1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

25.3K

Stars

Shell

Language

253.9K

Lines of Code

335

Files

231

Pattern Hits

2026-10-31

Scan Date

0.02

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 4.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 216 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.9/100 · LOW

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

Agent Over-Engineering Ratio 3.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 165 finding(s).

PR Review Velocity Impact 6.2/100 · LOW

Which changes need focused human review? 231 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 8HIGH 0MEDIUM 11LOW 212

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 231 distinct pattern matches across 7 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.

Hyper-Verbose Identifiers160 hits · 146 pts

Severity	File	Line	Snippet	Context
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	3719	degreeCentralityNormalized: function degreeCentralityNormalized(options2) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	3841	closenessCentralityNormalized: function closenessCentralityNormalized(options2) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	8474	function defineDegreeBoundsFunction(degreeFn, callback) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	10824	function cachePrototypeStyleFunction(key, fn3) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	10829	return function cachedPrototypeStyleFunction() {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	11086	function defineDerivedStateFunction(specs) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	11541	function defineParallelEdgesFunction(params) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	12372	function springAccelerationForState(state) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	12375	function springEvaluateStateWithDerivative(initialState, dt, derivative) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	14085	function removeSelAndBlockFromRemaining() {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	14766	triggersBoundsOfParallelEdges: function triggersBoundsOfParallelEdges(fromValue, toValue, ele) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	15078	triggersBoundsOfParallelEdges: function triggersBoundsOfParallelEdges(fromValue, toValue) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	23341	getOrCreateCorners: function getOrCreateCorners(centerX, centerY, width2, height2, cornerRadius, rs, field) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	28072	value: function getOrCreateAtlas(ele, type, bb, styleKey) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	28281	value: function addTextureAtlasRenderType(typeName, opts) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	29158	function overrideCanvasRendererFunctions(r) {	CODE
LOW	…tepress/cache/deps/xychartDiagram-PMCCYNJV-PIMNFNI7.js	1803	function getChartDefaultThemeConfig() {	CODE
LOW	…tepress/cache/deps/xychartDiagram-PMCCYNJV-PIMNFNI7.js	1879	function setYAxisRangeFromPlotData(data) {	CODE
LOW	…tepress/cache/deps/xychartDiagram-PMCCYNJV-PIMNFNI7.js	1892	function transformDataWithoutCategory(data) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-Q6PDWQRS.js	44	function createArchitectureServices(context = EmptyFileSystem) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-YFW7T2XG.js	4490	function createRelationalOperation(operator) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	3905	function parseUnixTimestampSeconds(d, string, i) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	3936	function formatWeekdayNumberMonday(d) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	3951	function formatWeekdayNumberSunday(d) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	4003	function formatUTCWeekdayNumberMonday(d) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	4007	function formatUTCWeekNumberSunday(d, p) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	4018	function formatUTCWeekdayNumberSunday(d) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	4021	function formatUTCWeekNumberMonday(d, p) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	4048	function formatUnixTimestampSeconds(d) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	7627	function cartesianNormalizeInPlace(d) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	7918	function clipAntimeridianIntersect(lambda0, phi0, lambda1, phi1) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	7922	function clipAntimeridianInterpolate(from, to, direction, stream) {	CODE
LOW	docs/.vitepress/cache/deps/mermaid.js	1276	function processAndSetConfigs(text) {	CODE
LOW	docs/.vitepress/cache/deps/chunk-UOGIUCQE.js	72	function createRailroadPegServices(context = EmptyFileSystem) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	81	function prepareLayoutForSwimlanes(layout) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	437	function sameAxisSegmentOverlapLength(a, b, epsilon = EPS) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	447	function orthogonalSegmentsForPoints(points, epsilon = EPS) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	483	function classifyThreeSegmentRoute(points, epsilon = EPS) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	732	function segmentConflictsWithAnyEdge(a, b, edges, excludeEdge, {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	758	function orthogonalSegmentsStrictlyCross(a1, b1, a2, b2, epsilon = EPS) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	904	function clipEdgeEndpointsToNodeBoundaries(edges, nodeByIdMap) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	1031	function clearStraightEndpointCornerAxis(start, end, srcRect, dstRect, horizontal) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	1050	function clearStraightEndpointCornerConnections(points, srcRect, dstRect) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	1087	function clearEndpointCornerConnection(points, r, atStart) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	1203	function prepareEdgeEndpointsForRenderer(edges, nodeByIdMap) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	1290	function recomputeNestedGroupBounds(nodes) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	1346	function applyBtDirectionTransform(layout) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	1354	function applyLrDirectionTransform(layout, direction = "LR") {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	1592	function collapseShortTerminalStub(edges, nodeByIdMap) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	1756	function separateSharedRenderedTerminalLanes(edges, nodeByIdMap) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	1971	function collapseRedundantRectangularDoglegs(edges, nodeByIdMap) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	2071	function liftObstacleHuggingSameSideRails(edges, nodeByIdMap) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	2223	function liftTopLaneTitleBandsAboveRails(edges, nodeByIdMap) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	2302	function shiftLeftLaneTitleBandsLeftOfRails(edges, nodeByIdMap) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	2392	function swapDestinationTerminalTailsToReduceCrossings(edges, nodeByIdMap) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	2557	function reassignCrossingExternalRailChannels(edges, nodeByIdMap) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	2849	function shortcutRedundantOrthogonalJogs(edges, nodeByIdMap) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	3026	function resolveRenderedOrthogonalCrossings(edges, nodeByIdMap) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	4261	function straightenCollinearSiblingDetours(edges, nodes) {	CODE
LOW	…s/.vitepress/cache/deps/swimlanes-2SLR337P-4L5VKZFZ.js	4381	function nudgeSharedInteriorSubpaths(edges, nodeByIdMap) {	CODE
100 more matches not shown…

