1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

10.1K

Stars

Language

223.7K

Lines of Code

1.3K

Files

266

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 6.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 252 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 10 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 44 finding(s).

PR Review Velocity Impact 6.7/100 · LOW

Which changes need focused human review? 266 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 3HIGH 1MEDIUM 7LOW 255

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 266 distinct pattern matches across 13 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 Block188 hits · 188 pts

Severity	File	Line	Snippet	Context
LOW	web/src/LogStore.ts	541	// We want to print the log line-by-line, but we don't actually store the logs	COMMENT
LOW	web/src/react-table-config.d.ts	21	// UseExpandedOptions<D>,	COMMENT
LOW	web/src/react-table-config.d.ts	61	// UseColumnOrderState<D>,	COMMENT
LOW	web/src/react-table-config.d.ts	81	D extends Record<string, unknown> = Record<string, unknown>	COMMENT
LOW	web/src/OverviewLogPane.tsx	561	// Helper function for rendering lines. Returns true if the line was	COMMENT
LOW	integration/kind-with-registry.sh	1	#!/bin/sh	COMMENT
LOW	integration/fixture_test.go	361	// the tests more accurate. We believe that in this particular case,	COMMENT
LOW	integration/live_update_selector/restart.sh	1	#!/bin/sh	COMMENT
LOW	integration/live_update_selector/start.sh	1	#!/bin/sh	COMMENT
LOW	integration/onewatch/restart.sh	1	#!/bin/sh	COMMENT
LOW	integration/onewatch/start.sh	1	#!/bin/sh	COMMENT
LOW	integration/dcbuild/restart.sh	1	#!/bin/sh	COMMENT
LOW	integration/dcbuild/start.sh	1	#!/bin/sh	COMMENT
LOW	integration/ignores/restart.sh	1	#!/bin/sh	COMMENT
LOW	integration/ignores/start.sh	1	#!/bin/sh	COMMENT
LOW	internal/tracer/exptel/key.go	1	// Copyright 2019, OpenTelemetry Authors	COMMENT
LOW	internal/tracer/exptel/doc.go	1	// Package exptel is a fork of core Span types from opentelemetry-go v0.2.0.	COMMENT
LOW	internal/tracer/exptel/span.go	1	// Copyright 2019, OpenTelemetry Authors	COMMENT
LOW	internal/docker/env.go	41	// The Docker API builders are very complex, with lots of different interfaces	COMMENT
LOW	internal/docker/env.go	341	// colima default profile < 0.4 -> ~/.colima/docker.sock -> kubecontext colima	COMMENT
LOW	internal/docker/run.go	21	// If an image will be used multiple times (across containers), prefer explicitly calling ImagePull	COMMENT
LOW	internal/docker/client.go	341	dialSession := func(ctx context.Context, proto string, meta map[string][]string) (net.Conn, error) {	COMMENT
LOW	internal/ignore/ephemeral.go	21	emacsPatterns := []string{"*/.#", "*/##", "*/flymake_.*"}	COMMENT
LOW	internal/k8s/client.go	101	// Updates the entities, creating them if necessary.	COMMENT
LOW	internal/k8s/client.go	901	// Tests whether a string is a valid version for a k8s resource type.	COMMENT
LOW	internal/k8s/label.go	101	applyLabelsToMap(&s.Selector, labels, overwrite, false)	COMMENT
LOW	internal/tiltfile/tiltfile_state.go	621	dcRes = append(dcRes, resSet)	COMMENT
