Gitleaks vs Trivy

Agent access

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

   weight 2 · round drawn
   Gitleaks—none0/10

   A direct probe found no llms.txt file (404) and no agent-oriented docs/openapi endpoints, so there is no evidence Gitleaks provides machine-readable docs for AI agents.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”

   proof ↗⚑ flag

   Trivy—none0/10

   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”

   proof ↗⚑ flag

2. ai-native userRun the product headlessly / in CI for automation

   weight 2 · round to Trivy
   Gitleaks✓fullclaimed8/10

   Gitleaks is a CLI that scans repos, directories, or stdin, is installable via Homebrew/Docker/Go, and has an official GitHub Action (gitleaks-action) for automated CI scanning on PRs/commits with exit-code-based pass/fail reporting, making it well-suited for headless CI automation. Missing for 10: evidence of non-GitHub CI integrations (GitLab CI, Jenkins, CircleCI) and JSON/SARIF output examples for machine-readable pipeline consumption.

   • [github] “The `git` command lets you scan local git repos.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files.”
   • [github] “You can also stream data to gitleaks with the `stdin` command.”
   • [github] “Gitleaks can be installed using Homebrew, Docker, or Go.”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “You can use it to automatically run a gitleaks scan on all your team's pull requests and commits, or run on-demand scans.”
   • [github] “➜ git commit -m "this commit contains a secret" Detect hardcoded secrets.................................................Failed”

   proof ↗⚑ flag

   Trivy✓fullprobed9/10

   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”

   proof ↗⚑ flag

3. ai-native userUse an official CLI

   weight 2 · round drawn
   Gitleaks✓fullprobed8/10

   Gitleaks ships a first-party CLI (git, dir, stdin subcommands) that is well documented with usage examples and is the primary interface for the tool, making it fully scriptable/automatable for agentic workflows. Missing for 10: no explicit agent/LLM-oriented docs (e.g., llms.txt returns 404) or structured JSON-output guidance tailored to AI consumers.

   • [github] “The `git` command lets you scan local git repos.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files.”
   • [github] “You can also stream data to gitleaks with the `stdin` command.”
   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”
   • [probe] “official CLI documented at https://github.com/gitleaks/gitleaks”

   proof ↗⚑ flag

   Trivy✓fullprobed8/10

   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”

   proof ↗⚑ flag

4. ai-native userDrive the product through a documented public API

   weight 3 · round to Trivy
   Gitleaks—none0/10

   Gitleaks is a CLI/scanner tool with no documented public API for programmatic/agentic access; probes confirm no llms.txt and no OpenAPI/swagger endpoint exist, and the CLI/GitHub Action docs don't constitute a public API.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”
   • [probe] “official CLI documented at https://github.com/gitleaks/gitleaks”

   proof ↗⚑ flag

   Trivy~partialprobed6/10

   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`”

   proof ↗⚑ flag

5. ai-native userSubscribe to events via webhooks

   weight 2 · round drawn
   Gitleaks—none0/10

   Gitleaks is a CLI secret-scanning tool with CI integrations (GitHub Action, PR comments, alerts) but no evidence of a webhook subscription mechanism for events; probes for API/openapi specs returned 404s, and no webhook docs exist.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “A list of GitHub accounts that should be alerted when **gitleaks-action** detects a leak.”

   proof ↗⚑ flag

   Trivy—none0/10

   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…”

   proof ↗⚑ flag

Agentic features

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

   weight 2 · round to Trivy
   Gitleaks—none0/10

   Gitleaks is a rule-based secret-detection scanner with no evidence of AI-generated insights, summaries, or suggestions; probes for llms.txt and API/OpenAPI endpoints returned 404, and all documented features are deterministic regex/rule-based scanning, alerting, and CI integration.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”
   • [github] “Gitleaks offers a configuration format you can follow to write your own secret detection rules”
   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”

   proof ↗⚑ flag

   Trivy~partialprobed5/10

   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”

   proof ↗⚑ flag

2. ai-native userSet up automations that run autonomously in the background

   weight 2 · round to Gitleaks
   Gitleaks~partialclaimed6/10

   Gitleaks-action lets teams wire secret scanning to run automatically in the background on every push/PR (and pre-commit hooks trigger locally) without manual intervention, satisfying the 'runs autonomously' spirit of the story. Missing for 10: no evidence of scheduled/cron-based or event-driven automation beyond git hooks/CI triggers, and no AI-agent-specific orchestration or self-triggering capability.

