0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.0K

Stars

Language

420.1K

Lines of Code

928

Files

105

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 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 90 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 1.6/100 · LOW

Which changes need focused human review? 105 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 2HIGH 0MEDIUM 6LOW 97

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 105 distinct pattern matches across 6 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 Block76 hits · 76 pts

Severity	File	Line	Snippet	Context
LOW	.goreleaser.yaml	1	# go-swagger release pipeline	COMMENT
LOW	.cliff.toml	121	[git]	COMMENT
LOW	.golangci.yml	1	version: "2"	COMMENT
LOW	doc.go	1	// SPDX-FileCopyrightText: Copyright 2015-2025 go-swagger maintainers	COMMENT
LOW	doc.go	21	//	COMMENT
LOW	doc.go	41	// swagger generate client [-f ./swagger.json] -A [application-name [--principal [principal-name]]	COMMENT
LOW	doc.go	61	// will be regenerated on following generation runs so any changes to those files will be lost.	COMMENT
LOW	cmd/swagger/commands/mixin.go	41		COMMENT
LOW	testdata/bugs/1487/fixture-allOf.yaml	101	format: duration	COMMENT
LOW	testdata/bugs/3225/panic.go	1	// SPDX-FileCopyrightText: Copyright 2015-2025 go-swagger maintainers	COMMENT
LOW	testdata/bugs/3225/panic.go	21	//	COMMENT
LOW	testdata/bugs/2540/foo/examples.go	1	// Package docs SwagTest	COMMENT
LOW	testdata/bugs/2540/foo/examples.go	21	// 200: getBook	COMMENT
LOW	testdata/bugs/3125/full/docs/docs.go	1	//go:build testintegration	COMMENT
LOW	testdata/bugs/3125/full/docs/docs.go	21	// SecurityDefinitions:	COMMENT
LOW	testdata/goparsing/spec/api.go	1	// Package booking API.	COMMENT
LOW	testdata/goparsing/spec/api.go	61	Slice []int `json:"slice"`	COMMENT
LOW	…ata/codegen/external-types/example-external-types.yaml	681	description: \|	COMMENT
LOW	…ata/codegen/external-types/example-external-types.yaml	701	# embedded: true	COMMENT
LOW	testdata/enhancements/793/petstore.go	1	// Package petstore API	COMMENT
LOW	testdata/enhancements/793/petstore.go	21	// - application/json	COMMENT
LOW	testdata/enhancements/793/petstore.go	41	//	COMMENT
LOW	testdata/enhancements/793/petstore.go	61	//	COMMENT
LOW	testdata/enhancements/793/petstore.go	81	// - application/xml	COMMENT
LOW	testdata/enhancements/793/petstore.go	101	// description: pet response	COMMENT
LOW	testdata/enhancements/793/petstore.go	121	// - name: pet	COMMENT
LOW	testdata/enhancements/793/petstore.go	141	// Returns a user based on a single ID,	COMMENT
LOW	testdata/enhancements/793/petstore.go	161	// "$ref": "#/definitions/pet"	COMMENT
LOW	testdata/enhancements/prune-unused/api.go	21	}	COMMENT
LOW	testdata/enhancements/2444/fixture-2244.yaml	181	# allOf:	COMMENT
LOW	hack/server_runtime_nonreg_test.go	1	// SPDX-FileCopyrightText: Copyright 2015-2025 go-swagger maintainers	COMMENT
LOW	hack/codegen-testdata.yaml	1	#	COMMENT
LOW	hack/doc-site/hugo/hugo.yaml	101	# If the favicon is /static/favicon.png then the path would be favicon.png	COMMENT
LOW	hack/doc-site/hugo/hugo.yaml	121	# Requires 'BookRepo' param.	COMMENT
LOW	hack/doc-site/hugo/hugo.yaml	141		COMMENT
LOW	docs/faq/faq_spec.md	41	// - application/json	COMMENT
LOW	docs/faq/faq_spec.md	181	//	COMMENT
LOW	docs/faq/faq_spec.md	201	package models	COMMENT
LOW	docs/reference/annotations/model.md	41	```go	COMMENT
LOW	docs/reference/annotations/model.md	61		COMMENT
LOW	docs/reference/annotations/params.md	41	*Items.n.Minimum items* \| the minimum number of items a slice needs to have at the level n	COMMENT
LOW	docs/reference/annotations/params.md	61	// items.items.items.pattern: \w+	COMMENT
LOW	docs/reference/annotations/operation.md	41	func ServeAPI(host, basePath string, schemes []string) (err error) {	COMMENT
LOW	docs/reference/annotations/operation.md	61	// type: string	COMMENT
LOW	generator/model_test.go	121	// Minimum: > 10	COMMENT
LOW	generator/model_test.go	181	// Required: true	COMMENT
LOW	generator/options.go	1	// SPDX-FileCopyrightText: Copyright 2015-2025 go-swagger maintainers	COMMENT
LOW	generator/operation.go	241	func (b *codeGenOpBuilder) MakeOperation() (GenOperation, error) {	COMMENT
LOW	generator/spec.go	81	}	COMMENT
LOW	generator/spec.go	161	preprocessingOption = "expand"	COMMENT
LOW	generator/shared_test.go	41	// func map, templates repository and the default render plan) on g, without the	COMMENT
LOW	generator/model.go	1461	// rendered with the ref as embedded ref.	COMMENT
LOW	generator/model.go	1521	sg.GenSchema.IsSuperAlias = true	COMMENT
LOW	generator/model.go	1901	// - aliased primitive of a formatter type which is not a stringer	COMMENT
LOW	generator/shared.go	321	}	COMMENT
LOW	generator/shared.go	381	}	COMMENT
LOW	generator/generate_harness_test.go	21	// fixture, given the resolved spec and the prepared target directory.	COMMENT
LOW	generator/prepare.go	21	// Prepare finalizes a set of generation options so they are ready for use.	COMMENT
LOW	generator/sanitize.go	21	// into the generated code.	COMMENT
LOW	generator/moreschemavalidation_fixtures_test.go	1	// Copyright 2015 go-swagger maintainers	COMMENT
16 more matches not shown…

