AI Visibility Rankings · Security

Secrets scanning tools: AI search visibility ranking (2026)

How AI search engines rank secrets scanning tools by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Secrets scanning tools used to detect exposed API keys, credentials, and tokens across code, CI pipelines, git history, and cloud environments. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Refreshed Jun 19, 2026

Avg visibility across category

Avg citation rate

20/20

Brands successfully audited

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At a glance

Category leader Mend 50% visibility · named in 4 of 8 AI answers

Most cited brand GitGuardian 12% citation rate · the AI's most-trusted source brand in secrets scanning tools

Top cited domain apono.io Referenced by AI across the secrets scanning tools query set — the highest-leverage PR target in this category

Visibility spread 50pp Gap between top and bottom of the ranking · 11 brands at 0% (invisible to the AI)

What we observed in this categoryauto-generated

Mend leads the secrets scanning tools category with 50.0% visibility, more than 12 percentage points ahead of second-placed GitHub at 37.5%. This gap is significant because Mend rose from rank 6 previously, with a visibility delta of 37.5 points, making it the largest mover in the dataset. The category average sits at just 9.4% visibility, meaning Mend is running at more than five times the average, and GitHub at roughly four times. The concentration of AI surface area at the top two brands is pronounced.

A notable divergence between visibility and citation runs through this category. Mend, GitHub, TruffleHog, Gitleaks, Spectral, Snyk, Aqua Security, and GitLab all carry 0.0% citation rates despite holding measurable visibility. GitGuardian is the only brand in the top five that earns both visibility (12.5%) and citations (12.5%). Checkmarx presents the inverse case, holding 0.0% visibility yet a 12.5% citation rate, meaning the AI references it as a source without naming it as a recommended tool.

Google AI Mode is the top engine for every brand in the dataset without exception, confirming that this category's AI visibility is entirely driven by a single engine. The cited sources grounding those responses include third-party properties such as apono.io, sentinelone.com, reddit.com, youtube.com, and appsecsanta.com, alongside blog.gitguardian.com. The presence of reddit.com and youtube.com among the top cited sources indicates the AI is anchoring on community and video content rather than vendor documentation alone.

Movers & shakers since last refresh

Biggest visibility risers

Mend 12% → 50% · rank #6 → #1
+38pp
GitHub 25% → 38% · rank #1 → #2
+12pp
Spectral 0% → 12% · rank #9 → #6
+12pp

Biggest visibility fallers

Gitleaks 25% → 12% · rank #3 → #5
-12pp

The ranking

#	Brand	Visibility	Citation	Top engine
1	Mend mend.io	50%	0%	Google AI Mode
Mend holds 50.0% visibility, more than five times the 9.4% category average, after a five-rank jump from position 6, yet retains a 0.0% citation rate.
2	GitHub github.com	38%	0%	Google AI Mode
GitHub sits at 37.5% visibility, nearly four times the category average, but lost its citation presence entirely, dropping from a positive citation delta to 0.0%.
3	TruffleHog trufflesecurity.com	25%	0%	Google AI Mode
TruffleHog holds 25.0% visibility, well above the 9.4% average, but carries no citation share, placing it in the named-but-not-cited group alongside Mend and GitHub.
4	GitGuardian gitguardian.com	12%	12%	Google AI Mode
GitGuardian is the only top-five brand earning both visibility and citations at 12.5% each, making it the sole brand in this tier with a matched named-and-trusted profile.
5	Gitleaks gitleaks.io	12%	0%	Google AI Mode
Gitleaks fell two rank positions with a visibility drop of 12.5 points to reach 12.5%, matching the category cluster at the bottom of the top five with 0.0% citations.
6	Spectral spectralops.io	12%	0%	Google AI Mode
7	Snyk snyk.io	12%	0%	Google AI Mode
8	Aqua Security aquasec.com	12%	0%	Google AI Mode
9	GitLab gitlab.com	12%	0%	Google AI Mode
10	Checkmarx checkmarx.com	0%	12%	Google AI Mode
11	Aikido Security aikido.dev	0%	12%	Google AI Mode
12	Cycode cycode.com	0%	0%	Google AI Mode
13	Sonar sonarsource.com	0%	0%	Google AI Mode
14	Veracode veracode.com	0%	0%	Google AI Mode
15	Semgrep semgrep.dev	0%	0%	Google AI Mode
16	JFrog jfrog.com	0%	0%	Google AI Mode
17	Legit Security legitsecurity.com	0%	0%	Google AI Mode
18	Endor Labs endorlabs.com	0%	0%	Google AI Mode
19	Sysdig sysdig.com	0%	0%	Google AI Mode
20	ArmorCode armorcode.com	0%	0%	Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on secrets scanning tools, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.

apono.iosentinelone.comreddit.comyoutube.comappsecsanta.comaikido.devblog.gitguardian.comnhimg.org

How to read this ranking

Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.

Visibility = being named

A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.

Citation rate = being trusted

Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.

Top engine differs by brand

The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.

Rankings move month to month

AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.

Get your own secrets scanning tools brand audited

The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.

Audit your secrets scanning tools brand → Browse all rankings Methodology →

Frequently asked about secrets scanning tools AI visibility

Who leads AI visibility in secrets scanning tools?

Mend leads with 50.0% visibility, ahead of GitHub at 37.5% and TruffleHog at 25.0%. The category average is 9.4%, so Mend is running at more than five times that baseline.

Which brand is both visible and cited in this category?

GitGuardian is the only top-five brand with matching visibility and citation figures, both at 12.5%. Every other brand in the top five carries a 0.0% citation rate.

What sources does Google AI Mode cite most for secrets scanning tool research?

The top cited sources include apono.io, sentinelone.com, reddit.com, youtube.com, appsecsanta.com, aikido.dev, blog.gitguardian.com, and nhimg.org. Community and video platforms feature alongside specialist security blogs.

Is any brand cited by AI without appearing in tool recommendations?

Yes. Checkmarx holds 0.0% visibility but 12.5% citation rate, meaning the AI uses its content as a reference source while not naming it as a recommended tool.

Which brand showed the biggest visibility gain recently?

Mend gained 37.5 visibility points, rising from 12.5% to 50.0% and jumping five rank positions from sixth to first. No other brand came close to that movement in the dataset.

Which engine drives AI visibility across this entire category?

Google AI Mode is listed as the top engine for all 10 ranked brands without exception, making it the sole driver of AI visibility in secrets scanning tools at this time.