   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “You can use it to automatically run a gitleaks scan on all your team's pull requests and commits, or run on-demand scans.”
   • [github] “You can run Gitleaks as a pre-commit hook by copying the example `pre-commit.py` script into your `.git/hooks/` directory.”
   • [claimed-docs] “There are no changes to inputs, outputs, or behavior. The upgrade is a one-line change in your workflow file”

   proof ↗⚑ flag

   Trivy~partialprobed4/10

   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”

   proof ↗⚑ flag

Api quality

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

   weight 2 · round drawn
   Gitleaks—none0/10

   Gitleaks is a CLI secret-scanning tool with no interactive API reference; probes explicitly show no llms.txt and no OpenAPI/swagger spec found on gitleaks.io, and evidence only documents CLI commands, not a runnable API playground.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”

   proof ↗⚑ flag

   Trivy—none0/10

   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”

   proof ↗⚑ flag

2. ai-native userDownload a machine-readable API spec (OpenAPI or equivalent)

   weight 2 · round drawn
   Gitleaks—none0/10

   Gitleaks is a CLI secret-scanning tool with no API/web service, and direct probes confirm no OpenAPI or machine-readable spec exists at any expected location.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”

   proof ↗⚑ flag

   Trivy—none0/10

   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”

   proof ↗⚑ flag

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

   weight 2 · round drawn
   Gitleaks—none0/10

   Gitleaks is a CLI/CI secret-scanning tool with no evidence of a public/versioned API; probes for OpenAPI spec and llms.txt both returned 404s, and there's no mention of an API deprecation policy anywhere in the evidence.

   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”

   proof ↗⚑ flag

   Trivy—none0/10

   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, …”

   proof ↗⚑ flag

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

   weight 2 · round to Gitleaks
   Gitleaks~partialclaimed6/10

   Gitleaks natively scans across many items at once — entire directories/file trees via the `dir` command and full git commit history via `git log -p` with the `git` command, and gitleaks-action can scan all PRs/commits automatically in CI. However, there's no evidence of a broader batch/programmatic API for bulk operations beyond directory/repo scanning (e.g., processing many repos, bulk config management, or structured bulk output for agentic pipelines). Missing for 10: multi-repo/bulk-target orchestration, programmatic batch API beyond CLI file/dir args, and evidence of AI-native bulk workflows.

   • [github] “The `git` command lets you scan local git repos.”
   • [github] “The `git` command lets you scan local git repos. Under the hood, gitleaks uses the `git log -p` command to scan patches.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files. Example: `gitleaks dir -v path_to_directory_or…”
   • [claimed-docs] “You can use it to automatically run a gitleaks scan on all your team's pull requests and commits, or run on-demand scans.”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”

   proof ↗⚑ flag

   Trivy~partialcommunity5/10

   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.”

   proof ↗⚑ flag

2. ai-native userDefine rules that trigger actions automatically on events

   weight 3 · round to Gitleaks
   Gitleaks~partialclaimed5/10

   Gitleaks supports custom detection rules (regex-based) and can trigger automatic actions on events—pre-commit hook blocks commits containing secrets, and gitleaks-action runs on GitHub push/PR events to alert accounts and comment on PRs. However this is limited to secret-scanning triggers tied to git/CI events, not a general-purpose rule/action automation engine. Missing for 10: evidence of arbitrary event types or custom action definitions beyond GitHub-specific alerting/commenting, and no AI-native/agentic trigger framework.

   • [github] “You can run Gitleaks as a pre-commit hook by copying the example `pre-commit.py` script into your `.git/hooks/` directory.”
   • [github] “Gitleaks offers a configuration format you can follow to write your own secret detection rules”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “A list of GitHub accounts that should be alerted when **gitleaks-action** detects a leak.”
   • [claimed-docs] “**gitleaks-action** uses this token to call [a GitHub API] to comment on PRs.”
   • [github] “➜ git commit -m "this commit contains a secret" Detect hardcoded secrets.................................................Failed”

   proof ↗⚑ flag

   Trivy—none0/10

   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.