Hallucination Indicators8 hits · 95 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	docs/.vitepress/cache/deps/chunk-DJ4W7BRS.js	633	if (o.length > 0) for (; (r = this.tokenizer.rules.inline.reflinkSearch.exec(n)) != null; ) o.includes(r[0].slice(	CODE
CRITICAL⚡	docs/.vitepress/cache/deps/chunk-DJ4W7BRS.js	635	for (; (r = this.tokenizer.rules.inline.anyPunctuation.exec(n)) != null; ) n = n.slice(0, r.index) + "++" + n.slice(	CODE
CRITICAL⚡	docs/.vitepress/cache/deps/chunk-DJ4W7BRS.js	637	for (; (r = this.tokenizer.rules.inline.blockSkip.exec(n)) != null; ) i = r[2] ? r[2].length : 0, n = n.slice(0, r.i	CODE
CRITICAL	…epress/cache/deps/sequenceDiagram-PO4LG4MO-DW7OQ2B5.js	1347	this.state.records.currentBox.actorKeys.push(id);	CODE
CRITICAL	…epress/cache/deps/sequenceDiagram-PO4LG4MO-DW7OQ2B5.js	1369	id: this.state.records.messages.length.toString(),	CODE
CRITICAL	…epress/cache/deps/sequenceDiagram-PO4LG4MO-DW7OQ2B5.js	1393	id: this.state.records.messages.length.toString(),	CODE
CRITICAL	…epress/cache/deps/sequenceDiagram-PO4LG4MO-DW7OQ2B5.js	1510	id: this.state.records.messages.length.toString(),	CODE
CRITICAL	…epress/cache/deps/sequenceDiagram-PO4LG4MO-DW7OQ2B5.js	1610	id: this.state.records.messages.length.toString(),	CODE

