2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

28.8K

Stars

Language

182.1K

Lines of Code

1.6K

Files

322

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 7.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 253 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.9/100 · LOW

Are imports declared and package/API names verified? 69 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 9.7/100 · LOW

Which changes need focused human review? 322 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 4HIGH 1MEDIUM 5LOW 312

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 322 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 Block244 hits · 241 pts

Severity	File	Line	Snippet	Context
LOW	cloud.go	1	package fyne	COMMENT
LOW	window.go	1	package fyne	COMMENT
LOW	window.go	61	// The way this is rendered will depend on the loaded driver.	COMMENT
LOW	window.go	81	Show()	COMMENT
LOW	widget.go	1	package fyne	COMMENT
LOW	widget.go	21	// Renderers should dispose and clean up any related resources, if necessary.	COMMENT
LOW	fyne.go	1	// Package fyne describes the objects and components available to any Fyne app.	COMMENT
LOW	fyne.go	21	// widget.NewButton("Hi!", func() {	COMMENT
LOW	thread.go	1	package fyne	COMMENT
LOW	preferences.go	1	package fyne	COMMENT
LOW	preferences.go	21	//	COMMENT
LOW	preferences.go	41	//	COMMENT
LOW	preferences.go	61	//	COMMENT
LOW	key.go	161	KeySemicolon KeyName = ";"	COMMENT
LOW	key.go	181	type KeyModifier int	COMMENT
LOW	canvasobject.go	1	package fyne	COMMENT
LOW	canvasobject.go	61	// When focused it will also have TypedRune called as text is input and	COMMENT
LOW	settings.go	21	//	COMMENT
LOW	app.go	21	var ErrPasswordIncorrect = errors.New("the password is incorrect")	COMMENT
LOW	app.go	41		COMMENT
LOW	app.go	61	// This must be set for use of the [App.Preferences]. see [NewWithID].	COMMENT
LOW	app.go	81	// It is safe to call with an unknown ID or after the notification has already fired.	COMMENT
LOW	app.go	101	// needed. The app can then obtain a password, through secure means or by asking the user, and call this	COMMENT
LOW	app.go	121		COMMENT
LOW	app.go	181	// Icon contains, if present, a resource of the icon that was bundled at build time.	COMMENT
LOW	text.go	41	// TextTruncate trims the text to the widget's width, no wrapping is applied.	COMMENT
LOW	uri.go	21	URI() URI	COMMENT
LOW	uri.go	41	type URI interface {	COMMENT
LOW	uri.go	61	// 'file'.	COMMENT
LOW	uri.go	81	// Query should return the URI query, as defined by IETF RFC3986.	COMMENT
LOW	animation.go	21	// AnimationEaseIn starts slowly and accelerates to the end.	COMMENT
LOW	driver.go	21	// AbsolutePositionForObject returns the position of a given [CanvasObject] relative to the top/left of a canvas.	COMMENT
LOW	driver.go	41	//	COMMENT
LOW	cmd/fyne/internal/mobile/build_iosapp.go	641	}	COMMENT
LOW	cmd/fyne/internal/mobile/build_iosapp.go	661	//	COMMENT
LOW	cmd/fyne/internal/mobile/env.go	121	}	COMMENT
LOW	cmd/fyne/internal/mobile/writer.go	1	// Copyright 2015 The Go Authors. All rights reserved.	COMMENT
LOW	cmd/fyne/internal/mobile/writer.go	21	//	COMMENT
LOW	cmd/fyne/internal/mobile/writer.go	41	// Note the \r\n line breaks.	COMMENT
LOW	cmd/fyne/internal/mobile/binres/binres.go	1	// Copyright 2015 The Go Authors. All rights reserved.	COMMENT
LOW	cmd/fyne/internal/mobile/binres/binres.go	21	//	COMMENT
LOW	cmd/fyne/internal/mobile/binres/pool.go	21		COMMENT
LOW	cmd/fyne/internal/mobile/binres/pool.go	41	//	COMMENT
LOW	cmd/fyne/internal/mobile/binres/table.go	21	type TableRef uint32	COMMENT
LOW	cmd/fyne/internal/mobile/gendex/gendex.go	1	// Copyright 2015 The Go Authors. All rights reserved.	COMMENT
LOW	widget/gridwrap.go	41	// an item in the GridWrap.	COMMENT
LOW	widget/tree_internal_test.go	201	assert.Equal(t, "foobar", tree.selected[0])	COMMENT
LOW	widget/richtextentry.go	21	const (	COMMENT
LOW	widget/label.go	21		COMMENT
LOW	widget/entry.go	501		COMMENT
LOW	widget/table.go	61	// This will default to an A-Z style content, unless overridden with `CreateHeader` and `UpdateHeader` calls.	COMMENT
LOW	widget/table.go	81	// Since: 2.4	COMMENT
LOW	widget/table.go	121	}	COMMENT
LOW	test/test_helper.go	81		COMMENT
LOW	driver/native.go	21	// AndroidWindowContext is passed to the NativeWindow.RunNative callback when it is executed	COMMENT
LOW	driver/native.go	61	// X11WindowContext is passed to the NativeWindow.RunNative callback	COMMENT
LOW	driver/desktop/window.go	1	package desktop	COMMENT
LOW	driver/desktop/key.go	41	// ShiftModifier represents a shift key being held	COMMENT
LOW	driver/desktop/app.go	1	package desktop	COMMENT
LOW	internal/painter/font_internal_test.go	141	}	COMMENT
184 more matches not shown…