   ⚑ flag

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
   Gitleaks~partialclaimed5/10

   Gitleaks CLI supports headless scanning of repos/dirs/stdin and can output baseline reports like findings.json, giving a machine-readable artifact an agent could parse; gitleaks-action also automates PR-based alerting. However there's no explicit documentation of a structured JSON/SARIF report flag, and no evidence of automated issue-filing (only PR comments/alerts to accounts, not issue tracker integration). Missing for 10: explicit machine-readable output format docs (e.g. --report-format json/sarif), and evidence of automated issue creation for real findings.

   • [github] “The `git` command lets you scan local git repos. Under the hood, gitleaks uses the `git log -p` command to scan patches.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files. Example: `gitleaks dir -v path_to_directory_or…”
   • [github] “You can also stream data to gitleaks with the `stdin` command. Example: `cat some_file | gitleaks -v stdin`”
   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “**gitleaks-action** uses this token to call [a GitHub API] to comment on PRs.”
   • [claimed-docs] “A list of GitHub accounts that should be alerted when **gitleaks-action** detects a leak.”

   proof ↗⚑ flag

   Trivy~partialcommunity7/10

   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”

   proof ↗⚑ flag

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
   Gitleaks~partialclaimed4/10

   Gitleaks offers generic mechanisms (pre-commit hook script, CLI `dir`/`git`/`stdin` scanning, CI action) that a user could wire into an AI coding agent's workflow to scan generated code before it lands, but there is no documented agent-specific integration (no MCP server, no Claude Code/Cursor plugin, no explicit guidance for AI-native pipelines). missing for 10: dedicated AI-agent integration docs, MCP/agent-hook examples, evidence of use specifically for AI-generated code review.

   • [github] “You can run Gitleaks as a pre-commit hook by copying the example `pre-commit.py` script into your `.git/hooks/` directory.”
   • [github] “You can also stream data to gitleaks with the `stdin` command. Example: `cat some_file | gitleaks -v stdin`”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files. Example: `gitleaks dir -v path_to_directory_or…”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”

   proof ↗⚑ flag

   Trivy~partialprobed6/10

   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”

   proof ↗⚑ flag

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 Gitleaks
   Gitleaks✓fullclaimed8/10

   Gitleaks-Action enables scanning on GitHub PR workflows with alerts/comments, and the CLI's detect command exits non-zero on findings (shown by failed commit hook example), which is the mechanism CI systems use to fail builds. missing for 10: explicit documentation of CI-specific exit code semantics (e.g., non-zero exit on new findings vs baseline) and non-GitHub CI examples (GitLab/Jenkins) beyond the GitHub Action.

   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “You can use it to automatically run a gitleaks scan on all your team's pull requests and commits, or run on-demand scans.”
   • [github] “➜ git commit -m "this commit contains a secret" Detect hardcoded secrets.................................................Failed”
   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”
   • [github] “gitleaks will ignore any old findings that are present in the baseline”

   proof ↗⚑ flag

   Trivy~partialcommunity4/10

   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…”

   proof ↗⚑ flag

2. developerSee scan findings surfaced as pull-request comments or checks in GitHub or GitLab

   weight 2 · round to Gitleaks
   Gitleaks✓fullclaimed8/10

   Gitleaks-Action explicitly integrates into GitHub workflows and uses the GitHub API to post PR comments/reviews when secrets are detected, and it can also fail CI checks on findings; it's a well-documented first-party GitHub Action. Missing for 10: GitLab-specific MR comment/check integration is not evidenced (only GitHub is covered), and no independent/hands-on confirmation of the PR-comment behavior beyond vendor docs.

   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [claimed-docs] “**gitleaks-action** uses this token to call [a GitHub API] to comment on PRs.”
   • [claimed-docs] “**gitleaks-action** uses this token to call [a GitHub API](https://octokit.github.io/rest.js/v18#pulls-create-review-comment) to comment on …”
   • [claimed-docs] “gitleaks-action uses this token to call a GitHub API to comment on PRs.”
   • [claimed-docs] “A list of GitHub accounts that should be alerted when **gitleaks-action** detects a leak.”
   • [claimed-docs] “Enable this **gitleaks-action** and copy `<img alt="gitleaks badge" src="https://img.shields.io/badge/protected%20by-gitleaks-blue">` to you…”

   proof ↗⚑ flag

   Trivy—none0/10

   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'.

