimed-docs] Natural Language Scanning: Ask questions about security issues in natural language
                                              • [claimed-docs] **Natural Language Scanning**: Ask questions about security issues in natural language
                                              • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…
                                              • [probe] official MCP server documented at https://github.com/aquasecurity/trivy-mcp
                                            • ai-native userSchedule recurring jobs or workflows

                                              weight 2 · not comparable
                                              TruffleHognone0/10

                                              TruffleHog's docs mention 'continuously monitoring' sources and 'continuously tracks the status of all key types' (trufflehog-docs-17, trufflehog-gh-8/9), but there is no evidence of an actual scheduler, cron integration, or workflow/job orchestration feature that lets a user configure recurring scans or automation pipelines. The CLI and docs focus on one-off scans, CI/pre-commit hook triggers, and hosted dashboards, not recurring job scheduling.

                                              • [claimed-docs] TruffleHog continuously tracks the status of all key types to identify whether remediation has occurred. Set up alerts across the platform o…
                                              • [github] Are you interested in continuously monitoring Git, Jira, Slack, Confluence, Microsoft Teams, Sharepoint (and more) for credentials?
                                              • [github] continuously monitoring Git, Jira, Slack, Confluence, Microsoft Teams, Sharepoint (and more) for credentials
                                              • [claimed-docs] Deploy hosted or self-hosted scanners, scan your critical systems for secrets, and notify the right teams to remediate and rotate.
                                              Trivyn/a

                                              Trivy is a CLI security/vulnerability scanner invoked on-demand (in CI or manually); scheduling recurring jobs/workflows is a job orchestration concern belonging to CI/CD systems or cron, not a capability Trivy itself would ship. This is a category error for a scanner tool, not a missing feature.

                                              • ai-native userVersion, review, and roll back my automations

                                                weight 1 · not comparable
                                                TruffleHogn/a

                                                TruffleHog is a secrets-scanning security tool, not an automation-builder platform; there is no concept of 'automations' to version, review, or roll back within its product scope. This story is a category error for this product type.

                                                  Trivyn/a

                                                  Trivy is a security scanner, not an automation/workflow platform; there is no concept of 'automations' to version, review, or roll back within its product category.

                                                  • devops-leadScan container images for OS-package and application-layer vulnerabilities before deploying them

                                                    weight 3 · not comparable
                                                    TruffleHogn/a

                                                    TruffleHog is a secrets-detection tool; while it can scan Docker images for exposed credentials, this story asks about OS-package/CVE and application vulnerability scanning, which is a fundamentally different product category (vulnerability scanners like Trivy/Grype) that TruffleHog does not address.

                                                      Trivy's core, well-documented capability is scanning container images for OS-package vulnerabilities (trivy-docs-1, trivy-docs-17) and application-layer/lock-file vulnerabilities (trivy-docs-2), backed by community corroboration of strong real-world CI/CD scanning use (trivy-comm-11, trivy-comm-12, trivy-comm-14). This directly matches the devops-lead's pre-deployment scanning need. missing for 10: independent benchmark/comparison of detection accuracy beyond community sentiment.

                                                      • [claimed-docs] It detects known vulnerabilities in your container image.
                                                      • [claimed-docs] It detects known vulnerabilities in your container image... `$ trivy image [YOUR_IMAGE_NAME]`
                                                      • [claimed-docs] Trivy will look for vulnerabilities based on lock files such as Gemfile.lock and package-lock.json.
                                                      • [community] I've had a great experience with Trivy, very solid tool, very easy to write automation around.
                                                      • [community] we use AquaSec and it's absolutely the same engine. Trivy is so good we were tempted to drop AquaSec entirely as we only use it in our CI an…
                                                      • [community] it's super easy to integrate in every ci/cd pipeline
                                                    • devops-leadScan Terraform, Kubernetes, and other IaC files for security misconfigurations

                                                      weight 2 · not comparable
                                                      TruffleHogn/a

                                                      TruffleHog is a secrets-scanning tool focused on detecting credentials/keys across repos, chats, and other sources; it does not perform IaC misconfiguration analysis (e.g., Terraform/Kubernetes policy checks) which is the domain of tools like Checkov or tfsec. This is a category mismatch, not a missing feature.