Structural Annotation Overuse39 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW	docs/en/guide/cluster/export-import.md	88	### Step 1: Choose the import file	COMMENT
LOW	docs/en/guide/cluster/export-import.md	99	### Step 2: Select the objects to import	COMMENT
LOW	docs/en/guide/cluster/export-import.md	103	### Step 3: Adjust volume parameters	COMMENT
LOW⚡	docs/en/guide/cluster/export-import.md	121	### Step 4: Adjust NodePorts	COMMENT
LOW⚡	docs/en/guide/cluster/export-import.md	128	### Step 5: Adjust Ingress parameters	COMMENT
LOW⚡	docs/en/guide/cluster/export-import.md	132	### Step 6: Confirm and execute	COMMENT
LOW	docs/en/guide/network/gateway-api.md	52	### Step 1: Create a GatewayClass	COMMENT
LOW	docs/en/guide/network/gateway-api.md	70	### Step 2: Create a Gateway	COMMENT
LOW	docs/en/guide/network/gateway-api.md	86	### Step 3: Create an HTTPRoute	COMMENT
LOW	docs/en/guide/network/gateway-api.md	110	### Step 4: Verify	COMMENT
LOW	docs/en/guide/network/networkpolicy.md	47	### Step 1: Pod Selector (Which Pods the Policy Governs)	COMMENT
LOW	docs/en/guide/network/networkpolicy.md	63	### Step 2: Fill in the Rules (Ingress / Egress)	COMMENT
LOW	docs/en/guide/network/networkpolicy.md	111	### Step 3: Rule Direction and Default-Deny (Key Point)	COMMENT
LOW⚡	docs/en/guide/ops/addon-marketplace.md	50	### Step 1: Addon Parameters	COMMENT
LOW⚡	docs/en/guide/ops/addon-marketplace.md	56	### Step 2: Install Script	COMMENT
LOW⚡	docs/en/guide/ops/addon-marketplace.md	62	### Step 3: Initialize	COMMENT
LOW⚡	docs/en/guide/ops/addon-marketplace.md	68	### Step 4: Extensions (Optional Viewing)	COMMENT
LOW⚡	docs/en/install/upgrade.md	109	### Step 1: Back Up the Database	COMMENT
LOW⚡	docs/en/install/upgrade.md	113	### Step 2: Change the Image Tag	COMMENT
LOW⚡	docs/en/install/upgrade.md	122	### Step 3: Pull the New Image	COMMENT
LOW⚡	docs/en/install/upgrade.md	128	### Step 4: Start (Recreate the Container)	COMMENT
LOW⚡	docs/en/install/upgrade.md	136	### Step 5: Observe the Migration Logs	COMMENT
LOW	docs/en/install/upgrade.md	150	### Step 6: Verify	COMMENT
LOW	docs/en/user/grant-cluster-namespace-access.md	27	## Step 1: Create a User	COMMENT
LOW	docs/en/user/grant-cluster-namespace-access.md	40	## Step 2: Create a User Group	COMMENT
LOW	docs/en/user/grant-cluster-namespace-access.md	52	## Step 3: Create a Role	COMMENT
LOW⚡	docs/en/user/grant-cluster-namespace-access.md	80	## Step 4: Bind the Role to the User Group	COMMENT
LOW⚡	docs/en/user/grant-cluster-namespace-access.md	90	## Step 5: Add the User to the User Group	COMMENT
LOW⚡	docs/en/user/grant-cluster-namespace-access.md	99	## Step 6: Verify	COMMENT
LOW	docs/en/user/oidc.md	61	### Step 1: Register the Callback URL at the IdP	COMMENT
LOW	docs/en/user/oidc.md	75	### Step 2: Fill In the OIDC Card	COMMENT
LOW	docs/en/user/oidc.md	119	### Step 3: Save, Then Run the Self-Check	COMMENT
LOW	docs/en/user/webhook-users.md	17	## Step 1: Prepare a Webhook User Service	COMMENT
LOW⚡	docs/en/user/webhook-users.md	86	## Step 2: Enable and Configure in Kuboard	COMMENT
LOW⚡	docs/en/user/webhook-users.md	96	## Step 3: Verify Login	COMMENT
LOW⚡	docs/en/user/webhook-users.md	102	## Step 4: View and Manage External Users	COMMENT
LOW	docs/en/user/oidc-gitlab.md	26	## Step 1: Create an OAuth Application in GitLab	COMMENT
LOW	docs/en/user/oidc-gitlab.md	57	## Step 2: Fill In the OIDC Settings in Kuboard	COMMENT
LOW	docs/en/user/oidc-gitlab.md	81	## Step 3: Verify Login	COMMENT