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	generator/model_mapstack.go	167	if (cur.Next.Context.Schema.Ref.String() != "" \|\| c.IsAliased) && !c.IsInterface && !c.IsStream {	CODE
CRITICAL	generator/schemavalidation_test.go	747	assert.EqualT(t, "#/definitions/NamedMapComplexAnon", fsm.Type.AdditionalProperties.Schema.Ref.GetURL().String())	CODE

Fake / Example Data13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	testdata/bugs/1943/fixture-1943.yaml	111	example: "John Doe"	CODE
LOW	testdata/bugs/1943/fixture-1943.yaml	138	name: "John Doe"	CODE
LOW	testdata/bugs/1943/fixture-1943.yaml	167	name: "John Doe"	CODE
LOW	testdata/bugs/2306/fixture-2306.json	18734	"example": "user@example.com",	CODE
LOW	testdata/bugs/1781/fixture-1781.yaml	111	example: "John Doe"	CODE
LOW	testdata/bugs/1781/fixture-1781.yaml	138	name: "John Doe"	CODE
LOW	testdata/bugs/1781/fixture-1781.yaml	167	name: "John Doe"	CODE
LOW	testdata/bugs/2969/2969.json	12413	"example" : "John Doe",	CODE
LOW	testdata/bugs/2969/2969.json	12418	"example" : "John Doe",	CODE
LOW	testdata/bugs/2969/2969.json	12452	"example" : "John Doe",	CODE
LOW	testdata/bugs/2969/2969.json	12457	"example" : "John Doe",	CODE
LOW	docs/faq/faq_spec.md	331	"name": "John Doe",	CODE
LOW	docs/reference/annotations/meta.md	45	contact: {name: 'John Doe', url: 'http://john.doe.com', email: john.doe@example.com}	CODE

AI Slop Vocabulary5 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	.golangci.yml	7	# * do not correspond to our own views of go best practices (e.g. recvcheck, nonamedreturns)	COMMENT
LOW	testdata/canary/docker-v1.41/swagger.yaml	81	If you have already got an identity token from the [`/auth` endpoint](#operation/SystemAuth), you can just pass this	CODE
LOW	testdata/canary/docker-v1.41/swagger-fixed.yaml	81	If you have already got an identity token from the [`/auth` endpoint](#operation/SystemAuth), you can just pass this	CODE
LOW	testdata/bugs/1487/fixture-polymorphism.yaml	47	# Issue: Validate() is empty instead of just return nil	COMMENT
MEDIUM	testdata/codegen/sanitize/comments.yaml	4	# unification) — referenced by the skipped harness subtest.	COMMENT

Slop Phrases5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	cmd/swagger/commands/diff_test.go	38	// Don't forget to remove it once you're done.	COMMENT
MEDIUM	testdata/canary/petstore/swagger.json	1	{"swagger":"2.0","info":{"description":"This is a sample server Petstore server. You can find out more about Swagger at	CODE
MEDIUM	testdata/bugs/1824/swagger.json	4	"description": "This is a sample server Petstore server.\n\n[Learn about Swagger](http://swagger.wordnik.com) or	CODE
MEDIUM	testdata/bugs/822/swagger.yml	4	description: "This is a sample server Petstore server. You can find out more about Swagger at [http://swagger.io](htt	CODE
MEDIUM	testdata/codegen/swagger-codegen-tests.json	4	"description": "This is a sample server Petstore server. You can find out more about Swagger at <a href=\"http://sw	CODE

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	docs/generate/client.md	15	#### Step 1: Create a Swagger spec	COMMENT
LOW	docs/generate/client.md	49	#### Step 2: Initialize a Go module	COMMENT
LOW	docs/generate/client.md	55	#### Step 3: Generate the client	COMMENT
LOW	docs/generate/client.md	79	#### Step 4: Use the client	COMMENT

go-swagger/go-swagger

Open-Source Code Quality, Security and Technical Debt Review