0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

25.2K

Stars

Kotlin

Language

170.0K

Lines of Code

656

Files

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 4.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 93 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 3.1/100 · LOW

Which changes need focused human review? 96 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 2MEDIUM 1LOW 93

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 96 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.

Structural Annotation Overuse36 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW	mcp/README.md	18	### Step 1: Start the Server in StreamableHTTP Mode	COMMENT
LOW	mcp/README.md	38	### Step 2: Expose the Server via a Public URL	COMMENT
LOW	mcp/README.md	51	### Step 3: Add MCP server URL	COMMENT
LOW	mcp/README.md	65	### Step 4: Try a prompt	COMMENT
LOW⚡	mcp/README.md	81	### Step 1: Set Up Credentials in Google Cloud	COMMENT
LOW⚡	mcp/README.md	85	### Step 2: Add the Cloud Server with Custom Headers	COMMENT
LOW⚡	mcp/README.md	95	### Step 3: Try a Prompt	COMMENT
LOW⚡	…oogle/ai/edge/gallery/ui/llmchat/LlmChatModelHelper.kt	484	// Step 1: Start the turn before processing the input, so its latency includes the input	COMMENT
LOW⚡	…oogle/ai/edge/gallery/ui/llmchat/LlmChatModelHelper.kt	490	// Step 2: Assemble multimodal prompt attachments (images, audio clips, and text).	COMMENT
LOW⚡	…oogle/ai/edge/gallery/ui/llmchat/LlmChatModelHelper.kt	503	// Step 3: Configure extra runtime parameters (such as thinking reasoning mode).	COMMENT
LOW⚡	…oogle/ai/edge/gallery/ui/llmchat/LlmChatModelHelper.kt	512	// Step 4: Dispatch asynchronous streaming inference to the native LiteRT-LM engine.	COMMENT
LOW⚡	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	879	// Step 7: Merge adjacent or overlapping matches for scrubber range indicators.	COMMENT
LOW⚡	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	882	// Step 8: Publish search results (sorted by similarity score descending) and merged	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	704	// Step 1: Update UI state to indicate that a search is in progress. Previous results are	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	718	// Step 2: Ensure the retrieval service is available.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	730	// Step 3: Validate video duration and local video file existence.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	753	// Step 4: Query the vector store for the top K windows belonging to this project.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	777	// Step 5: Map retrieved records back to their time windows.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	822	// Step 6: Extract representative preview frames for each unmerged moment in top-K	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1190	// Step 1: Validate video duration and file existence. A zero duration means the import	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1246	// Step 2: Calculate sliding time windows and sample frame timestamps.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1281	// Step 3: Decide whether this pass interleaves audio with the frames it indexes.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1317	// Step 4: Extract each window's frames and matching audio, then index their embedding.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1481	// Step 5: Persist configuration parameters to DataStore. The embeddings themselves now	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1523	// Step 6: Update UI state with the processed project and clear progress.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1537	// Step 7: Automatically execute search if a pending query was specified.	COMMENT
LOW	…/main/assets/skills/query-wikipedia/scripts/index.html	31	// Step 1: Fuzzy search to get the exact title and the clean introduction	COMMENT
LOW	…/main/assets/skills/query-wikipedia/scripts/index.html	56	// Step 2: Fetch the HTML of Section 0 (the top of the page) to grab the infobox	COMMENT
LOW	…/main/assets/skills/query-wikipedia/scripts/index.html	96	// Step 3: Combine Infobox and Extract	COMMENT
LOW	…/main/assets/skills/query-wikipedia/scripts/index.html	107	// Step 4: Apply language-based safety caps	COMMENT
LOW	skills/built-in/query-wikipedia/scripts/index.html	31	// Step 1: Fuzzy search to get the exact title and the clean introduction	COMMENT
LOW	skills/built-in/query-wikipedia/scripts/index.html	56	// Step 2: Fetch the HTML of Section 0 (the top of the page) to grab the infobox	COMMENT
LOW	skills/built-in/query-wikipedia/scripts/index.html	96	// Step 3: Combine Infobox and Extract	COMMENT
LOW	skills/built-in/query-wikipedia/scripts/index.html	107	// Step 4: Apply language-based safety caps	COMMENT
LOW	skills/featured/mood-music/SKILL.md	16	### Step 1: Fetch Available Genres	COMMENT
LOW	skills/featured/mood-music/SKILL.md	21	### Step 2: Analyze and Generate	COMMENT

