1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.4K

Stars

MDX

Language

556.5K

Lines of Code

1.7K

Files

264

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 2.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 176 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

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

Agent Over-Engineering Ratio 2.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 135 finding(s).

PR Review Velocity Impact 5.0/100 · LOW

Which changes need focused human review? 264 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 4MEDIUM 141LOW 119

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 264 distinct pattern matches across 14 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.

Decorative Section Separators75 hits · 230 pts

Severity	File	Line	Snippet	Context
MEDIUM	.flue/app.ts	214	// ── Eval routes ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/orchestrators/ingest-workflow.ts	84	// ── 1. Spam / off-topic gate ─────────────────────────────────────────────	COMMENT
MEDIUM	.flue/orchestrators/ingest-workflow.ts	229	// ── 2. Code review (PRs only, draft-gated) ───────────────────────────────	COMMENT
MEDIUM	.flue/orchestrators/rebase-workflow.ts	152	// ── 1. Prepare: token, fetch PR, validate, post in-progress ─────────────	COMMENT
MEDIUM	.flue/orchestrators/rebase-workflow.ts	228	// ── 2. Attempt the rebase via the update-branch API ─────────────────────	COMMENT
MEDIUM	.flue/orchestrators/rebase-workflow.ts	277	// ── 3a. Clean rebase ─────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/orchestrators/rebase-workflow.ts	322	// ── 3b. Conflict: AI-assisted resolution + apply ────────────────────────	COMMENT
MEDIUM	.flue/orchestrators/comment-spam-workflow.ts	59	// ── 1. Context + exemptions ─────────────────────────────────────────────	COMMENT
MEDIUM	.flue/orchestrators/comment-spam-workflow.ts	82	// ── 2. Clef verdict ─────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/orchestrators/comment-spam-workflow.ts	106	// ── 3. Act ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/orchestrators/dependabot-review-workflow.ts	106	// ── 1. Fetch PR metadata + parse packages ───────────────────────────────	COMMENT
MEDIUM	.flue/orchestrators/dependabot-review-workflow.ts	140	// ── 2. Placeholder "in progress" comment (comment mode only) ────────────	COMMENT
MEDIUM	.flue/orchestrators/dependabot-review-workflow.ts	155	// ── 3. Run the dependabot reviewer agent ────────────────────────────────	COMMENT
MEDIUM	.flue/orchestrators/dependabot-review-workflow.ts	203	// ── 4. Render + post/log the final comment ──────────────────────────────	COMMENT
MEDIUM	.flue/lib/reviewer-recommendations.test.ts	84	// ── parseRecommendationEvent ──────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/reviewer-recommendations.test.ts	139	// ── applyEventToState ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/reviewer-recommendations.test.ts	227	// ── Head guards (applyUpdatedState / applyClearedState) ───────────────────────	COMMENT
MEDIUM	.flue/lib/reviewer-recommendations.test.ts	270	// ── Mentions ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/reviewer-recommendations.test.ts	586	// ── parseRecommendationsMode ─────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/reviewer-recommendations.test.ts	596	// ── shouldSkipRecommendationUpdate ────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/reviewer-recommendations.test.ts	634	// ── renderRecommendationsComment ──────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/github.ts	933	// ── Rebase / Git Data API ─────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/github-webhook.test.ts	10	// ── getIssueOrPullRequestNumber ────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/github-webhook.test.ts	42	// ── getIssueOrPullRequestUrl ───────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/github-webhook.test.ts	86	// ── getIssueOrPullRequestLabel ─────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/github-webhook.test.ts	106	// ── getIssueOrPullRequestTitle ─────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/github-webhook.test.ts	136	// ── truncateLogValue ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/spam-filter.ts	20	// ── Verdict ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/spam-filter.ts	44	// ── Comment templates ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/spam-filter.ts	61	// ── Constants ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/spam-filter.ts	66	// ── Types ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/spam-filter.ts	86	// ── Context fetching ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/spam-filter.ts	159	// ── Clef evaluation ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/reviewer-recommendations.ts	51	// ── Bounded projection contract (mirrors corpus events.ts) ───────────────────	COMMENT
MEDIUM	.flue/lib/reviewer-recommendations.ts	110	// ── Valibot schemas ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/reviewer-recommendations.ts	199	// ── Durable state ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/reviewer-recommendations.ts	380	// ── Rendering ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/rebase-conflict.ts	452	// ── Run the AI agent (lifted behind the runAgent callback) ────────────────	COMMENT
MEDIUM	.flue/lib/pipeline-entry.ts	79	// ── 1. Codeowner slash commands (handled inline) ────────────────────────	COMMENT
MEDIUM	.flue/lib/pipeline-entry.ts	99	// ── 1.7 Effort label (additive; issues only) ────────────────────────────	COMMENT
MEDIUM	.flue/lib/pipeline-entry.ts	117	// ── 2. Dependabot PR event → dependabot review (skips the spam gate) ─────	COMMENT
MEDIUM	.flue/lib/pipeline-entry.ts	124	// ── 3. Spam-filter event (issue / non-Dependabot PR) ────────────────────	COMMENT
MEDIUM	.flue/lib/pipeline-entry.ts	178	// ── 4. Comment spam gate (issue comments) ───────────────────────────────	COMMENT
MEDIUM	.flue/lib/pipeline-entry.ts	198	// ── Command handling ────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/pipeline-entry.ts	351	// ── Changelog date check ─────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/pipeline-entry.ts	408	// ── Logging ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/run-reviewer-recommendations.ts	41	// ── Env ───────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.flue/lib/dependabot-review.ts	15	// ── Marker ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.flue/lib/dependabot-review.ts	20	// ── Types ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	.flue/lib/dependabot-review.ts	29	// ── Schema ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/dependabot-review.ts	74	// ── PR body parser ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/dependabot-review.ts	120	// ── Comment rendering ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/dependabot-review.ts	306	// ── GitHub comment helpers ────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/comment-spam.ts	20	// ── Constants ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/comment-spam.ts	33	// ── Clef evaluation ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/comment-spam.ts	111	// ── Workflow params ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/comment-spam.ts	126	// ── Types ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/comment-spam.ts	163	// ── Decision helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/comment-spam.ts	181	// ── Context fetching ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	.flue/lib/comment-spam.ts	238	// ── Audit record ──────────────────────────────────────────────────────────────	COMMENT
15 more matches not shown…

