Testland
Browse all skills & agents

gitleaks-scanning

Configures and runs gitleaks - Go-based secret scanner with `gitleaks git` (scan local git via `git log -p`), `gitleaks dir` (filesystem), `gitleaks stdin` (pipe); 100+ built-in rules + custom rules in `.gitleaks.toml` ([[rules]] with regex / entropy / keywords / tags); allowlist via [[rules.allowlists]] (commits / paths / stopwords); pre-commit hook + GitHub Action integration; plus baseline management for legacy debt - onboarding a repo with historical findings via `--baseline-path` snapshots, `.gitleaksignore`, cross-tool suppression consistency with TruffleHog, and rot-prevention cadence. Use when the team needs OSS secret scanning at commit time + CI gate, or is adopting scanning on a repo with pre-existing findings.

Install with skills.sh (any agent)

npx skills add testland/qa --skill gitleaks-scanning
View source

gitleaks-scanning

Command-API note (v8.19.0+): Per gl-gh (opens in new window), "v8.19.0 deprecated detect and protect commands, though they remain available." Current scanning modes:

CommandUse
gitleaks git <repo>Scan local git repository using git log -p
gitleaks dir <path>Scan directories and files (no git history)
gitleaks stdinStream data via pipe

Use git for git-aware scans (fastest, history-rewinding); dir for non-git (e.g., extracted CI artifact); stdin for diff-piping.

When to use

  • The team needs pre-commit + CI secret scanning.
  • A migration from a private-repo-history audit (catch secrets ever committed; not just current state).
  • Custom rule library for org-internal secret formats (internal API key prefixes, etc.).
  • Layered with trufflehog-scanning for live-validation cross-check.

How to use

  1. Install gitleaks (Step 1); confirm with gitleaks version.
  2. Run a full-history baseline scan: gitleaks git (Step 2).
  3. Add .gitleaks.toml with [extend] useDefault = true plus any org-internal custom rules (Step 3 - 4, references/custom-rules-and-triage.md).
  4. Triage findings: rotate real leaks, allowlist genuine false-positives with a Re-review-date (Step 5, references file).
  5. Wire the pre-commit hook for fast local feedback (Step 6).
  6. Add the CI job with fetch-depth: 0 as the catch-net gate (Step 7).
  7. On any confirmed leak, rotate the credential first, then scrub (Step 8).

Step 1 - Install

Per gl-gh (opens in new window):

# Homebrew
brew install gitleaks

# Docker
docker pull zricethezav/gitleaks:latest
docker run -v ${PWD}:/path zricethezav/gitleaks:latest git /path

# From source
git clone https://github.com/gitleaks/gitleaks.git
cd gitleaks
make build

Step 2 - Basic scans

# Scan current git repo (full history)
gitleaks git

# Scan a specific dir (no git)
gitleaks dir ./services/

# Stream + scan (e.g., scan a PR diff)
git diff main..HEAD | gitleaks stdin

# Output formats
gitleaks git --report-format json --report-path leaks.json
gitleaks git --report-format sarif --report-path leaks.sarif
gitleaks git --report-format csv --report-path leaks.csv

For PR-time scanning (faster - only check what changed):

gitleaks git --log-opts="origin/main..HEAD"

Step 3 - .gitleaks.toml config

Per gl-gh (opens in new window) config structure:

[[rules]]
id = "rule-identifier"
description = "rule description"
regex = '''regex-pattern'''
secretGroup = 3
entropy = 3.5
keywords = ["auth", "password"]
tags = ["tag1", "tag2"]

[[rules.allowlists]]
description = "ignore specific matches"
commits = ["commit-hash"]
paths = ['''file-path-regex''']
stopwords = ['''false-positive-term''']

Built-in rules cover AWS, GCP, Azure, GitHub, GitLab, Stripe, Twilio, Slack, npm, PyPI, etc. Use gitleaks <command> --no-banner to discover the full default rule list.

Step 4 - Custom rule example

Org-internal secret formats (internal API-key prefixes, etc.) go in [[rules]] blocks. Set [extend] useDefault = true to keep the built-in rules; without it, custom rules replace the defaults entirely. Full example (custom rule + per-rule and top-level allowlists) in references/custom-rules-and-triage.md.