Verbosity Indicators27 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW⚡	…oogle/ai/edge/gallery/ui/llmchat/LlmChatModelHelper.kt	484	// Step 1: Start the turn before processing the input, so its latency includes the input	COMMENT
LOW⚡	…oogle/ai/edge/gallery/ui/llmchat/LlmChatModelHelper.kt	490	// Step 2: Assemble multimodal prompt attachments (images, audio clips, and text).	COMMENT
LOW⚡	…oogle/ai/edge/gallery/ui/llmchat/LlmChatModelHelper.kt	503	// Step 3: Configure extra runtime parameters (such as thinking reasoning mode).	COMMENT
LOW⚡	…oogle/ai/edge/gallery/ui/llmchat/LlmChatModelHelper.kt	512	// Step 4: Dispatch asynchronous streaming inference to the native LiteRT-LM engine.	COMMENT
LOW⚡	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	879	// Step 7: Merge adjacent or overlapping matches for scrubber range indicators.	COMMENT
LOW⚡	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	882	// Step 8: Publish search results (sorted by similarity score descending) and merged	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	704	// Step 1: Update UI state to indicate that a search is in progress. Previous results are	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	718	// Step 2: Ensure the retrieval service is available.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	730	// Step 3: Validate video duration and local video file existence.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	753	// Step 4: Query the vector store for the top K windows belonging to this project.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	777	// Step 5: Map retrieved records back to their time windows.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	822	// Step 6: Extract representative preview frames for each unmerged moment in top-K	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1190	// Step 1: Validate video duration and file existence. A zero duration means the import	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1246	// Step 2: Calculate sliding time windows and sample frame timestamps.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1281	// Step 3: Decide whether this pass interleaves audio with the frames it indexes.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1317	// Step 4: Extract each window's frames and matching audio, then index their embedding.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1481	// Step 5: Persist configuration parameters to DataStore. The embeddings themselves now	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1523	// Step 6: Update UI state with the processed project and clear progress.	COMMENT
LOW	…mtasks/videomomentfinder/VideoMomentFinderViewModel.kt	1537	// Step 7: Automatically execute search if a pending query was specified.	COMMENT
LOW	…/main/assets/skills/query-wikipedia/scripts/index.html	31	// Step 1: Fuzzy search to get the exact title and the clean introduction	COMMENT
LOW	…/main/assets/skills/query-wikipedia/scripts/index.html	56	// Step 2: Fetch the HTML of Section 0 (the top of the page) to grab the infobox	COMMENT
LOW	…/main/assets/skills/query-wikipedia/scripts/index.html	96	// Step 3: Combine Infobox and Extract	COMMENT
LOW	…/main/assets/skills/query-wikipedia/scripts/index.html	107	// Step 4: Apply language-based safety caps	COMMENT
LOW	skills/built-in/query-wikipedia/scripts/index.html	31	// Step 1: Fuzzy search to get the exact title and the clean introduction	COMMENT
LOW	skills/built-in/query-wikipedia/scripts/index.html	56	// Step 2: Fetch the HTML of Section 0 (the top of the page) to grab the infobox	COMMENT
LOW	skills/built-in/query-wikipedia/scripts/index.html	96	// Step 3: Combine Infobox and Extract	COMMENT
LOW	skills/built-in/query-wikipedia/scripts/index.html	107	// Step 4: Apply language-based safety caps	COMMENT