Slop Phrases36 hits · 90 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/content/catalog-models/openai-gpt-5-nano.json	102	"text": "You can read a JSON file in Python using the built-in json module. Open the file and use json.load to parse	CODE
MEDIUM	src/content/catalog-models/openai-gpt-5-nano.json	111	"content": "You can read a JSON file in Python using the built-in json module. Open the file and use json.load to	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4o.json	103	"text": "To read a JSON file in Python, you typically use the built-in `json` module, which provides utilities for p	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4o.json	113	"content": "To read a JSON file in Python, you typically use the built-in `json` module, which provides utilities	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4.1-nano.json	103	"text": "To read a JSON file in Python, you can use the built-in `json` module which provides functions for parsing	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4.1-nano.json	113	"content": "To read a JSON file in Python, you can use the built-in `json` module which provides functions for pa	CODE
MEDIUM	src/content/catalog-models/meta-muse-spark-1.1.json	219	"text": "Here's a small, strict version. It fixes the original bug where `item[key] === undefined` silently created	CODE
MEDIUM	src/content/catalog-models/meta-muse-spark-1.1.json	240	"text": "Here's a small, strict version. It fixes the original bug where `item[key] === undefined` silently crea	CODE
MEDIUM	src/content/catalog-models/google-gemini-3.6-flash.json	120	"text": "Here is the standard two-pointer implementation, which achieves optimal $O(n + m)$ time complexity and	CODE
MEDIUM	src/content/catalog-models/google-gemini-3.6-flash.json	129	"text": "Here is the standard two-pointer implementation, which achieves optimal $O(n + m)$ time complexity	CODE
MEDIUM	src/content/catalog-models/google-gemini-3.6-flash.json	217	"text": "Here is how to optimize your recursive Fibonacci function using memoization. \n\nMemoization stores the	CODE
MEDIUM	src/content/catalog-models/google-gemini-3.6-flash.json	226	"text": "Here is how to optimize your recursive Fibonacci function using memoization. \n\nMemoization store	CODE
MEDIUM	…/content/catalog-models/anthropic-claude-sonnet-5.json	87	"text": "# Reading a JSON File in Python\n\nPython's built-in `json` module makes this straightforward.\n\n## Basic	CODE
MEDIUM	…/content/catalog-models/anthropic-claude-sonnet-5.json	96	"text": "# Reading a JSON File in Python\n\nPython's built-in `json` module makes this straightforward.\n\n## Basi	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4.1-mini.json	103	"text": "To read a JSON file in Python, you can use the built-in `json` module. Here's a simple example:\n\n```pytho	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4.1-mini.json	103	"text": "To read a JSON file in Python, you can use the built-in `json` module. Here's a simple example:\n\n```pytho	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4.1-mini.json	103	"text": "To read a JSON file in Python, you can use the built-in `json` module. Here's a simple example:\n\n```pytho	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4.1-mini.json	113	"content": "To read a JSON file in Python, you can use the built-in `json` module. Here's a simple example:\n\n``	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4.1-mini.json	113	"content": "To read a JSON file in Python, you can use the built-in `json` module. Here's a simple example:\n\n``	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4.1-mini.json	113	"content": "To read a JSON file in Python, you can use the built-in `json` module. Here's a simple example:\n\n``	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4o-mini.json	104	"text": "To read a JSON file in Python, you can use the built-in `json` module, which provides methods for parsing J	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4o-mini.json	104	"text": "To read a JSON file in Python, you can use the built-in `json` module, which provides methods for parsing J	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4o-mini.json	104	"text": "To read a JSON file in Python, you can use the built-in `json` module, which provides methods for parsing J	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4o-mini.json	114	"content": "To read a JSON file in Python, you can use the built-in `json` module, which provides methods for par	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4o-mini.json	114	"content": "To read a JSON file in Python, you can use the built-in `json` module, which provides methods for par	CODE
MEDIUM⚡	src/content/catalog-models/openai-gpt-4o-mini.json	114	"content": "To read a JSON file in Python, you can use the built-in `json` module, which provides methods for par	CODE
MEDIUM	src/content/catalog-models/openai-gpt-4o-mini.json	179	"text": "Here are some great stops you can consider on your road trip from San Francisco to Los Angeles, highlightin	CODE
MEDIUM	src/content/catalog-models/openai-gpt-4o-mini.json	189	"content": "Here are some great stops you can consider on your road trip from San Francisco to Los Angeles, highl	CODE
MEDIUM	src/content/catalog-models/google-gemini-3.5-flash.json	123	"text": "To read a JSON file in Python, you should use the built-in `json` module. \n\nHere is the standard and most	CODE
MEDIUM	src/content/catalog-models/google-gemini-3.5-flash.json	132	"text": "To read a JSON file in Python, you should use the built-in `json` module. \n\nHere is the standard and	CODE
MEDIUM	…c/content/catalog-models/deepseek-deepseek-v4-pro.json	94	"text": "To read a JSON file in Python, you use the built-in `json` module. The most common approach is `json.load()	CODE
MEDIUM	…c/content/catalog-models/deepseek-deepseek-v4-pro.json	106	"content": "To read a JSON file in Python, you use the built-in `json` module. The most common approach is `json.	CODE
MEDIUM	src/content/catalog-models/openai-o4-mini.json	177	"text": "Here are two popular ways to make the trip\u2014with suggested stops\u2014so you can pick the one that best	CODE
MEDIUM	src/content/catalog-models/openai-o4-mini.json	186	"content": "Here are two popular ways to make the trip\u2014with suggested stops\u2014so you can pick the one tha	CODE
MEDIUM⚡	src/content/catalog-models/google-gemini-3.1-pro.json	123	"text": "To read a JSON file in Python, you can use the built-in `json` module. \n\nHere is the most standard an	CODE
MEDIUM⚡	src/content/catalog-models/google-gemini-3.1-pro.json	132	"text": "To read a JSON file in Python, you can use the built-in `json` module. \n\nHere is the most standa	CODE