LOW	internal/tiltfile/tiltfile_state.go	1061	// k8sResourceForName returns the k8sResource with which this name is associated	COMMENT
LOW	internal/tiltfile/tiltfile_state.go	1241	WithIgnores(ignores)	COMMENT
LOW	internal/tiltfile/loaddynamic/load.go	1	package loaddynamic	COMMENT
LOW	internal/tiltfile/starkit/plugin.go	21	// Called before each builtin is called	COMMENT
LOW	internal/tiltfile/starkit/set_state.go	1	package starkit	COMMENT
LOW	internal/tiltfile/starkit/doc.go	1	// Starkit is a toolkit for implementing Starlark interpreters, with support for:	COMMENT
LOW	internal/tiltfile/api/__init__.py	521	k8s_yaml('foo.yaml')	COMMENT
LOW	internal/tiltfile/k8scontext/k8scontext.go	101	return s.context	COMMENT
LOW	internal/filelock/filelock.go	21	// The usual implementation is *os.File.	COMMENT
LOW	internal/filelock/filelock.go	41	// unspecified.	COMMENT
LOW	internal/timecmp/cmp.go	1	// Package timecmp provides utility functions for comparing apiserver and stdlib times.	COMMENT
LOW	internal/cli/build.go	1	package cli	COMMENT
LOW	internal/cli/demo.go	121	// properly supporting remote Docker connections is very tricky - either:	COMMENT
LOW	internal/dockerignore/ignore.go	41	// does something like:	COMMENT
LOW	internal/container/registry.go	21	func IsEmptyRegistry(reg *v1alpha1.RegistryHosting) bool {	COMMENT
LOW	internal/container/reference.go	121		COMMENT
LOW	internal/rty/tokenizer.go	1	package rty	COMMENT
LOW	internal/watch/notify.go	41	// A channel to read off incoming file changes	COMMENT
LOW	internal/watch/watcher_naive.go	21	// A naive file watcher that uses the plain fsnotify API.	COMMENT
LOW	internal/ospath/ospath.go	41	// If the two paths are equal under case-folding, but not exactly equal,	COMMENT
LOW	internal/controllers/klog.go	41	err := tmpFlagSet.Parse(flags)	COMMENT
LOW	internal/controllers/klog.go	61	// https://github.com/kubernetes/kubernetes/blob/a4e5239bdc3d85f1f90c7811b03dc153d5121ffe/staging/src/k8s.io/client-go/d	COMMENT
LOW	internal/controllers/apis/cluster/client.go	21	// This is indicative of a bug in the caller!	COMMENT
LOW	internal/controllers/apis/trigger/trigger.go	81	for _, t := range typesToWatch {	COMMENT
LOW	internal/controllers/apis/restarton/restarton.go	61	}	COMMENT
LOW	internal/controllers/apis/restarton/restarton.go	101	return result, nil	COMMENT
LOW	internal/controllers/apis/liveupdate/mode.go	1	package liveupdate	COMMENT
LOW	…nal/controllers/core/kubernetesdiscovery/reconciler.go	61	// restartDetector compares a previous version of status with the latest and emits log events	COMMENT
LOW	…nal/controllers/core/kubernetesdiscovery/reconciler.go	81	// uidWatchers are the KubernetesDiscovery objects that have a watch ref for a particular K8s UID,	COMMENT
LOW	…nal/controllers/core/kubernetesdiscovery/reconciler.go	541		COMMENT
LOW	internal/controllers/core/dockercomposeservice/logs.go	21	//	COMMENT
LOW	internal/controllers/core/kubernetesapply/reconciler.go	741	//	COMMENT
LOW	internal/controllers/core/liveupdate/reconciler.go	281	r.monitors[name] = m	COMMENT
128 more matches not shown…

