0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

185.4K

Stars

Language

446.1K

Lines of Code

1.3K

Files

265

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 3.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 261 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

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

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 18 finding(s).

PR Review Velocity Impact 3.2/100 · LOW

Which changes need focused human review? 265 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 12LOW 253

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 265 distinct pattern matches across 9 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 Block218 hits · 191 pts

Severity	File	Line	Snippet	Context
LOW	cmd/cmd.go	1781	// beginning the download, for clients to	COMMENT
LOW	cmd/bench/bench.go	121	// problems cost 35-500 tokens each and word count predicts token count only	COMMENT
LOW	cmd/launch/muse.go	21	//	COMMENT
LOW	cmd/launch/deepseek_harness.go	21	deepSeekHarnessNpmPackage = "@deepseek-ai/dsh@latest"	COMMENT
LOW	cmd/launch/spinner.go	21	// Spinner is a handle on a running animated spinner. Stop halts the spinner	COMMENT
LOW	types/model/name.go	101	// ParseName parses and assembles a Name from a name string. The	COMMENT
LOW	types/model/name.go	121	// namespace:	COMMENT
LOW	llm/llama_server.go	1	// llama_server.go wraps the llama-server binary as a subprocess	COMMENT
LOW	discover/llama_server.go	21	)	COMMENT
LOW	discover/runner.go	81	// are enumerated, but not actually supported.	COMMENT
LOW	app/cmd/app/app_darwin.m	1	#import "app_darwin.h"	COMMENT
LOW	app/cmd/app/app_darwin.m	2041	// Prompt the user for authorization and move to the system wide	COMMENT
LOW	app/types/not/found.go	1	//go:build windows \|\| darwin	COMMENT
LOW	app/types/not/found.go	21	//	COMMENT
LOW	app/webview/webview.h	41	*	COMMENT
LOW	app/webview/webview.h	61	#endif	COMMENT
LOW	app/webview/webview.h	81		COMMENT
LOW	app/webview/webview.h	141		COMMENT
LOW	app/webview/webview.h	401	#elif defined(_WIN32)	COMMENT
LOW	app/webview/webview.h	421	#endif	COMMENT
LOW	app/webview/webview.h	1141	//	COMMENT
LOW	app/webview/webview.h	1201		COMMENT
LOW	app/webview/webview.h	1501		COMMENT
LOW	app/webview/webview.h	1921	// Stop the main run loop so that we can return	COMMENT
LOW	app/webview/webview.h	2021	// disable the feature by default (macOS 13.3 and later) and support	COMMENT
LOW	app/webview/webview.h	2121	//	COMMENT
LOW	app/webview/webview.h	2581	#define WEBVIEW_MSWEBVIEW2_EXPLICIT_LINK WEBVIEW_MSWEBVIEW2_BUILTIN_IMPL	COMMENT
LOW	app/webview/webview.go	101	// Window returns a native window handle pointer. When using GTK backend the	COMMENT
LOW	app/webview/webview.go	121	// Example: w.SetHtml(w, "<h1>Hello</h1>");	COMMENT
LOW	app/dialog/dlgs.go	1	//go:build windows \|\| darwin	COMMENT
LOW	app/dialog/cocoa/dlg.m	1	#import <Cocoa/Cocoa.h>	COMMENT
LOW	transfer/transfer.go	1	// Package transfer provides minimal, fast blob transfer for tensor-based models.	COMMENT
LOW	transfer/transfer.go	41	"github.com/ollama/ollama/manifest"	COMMENT
LOW	transfer/sparse_windows.go	1	//go:build windows	COMMENT
LOW	server/images.go	1741	// can be directed to push/pull from "127.0.0.1:1234".	COMMENT
LOW	scripts/create-dmg.sh	561	# Adding EULA resources	COMMENT
LOW	scripts/build_linux.sh	1	#!/bin/sh	COMMENT
LOW	scripts/build_darwin.sh	1	#!/bin/sh	COMMENT
LOW	.github/scripts/prepare_mlx_darwin.sh	1	#!/usr/bin/env bash	COMMENT
LOW	model/renderers/qwen3vl_thinking_test.go	101	// <\|im_start\|>assistant	COMMENT
LOW	model/renderers/qwen3vl_thinking_test.go	121	// name: "with tools and response",	COMMENT
LOW	model/renderers/qwen3vl_thinking_test.go	141	// {Role: "user", Content: "That sounds nice! What about San Francisco?"},	COMMENT
LOW	model/renderers/qwen3vl_thinking_test.go	161	// },	COMMENT
LOW	model/renderers/qwen3vl_thinking_test.go	181	// {"name": <function-name>, "arguments": <args-json-object>}	COMMENT
LOW	model/renderers/qwen3vl_thinking_test.go	201	// NOTE: solved with #12518: https://github.com/ollama/ollama/compare/main...drifkin/stable-tool-args	COMMENT
LOW	model/renderers/qwen3vl_thinking_test.go	221	// "a": 2,	COMMENT
LOW	model/renderers/qwen3vl_thinking_test.go	241	// },	COMMENT
LOW	model/renderers/qwen3vl_thinking_test.go	261	// Properties: testPropsMap(map[string]api.ToolProperty{	COMMENT
LOW	model/renderers/qwen3vl_thinking_test.go	281	// },	COMMENT
LOW	model/renderers/qwen3vl_thinking_test.go	301	// <\|im_start\|>user	COMMENT
LOW	model/renderers/gemma4_reference_test.go	1	package renderers	COMMENT
LOW	model/renderers/glm47.go	21	//	COMMENT
LOW	model/renderers/qwen3vl_nonthinking_test.go	121	{Role: "user", Content: "Describe these images.", Images: []api.ImageData{api.ImageData("img1"), api.ImageData("img2	COMMENT
LOW	model/renderers/qwen3vl_nonthinking_test.go	141	// Function: api.ToolCallFunction{	COMMENT
LOW	model/renderers/qwen3vl_nonthinking_test.go	161	// Type: "object",	COMMENT
LOW	model/renderers/qwen3vl_nonthinking_test.go	181	// # Tools	COMMENT
LOW	model/renderers/qwen3vl_nonthinking_test.go	201	// <\|im_start\|>user	COMMENT
LOW	model/renderers/qwen3vl_nonthinking_test.go	221	// },	COMMENT
LOW	model/renderers/qwen3vl_nonthinking_test.go	241	// },	COMMENT
LOW	model/renderers/qwen3vl_nonthinking_test.go	261	// tools: []api.Tool{	COMMENT
158 more matches not shown…