Hyper-Verbose Identifiers51 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW	bin/fetch-catalog-models.ts	114	function getPlannedDeprecationDate(model: CatalogModel): string \| undefined {	CODE
LOW	.flue/lib/github.ts	67	export async function listOpenDraftPullRequests(	CODE
LOW	.flue/lib/github.ts	479	export async function listPullRequestReviewComments(	CODE
LOW	.flue/lib/github.ts	533	export async function listCrossReferencedPullRequests(	CODE
LOW	.flue/lib/github.ts	799	export async function removeReactionFromComment(	CODE
LOW	.flue/lib/draft-stale.ts	372	export function findCurrentClosingComment(	CODE
LOW	.flue/lib/reviewer-contact-policy.ts	12	export function isCodeownersOnlyContactPattern(	CODE
LOW	.flue/lib/spam-filter.ts	137	export async function getPullRequestDiffSummary(	CODE
LOW	.flue/lib/reviewer-recommendations.ts	37	export function shouldSkipRecommendationUpdate(pr: {	CODE
LOW	.flue/lib/reviewer-recommendations.ts	319	export function isCurrentRecommendationEvent(	CODE
LOW	.flue/lib/reviewer-recommendations.ts	457	export function recommendationRenderSource(	CODE
LOW⚡	.flue/lib/reviewer-recommendations.ts	519	export function recommendationCommentBodyHash(body: string): Promise<string> {	CODE
LOW⚡	.flue/lib/reviewer-recommendations.ts	523	export function recommendationDisplayHash(	CODE
LOW⚡	.flue/lib/reviewer-recommendations.ts	533	export async function shouldWriteRecommendationComment(	CODE
LOW	.flue/lib/reviewer-recommendations.ts	595	export function renderRecommendationsComment(	CODE
LOW	.flue/lib/changelog-date-check.ts	122	export function renderChangelogDateComment(	CODE
LOW	.flue/lib/changelog-date-check.ts	170	export async function reconcileChangelogDateComment(	CODE
LOW	.flue/lib/changelog-date-check.ts	198	async function removeChangelogDateComment(	CODE
LOW	.flue/lib/changelog-date-check.ts	209	async function collectStaleChangelogEntries(	CODE
LOW	.flue/lib/pipeline-entry.ts	360	async function runChangelogDateCheckSafely(	CODE
LOW	.flue/lib/run-reviewer-recommendations.ts	155	export async function findRecommendationComment(	CODE
LOW	.flue/lib/run-reviewer-recommendations.ts	175	export function isRetryableRecommendationError(err: unknown): boolean {	CODE
LOW	.flue/lib/run-reviewer-recommendations.ts	217	async function authorSuppressesRecommendationComment(	CODE
LOW	.flue/lib/run-reviewer-recommendations.ts	259	export async function processRecommendationEvent(	CODE
LOW	.flue/lib/comment-spam.ts	263	export function buildCommentSpamAuditRecord(	CODE
LOW	.flue/lib/github-webhook.ts	9	export function getIssueOrPullRequestNumber(	CODE
LOW	.flue/lib/github-webhook.ts	50	export function getIssueOrPullRequestLabel(eventType: string): string {	CODE
LOW	.flue/lib/github-webhook.ts	58	export function getIssueOrPullRequestTitle(	CODE
LOW	.flue/lib/github-repo-tools.ts	311	export function makeGetNpmPackageInfoTool(): ToolDefinition {	CODE
LOW	.flue/lib/github-repo-tools.ts	454	export function makeDependabotReviewTools(	CODE
LOW⚡	public/cloudflare-one/static/authenticated-doh.py	49	def request_create_service_token(service_token_name):	CODE
LOW⚡	public/cloudflare-one/static/authenticated-doh.py	57	def request_list_service_tokens():	CODE
LOW⚡	public/cloudflare-one/static/authenticated-doh.py	61	def request_enable_service_token_for_doh(service_token_id):	CODE
LOW	.github/actions/issue-label-assign/helpers.ts	1	export function extractDeveloperDocsPaths(content: string): string[] {	CODE
LOW	worker/index.preview.ts	121	function rewriteRedirectForMarkdown(	CODE
LOW	worker/index.ts	57	function rewriteRedirectForMarkdown(	CODE
LOW	src/util/directory.ts	42	export async function getDirectoryEntryBySection(	CODE
LOW	src/util/custom-loaders.ts	84	export async function downloadToDotTempIfNotPresent(	CODE
LOW⚡	src/util/llms-delegation.ts	44	function compareLegacyLlmsSidebarOrder(	CODE
LOW⚡	src/util/llms-delegation.ts	54	export function getLlmsSidebarOrderComparator(	CODE
LOW⚡	src/util/llms-delegation.ts	62	export function compareLlmsSidebarOrderPath(	CODE
LOW	src/util/llms-delegation.ts	96	export function isDelegatingIndexNavigationAlias(	CODE
LOW	src/util/llms-delegation.ts	112	export function getDelegatedIndexLinkBudget(	CODE
LOW	src/util/llms-delegation.ts	118	export function assertLlmsIndexLinkBudget(	CODE
LOW	src/util/llms-delegation.ts	154	export function isCoveredByDelegatedIndex(	CODE
LOW	src/util/description.ts	9	export function generateDescriptionFromHtml(html: string): string \| undefined {	CODE
LOW	src/content/catalog-models/google-gemini-4-argon.json	114	"text": "Here are the two best ways to merge two sorted lists in Python: one using the standard library (recommended	CODE
LOW	src/content/catalog-models/google-gemini-4-argon.json	123	"text": "Here are the two best ways to merge two sorted lists in Python: one using the standard library (recomm	CODE
LOW	src/components/cf/command-reference.ts	15	export function formatCommandArgumentName(	CODE
LOW	src/components/cf/cf-command-metadata.ts	260	export function getCfCommandMetadataVersion(): string {	CODE
LOW	src/components/config-explorer/config-examples.ts	93	function scalarExamplePropertyValue(	CODE