Hallucination Indicators3 hits · 35 pts

Severity	File	Line	Snippet	Context
CRITICAL	internal/hud/webview/testdata/snapshot.json	90	"crashLog": "===\u003e ENV Variables ...\nALLOW_UNSIGNED=false\nCOMPONENT=control-center\nCONFLUENT_CP_CONTROL_C	CODE
CRITICAL⚡	pkg/snapshot/testdata/snapshot.json	1	{"Message":"","View":{"Log":"confluent-c…┊ [2019-10-18 14:55:20,631] INFO streams in state=REBALANCING (io.confluent.con	CODE
CRITICAL	pkg/snapshot/testdata/snapshot_new.json	90	"crashLog": "===\u003e ENV Variables ...\nALLOW_UNSIGNED=false\nCOMPONENT=control-center\nCONFLUENT_CP_CONTROL_C	CODE

Hyper-Verbose Identifiers30 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	web/src/OverviewSidebarOptions.test.tsx	38	function assertSidebarItemsAndOptions(	CODE
LOW	web/src/OverviewTableStarResourceButton.tsx	44	export default function OverviewTableStarResourceButton(	CODE
LOW	web/src/OverviewTableTriggerModeToggle.tsx	77	export default function OverviewTableTriggerModeToggle(	CODE
LOW	web/src/ApiButton.testhelpers.tsx	11	export function cleanupMockUIButtonUpdates() {	CODE
LOW	web/src/OverviewResourceSidebar.stories.tsx	62	function OverviewResourceSidebarHarness(props: { name: string; view: View }) {	CODE
LOW	web/src/testdata.tsx	697	export function oneResourceCrashedOnStart(): UIResource[] {	CODE
LOW	web/src/OverviewTable.tsx	489	export function labeledResourcesToTableCells(	CODE
LOW	web/src/SidebarResources.test.tsx	47	function createSidebarItemsWithAlerts() {	CODE
LOW	web/src/ShareSnapshotModal.tsx	62	export function formatTimestampForFilename(date: moment.Moment) {	CODE
LOW	web/src/ResourceStatusSummary.tsx	488	export function SidebarGroupStatusSummary(	CODE
LOW	web/src/BuildButton.test.tsx	26	function expectManualStartBuildIcon(expected: boolean) {	CODE
LOW	web/src/StarredResourcesContext.tsx	27	export function StarredResourceMemoryProvider(	CODE
LOW	web/src/StarredResourcesContext.tsx	68	export function StarredResourcesContextProvider(	CODE
LOW	web/src/ResourceListOptionsContext.tsx	54	export function ResourceListOptionsProvider(	CODE
LOW	web/src/ResourceStatus.ts	15	export function ClassNameFromResourceStatus(rs: ResourceStatus): string {	CODE
LOW	web/src/OverviewResourcePane.stories.tsx	59	function OverviewResourcePaneHarness(props: {	CODE
LOW	web/src/ResourceSelectionContext.tsx	44	export function ResourceSelectionProvider(	CODE
LOW	web/src/testlogs.tsx	23	export function appendLinesForManifestAndSpan(	CODE
LOW	web/src/OverviewTableDisplayOptions.tsx	68	export function OverviewTableDisplayOptions(props: {	CODE
LOW	web/src/InterfaceVersion.tsx	41	export function FakeInterfaceVersionProvider(props: PropsWithChildren<{}>) {	CODE
LOW	web/src/ResourceGroupsContext.tsx	40	export function ResourceGroupsContextProvider(	CODE
LOW	web/src/StarredResourceBar.tsx	282	export function starredResourcePropsFromView(	CODE
LOW	web/src/OverviewTableKeyboardShortcuts.tsx	103	export function OverviewTableKeyboardShortcuts(props: PublicProps) {	CODE
LOW	internal/tiltfile/api/__init__.py	1032	def workload_to_resource_function(fn: Callable[[K8sObjectID], str]) -> None:	CODE
LOW	internal/tiltfile/api/v1alpha1/__init__.py	544	def config_map_disable_source(	CODE
LOW	internal/tiltfile/api/v1alpha1/__init__.py	696	def kubernetes_discovery_template_spec(	CODE
LOW	internal/tiltfile/api/v1alpha1/__init__.py	733	def kubernetes_image_object_descriptor(	CODE
LOW	internal/tiltfile/api/v1alpha1/__init__.py	783	def label_selector_requirement(	CODE
LOW	internal/tiltfile/api/v1alpha1/__init__.py	819	def pod_log_stream_template_spec(	CODE
LOW	internal/tiltfile/api/v1alpha1/__init__.py	841	def port_forward_template_spec(	CODE