Fake / Example Data65 hits · 67 pts

Severity	File	Line	Snippet	Context
LOW	cmd/fyne_demo/tutorials/widget.go	22	loremIpsum = `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque quis consectetur nisi. Suspendisse	CODE
LOW	cmd/fyne_demo/tutorials/widget.go	22	loremIpsum = `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque quis consectetur nisi. Suspendisse	CODE
LOW	widget/table_desktop_test.go	21	return NewLabel("placeholder")	CODE
LOW	widget/table_internal_test.go	32	return NewLabel("placeholder")	CODE
LOW	widget/table_internal_test.go	63	return NewLabel("placeholder")	CODE
LOW	widget/table_internal_test.go	80	assert.Equal(t, NewLabel("placeholder").MinSize(), content.Objects()[0].(*Label).Size())	CODE
LOW	widget/table_internal_test.go	86	assert.Equal(t, NewLabel("placeholder").MinSize(), content.Objects()[0].(*Label).Size())	CODE
LOW	widget/table_internal_test.go	339	return NewLabel("placeholder")	CODE
LOW	widget/table_internal_test.go	374	displayText := "placeholder"	CODE
LOW	widget/table_internal_test.go	387	assert.Equal(t, "placeholder", cellRenderer.(tableCellsRenderer).Objects()[7].(Label).Text)	CODE
LOW	widget/table_internal_test.go	574	return NewLabel("placeholder")	CODE
LOW	widget/table_internal_test.go	660	return NewLabel("placeholder")	CODE
LOW	widget/table_internal_test.go	689	return NewLabel("placeholder")	CODE
LOW	widget/table_internal_test.go	733	return NewLabel("placeholder")	CODE
LOW	widget/table_internal_test.go	763	return NewLabel("placeholder")	CODE
LOW	widget/table_internal_test.go	814	return NewLabel("placeholder")	CODE
LOW	widget/table_internal_test.go	820	obj.(*Label).Text = "placeholder"	CODE
LOW	widget/table_internal_test.go	975	return NewLabel("placeholder")	CODE
LOW	widget/table_internal_test.go	1017	return NewLabel("placeholder")	CODE
LOW⚡	widget/richtext_benchmark_test.go	12	const loremIpsum = `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque quis consectetur nisi. Suspend	CODE
LOW⚡	widget/richtext_benchmark_test.go	12	const loremIpsum = `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque quis consectetur nisi. Suspend	CODE
LOW⚡	widget/richtext_benchmark_test.go	20	Nullam eu mattis dolor. Sed sit amet ipsum gravida, pretium justo eget, mattis est. Cras viverra aliquet velit, a faucib	CODE
LOW⚡	widget/richtext_benchmark_test.go	20	Nullam eu mattis dolor. Sed sit amet ipsum gravida, pretium justo eget, mattis est. Cras viverra aliquet velit, a faucib	CODE
LOW	widget/testdata/form/extended_entry.xml	15	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/form/layout.xml	15	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/form/layout.xml	32	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/focus_gained.xml	8	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	…dget/testdata/entry/tapped_secondary_password_menu.xml	8	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	…get/testdata/entry/focus_with_popup_entry_selected.xml	8	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/focused_enabled.xml	8	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/focus_lost.xml	8	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	…testdata/entry/always_on_without_validator_success.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	…get/testdata/entry/disableable_enabled_placeholder.xml	8	<text color="placeholder" pos="8,6" size="34x19">Type!</text>	CODE
LOW	widget/testdata/entry/placeholder_without_text.xml	8	<text color="placeholder" pos="8,6" size="63x19">Placehold</text>	CODE
LOW	…dget/testdata/entry/always_on_with_validator_error.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/validator_not_empty_unfocused.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/initial.xml	8	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/set_placeholder_set.xml	8	<text color="placeholder" pos="8,6" size="26x19">Test</text>	CODE
LOW	widget/testdata/entry/tapped_secondary_full_menu.xml	8	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/validator_not_empty_focused.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/disableable_enabled_empty.xml	8	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/focus_with_popup_initial.xml	8	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/validate_initial.xml	8	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/validator_not_empty_initial.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/focus_with_popup_dismissed.xml	8	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	…t/testdata/entry/always_on_without_validator_error.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/entry/initial_multiline.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/select_entry/disableable_enabled.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/select_entry/dropdown_initial.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/select_entry/dropdown_empty_setopts.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	…t/testdata/select_entry/disableable_enabled_tapped.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/select_entry/dropdown_empty_opened.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	…testdata/select_entry/dropdown_empty_opened_shrunk.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	…a/select_entry/disableable_enabled_tapped_selected.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	…t/testdata/select_entry/disableable_enabled_opened.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	widget/testdata/password_entry/placeholder_initial.xml	9	<text color="placeholder" pos="8,6" size="63x19">Password</text>	CODE
LOW	widget/testdata/password_entry/initial.xml	9	<text color="placeholder" pos="8,6" size="0x19"></text>	CODE
LOW	test/markup_renderer.go	512	return "placeholder"	CODE
LOW	internal/driver/glfw/testdata/windows_hover_object.xml	13	<text color="placeholder" pos="8,7" size="0x19"></text>	CODE
LOW	internal/driver/glfw/testdata/windows_hover_object.xml	30	<text color="placeholder" pos="8,7" size="0x19"></text>	CODE
5 more matches not shown…