Hyper-Verbose Identifiers18 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	app/ui/app/src/api.ts	75	export function getClaudeDesktopModelsSettings(	CODE
LOW	app/ui/app/src/api.ts	86	export function getCodexDesktopModelsSettings(	CODE
LOW	app/ui/app/src/api.ts	243	export async function getClaudeDesktopAvailableModels(	CODE
LOW	…/ui/app/src/components/ClaudeDesktopModelsSettings.tsx	285	>(function ClaudeDesktopModelsSettings(	CODE
LOW	app/ui/app/src/components/Settings.interaction.test.tsx	28	function MockClaudeDesktopSettings(_props, ref) {	CODE
LOW	app/ui/app/src/components/Onboarding.tsx	54	export function shouldShowClaudeConnectedIntro(status: ClaudeDesktopStatus) {	CODE
LOW	app/ui/app/src/components/Onboarding.tsx	72	function getClaudeConnectionSummary() {	CODE
LOW	app/ui/app/src/components/Message.tsx	88	function processBrowserToolContent(content: string): BrowserToolContent {	CODE
LOW	…p/ui/app/src/components/CodexDesktopModelsSettings.tsx	315	>(function CodexDesktopModelsSettings(	CODE
LOW	app/ui/app/src/lib/claudeDesktop.ts	48	export function isClaudeConnectionComplete(	CODE
LOW⚡	app/ui/app/src/lib/claudeDesktop.ts	62	export function optimisticClaudeConnectionState(	CODE
LOW⚡	app/ui/app/src/lib/claudeDesktop.ts	69	export function claudeDesktopRequestCountLabel(count: number): string {	CODE
LOW⚡	app/ui/app/src/lib/claudeDesktop.ts	73	export function claudeDesktopRecoveryMessage(	CODE
LOW⚡	app/ui/app/src/lib/claudeDesktop.ts	80	export function scheduleClaudeInstallTimeout(onTimeout: () => void) {	CODE
LOW	app/ui/app/src/lib/claudeDesktop.ts	96	export function claudeDesktopMaxModelsMessage(maxModels: number): string {	CODE
LOW	app/ui/app/src/lib/claudeDesktop.ts	102	export function claudeDesktopUsableSelection(	CODE
LOW	app/ui/app/src/lib/onboarding.ts	26	export function authenticationTimeoutAction(	CODE
LOW	app/ui/app/src/lib/claudeDesktopModelStatus.ts	3	export function claudeDesktopModelStatusLabel(	CODE