Step 5 - False-positive triage (MANDATORY)

Suppress genuine false-positives with [[rules.allowlists]] (paths / commits), the top-level [[allowlists]], --baseline-path for legacy debt, or an inline # gitleaks:allow comment. Every allowlist entry needs a Re-review-date; audit them quarterly. The suppression priority table and the justification template are in references/custom-rules-and-triage.md. Onboarding a repo that already has historical findings - baseline snapshots, cross-tool suppression consistency with TruffleHog, waiver pointers, and rot prevention - is in references/baseline.md.

Step 6 - Pre-commit hook integration

Per gl-gh (opens in new window):

# .pre-commit-config.yaml
repos:
  - repo: https://github.com/gitleaks/gitleaks
    rev: v8.24.2
    hooks:
      - id: gitleaks

Pre-commit prevents commits containing secrets from being created. Faster local feedback than CI-only scanning.

Step 7 - CI integration

Per gl-gh (opens in new window):

# .github/workflows/gitleaks.yml
name: gitleaks
on: [pull_request, push]
jobs:
  scan:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v5
        with: { fetch-depth: 0 }   # full history needed for git scan
      - uses: gitleaks/gitleaks-action@v2
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
          GITLEAKS_LICENSE: ${{ secrets.GITLEAKS_LICENSE }}   # for organizations

fetch-depth: 0 is critical - without full git history, git-aware scan only sees the latest commit.

Step 8 - Rotation when a secret is found

Finding a leaked secret in git history is not enough - git history is permanent (mirrored in clones, GitHub forks, archives). The secret IS exposed. Workflow:

  1. Rotate immediately - invalidate the leaked credential at the provider (AWS IAM key rotation, GitHub PAT revoke, etc.)
  2. Audit usage - check provider audit logs for unauthorized use during the exposure window
  3. Document the incident - track in postmortem (cross-ref post-mortem-author in the qa-process plugin)
  4. Add the leaked-pattern to gitleaks so future similar leaks are detected
  5. Optional: rewrite git history (BFG Repo-Cleaner / git filter-repo) - but assume the secret IS exposed regardless

For automated rotation workflow, see secrets-rotation-runner.

Worked example

A team enables gitleaks on a 4-year-old private repo.

  1. First full-history scan writes 3 hits: gitleaks git --report-format json --report-path leaks.json.
  2. Two are real - an AWS access key in commit abc1234 and a Slack token in a since-deleted config. Both are rotated at the provider (Step 8), and provider audit logs are checked for misuse.
  3. One is a dummy AWS key under tests/fixtures/aws.json. It gets a [[rules.allowlists]] path entry with an Approved-by and a Re-review-date (references file).
  4. The rotated-but-still-in-history hits are captured as a baseline (gitleaks git --report-path gitleaks-baseline.json), and CI runs --baseline-path gitleaks-baseline.json so only NEW leaks fail.
  5. A pre-commit hook (Step 6) and a fetch-depth: 0 CI job (Step 7) are added. The next PR that pastes a live Stripe key is blocked at commit time and again in CI.

Anti-patterns

Anti-patternWhy it failsFix
fetch-depth: 1 in CIgit-aware scan misses history; only catches new leaksAlways fetch-depth: 0 (Step 7)
Allowlist without Re-review-datePermanent debtMandatory template (Step 5)
Rely only on pre-commit (no CI)Bypass --no-verify; CI is the catch-netBoth pre-commit AND CI (Steps 6 - 7)
Skip baseline; legacy findings block all PRsTeam disables gitleaks--baseline-path (Step 5)
Find leak; assume git-history scrub fixes itLeaked secret IS exposed; assume compromiseRotate immediately (Step 8)

Limitations

  • Regex + entropy can't catch all secret formats; pair with trufflehog-scanning (live-validation) for higher precision.
  • Rewriting git history is destructive + only effective if all copies are scrubbed (forks / clones / mirrors typically aren't).
  • Custom rules require regex skill; complex secret formats (multi-line, base64-encoded) need careful authoring.
  • gitleaks itself doesn't rotate secrets; that's the secrets-rotation-runner workflow.