   ⚑ flag

Pre commit

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

   weight 3 · round to Gitleaks
   Gitleaks✓fullclaimed8/10

   Gitleaks documents running as a pre-commit hook via the example pre-commit.py script copied into .git/hooks, and demonstrates it blocking a commit containing a secret ("git commit ... Detect hardcoded secrets.................................................Failed"), confirming secrets are caught before entering history. Missing for 10: no mention of official pre-commit-framework (.pre-commit-hooks.yaml) integration or independent hands-on confirmation beyond the vendor repo.

   • [github] “You can run Gitleaks as a pre-commit hook by copying the example `pre-commit.py` script into your `.git/hooks/` directory.”
   • [github] “➜ git commit -m "this commit contains a secret" Detect hardcoded secrets.................................................Failed”
   • [github] “Detect hardcoded secrets.................................................Failed”

   proof ↗⚑ flag

   Trivy—none0/10

   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.

   ⚑ flag

Coverage

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

   weight 2 · round to Trivy
   Gitleaks~partialclaimed6/10

   Gitleaks scans git repos, directories/files, and stdin using regex-based pattern matching, which is inherently language-agnostic and works on any text-based source file or config regardless of the language or package ecosystem in use. However, there is no explicit evidence of ecosystem-specific coverage claims, testing across specific language/package manager formats, or documentation asserting broad multi-language validation. missing for 10: explicit language/ecosystem coverage claims, evidence of testing across specific ecosystems (npm, pip, maven, etc.), independent corroboration of coverage breadth.

   • [github] “The `git` command lets you scan local git repos.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files.”
   • [github] “You can also stream data to gitleaks with the `stdin` command.”
   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files. Example: `gitleaks dir -v path_to_directory_or…”
   • [github] “You can also stream data to gitleaks with the `stdin` command. Example: `cat some_file | gitleaks -v stdin`”

   proof ↗⚑ flag

   Trivy~partialcommunity7/10

   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 …”

   proof ↗⚑ flag

Output formats

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

   weight 2 · round to Gitleaks
   Gitleaks~partialclaimed5/10

   Evidence shows Gitleaks writes findings to a JSON report file (e.g., findings.json via --baseline-path) confirming JSON output support, but there is no mention in the evidence pack of SARIF or other machine-readable formats. missing for 10: explicit SARIF output support, documentation of --report-format flag or other structured formats, independent confirmation of downstream tooling integration.

   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”
   • [github] “gitleaks will ignore any old findings that are present in the baseline”

   proof ↗⚑ flag

   Trivy—none0/10

   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”

   proof ↗⚑ flag

1. ai-native userRead the product's source under an open license

   weight 2 · round to Gitleaks
   Gitleaks✓fullprobed7/10

   Gitleaks' source code is openly hosted and directly referenced across many citations (e.g. gitleaks-gh-1, gitleaks-probe-3), confirming it is a publicly readable GitHub repository that anyone, including AI-native users, can inspect. However, the evidence pack never explicitly cites a license file or license name (e.g. MIT), so full confirmation of an 'open license' designation is inferred rather than directly documented. Missing for 10: an explicit license statement/citation (e.g. LICENSE file content) and independent corroboration of the license terms.

   • [github] “The `git` command lets you scan local git repos.”
   • [probe] “official CLI documented at https://github.com/gitleaks/gitleaks”
   • [github] “Gitleaks can be installed using Homebrew, Docker, or Go.”

   proof ↗⚑ flag

   Trivy~partialprobed6/10

   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”

   proof ↗⚑ flag

2. ai-native userSelf-host the core product

   weight 3 · round to Gitleaks
   Gitleaks✓fullclaimed8/10

   Gitleaks is a fully open-source CLI (installable via Homebrew, Docker, or Go) that runs entirely locally against git repos, directories, or stdin, requiring no cloud service — a clear self-hostable core product. Missing for 10: no explicit self-hosting deployment guide (e.g., server/container orchestration docs) beyond basic install instructions.

   • [github] “Gitleaks can be installed using Homebrew, Docker, or Go.”
   • [github] “The `git` command lets you scan local git repos.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files.”
   • [github] “You can also stream data to gitleaks with the `stdin` command.”
   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”

   proof ↗⚑ flag

   Trivy✓fullprobed7/10

   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”

   proof ↗⚑ flag

1. ai-native userOpt out of telemetry and usage tracking

   weight 2 · round drawn
   Gitleaks—none0/10

   No evidence in the pack addresses telemetry collection or an opt-out mechanism for Gitleaks or gitleaks-action; the docs cover scanning commands, CI integration, and config but never mention data collection or privacy controls.