AI Slop Vocabulary18 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ntent/catalog-models/google-gemini-2.5-flash-lite.json	119	"text": "Reading a JSON file in Python is a straightforward process thanks to the built-in `json` module. Here's a b	CODE
MEDIUM	…ntent/catalog-models/google-gemini-2.5-flash-lite.json	128	"text": "Reading a JSON file in Python is a straightforward process thanks to the built-in `json` module. Here'	CODE
MEDIUM	…/content/catalog-models/anthropic-claude-opus-4.8.json	656	"url": "https://www.cloudflare.com/press/press-releases/2026/cloudflare-launches-design-partner-designation-to-a	CODE
MEDIUM⚡	src/content/catalog-models/alibaba-qwen3.7-max.json	102	"reasoning_content": "Here's a thinking process that leads to the suggested answer:\n\n1. **Understand the User'	CODE
MEDIUM⚡	src/content/catalog-models/alibaba-qwen3.7-max.json	102	"reasoning_content": "Here's a thinking process that leads to the suggested answer:\n\n1. **Understand the User'	CODE
MEDIUM⚡	…/content/catalog-models/alibaba-qwen3.5-397b-a17b.json	98	"text": "# Reading JSON Files in Python\n\nPython's built-in `json` module makes it easy to read and work with JSON	CODE
MEDIUM⚡	…/content/catalog-models/alibaba-qwen3.5-397b-a17b.json	98	"text": "# Reading JSON Files in Python\n\nPython's built-in `json` module makes it easy to read and work with JSON	CODE
MEDIUM⚡	…/content/catalog-models/alibaba-qwen3.5-397b-a17b.json	107	"content": "# Reading JSON Files in Python\n\nPython's built-in `json` module makes it easy to read and work with	CODE
MEDIUM⚡	…/content/catalog-models/alibaba-qwen3.5-397b-a17b.json	107	"content": "# Reading JSON Files in Python\n\nPython's built-in `json` module makes it easy to read and work with	CODE
MEDIUM	src/content/catalog-models/bria-fibo-generate-1.5.json	47	"code": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/run \\\n --header \"Authoriz	CODE
MEDIUM	src/content/catalog-models/google-gemini-2.5-flash.json	119	"text": "Reading a JSON (JavaScript Object Notation) file in Python is straightforward, thanks to the built-in `json	CODE
MEDIUM	src/content/catalog-models/google-gemini-2.5-flash.json	128	"text": "Reading a JSON (JavaScript Object Notation) file in Python is straightforward, thanks to the built-in	CODE
MEDIUM	src/content/catalog-models/klingai-kling-v4.json	112	"code": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/run \\\n --header \"Authoriz	CODE
MEDIUM	src/content/catalog-models/openai-gpt-5.5-pro.json	569	"text": "Assuming \u201cthis week\u201d = Jun 16\u201322, 2026:\n\n- Cloudflare service incident: Cloudflare	CODE
MEDIUM	src/content/catalog-models/openai-gpt-5.5-pro.json	676	"url": "https://www.cloudflare.com/press/press-releases/2026/cloudflare-launches-design-partner-designation-to-ac	CODE
MEDIUM	src/content/catalog-models/openai-gpt-5.5-pro.json	811	"url": "https://www.cloudflare.com/press/press-releases/2026/cloudflare-launches-design-partner-designation-to	CODE
MEDIUM	src/content/catalog-models/openai-gpt-5.5-pro.json	815	"text": "Assuming \u201cthis week\u201d = Jun 16\u201322, 2026:\n\n- Cloudflare service incident: Cloudf	CODE
MEDIUM	src/content/release-notes/d1.yaml	273	Legacy D1 alpha users who had previously prefixed their database binding manually with `__D1_BETA__` should remove	CODE