                                                        Trivy's docs explicitly state built-in misconfiguration checks for Docker, Kubernetes, Terraform, CloudFormation and more, plus k8s cluster scanning via `trivy k8s`, and community reviews corroborate strong CI/CD IaC scanning usage. Missing for 10: independent hands-on validation specifically of Terraform/K8s misconfig detection accuracy (only Docker/vuln scanning has community corroboration).

                                                        • [claimed-docs] Trivy provides built-in checks to detect configuration issues in popular Infrastructure as Code files, such as: Docker, Kubernetes, Terrafor…
                                                        • [github] trivy k8s --report summary cluster
                                                        • [community] I've had a great experience with Trivy, very solid tool, very easy to write automation around.
                                                        • [community] it's super easy to integrate in every ci/cd pipeline
                                                      • developerGet concrete upgrade paths or automated fix pull requests that remediate vulnerable dependencies

                                                        weight 2 · not comparable
                                                        TruffleHogn/a

                                                        TruffleHog is a secrets-scanning tool, not a software composition analysis (SCA) or dependency-vulnerability tool; it has no concept of dependency versions, vulnerability databases, or upgrade/fix-PR automation. This story asks about dependency vulnerability remediation, which is a wrong axis for a secrets detection product.

                                                          Trivynone0/10

                                                          Trivy is purely a scanner/detector—evidence shows it detects vulnerabilities, misconfigurations, secrets, and generates SBOMs, but nothing indicates it suggests upgrade paths, fix versions, or opens automated remediation pull requests. No auto-fix PR or dependency-upgrade feature is documented anywhere in the evidence pack.

                                                          • [claimed-docs] It detects known vulnerabilities in your container image.
                                                          • [claimed-docs] Trivy will look for vulnerabilities based on lock files such as Gemfile.lock and package-lock.json.
                                                          • [claimed-docs] Trivy can generate the following SBOM formats. * [CycloneDX](#cyclonedx) * [SPDX](#spdx)
                                                        • developerScan my dependency manifests and lockfiles for packages with known vulnerabilities

                                                          weight 3 · not comparable
                                                          TruffleHogn/a

                                                          TruffleHog is a secrets-scanning tool focused on detecting credentials/keys in code, git history, chat, and other sources; it does not analyze dependency manifests/lockfiles for known CVEs, which is the domain of SCA tools (e.g., Snyk, Dependabot). This is a category mismatch, not a missing feature.

                                                            Trivy explicitly documents scanning lockfiles like Gemfile.lock and package-lock.json for known vulnerabilities, with strong first-party docs and positive independent community feedback on its CI/CD scanning usage. missing for 10: broader independent benchmark of lockfile-specific detection accuracy across more ecosystems.

                                                            • [claimed-docs] Trivy will look for vulnerabilities based on lock files such as Gemfile.lock and package-lock.json.
                                                            • [community] I've had a great experience with Trivy, very solid tool, very easy to write automation around.
                                                            • [community] it's super easy to integrate in every ci/cd pipeline
                                                          • security-engineerPrioritize dependency alerts by whether the vulnerable code is actually reachable from my code

                                                            weight 2 · not comparable
                                                            TruffleHogn/a

                                                            TruffleHog is a secrets-scanning tool focused on detecting and verifying credentials in code, chats, and infrastructure; it has no dependency/SCA vulnerability scanning or reachability analysis capability. Reachability-based prioritization of dependency vulnerabilities is a different product category and not something TruffleHog addresses.

                                                              Trivynone0/10

                                                              Trivy's evidence pack shows vulnerability detection, SBOM generation, secret scanning, and misconfiguration checks, but nothing about reachability analysis or code-path tracing to determine if vulnerable dependency code is actually invoked/exposed. No mention of call-graph analysis, static reachability, or exploitability-based prioritization.

                                                              • ai-native userDo everything through the API that I can do in the UI

                                                                weight 2 · not comparable
                                                                TruffleHognone0/10

                                                                While TruffleHog ships a CLI and an Enterprise UI/platform, the evidence pack shows no documented API (OpenAPI/swagger endpoints all 404) that would let a user replicate UI actions programmatically; only CLI flags and webhook-based verification for custom detectors are documented, not a general platform API.