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	widget/table.go	1533	r.cells.t.dividerLayer.Content.Refresh()	CODE
CRITICAL	widget/table.go	1711	r.cells.t.top.Content.Refresh()	CODE
CRITICAL	widget/table.go	1753	r.cells.t.left.Content.Refresh()	CODE
CRITICAL	widget/table.go	1769	r.cells.t.corner.Content.Refresh()	CODE

AI Slop Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	uri.go	38	// Implementations are highly recommended to utilize [net/url] to implement URI	COMMENT
MEDIUM	widget/textgrid.go	663	// round it for seamless background	COMMENT
MEDIUM	internal/painter/draw.go	386	// allowed for the width and height of the shape. Corner radius may utilize unused capacity from adjacent corners with r	COMMENT
MEDIUM	internal/repository/memory.go	54	// This repository is not designed to be particularly fast or robust, but	COMMENT
MEDIUM	internal/async/doc.go	6	// can utilize select and channel semantics, whereas queue cannot. A user of	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	cmd/fyne/internal/mobile/build_iosapp.go	663	// greater than U+007f. In this implementation, we just replace everything non	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	cmd/fyne/internal/templates/data/webgl-debug.js	631	function makeLostContextSimulatingCanvas(canvas) {	CODE
LOW	cmd/fyne/internal/templates/data/webgl-debug.js	805	function makeLostContextFunctionWrapper(ctx, functionName) {	CODE
LOW	cmd/fyne/internal/templates/data/webgl-debug.js	865	function makeLostContextSimulatingContext(ctx) {	CODE

fyne-io/fyne

Open-Source Code Quality, Security and Technical Debt Review