   ⚑ flag

   Trivy—none0/10

   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.

   ⚑ flag

Custom rules

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

   weight 2 · round to Gitleaks
   Gitleaks~partialclaimed7/10

   Gitleaks documents a TOML-based config format for writing custom secret-detection rules, including composite rules and allowlists, and this config can be centralized as a `gitleaks.toml` or referenced via `GITLEAKS_CONFIG` so it can be reused across repos (e.g. gitleaks-action auto-detecting it). This is more of a config-file sharing mechanism than a purpose-built 'rule sharing' feature, and there's no independent corroboration of ease-of-use or a rule marketplace/registry. Missing for 10: independent hands-on evidence of rule syntax simplicity, evidence of a shared rule registry/marketplace, and confirmation of seamless cross-repo rule versioning.

   • [github] “Gitleaks offers a configuration format you can follow to write your own secret detection rules”
   • [github] “Gitleaks introduced composite rules, which are made up of a single "primary" rule and one or more auxiliary or `required` rules.”
   • [github] “In v8.28.0 Gitleaks introduced composite rules, which are made up of a single "primary" rule and one or more auxiliary or `required` rules.”
   • [github] “You can define multiple allowlists for a rule to reduce false positives. A finding will be ignored if _ANY_ [[rules.allowlists]] matches.”
   • [claimed-docs] “You can use `GITLEAKS_CONFIG` to explicitly set a config path _or_ create a `gitleaks.toml` at the root of the repo which will be automatica…”
   • [claimed-docs] “you can use GITLEAKS_CONFIG to explicitly set a config path or create a gitleaks.toml at the root of the repo which will be automatically de…”

   proof ↗⚑ flag

   Trivy—none0/10

   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.

   ⚑ flag

Fix suggestions

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

   weight 2 · round drawn
   Gitleaks—none0/10

   Gitleaks is purely a secret-detection tool that reports findings (via CLI, git hooks, or gitleaks-action PR comments); no evidence anywhere in the pack of suggested or automatic remediation/fixes for detected secrets—only detection, alerting, allowlisting, and baseline suppression are described.

   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”
   • [github] “You can define multiple allowlists for a rule to reduce false positives. A finding will be ignored if _ANY_ [[rules.allowlists]] matches.”
   • [claimed-docs] “Enable **Gitleaks-Action** in your GitHub workflows to be alerted when secrets are leaked as soon as they happen.”
   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”

   proof ↗⚑ flag

   Trivy—none0/10

   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…”

   proof ↗⚑ flag

Custom detection

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

   weight 2 · round to Gitleaks
   Gitleaks✓fullclaimed8/10

   Gitleaks documents a configuration format for writing custom secret-detection rules, plus advanced features like composite rules and allowlists to reduce false positives, directly enabling org-specific token/secret pattern definitions. Missing for 10: no independent hands-on example of a custom rule being validated in production, and no dedicated deep-dive docs beyond the config-format mention.

   • [github] “Gitleaks offers a configuration format you can follow to write your own secret detection rules”
   • [github] “Gitleaks introduced composite rules, which are made up of a single "primary" rule and one or more auxiliary or `required` rules.”
   • [github] “In v8.28.0 Gitleaks introduced composite rules, which are made up of a single "primary" rule and one or more auxiliary or `required` rules.”
   • [github] “You can define multiple allowlists for a rule to reduce false positives. A finding will be ignored if _ANY_ [[rules.allowlists]] matches.”
   • [github] “Gitleaks introduced composite rules, which are made up of a single "primary" rule and one or more auxiliary or required rules.”

   proof ↗⚑ flag

   Trivy—none0/10

   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.”

   proof ↗⚑ flag

Secret scanning

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

   weight 3 · round to Gitleaks
   Gitleaks✓fullclaimed9/10

   Gitleaks' `git` command explicitly scans full git history via `git log -p`, and `dir`/`stdin` commands cover directory/file/stdin scanning for secrets like passwords, API keys, and tokens, with hands-on example output showing detection working. missing for 10: no independent third-party benchmark of detection accuracy across large real-world repos.

