IT AI Index
Index Vendors › SpotBugs/FindSecBugs · September 2026 Edition
1 category · Named, not ranked

SpotBugs/FindSecBugs

2Judge labels
0First choices
0Negative labels
2 of 12Models named it
1Category
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Standing
2 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. SpotBugs/FindSecBugs was named 2 times in SAST, where Semgrep led with 47%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In sast · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named SpotBugs/FindSecBugs for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrant
Static application security testingDeveloper platform0%24 of 470%2under 10 labels · led by Semgrep at 47%

Movement

This is the first edition on this tier, so no move can be computed for SpotBugs/FindSecBugs yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated SpotBugs/FindSecBugs across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash01001
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00101
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct0 labelsNone
Paraphrase0 labelsNone
Comparative1 labelNone
Budget-constrained1 labelNone
Scale-constrained0 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative2 labels in all, every segment counted; 0 of the 0 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Java: SpotBugs + FindSecBugs” Gemini 3.5 Flash · SAST · budget prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as SpotBugs/FindSecBugs, over the 2 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and SpotBugs/FindSecBugs was named but was not.
ProductSame answerTook the first choice insteadHead to head
Semgrep2 of 21Not in the top three
Aikido Security2 of 20Not in the top three
SonarQube2 of 20Not in the top three
gosec2 of 20Not in the top three
Bandit1 of 20Not in the top three
Brakeman1 of 20Not in the top three
Checkmarx One1 of 20Not in the top three
CodeQL1 of 20Not in the top three
Corgea1 of 20Not in the top three
Cycode1 of 20Not in the top three
A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named SpotBugs/FindSecBugs. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 1 of the 2 answers that named SpotBugs/FindSecBugs and are not a share of its labels.

Domains cited

appsecsanta.com1
arxiv.org1
checkmarx.com1
corgea.com1
expertinsights.com1
jit.io1
opsera.ai1
ox.security1
pixee.ai1
secure-pipelines.com1

No domain is on file for SpotBugs/FindSecBugs, so its own site is not marked.

Pages cited

Pages are listed as the models cited them.

Names read as SpotBugs/FindSecBugs

What the judge wrote, as written, with how often. The vendor table decides that these count as SpotBugs/FindSecBugs; a claim can dispute any of them.
SpotBugs + FindSecBugs 1
Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when SpotBugs/FindSecBugs's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as SpotBugs/FindSecBugs, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at the vendor's own domain is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.

Subscribe to the pack