                                                                • [probe] PROBE openapi: all candidate paths 404 (https://trufflesecurity.com/openapi.json, https://trufflesecurity.com/swagger.json, https://truffles…
                                                                • [claimed-docs] single sign on saml 2 0 or oauth 2 0 ❌ ✅ role based access control ❌ ✅
                                                                • [claimed-docs] By the end, you'll have a running scanner, your first source connected, and findings flowing into the web UI.
                                                                Trivyn/a

                                                                Trivy is a CLI-based security scanner with no evidenced graphical UI or REST API surface (openapi/API probes return 404); the API-vs-UI parity question is a category mismatch for a CLI-native tool, not a capability gap.

                                                                • [probe] PROBE openapi: all candidate paths 404 (https://trivy.dev/openapi.json, https://trivy.dev/swagger.json, https://trivy.dev/api/openapi.json, …
                                                                • [github] Trivy is available in most common distribution channels. ... `brew install trivy` ... `docker run aquasec/trivy`
                                                                • [probe] PROBE llms.txt: HTTP 404 at https://trivy.dev/llms.txt
                                                              • ai-native userChoose where my data is stored (region/residency)

                                                                weight 2 · not comparable
                                                                TruffleHogpartialclaimed4/10

                                                                TruffleHog offers a self-hosted deployment option ("Choose hosted (managed by Truffle Security) or self-hosted (running in your environment)"), which lets an org keep all scan data within its own infrastructure/region, giving indirect control over data residency. However, there is no explicit region-selection feature or documented multi-region hosting for the managed/enterprise offering. Missing for 10: explicit region/residency selection controls for the hosted service, and any documentation addressing data-locality guarantees.

                                                                • [claimed-docs] Choose hosted (managed by Truffle Security) or self-hosted (running in your environment).
                                                                • [claimed-docs] Deploy hosted or self-hosted scanners, scan your critical systems for secrets, and notify the right teams to remediate and rotate.
                                                                Trivyn/a

                                                                Trivy is a self-hosted/CLI open-source scanner that runs locally or in CI; it does not store user data in a vendor cloud, so region/data-residency selection is not an applicable axis.

                                                                • ai-native userPrevent my data from being used to train AI models

                                                                  weight 3 · not comparable
                                                                  TruffleHogn/a

                                                                  TruffleHog is a secrets-scanning security tool, not an AI model or data-processing service that trains on user data; the axis of preventing data use for AI training is a category error for this product type.

                                                                    Trivyn/a

                                                                    Trivy is a security/vulnerability scanning tool; it has no data collection or AI-training relationship with user data, making an 'opt out of AI training' privacy control a category error for this product type.

                                                                    • ai-native userHave AI draft remediation pull requests for security findings that I review and merge

                                                                      weight 2 · not comparable
                                                                      TruffleHogn/a

                                                                      TruffleHog is a secrets-scanning/detection tool that finds and verifies exposed credentials; it has no evidence of generating remediation code changes or AI-drafted pull requests. This story about AI-drafted remediation PRs is a category error for a secrets scanner (which surfaces findings/alerts rather than authoring code fixes), so the axis does not apply.

                                                                        Trivynone0/10

                                                                        Trivy is a scanner that detects vulnerabilities, misconfigurations, secrets, and generates SBOMs; the evidence shows an MCP server for natural-language querying of scan results, but nowhere does it show Trivy or its MCP integration drafting remediation pull requests for review/merge. No evidence of automated PR generation capability.

                                                                        • [claimed-docs] Natural Language Scanning: Ask questions about security issues in natural language
                                                                        • [claimed-docs] This plugin starts a Model Context Protocol (MCP) server that integrates Trivy's security scanning capabilities with VS Code and other MCP-e…
                                                                      • security-engineerDetect taint-style vulnerabilities that flow across files and function boundaries

                                                                        weight 2 · not comparable
                                                                        TruffleHogn/a

                                                                        TruffleHog is a secrets-detection tool that scans for hardcoded credentials/keys across sources; it does not perform SAST-style taint analysis tracking data flow across files and function boundaries. This story targets a different product category (static application security testing with taint tracking), so it is a category error for TruffleHog.

                                                                          Trivynone0/10

                                                                          Trivy is a vulnerability/misconfiguration/secret/SBOM scanner focused on known-CVE and dependency detection; the evidence pack shows no taint-analysis or cross-file/cross-function data-flow SAST capability (e.g. no mention of source-code taint tracking like Semgrep/CodeQL). This is an applicable axis for a security scanning tool, but there is no evidence Trivy performs taint-style SAST analysis.