References

  • gl-gh (opens in new window) - repository, install, commands, config
  • gitleaks.io - landing page
  • Baseline management for legacy findings: references/baseline.md
  • trufflehog-scanning - sister scanner (live verification)
  • secrets-rotation-runner - build-an-X for rotation workflow after detection

Baseline management - onboarding a repo with legacy findings

View source (opens in new window)

Baseline management - onboarding a repo with legacy findings

Companion reference for gitleaks-scanning. Consult when enabling secret scanning on a repo that already has historical findings (unblock PRs without ignoring the debt), or when per-scanner ignore configs have drifted out of sync and need consolidating into one governed allowlist.

Suppression models per scanner

Gitleaks (per gl (opens in new window))

From broadest to narrowest:

LayerMechanismConfig location
Baseline snapshot--baseline-path gitleaks-baseline.jsonCI flag
Config allowlist (all rules)[[allowlists]] block.gitleaks.toml
Config allowlist (one rule)[[rules.allowlists]] block.gitleaks.toml
Fingerprint suppress.gitleaksignore (one fingerprint per line)repo root
Inline suppress# gitleaks:allow commentsource file

[[allowlists]] supports commits (SHA list), paths (regex), regexes (secret-value pattern), stopwords (keyword match), and regexTarget ("match" or "line"). Within a block the default condition is OR; set condition = "AND" to require all criteria (gl (opens in new window)).

.gitleaksignore is marked experimental and matches by exact Fingerprint value from the scan JSON output (gl (opens in new window)).

TruffleHog (per th (opens in new window))

TruffleHog's primary suppression lever is output filtering, not path exclusion:

LayerMechanismHow
Output filter--results=verifiedShow only API-confirmed secrets
Detector skip--exclude-detectors=TYPEDrop noisy detector class
Inline suppresstrufflehog:ignore comment on the finding lineSource file

--results accepts verified, unverified, unknown, and filtered_unverified; default is verified,unverified,unknown (th (opens in new window)). TruffleHog ships no baseline-snapshot file and no path-exclusion flag: the practical baseline equivalent is gating CI on --results=verified and recording remaining unverified findings as waivers.

Adopting a baseline (legacy-onboarding workflow)

1 - Generate snapshots

# Gitleaks - full history snapshot
gitleaks git --report-format json --report-path .secrets/gitleaks-baseline.json

# TruffleHog - full snapshot for the triage record
trufflehog git file://. --results=verified,unverified,unknown \
  --json 2>/dev/null > .secrets/trufflehog-baseline.json

Commit .secrets/ so CI diffs against this state.

2 - Apply baselines in CI

# Gitleaks: only NEW findings fail the build
gitleaks git --baseline-path .secrets/gitleaks-baseline.json \
  --report-format json --report-path leaks.json

# TruffleHog: verified-only gate; unverified tracked separately
trufflehog git file://. --results=verified --json 2>/dev/null > trufflehog.json

3 - Record every baselined finding as a waiver

Every finding in a committed baseline snapshot needs a waiver entry with expires + approved_by + reason - the paper trail that stops baselines from silently accumulating unreviewed debt. The waiver-file schema, approval tiers, expiry windows, and verdict-time enforcement are owned by multi-tool-finding-triage (its references/waiver-schema.md) - do not maintain a parallel waiver format here.

Cross-tool consistency

Suppress always-safe paths and known dummy values in both scanners together, or a finding fixed in one keeps firing in the other:

# .gitleaks.toml - global allowlist
[[allowlists]]
description = "vendor and generated code"
paths = ['''vendor/.*''', '''generated/.*''', '''tests/fixtures/.*\.json$''']

[[allowlists]]
description = "known test-key patterns"
stopwords = ['''EXAMPLEKEY''', '''DUMMYSECRET''', '''REPLACE_ME''']

TruffleHog has no path-exclusion flag (th (opens in new window)): use trufflehog:ignore inline comments where feasible, or rely on the --results=verified gate. One-off exceptions: append the Fingerprint value to .gitleaksignore (one per line).