AI Slop Vocabulary7 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	docs/.vitepress/cache/deps/chunk-H4AZSHFA.js	28341	var vertexShaderSource = "#version 300 es\n precision highp float;\n\n uniform mat3 uPanZoomMatrix;\n	CODE
MEDIUM⚡	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	6979	// node_modules/.pnpm/robust-predicates@3.0.3/node_modules/robust-predicates/esm/util.js	COMMENT
MEDIUM⚡	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	6986	// node_modules/.pnpm/robust-predicates@3.0.3/node_modules/robust-predicates/esm/orient2d.js	COMMENT
MEDIUM⚡	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	6996	// node_modules/.pnpm/robust-predicates@3.0.3/node_modules/robust-predicates/esm/orient3d.js	COMMENT
MEDIUM	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	7020	// node_modules/.pnpm/robust-predicates@3.0.3/node_modules/robust-predicates/esm/incircle.js	COMMENT
MEDIUM	docs/.vitepress/cache/deps/chunk-3OLEAA6P.js	7055	// node_modules/.pnpm/robust-predicates@3.0.3/node_modules/robust-predicates/esm/insphere.js	COMMENT
MEDIUM	…tepress/cache/deps/usecaseDiagram-POWQR4AR-5OBWZP3M.js	14043	if (this.recoveryEnabled && // TODO: more robust checking of the exception type. Perhaps Typescript extending expres	CODE

Decorative Section Separators5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/.vitepress/cache/deps/diagram-22UHCM2B-XRKDGWNS.js	1806	// ── Semantic-model projection (PR 3) ─────────────────────────────────	COMMENT
MEDIUM	docs/.vitepress/cache/deps/diagram-22UHCM2B-XRKDGWNS.js	1960	// ── Element-mapping infrastructure (PR 2a) ────────────────────────────	COMMENT
MEDIUM	docs/.vitepress/cache/deps/diagram-22UHCM2B-XRKDGWNS.js	2159	// ── Diagnostics (PR 2b) ────────────────────────────────────────────────	COMMENT
MEDIUM	docs/public/downloads/docker-compose-ha-opengauss.yaml	10	# ============================================================	COMMENT
MEDIUM	docs/public/downloads/docker-compose-ha-opengauss.yaml	17	# ============================================================	COMMENT

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	docs/.vitepress/cache/deps/diagram-22UHCM2B-XRKDGWNS.js	1801	};	COMMENT
LOW	…vitepress/cache/deps/cose-bilkent-JH36ORCC-OFTKCLI4.js	4441	stop: function stop() {	COMMENT
LOW	docs/.vitepress/cache/deps/chunk-MLEFVBYW.js	1761	return false;	COMMENT
LOW	docs/.vitepress/cache/deps/chunk-MLEFVBYW.js	1781	// returns the integer 1 for any Element regardless of realm; direct	COMMENT
LOW	…ss/cache/deps/architectureDiagram-NJMV4G6O-OCQZI6HT.js	7041	// For enabling tiling	COMMENT
LOW	docs/.vitepress/cache/deps/katex-F6AZC2YJ.js	401	blocks: [[1328, 1423]]	COMMENT
LOW	docs/.vitepress/cache/deps/katex-F6AZC2YJ.js	701	// millimeter	COMMENT
LOW	docs/.vitepress/cache/deps/katex-F6AZC2YJ.js	3221	sub1: [0.15, 0.143, 0.2],	COMMENT
LOW	docs/.vitepress/cache/deps/katex-F6AZC2YJ.js	3241	// xi8; cmex7: 0.049	COMMENT
LOW	….vitepress/cache/deps/vitepress___@vue_devtools-api.js	1501	"ö": "o",	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	docs/.vitepress/cache/deps/chunk-MLEFVBYW.js	984	var html = freeze(["accept", "action", "align", "alt", "autocapitalize", "autocomplete", "autopictureinpicture", "autopl	CODE
LOW	docs/.vitepress/cache/deps/chunk-MLEFVBYW.js	1264	const DEFAULT_URI_SAFE_ATTRIBUTES = addToSet({}, ["alt", "class", "for", "id", "label", "name", "pattern", "placeholde	CODE

eip-work/kuboard-press

Open-Source Code Quality, Security and Technical Debt Review