Redundant / Tautological Comments30 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/semgrep.yml	59	# Check if file list is empty to prevent errors	COMMENT
LOW	.github/workflows/image-audit.yml	28	# Check if files are referenced in any markdown file	COMMENT
LOW	.github/workflows/comment-changed-filenames.yml	71	# Check if a comment already exists	COMMENT
LOW⚡	src/content/catalog-models/openai-gpt-4o.json	103	"text": "To read a JSON file in Python, you typically use the built-in `json` module, which provides utilities for p	CODE
LOW⚡	src/content/catalog-models/openai-gpt-4o.json	113	"content": "To read a JSON file in Python, you typically use the built-in `json` module, which provides utilities	CODE
LOW	…/content/catalog-models/anthropic-claude-opus-4.8.json	90	"text": "# Reading a JSON File in Python\n\nPython's built-in `json` module makes this straightforward.\n\n## Basic	CODE
LOW	…/content/catalog-models/anthropic-claude-opus-4.8.json	99	"text": "# Reading a JSON File in Python\n\nPython's built-in `json` module makes this straightforward.\n\n## Basi	CODE
LOW⚡	src/content/catalog-models/openai-gpt-4.1-nano.json	103	"text": "To read a JSON file in Python, you can use the built-in `json` module which provides functions for parsing	CODE
LOW⚡	src/content/catalog-models/openai-gpt-4.1-nano.json	113	"content": "To read a JSON file in Python, you can use the built-in `json` module which provides functions for pa	CODE
LOW	src/content/catalog-models/alibaba-qwen3.7-plus.json	97	"text": "To read a JSON file in Python, you can use the built-in `json` module. Specifically, you will use the *	CODE
LOW	src/content/catalog-models/alibaba-qwen3.7-plus.json	105	"content": "To read a JSON file in Python, you can use the built-in `json` module. Specifically, you will use	CODE
LOW⚡	src/content/catalog-models/alibaba-qwen3.7-max.json	93	"text": "To read a JSON file in Python, you use the built-in `json` module along with Python's built-in **`open(	CODE
LOW⚡	src/content/catalog-models/alibaba-qwen3.7-max.json	101	"content": "To read a JSON file in Python, you use the built-in `json` module along with Python's built-in **	CODE
LOW	…ntent/catalog-models/google-gemini-3.1-flash-lite.json	122	"text": "To read a JSON file in Python, you use the built-in `json` module.\n\nHere is the standard way to do it:\n\	CODE
LOW	…ntent/catalog-models/google-gemini-3.1-flash-lite.json	131	"text": "To read a JSON file in Python, you use the built-in `json` module.\n\nHere is the standard way to do i	CODE
LOW	src/content/catalog-models/google-gemini-3-flash.json	123	"text": "To read a JSON file in Python, you use the built-in `json` module.\n\nHere is the most common and recommend	CODE
LOW	src/content/catalog-models/google-gemini-3-flash.json	132	"text": "To read a JSON file in Python, you use the built-in `json` module.\n\nHere is the most common and reco	CODE
LOW⚡	src/content/catalog-models/google-gemini-2.5-pro.json	120	"text": "Of course! Reading a JSON file in Python is a common task, and the built-in `json` module makes it very str	CODE
LOW⚡	src/content/catalog-models/google-gemini-2.5-pro.json	129	"text": "Of course! Reading a JSON file in Python is a common task, and the built-in `json` module makes it ver	CODE
LOW⚡	src/content/catalog-models/google-gemini-3.1-pro.json	123	"text": "To read a JSON file in Python, you can use the built-in `json` module. \n\nHere is the most standard an	CODE
LOW⚡	src/content/catalog-models/google-gemini-3.1-pro.json	132	"text": "To read a JSON file in Python, you can use the built-in `json` module. \n\nHere is the most standa	CODE
LOW	src/content/catalog-models/google-gemini-3.7-flash.json	207	"text": "Here is how to memoize the recursive Fibonacci function.\n\n### 1. Using a Dictionary / Cache (Explicit)\n\	CODE
LOW	src/content/catalog-models/google-gemini-3.7-flash.json	216	"text": "Here is how to memoize the recursive Fibonacci function.\n\n### 1. Using a Dictionary / Cache (Explici	CODE
LOW	src/content/fields/index.yaml	1268	# Check if requests to a specific endpoint include any content objects	COMMENT
LOW	src/content/fields/index.yaml	1288	# Check if requests to a specific endpoint include any malicious content objects	COMMENT
LOW	src/content/fields/index.yaml	1308	# Check if requests to a specific endpoint contain more than two malicious content objects	COMMENT
LOW	src/content/fields/index.yaml	1389	# Check if requests to a specific endpoint contain more than two content objects	COMMENT
LOW	src/content/fields/index.yaml	1409	# Check if requests to a specific endpoint contain any content objects larger than 500 KB (512,000 bytes)	COMMENT
LOW	src/content/fields/index.yaml	1431	# Check if requests to a specific endpoint contain content objects other than PDFs	COMMENT
LOW	src/content/fields/index.yaml	1453	# Check if requests to a specific endpoint contain any suspicious or infected content objects	COMMENT