Preventing baseline rot

  • Quarterly audit: walk the waiver file each quarter; expired waivers are treated as if absent - the finding re-activates and blocks the next verdict (enforced by multi-tool-finding-triage at verdict time).
  • Baseline refresh: --baseline-path filters by fingerprint, so stale entries for rotated secrets cause no false negatives - but they obscure the true size of accepted debt. Regenerate after each bulk rotation:
gitleaks git --report-format json --report-path .secrets/gitleaks-baseline.json

Sources

  • gl (opens in new window) - gitleaks: --baseline-path, .gitleaksignore, [[allowlists]]
  • th (opens in new window) - TruffleHog: --results filter, trufflehog:ignore, --exclude-detectors
  • multi-tool-finding-triage - waiver schema + verdict-time enforcement

gitleaks custom rules and false-positive triage

View source (opens in new window)

gitleaks custom rules and false-positive triage

Custom org-internal rules and the mandatory allowlist / baseline / justification workflow. Referenced from Step 4 and Step 5 of the gitleaks-scanning skill.

Custom rule example

# .gitleaks.toml
[extend]
useDefault = true

[[rules]]
id = "internal-api-key"
description = "Internal API key (acme- prefix)"
regex = '''(?i)acme[_-]?api[_-]?key[_-]?[a-zA-Z0-9]{32}'''
secretGroup = 1
keywords = ["acme"]
tags = ["acme-internal"]

[[rules.allowlists]]
description = "Test fixtures"
paths = ['''tests/fixtures/.*\.json$''']

[[allowlists]]
description = "Project-wide allowlist (legacy commits)"
commits = ["abc1234", "def5678"]
paths = ['''vendor/.*''', '''third_party/.*''']

The [extend] useDefault = true keeps built-in rules; without it, your custom rules replace the defaults entirely.

False-positive triage (MANDATORY)

Suppression mechanisms in priority order:

MechanismWhereWhen to use
[[rules.allowlists]] paths.gitleaks.tomlPer-rule path exclusion (test fixtures, vendor)
[[rules.allowlists]] commits.gitleaks.tomlPer-rule commit exclusion (historical false positive)
[[allowlists]] paths.gitleaks.toml (top-level)All-rule path exclusion
--baseline-pathCI flagLegacy debt: only fail on NEW findings vs baseline
Inline # gitleaks:allow commentCodeSingle-line suppression

Baseline workflow (per gl-gh (opens in new window)):

# Create baseline
gitleaks git --report-path gitleaks-baseline.json

# Apply baseline (only new findings fail)
gitleaks git --baseline-path gitleaks-baseline.json --report-path findings.json

Justification template (mandatory in .gitleaks.toml):

[[rules.allowlists]]
description = """
Reason: tests/fixtures/* contains intentional dummy AWS credentials
        for SDK initialization tests; never used against real AWS.
Approved-by: alice@example.com
Re-review-date: 2026-09-15 (re-evaluate when SDK supports mock-mode injection)
"""
paths = ['''tests/fixtures/.*\.json$''']

Cadence: every quarter, audit .gitleaks.toml allowlist entries; expired re-review-date entries removed.

Related skills

codeql-queries

Configures and runs GitHub CodeQL - semantic-database SAST with queries written in the CodeQL declarative query language; supports `codeql database create` (per-language) + `codeql database analyze` with --format=sarif; ships query packs (`codeql/javascript-queries`, `codeql/python-queries`, `codeql/java-queries`, `codeql/go-queries`, etc.); integrates with GitHub Code Scanning via SARIF upload; suppression via inline comment + sarif-filter + Security-tab dismissal. Use when the team uses GitHub-hosted repos and needs deep semantic SAST beyond pattern matching (cross-file taint flows, dataflow analysis).