Example Usage Blocks15 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	integration/live_update_selector/restart.sh	8	# Usage:	COMMENT
LOW	integration/live_update_selector/start.sh	8	# Usage:	COMMENT
LOW	integration/onewatch/restart.sh	8	# Usage:	COMMENT
LOW	integration/onewatch/start.sh	8	# Usage:	COMMENT
LOW	integration/dcbuild/restart.sh	8	# Usage:	COMMENT
LOW	integration/dcbuild/start.sh	8	# Usage:	COMMENT
LOW	integration/ignores/restart.sh	8	# Usage:	COMMENT
LOW	integration/ignores/start.sh	8	# Usage:	COMMENT
LOW	scripts/release-update-extension-repo.sh	5	# Usage:	COMMENT
LOW	scripts/release-update-tilt-repo.sh	5	# Usage:	COMMENT
LOW	scripts/install.sh	5	# Usage:	COMMENT
LOW	scripts/release-update-homebrew-core.sh	5	# Usage:	COMMENT
LOW	scripts/release-update-tilt-docs-repo.sh	5	# Usage:	COMMENT
LOW	scripts/release-build-dry-run.sh	7	# Usage:	COMMENT
LOW	scripts/github-app-token.sh	5	# Usage:	COMMENT

AI Slop Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/k8s/client.go	552	// better parallelization), we've found that it's more robust to handle entities	COMMENT
MEDIUM	internal/tiltfile/tiltextension/plugin_test.go	207	// You can leverage this for nested extensions by defining an extension with an underscore and	COMMENT
MEDIUM	internal/tiltfile/links/links.go	75	// NOTE(maia): this unfortunately isn't a very robust check, `url.Parse`	COMMENT
MEDIUM	pkg/apis/core/v1alpha1/uisession_types.go	39	// easier rather than a robust long-term API.	COMMENT
MEDIUM	pkg/apis/core/v1alpha1/uiresource_types.go	39	// easier rather than a robust long-term API.	COMMENT

AI Structural Patterns10 hits · 10 pts

Severity	File	Line	Context
LOW	internal/tiltfile/api/__init__.py	202	CODE
LOW	internal/tiltfile/api/__init__.py	348	CODE
LOW	internal/tiltfile/api/__init__.py	454	CODE
LOW	internal/tiltfile/api/__init__.py	486	CODE
LOW	internal/tiltfile/api/__init__.py	951	CODE
LOW	internal/tiltfile/api/__init__.py	1137	CODE
LOW	internal/tiltfile/api/__init__.py	1371	CODE
LOW	internal/tiltfile/api/v1alpha1/__init__.py	202	CODE
LOW	internal/tiltfile/api/v1alpha1/__init__.py	355	CODE
LOW	internal/tiltfile/api/v1alpha1/__init__.py	499	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	internal/k8s/jsonpath/value.go	12	// In this implementation, we keep an extra reference to the	COMMENT

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	pkg/snapshot/testdata/snapshot.json	1	{"Message":"","View":{"Log":"confluent-c…┊ [2019-10-18 14:55:20,631] INFO streams in state=REBALANCING (io.confluent.con	CODE
MEDIUM⚡	pkg/snapshot/testdata/snapshot.json	1	{"Message":"","View":{"Log":"confluent-c…┊ [2019-10-18 14:55:20,631] INFO streams in state=REBALANCING (io.confluent.con	CODE

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	web/src/ApiButton.stories.tsx	54	textFieldForUIButton("text1", undefined, "placeholder"),	CODE
LOW	internal/tiltfile/v1alpha1/types.go	4064	err := dict.SetKey(starlark.String("placeholder"), placeholder)	CODE
LOW	internal/tiltfile/v1alpha1/types.go	4106	if key == "placeholder" {	CODE
LOW	internal/engine/k8swatch/service_watch_test.go	75	dummySvc := servicebuilder.New(t, manifest).WithUID("placeholder").Build()	CODE
LOW	pkg/openapi/zz_generated.openapi.go	8631	"placeholder": {	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/ci-has-web-changes.sh	3	# Check if there are web-related changes.	COMMENT
LOW	scripts/ci-has-go-changes.sh	3	# Check if there are Go-related changes (anything outside web/).	COMMENT

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	internal/tiltfile/api/__init__.py	133	def set_team(team_id: str) -> None:	CODE
LOW	internal/tiltfile/api/config/__init__.py	114	def set_enabled_resources(resources: List[str]) -> None:	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	internal/tiltfile/api/config/__init__.py	1		CODE
LOW	internal/tiltfile/api/config/__init__.py	1		CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/apis/core/v1alpha1/probe.go	121	// TODO: implement a realistic TCP lifecycle hook	COMMENT

tilt-dev/tilt

Open-Source Code Quality, Security and Technical Debt Review