Modern AI Meta-Vocabulary9 hits · 23 pts

Severity	File	Line	Snippet	Context
MEDIUM	public/robots.txt	20	# (e.g., retrieval augmented generation, grounding, or other	COMMENT
MEDIUM	…ent/catalog-models/xai-grok-4.20-multi-agent-0309.json	338	"text": "Top xAI news stories this week (late April to early May 2026):[[1]](https://techcrunch.com/2026/04/30/e	CODE
MEDIUM	…ent/catalog-models/xai-grok-4.20-multi-agent-0309.json	487	"text": "Top xAI news stories this week (late April to early May 2026):[[1]](https://techcrunch.com/2026/04/	CODE
MEDIUM	src/content/catalog-models/meta-muse-spark-1.3.json	305	"text": "### Blameless Root-Cause Summary\n\nTL;DR: A 4x increase in worker concurrency at 09:00 saturated a dow	CODE
MEDIUM	src/content/catalog-models/meta-muse-spark-1.3.json	326	"text": "### Blameless Root-Cause Summary\n\nTL;DR: A 4x increase in worker concurrency at 09:00 saturated a	CODE
MEDIUM	src/content/warp-releases/macos/beta/2022.4.21.1.yaml	2	PLEASE NOTE If you are a Zero Trust customer and have strict firewall rules, you must visit https://developers.cloud	COMMENT
MEDIUM	src/content/warp-releases/macos/ga/2022.4.114.0.yaml	2	PLEASE NOTE If you are a Zero Trust customer and have strict firewall rules, you must visit https://developers.cloud	COMMENT
MEDIUM	src/content/warp-releases/windows/beta/2022.4.22.1.yaml	2	PLEASE NOTE If you are a Zero Trust customer and have strict firewall rules, you must visit https://developers.cloud	COMMENT
MEDIUM	src/content/warp-releases/windows/ga/2022.4.115.0.yaml	2	PLEASE NOTE If you are a Zero Trust customer and have strict firewall rules, you must visit https://developers.cloud	COMMENT

Structural Annotation Overuse11 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/eli5/references/EXAMPLES_REFERENCE.md	511	## Step 1: Create Your First Worker	COMMENT
LOW	.agents/skills/eli5/references/EXAMPLES_REFERENCE.md	547	## Step 2: Add URL Parsing	COMMENT
LOW	.agents/skills/eli5/references/EXAMPLES_REFERENCE.md	581	## Step 3: Store URL Mappings	COMMENT
LOW	.agents/skills/eli5/references/content-type-guide.md	499	## Step 1: Create the zone	COMMENT
LOW	.agents/skills/eli5/references/content-type-guide.md	508	## Step 2: Add DNS records	COMMENT
LOW	.agents/skills/eli5/references/content-type-guide.md	520	## Step 1: Create the zone	COMMENT
LOW	.agents/skills/eli5/references/content-type-guide.md	536	## Step 2: Add DNS records	COMMENT
LOW	.agents/skills/eli5/references/pattern-library.md	414	## Step 1: Minimal Working Version	COMMENT
LOW	.agents/skills/eli5/references/pattern-library.md	445	## Step 2: Parse URLs	COMMENT
LOW⚡	src/content/catalog-models/google-gemini-2.5-pro.json	120	"text": "Of course! Reading a JSON file in Python is a common task, and the built-in `json` module makes it very str	CODE
LOW⚡	src/content/catalog-models/google-gemini-2.5-pro.json	129	"text": "Of course! Reading a JSON file in Python is a common task, and the built-in `json` module makes it ver	CODE