                                                                          • developerRun static analysis that finds vulnerability classes like injection and XSS in my source code

                                                                            weight 3 · not comparable
                                                                            TruffleHogn/a

                                                                            TruffleHog is a secrets-scanning tool, not a SAST tool for vulnerability classes like injection or XSS; the entire evidence pack is about secret detection, verification, and monitoring, with no mention of code vulnerability analysis. This story targets a different product category (SAST) that TruffleHog does not address.

                                                                              Trivynone0/10

                                                                              Trivy's documented capabilities are vulnerability scanning (known CVEs in dependencies/images), secret detection, IaC misconfiguration checks, license and SBOM generation — none of the evidence shows a SAST engine that analyzes source code for vulnerability classes like injection or XSS. This is a fair axis for a security scanning product, but no evidence supports it, so it is 'none' rather than 'na'.

                                                                              • [claimed-docs] It detects known vulnerabilities in your container image.
                                                                              • [claimed-docs] Trivy will look for vulnerabilities based on lock files such as Gemfile.lock and package-lock.json.
                                                                              • [claimed-docs] Trivy scans any container image, filesystem and git repository to detect exposed secrets like passwords, api keys, and tokens. Secret scanni…
                                                                              • [claimed-docs] Trivy provides built-in checks to detect configuration issues in popular Infrastructure as Code files, such as: Docker, Kubernetes, Terrafor…
                                                                              • [claimed-docs] Trivy scans any container image for license files and offers an opinionated view on the risk associated with the license.
                                                                              • [claimed-docs] Trivy can generate the following SBOM formats. * [CycloneDX](#cyclonedx) * [SPDX](#spdx)
                                                                            • devops-leadDetect the licenses of my dependencies and enforce a license policy in scans

                                                                              weight 1 · not comparable
                                                                              TruffleHogn/a

                                                                              TruffleHog is a secrets-detection tool focused on scanning for credentials/keys, not a dependency/license-compliance scanner (e.g., SBOM license analysis or SCA tooling); license policy enforcement is a wrong-axis question for this product category.

                                                                                Trivy documents dedicated license scanning that detects license files in container images and gives an opinionated risk categorization (trivy-docs-5), which covers the 'detect licenses' half of the story. However, the evidence pack contains no documentation of configurable allow/deny license lists or exit-code/policy enforcement gating a build on disallowed licenses—only the general misconfiguration/IaC policy engine is described (trivy-docs-4), not license-specific policy enforcement. missing for 10: explicit license allow/deny-list configuration, CI/CD gating or exit-code enforcement tied to license violations, independent confirmation of license policy enforcement in practice.

                                                                                • [claimed-docs] Trivy scans any container image for license files and offers an opinionated view on the risk associated with the license.
                                                                                • [claimed-docs] Trivy provides built-in checks to detect configuration issues in popular Infrastructure as Code files, such as: Docker, Kubernetes, Terrafor…
                                                                              • security-engineerGenerate a software bill of materials (SPDX or CycloneDX) for my project or image

                                                                                weight 2 · not comparable
                                                                                TruffleHogn/a

                                                                                TruffleHog is a secrets-scanning tool focused on detecting and verifying credentials across repos, chats, images, etc.; SBOM generation (SPDX/CycloneDX) is a distinct supply-chain artifact-inventory capability unrelated to its product category, and no evidence anywhere in the pack mentions SBOM output.

                                                                                  Trivy's docs explicitly document SBOM generation in both CycloneDX and SPDX formats for container images and filesystems/local projects, backed by a dedicated supply-chain SBOM guide and CLI usage. Missing for 10: independent/hands-on community corroboration specifically of SBOM output quality (community evidence focuses on vulnerability scanning and unrelated security incidents, not SBOM generation).

                                                                                  • [claimed-docs] Trivy can generate the following SBOM formats. * [CycloneDX](#cyclonedx) * [SPDX](#spdx)
                                                                                  • [claimed-docs] Trivy can generate the following SBOM formats.
                                                                                  • [claimed-docs] Trivy can generate SBOM for local projects.
                                                                                  • [claimed-docs] Trivy can generate the following SBOM formats. * CycloneDX * SPDX