cve-exploitability-triage

Ranks known CVE findings by real-world exploitability instead of severity alone: enriches each CVE with its EPSS probability (the chance exploitation activity is observed in the next 30 days) and CISA KEV membership (confirmed exploited in the wild), applies OpenVEX status assertions to set aside vulnerabilities the product is not affected by, applies a reachability heuristic for vulnerable code that is never called, and assigns every finding to one of four buckets (Fix-Now, Fix-This-Sprint, Fix-Backlog, Accept-Risk) using documented EPSS thresholds. Treats a CISA KEV listing as non-waivable under any justification. Use when a dependency, container image, or SBOM vulnerability scan has produced more CVEs than the team can fix in the available window and someone has to decide which ones get fixed first and which can wait.

dependabot-config

Reference for `.github/dependabot.yml` - GitHub-native dependency-update orchestrator. Required keys (`version: 2`, `updates[]` array) plus per-update fields (`package-ecosystem`, `directory` / `directories`, `schedule.interval`); common optional fields (`ignore`, `groups`, `allow`, `labels`, `milestone`, `open-pull-requests-limit`, `target-branch`, `vendor`, `versioning-strategy`, `assignees`, `commit-message`); auto-rebase + grouped-PR + security-only updates. Use when authoring or reviewing Dependabot configs in GitHub-hosted repos.

language-native-sast

Language-native SAST linters - the first-party "linter as SAST" family that runs inside each ecosystem's standard toolchain with no separate scanner server: Bandit (Python, 60+ B-rules, severity x confidence filtering), gosec (Go, 40+ G-rules, AST + SSA taint tracking, golangci-lint integration), eslint-plugin-security + eslint-plugin-no-unsanitized (JS/TS, 14 detect-* rules + DOM-sink XSS), and PMD's Apex security ruleset (Salesforce, ApexSOQLInjection / ApexCRUDViolation / ApexSharingViolations). Covers the shared adoption pattern - install as a dev dependency, first scan, suppression-with-justification discipline, baseline-diff adoption for legacy code, SARIF output + CI gating - with per-tool depth in references. Use when a repo needs in-toolchain security linting for Python, Go, JavaScript/TypeScript, or Apex; for cross-language or cross-file taint analysis use semgrep-rules / codeql-queries instead.

multi-tool-finding-triage

Merges two or more security scanner reports into one gate. Use when you need a single BLOCK or PASS decision from multiple scanners instead of reading N separate reports. Normalizes each report into one common finding format (a canonical `Finding`), deduplicates on a per-domain key while recording which scanners agree (`caught_by` consensus), validates a waiver (finding-suppression) file, rejecting any missing `expires:` / `approved_by:` / `reason:` or expired, enriches CVE findings with EPSS (exploit-probability) and CISA KEV (known-exploited catalog), then applies a `fail_on` severity threshold to emit BLOCK or PASS plus a bucketed pull-request comment. Works across static (SAST), dynamic (DAST), secret, dependency (SCA), container, and IaC scanners. To run a single scanner instead use semgrep-rules, codeql-queries, or one of the language-native-sast linters; this runs after them to merge output - the cross-scanner gate, not a single-scanner wrapper.

npm-pip-maven-audit

Configures and runs native package-manager audit commands across ecosystems - `npm audit --audit-level=high` (npm), `yarn npm audit` (Yarn 2+), `pnpm audit` (pnpm), `pip-audit` (Python via PyPA), `mvn dependency:check` (Maven via OWASP Dependency-Check plugin), `cargo audit` (Rust, with `.cargo/audit.toml` suppression, `--deny` semantics, SARIF, binary auditing, and the rustsec/audit-check Action as a reference), and `bundle audit` (Ruby Bundler, with `.bundler-audit.yml` waivers, Rake integration, and CI gating as a reference); fastest no-install-required SCA option. Use when the team wants fast, no-extra-tooling SCA in CI as a first line of defense, when a Rust or Ruby repo needs its ecosystem-native scanner, or pairs with snyk/osv-scanner for layered coverage.

nuclei-dast

Installs and runs ProjectDiscovery Nuclei template-based HTTP scanning: selects templates via `-t {path}` and `-tags`/`-severity` filters, controls request rate with `-rl`, emits JSONL output via `-j` for cross-tool finding aggregation, authors custom YAML matchers for app-specific checks, and gates CI on severity thresholds. Use when the team runs Nuclei alongside ZAP for template-driven DAST coverage, needs fuzzing-style probes beyond ZAP passive scan, or wants to operationalize community CVE templates in a pipeline.