Over-Commented Block14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	pnpm-workspace.yaml	21	# rolldown 1.1.x has a memory leak (rolldown/rolldown#10554) that causes	COMMENT
LOW	.flue/vite.config.ts	1	import { cloudflare } from "@cloudflare/vite-plugin";	COMMENT
LOW	.flue/lib/github-repo-tools.ts	541	//	COMMENT
LOW	public/robots.txt	1	# As a condition of accessing this website, you agree to	COMMENT
LOW	public/turnstile/spin/scripts/auth-probe.sh	1	#!/usr/bin/env bash	COMMENT
LOW	public/turnstile/spin/scripts/auth-probe.sh	161	' "$accounts_json")"	COMMENT
LOW	.github/labeler.yml	1	# Generated product label rules for actions/labeler.	COMMENT
LOW	.github/workflows/auto-format-apply.yml	201	core.setOutput('number', prNumber.toString());	COMMENT
LOW	.github/workflows/auto-format-apply.yml	221	# changes to `.github/`, `package.json`, lockfiles, `.npmrc`,	COMMENT
LOW	worker/index.preview.ts	1	// Preview Worker — a self-contained copy of `worker/index.ts` used for	COMMENT
LOW	src/content.config.ts	21	// so content is ingested unmodified; add new keys here as the build surfaces	COMMENT
LOW	src/content.config.ts	81	// they showcase, so DocsLayout can render a "Component usage" link.	COMMENT
LOW	src/content/partials/prompts/base-prompt.txt	181	interface Env {	COMMENT
LOW	src/components/react/diagram-weld/shapes.tsx	1	// Shared SVG primitives for the weld visual language. Two connector	COMMENT

Synthetic Comment Markers2 hits · 12 pts

Severity	File	Line	Snippet	Context
HIGH	public/robots.txt	18	# providing AI-generated search summaries.	COMMENT
HIGH	src/content/catalog-models/meta-muse-spark-1.1.json	622	"text": "Based on today's coverage October 8, 2026, the major technology headlines are:\n\n### 1. Google ope	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	.agents/agents/docs.md	117	- Use angle brackets: `<YOUR_API_KEY>`	CODE
HIGH	.agents/agents/docs.md	117	- Use angle brackets: `<YOUR_API_KEY>`	CODE

Excessive Try-Catch Wrapping9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	public/turnstile/spin/scripts/widget-create.sh	90	except Exception:	CODE
LOW	public/turnstile/spin/scripts/auth-probe.sh	93	except Exception:	CODE
LOW	public/turnstile/spin/scripts/auth-probe.sh	100	except Exception:	CODE
LOW	public/turnstile/spin/scripts/auth-probe.sh	123	except Exception:	CODE
LOW	public/turnstile/spin/scripts/auth-probe.sh	134	except Exception:	CODE
LOW	public/turnstile/spin/scripts/auth-probe.sh	145	except Exception:	CODE
LOW	public/turnstile/spin/scripts/auth-probe.sh	158	except Exception:	CODE
LOW	public/turnstile/spin/scripts/auth-probe.sh	198	except Exception:	CODE
LOW	public/turnstile/spin/scripts/auth-probe.sh	256	except Exception:	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/image-audit.yml	48	# Create the issue and reference the unused_files variable	COMMENT
MEDIUM⚡	src/content/catalog-models/google-gemini-2.5-pro.json	120	"text": "Of course! Reading a JSON file in Python is a common task, and the built-in `json` module makes it very str	CODE
MEDIUM⚡	src/content/catalog-models/google-gemini-2.5-pro.json	129	"text": "Of course! Reading a JSON file in Python is a common task, and the built-in `json` module makes it ver	CODE

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/content/catalog-models/google-gemini-2.5-pro.json	120	"text": "Of course! Reading a JSON file in Python is a common task, and the built-in `json` module makes it very str	CODE
LOW⚡	src/content/catalog-models/google-gemini-2.5-pro.json	129	"text": "Of course! Reading a JSON file in Python is a common task, and the built-in `json` module makes it ver	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.flue/cloudflare.ts	119	await step.do("placeholder", STEP, () =>	CODE
LOW	public/turnstile/spin/scripts/validate.sh	122	echo "validate: dummy-token siteverify request failed" >&2	CODE

cloudflare/cloudflare-docs

Open-Source Code Quality, Security and Technical Debt Review