   • [github] “The `git` command lets you scan local git repos. Under the hood, gitleaks uses the `git log -p` command to scan patches.”
   • [github] “The `git` command lets you scan local git repos.”
   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”
   • [github] “➜ git commit -m "this commit contains a secret" Detect hardcoded secrets.................................................Failed”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files. Example: `gitleaks dir -v path_to_directory_or…”

   proof ↗⚑ flag

   Trivy~partialclaimed5/10

   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.”

   proof ↗⚑ flag

2. security-engineerScan non-git sources like S3 buckets, Docker images, and CI logs for leaked secrets

   weight 2 · round to Trivy
   Gitleaks—none0/10

   Gitleaks supports scanning git repos, directories/files, and stdin, but there is no evidence of native support for scanning S3 buckets, Docker images, or CI logs as distinct source types; stdin streaming could theoretically pipe in arbitrary data but no documentation or examples confirm scanning these non-git sources.

   • [github] “The `git` command lets you scan local git repos.”
   • [github] “The `dir` (aliases include `files`, `directory`) command lets you scan directories and files.”
   • [github] “You can also stream data to gitleaks with the `stdin` command.”
   • [github] “Gitleaks is a tool for detecting secrets like passwords, API keys, and tokens in git repos, files, and whatever else you wanna throw at it v…”

   proof ↗⚑ flag

   Trivy~partialcommunity4/10

   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…”

   proof ↗⚑ flag

3. security-engineerHave detected secrets verified against the issuing service so I know which ones are live

   weight 2 · round drawn
   Gitleaks—none0/10

   No evidence in the pack indicates Gitleaks or gitleaks-action performs live verification of detected secrets against the issuing service (e.g., checking if an API key is still active); its capabilities are limited to detection, allowlisting, baselines, and PR alerting.

   ⚑ flag

   Trivy—none0/10

   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.”

   proof ↗⚑ flag

Ai triage

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

   weight 3 · round to Trivy
   Gitleaks—none0/10

   No evidence of any AI-based triage, explanation, deduplication, or false-positive flagging feature; Gitleaks only offers manual allowlists, baselines, and composite rules for reducing noise, none of which use AI.

   • [github] “You can define multiple allowlists for a rule to reduce false positives. A finding will be ignored if _ANY_ [[rules.allowlists]] matches.”
   • [github] “When using a baseline, gitleaks will ignore any old findings that are present in the baseline.”
   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”
   • [probe] “PROBE llms.txt: HTTP 404 at https://gitleaks.io/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://gitleaks.io/openapi.json, https://gitleaks.io/swagger.json, https://gitleaks.io/api/openapi.…”

   proof ↗⚑ flag

   Trivy~partialprobed4/10

   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”

   proof ↗⚑ flag

Fp management

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

   weight 3 · round to Gitleaks
   Gitleaks✓fullclaimed8/10

   Gitleaks explicitly supports baseline files via --baseline-path so only new findings appear in reports, and allowlists let users suppress known false positives per-rule. This directly matches the triage-noise story of ignoring existing/false-positive findings so only new issues alert. Missing for 10: no evidence of a centralized/dashboard-based suppression workflow or independent third-party validation of baseline accuracy at scale.

   • [github] “When using a baseline, gitleaks will ignore any old findings that are present in the baseline.”
   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”
   • [github] “gitleaks will ignore any old findings that are present in the baseline”
   • [github] “You can define multiple allowlists for a rule to reduce false positives. A finding will be ignored if _ANY_ [[rules.allowlists]] matches.”

   proof ↗⚑ flag

   Trivy—none0/10

   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.

   ⚑ flag

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

   weight 2 · round drawn
   Gitleaks—none0/10

   Gitleaks evidence shows allowlists to suppress false positives and baseline diffing to ignore old findings, but there is no mention of a severity or confidence scoring/classification system, nor any flag to gate builds based on such levels. This axis is a fair ask for a secret-scanning tool but the evidence pack shows no severity/confidence triage mechanism.

   • [github] “You can define multiple allowlists for a rule to reduce false positives. A finding will be ignored if _ANY_ [[rules.allowlists]] matches.”
   • [github] “When using a baseline, gitleaks will ignore any old findings that are present in the baseline.”
   • [github] “After running the detect command with the --baseline-path parameter, report output (findings.json) will only contain new issues.”

   proof ↗⚑ flag

   Trivy—none0/10

   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.

   ⚑ flag