osv-scanner

Configures and runs Google OSV-Scanner - open-source SCA against the OSV.dev vulnerability database; supports `osv-scanner scan -r ./` recursive scan + per-lockfile scan via `-L package-lock.json`; SBOM input (CycloneDX / SPDX) for non-standard package managers; `--format json|sarif|markdown|vertical|html` output; suppressions via `osv-scanner.toml` config. Use when the team needs OSS-native SCA without commercial-license overhead, or wants a second-opinion DB pair with Snyk's commercial DB.

reachability-analyzer

Runs dead-dependency analysis across JS, Python, and Rust projects using ecosystem-native static tools (`depcheck`/`knip` for JS, `vulture` for Python, `cargo-machete` for Rust), then cross-references the unused-dependency list against SCA findings to downrank vulns in code that is never loaded. Use when SCA output (from `osv-scanner`, `snyk-test`, or `npm-pip-maven-audit`) is too noisy to triage and the team needs to separate unreachable CVEs from exploitable ones before sprint planning; sibling cve-exploitability-triage ranks by EPSS/KEV exploitation signal, not code reachability.

renovate-config

Reference for `renovate.json` - Mend Renovate dependency-update orchestrator (multi-platform: GitHub / GitLab / Bitbucket / Azure DevOps / Gitea); top-level keys (`extends` for preset references, `schedule`, `prConcurrentLimit`, `vulnerabilityAlerts`); `packageRules[]` array with `matchPackageNames` / `matchUpdateTypes` / `automerge` matching; `ignoreDeps`, `addLabels`, `automergeSchedule`. Use when authoring or reviewing Renovate configs in any repo platform Renovate supports.

sbom-formats

Reference for the two SBOM specification families and how to choose between them - CycloneDX v1.6 (OWASP-curated, security-focused: components, services, dependencies, first-class vulnerabilities[] with embedded VEX, formulation, ML/SaaS BOMs; XML / JSON / Protobuf) as the primary format, with SPDX 2.3 + 3.0 (Linux Foundation, license-focused: packages, relationships, license expressions, Tag-Value/JSON encodings, ISO/IEC 5962:2021) covered as a reference. Includes per-language generators, schema validation, sign + attest CI wiring, and the format-choice guidance (CycloneDX for security-focused consumers; SPDX for US Federal procurement, Linux Foundation, and license-compliance contexts). Use when the user asks to write or validate an SBOM in CycloneDX or SPDX form, or the team must pick its SBOM format.

secrets-rotation-runner

Build-an-X for the secret-rotation workflow after detection - detect via gitleaks/trufflehog/kingfisher → identify provider via verifier → rotate via provider API (AWS IAM / GitHub PAT / Stripe / GCP / Azure / Twilio / Slack / etc.) → invalidate old secret → audit log via observability stack → post-mortem cross-ref. Use when a secret is detected in code (or proactively for periodic rotation) - assume git-history scrub does NOT prevent compromise.

semgrep-rules

Configures and runs Semgrep - pattern-based SAST across 30+ languages with the Semgrep Registry rulesets (`p/owasp-top-ten`, `p/default`, `auto`) plus custom YAML rules; integrates `semgrep ci` for PR-blocking gates with `--baseline-commit` diff-aware scanning, per-finding inline `nosemgrep` suppressions, `--exclude` / `--include` path filters, output formats (`--json` / `--sarif` / `--gitlab-sast` / `--junit-xml`), and severity filter (INFO/WARNING/ERROR). Use when the user runs Semgrep, asks about pattern rules, or needs a low-friction SAST gate without semantic-DB setup.

snyk-test

Configures and runs Snyk, a commercial multi-mode scanner: snyk test for SCA (dependency scanning), snyk code test for SAST (code security scanning), snyk container test for container images, snyk iac test for IaC (infrastructure-as-code), snyk monitor for continuous new-vuln alerts; policy file .snyk for ignore + patch. Use when the team has a Snyk license and needs SCA (dependency scanning) or continuous vuln monitoring; for open-source scanning without a Snyk license, prefer osv-scanner.