Modern AI Meta-Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	CMakeLists.txt	41	# The root CMake project is the orchestration entrypoint; backend-specific	COMMENT
MEDIUM	README.md	273	### RAG & Knowledge Bases	COMMENT
MEDIUM	model/renderers/gemma4_reference_test.go	1386	// Thinking enabled with tool calls in same conversation (full agentic scenario)	COMMENT
MEDIUM	model/renderers/nemotron_cases_test.go	6	// not reach: tool-schema shapes, agentic tool loops, and content edge cases.	COMMENT
MEDIUM	model/renderers/nemotron_cases_test.go	345	// a full agentic loop: two rounds of call/response then an answer	COMMENT

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/create-dmg.sh	5	# Create a read-only disk image of the contents of a folder	COMMENT
MEDIUM	scripts/create-dmg.sh	344	# Create the image	COMMENT
MEDIUM	scripts/create-dmg.sh	368	# Create the DMG with the specified size or the hdiutil estimation	COMMENT
MEDIUM	scripts/build_darwin.sh	221	# Create a mock Squirrel.framework bundle	COMMENT

Verbosity Indicators5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	mlxrunner/sample/sample_test.go	275	// Step 1: logits favor token 1 (trimmed). If the trim were broken it	COMMENT
LOW⚡	mlxrunner/sample/sample_test.go	284	// Step 2: logits favor token 2 (rotated out). If the ring wrap were	COMMENT
LOW⚡	llama/compat/llama-ollama-compat.cpp	2251	// Step 2: SAM `s.position_embd` (no `.weight` suffix) — handle exactly,	COMMENT
LOW⚡	llama/compat/llama-ollama-compat.cpp	2255	// Step 3: substring renames for CLIP, SAM block leaves, and projector.	COMMENT
LOW	llama/compat/llama-ollama-compat.cpp	2234	// Step 1: rename SAM prefix `s.` -> `v.sam.` only at the start of names	COMMENT

Structural Annotation Overuse5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	mlxrunner/sample/sample_test.go	275	// Step 1: logits favor token 1 (trimmed). If the trim were broken it	COMMENT
LOW⚡	mlxrunner/sample/sample_test.go	284	// Step 2: logits favor token 2 (rotated out). If the ring wrap were	COMMENT
LOW⚡	llama/compat/llama-ollama-compat.cpp	2251	// Step 2: SAM `s.position_embd` (no `.weight` suffix) — handle exactly,	COMMENT
LOW⚡	llama/compat/llama-ollama-compat.cpp	2255	// Step 3: substring renames for CLIP, SAM block leaves, and projector.	COMMENT
LOW	llama/compat/llama-ollama-compat.cpp	2234	// Step 1: rename SAM prefix `s.` -> `v.sam.` only at the start of names	COMMENT

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	discover/runner.go	186	// Any Libraries that utilize numeric IDs need adjusting based on any possible filtering taking place	COMMENT
MEDIUM	app/ui/app/package-lock.json	11576	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE
MEDIUM	thinking/template.go	100	// TODO(drifkin): to be more robust, check that it's in the action	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/create-dmg.sh	599	# Check if hdiutil supports internet-enable	COMMENT
LOW	scripts/install.sh	135	# Check if .tar.zst is available	COMMENT
LOW	scripts/build_docker.sh	7	# Set PUSH to a non-empty string to trigger push instead of load	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	integration/llm_image_test.go	72	System: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed aliquet, justo in malesuada lobortis, odio ligul	CODE
LOW	integration/llm_image_test.go	72	System: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed aliquet, justo in malesuada lobortis, odio ligul	CODE
LOW	model/parsers/olmo3_test.go	390	input: `send_email(to="user@example.com", subject="Hello", body="Test message")`,	CODE
LOW	model/parsers/olmo3_test.go	396	"to": "user@example.com",	CODE

ollama/ollama

Open-Source Code Quality, Security and Technical Debt Review