Over-Commented Block27 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	model_allowlists/README.md	1	# This is a readme file	COMMENT
LOW	…c/main/java/com/google/ai/edge/gallery/MainActivity.kt	141	// Show splash screen.	COMMENT
LOW	…om/google/ai/edge/gallery/ui/modelmanager/ModelList.kt	441	alpha = animation.descriptionProgress * 0.6f	COMMENT
LOW	…om/google/ai/edge/gallery/ui/modelmanager/ModelList.kt	461	// }	COMMENT
LOW	…/java/com/google/ai/edge/gallery/ui/common/TaskIcon.kt	121	// @Composable	COMMENT
LOW	…va/com/google/ai/edge/gallery/ui/common/ModelPicker.kt	161	showMemoryWarning = false	COMMENT
LOW	…i/edge/gallery/ui/common/chat/BenchmarkConfigDialog.kt	101	// @Preview(showBackground = true)	COMMENT
LOW	…ai/edge/gallery/ui/common/chat/MessageBodyBenchmark.kt	101	}	COMMENT
LOW	…ai/edge/gallery/ui/common/chat/MessageBodyBenchmark.kt	121	// "stat2" to 0.4f,	COMMENT
LOW	…ge/gallery/ui/common/chat/ModelInitializationStatus.kt	81	}	COMMENT
LOW	…e/gallery/ui/common/chat/MessageBodyPromptTemplates.kt	121	}	COMMENT
LOW	…e/gallery/ui/common/chat/MessageBodyPromptTemplates.kt	141	// templates =	COMMENT
LOW	…i/edge/gallery/ui/common/chat/TextInputHistorySheet.kt	201	// @Composable	COMMENT
LOW	…oogle/ai/edge/gallery/ui/common/chat/MessageLatency.kt	41		COMMENT
LOW	…google/ai/edge/gallery/ui/common/chat/MessageSender.kt	201	// fun MessageSenderPreview() {	COMMENT
LOW	…google/ai/edge/gallery/ui/common/chat/MessageSender.kt	221	// values = listOf(),	COMMENT
LOW	…google/ai/edge/gallery/ui/common/chat/MessageSender.kt	241	// iterationTotal = 200,	COMMENT
LOW	…edge/gallery/ui/common/chat/MessageBodyBenchmarkLlm.kt	41	DataCard(label = stat.label, unit = stat.unit, value = message.statValues[stat.id])	COMMENT
LOW	…edge/gallery/ui/common/chat/MessageBodyBenchmarkLlm.kt	61	// running = false,	COMMENT
LOW	…e/ai/edge/gallery/ui/common/chat/MessageBodyWarning.kt	61	// fun MessageBodyWarningPreview() {	COMMENT
LOW	…/ai/edge/gallery/ui/common/chat/MessageActionButton.kt	81	// MessageActionButton(label = "run", icon = Icons.Default.PlayArrow, onClick = {})	COMMENT
LOW	…ogle/ai/edge/gallery/ui/common/chat/MessageBodyInfo.kt	61	// GalleryTheme {	COMMENT
LOW	…ge/gallery/ui/common/chat/MessageBodyClassification.kt	101	// message =	COMMENT
LOW	…ogle/ai/edge/gallery/ui/common/modelitem/StatusIcon.kt	121	// fun StatusIconPreview() {	COMMENT
LOW	…e/ai/edge/gallery/customtasks/common/CustomTaskData.kt	61	val onNavUp: () -> Unit,	COMMENT
LOW	…in/java/com/google/ai/edge/gallery/data/ConfigValue.kt	21	// @Serializable	COMMENT
LOW	…in/java/com/google/ai/edge/gallery/data/ConfigValue.kt	41	// override fun serialize(encoder: Encoder, value: ConfigValue) {	COMMENT

AI Response Leakage2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…id/src/app/src/main/assets/tinygarden/main-K5DSW5YL.js	19	`);return r>=0?n.slice(0,r):n}function xa(e,t){return e?t?`${e} ${t}`:e:t\|\|""}var Tm=U({__forward_ref__:U});function hi(	CODE
HIGH	…id/src/app/src/main/assets/tinygarden/main-K5DSW5YL.js	19	`);return r>=0?n.slice(0,r):n}function xa(e,t){return e?t?`${e} ${t}`:e:t\|\|""}var Tm=U({__forward_ref__:U});function hi(	CODE

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…/edge/gallery/ui/modelmanager/ModelManagerViewModel.kt	127	private const val PLACEHOLDER_FILENAME = "placeholder"	CODE
LOW	…gallery/ui/common/modelitem/OptionalComponentsPanel.kt	79	return File(model.getPath(context = context, fileName = "placeholder")).parentFile	CODE
LOW	…gallery/ui/common/modelitem/OptionalComponentsPanel.kt	80	?: File(model.getPath(context = context, fileName = "placeholder"))	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/static.yml	36	# Create the nested directory structure	COMMENT

google-ai-edge/gallery

Open-Source Code Quality, Security and Technical Debt Review