sonarqube-rules

Configures and runs SonarQube / SonarCloud - multi-language SAST + Quality Gate platform with built-in Sonar Way rule profiles + custom rule plugins; integrates `sonar-scanner` with `sonar-project.properties` config; supports Quality Gate definitions including new-code-period blocking, branch + PR analysis, and per-issue suppression via `// NOSONAR` comment or `@SuppressWarnings("squid:RULE_ID")` annotation. Use when the user runs SonarQube Community / Developer / Enterprise edition or SonarCloud, or needs a multi-language SAST + code-quality platform with persistent issue tracking.

syft-generation

Generates, scans, and diffs Software Bills of Materials (SBOMs) with the Anchore stack - Syft generation from container images / directories / archives across OCI / Docker / Singularity formats (output CycloneDX-JSON / SPDX-JSON / Syft-JSON / table / GitHub-JSON, cosign attestation); the paired generate + scan workflow with Grype (`grype sbom:./sbom.json`, `--fail-on high`, `--only-fixed`, `.grype.yaml` ignore rules with mandatory `expires:`, EPSS/KEV prioritization); and SBOM-to-SBOM diffing via `cyclonedx diff --component-versions` to gate CI on net-new components and detect supply-chain drift between builds. Use when the team needs SBOM artifacts for compliance (US EO 14028, EU CRA, FDA medical-device guidance), SBOM-driven vulnerability scanning, or dependency-drift detection between releases.

trivy-image

Configures and runs Trivy for container image scanning: Aqua Security's all-in-one scanner combining vuln + secret + misconfiguration + license detection in one pass; `trivy image {image}` with --severity HIGH,CRITICAL filter; --format sarif/json (incl. scan-embedded CycloneDX; for standalone SBOM generation see syft-generation + sbom-formats); .trivyignore CVE suppression file; --ignore-unfixed for actionable filter; --scanners vuln/misconfig/license/secret toggle. Use when the team wants a single tool covering container image security across multiple dimensions, not for producing a standalone CycloneDX SBOM.

trufflehog-scanning

Configures and runs TruffleHog v3 - secret scanner with **live verification** (validates discovered secrets against provider APIs to confirm actual exposure vs entropy false positive); supports per-source subcommands (`git`, `github`, `gitlab`, `filesystem`, `s3`, `docker`, `gcs`, `postman`); `--results=verified` filter for high-precision output; `--exclude-detectors=TYPE` for noise reduction; exits 183 on findings via `--fail`. Use when the team needs verified secret findings (low false-positive rate) or scans across cloud + repo + container surfaces.

vex-author

Authors and validates OpenVEX documents - produces `not_affected`, `affected`, `fixed`, and `under_investigation` statements with justification codes using `vexctl create`; attaches VEX assertions to container images; outputs `.openvex.json` files consumed on a downstream VEX-filter / vulnerability-prioritization path. Use when a scanner flags a CVE that analysis confirms is not exploitable in your deployment, and a machine-readable `not_affected` assertion is needed to suppress false positives without discarding the finding from the audit trail.

zap-baseline

Configures and runs OWASP ZAP baseline scanning: `zap-baseline.py` Docker-packaged spider + passive scan suitable for CI gating; supports `-t target_url` + `-r html_report` + `-c config_file` rule customization (INFO/IGNORE/FAIL warnings) and Ajax spider via `-j` for JS-heavy SPAs; `zap-full-scan.py` active companion for staging. Covers authenticated scans end to end as a reference - ZAP Context, auth methods (form/JSON/script/browser), session management, verification strategy, OAuth/bearer injection, context XML export for `-n` - plus DAST cadence planning (PR-blocking passive baseline, nightly ZAP full + nuclei active layer, baseline-finding ratchet for legacy apps). Use when the user runs OWASP ZAP for pre-prod web app DAST, needs coverage of routes behind a login wall, or is designing a team's DAST rollout cadence.