3.3

Adjusted Signal

3.3

Raw Pattern Score

100%

Time Factor

2026-09-30

Last Push

13.0K

Stars

Language

39.1K

Lines of Code

292

Files

125

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 14.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 121 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 15.2/100 · LOW

Which changes need focused human review? 125 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 0MEDIUM 2LOW 123

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 125 distinct pattern matches across 3 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block119 hits · 119 pts

Severity	File	Line	Snippet	Context
LOW	parser_test.go	3021	// // run the same code 100 times and check that the output is the same every time	COMMENT
LOW	README_pt.md	241	"github.com/swaggo/swag/example/celler/model"	COMMENT
LOW	README_pt.md	321	Por exemplo, utilizar	COMMENT
LOW	README_pt.md	641		COMMENT
LOW	README_zh-CN.md	141		COMMENT
LOW	README_zh-CN.md	241	// ShowAccount godoc	COMMENT
LOW	README_zh-CN.md	261	if err != nil {	COMMENT
LOW	README_zh-CN.md	561	```	COMMENT
LOW	README.md	161	import "github.com/swaggo/files" // swagger embed files	COMMENT
LOW	README.md	261	)	COMMENT
LOW	README.md	281	}	COMMENT
LOW	README.md	341		COMMENT
LOW	README.md	661		COMMENT
LOW	formatter_test.go	21	func Test_FormatMain(t *testing.T) {	COMMENT
LOW	formatter_test.go	41	// @in header	COMMENT
LOW	formatter_test.go	61	// @tokenUrl https://example.com/oauth/token	COMMENT
LOW	formatter_test.go	81	// @BasePath /v2	COMMENT
LOW	formatter_test.go	121		COMMENT
LOW	formatter_test.go	141		COMMENT
LOW	formatter_test.go	161	func GetStringByInt(w http.ResponseWriter, r *http.Request) {}`	COMMENT
LOW	testdata/extensionsFail1.go	1	package main	COMMENT
LOW	testdata/extensionsFail2.go	1	package main	COMMENT
LOW	testdata/templated.go	1	package main	COMMENT
LOW	testdata/templated.go	21	// @scope.admin Grants read and write access to administrative information	COMMENT
LOW	testdata/main.go	1	package main	COMMENT
LOW	testdata/main.go	21	// @securityDefinitions.apikey ApiKeyAuth	COMMENT
LOW	testdata/main.go	41	// @scope.admin Grants read and write access to administrative information	COMMENT
LOW	testdata/duplicated2/api/api.go	1	package api	COMMENT
LOW	testdata/duplicated2/api/api.go	21	func OptionsFoo(w http.ResponseWriter, r *http.Request) {}	COMMENT
LOW	testdata/struct_comment/api/api.go	1	package api	COMMENT
LOW	testdata/generics_property/api/api.go	41	// @Success 203 {object} NestedResponse "ok"	COMMENT
LOW	testdata/format_dst/main.go	21	// @host petstore.swagger.io	COMMENT
LOW	testdata/format_dst/api/api.go	1	package api	COMMENT
LOW	testdata/format_dst/api/api.go	21	//write your code	COMMENT
LOW	testdata/format_dst/api/api.go	41	// @Security OAuth2Password[admin]	COMMENT
LOW	testdata/tags2/main.go	1	package main	COMMENT
LOW	testdata/single_file_api/main.go	1	package main	COMMENT
LOW	testdata/non_exported_json_fields/main.go	21	NestedInternal string	COMMENT
LOW	testdata/format_test/main.go	21	// @host petstore.swagger.io	COMMENT
LOW	testdata/format_test/api/api.go	1	package api	COMMENT
LOW	testdata/format_test/api/api.go	21	//write your code	COMMENT
LOW	testdata/format_test/api/api.go	41	// @Security OAuth2Password[admin]	COMMENT
LOW	testdata/tags_nonexistend_tag/main.go	1	package main	COMMENT
LOW	testdata/global_security/main.go	1	package global_security	COMMENT
LOW	testdata/global_security/api/api.go	21	// @Router /testapi/basic [get]	COMMENT
LOW	testdata/json_field_string/main.go	21	// @Accept json	COMMENT
LOW	testdata/enums/main.go	1	package main	COMMENT
LOW	testdata/enums/api/api.go	1	package api	COMMENT
LOW	testdata/enums/api/api.go	21	// @Param typeinpath path types.Type true "type"	COMMENT
LOW	testdata/enums/api/api.go	41	// @Summary test array enums fields in formdata request	COMMENT
LOW	testdata/golist/api/api.go	21	Status string `json:"status"`	COMMENT
LOW	testdata/state/api/api_user.go	1	package api	COMMENT
LOW	testdata/state/api/api_user.go	21	// @State user	COMMENT
LOW	testdata/state/api/api_user.go	41	func GetStructArrayByStringUser(w http.ResponseWriter, r *http.Request) {	COMMENT
LOW	testdata/state/api/api.go	1	package api	COMMENT
LOW	testdata/state/api/api.go	21	// @State admin	COMMENT
LOW	testdata/state/api/api.go	41	func GetStructArrayByString(w http.ResponseWriter, r *http.Request) {	COMMENT
LOW	testdata/composition/api/api.go	61	// @Description get Bar	COMMENT
LOW	testdata/composition/api/api.go	81	}	COMMENT
LOW	testdata/composition/api/api.go	101	//write your code	COMMENT
59 more matches not shown…

Slop Phrases2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	parser_test.go	2054	"description": "This is a sample server Petstore server. You can find out more about Swagger at [http://swa	CODE
MEDIUM	testdata/pet/main.go	5	// @description This is a sample server Petstore server. You can find out more about Swagger at [http://swagger.io]	COMMENT

Fake / Example Data4 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	testdata/description_line_continuation/expected.json	13	"description": "This is a mock endpoint description which is long and descriptions that end with backsla	CODE
LOW	testdata/description_line_continuation/expected.json	13	"description": "This is a mock endpoint description which is long and descriptions that end with backsla	CODE
LOW	testdata/description_line_continuation/api/api.go	14	// @Description Lorem ipsum dolor sit amet \	COMMENT
LOW	testdata/description_line_continuation/api/api.go	14	// @Description Lorem ipsum dolor sit amet \	COMMENT

swaggo/swag

Open-Source Code Quality, Security and Technical Debt Review