Repository Analysis

pollinations/pollinations

Your Friendly Open-Source Gen-AI Platform

4.0 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of pollinations/pollinations, a TypeScript project with 5,004 GitHub stars. SynthScan v2.0 examined 531,845 lines of code across 1871 source files, recording 1147 pattern matches distributed across 22 syntactic categories. The overall adjusted score of 4.0 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

4.0
Adjusted Score
4.0
Raw Score
100%
Time Factor
2026-08-29
Last Push
5.0K
Stars
TypeScript
Language
531.8K
Lines of Code
1.9K
Files
1.1K
Pattern Hits
2026-08-29
Scan Date
0.06
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 3HIGH 105MEDIUM 196LOW 843

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1147 distinct pattern matches across 22 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators184 hits · 597 pts
SeverityFileLineSnippetContext
MEDIUM…s.ai/frontend/src/components/quests/quest-overview.tsx82// ── Category model ──────────────────────────────────────────────────────────COMMENT
MEDIUM…s.ai/frontend/src/components/quests/quest-overview.tsx168// ── Formatting helpers ──────────────────────────────────────────────────────COMMENT
MEDIUM…s.ai/frontend/src/components/quests/quest-overview.tsx215// ── Card model ──────────────────────────────────────────────────────────────COMMENT
MEDIUM…s.ai/frontend/src/components/quests/quest-overview.tsx237// ── Presentational primitives (composed from @pollinations/ui) ───────────────COMMENT
MEDIUMoperations/social/buffer-schedule.yml9# ── Daily platforms (via Buffer) ─────────────────────────────────────COMMENT
MEDIUMoperations/social/buffer-schedule.yml19# ── Daily platforms (not via Buffer) ─────────────────────────────────COMMENT
MEDIUMoperations/social/buffer-schedule.yml23# ── Weekly (Sunday 18:00 UTC) ──────────────────────────────────────COMMENT
MEDIUMoperations/social/buffer-schedule.yml43# ── Non-social outputs ──────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/publish_weekly.py34# ── Helpers ──────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/publish_weekly.py152# ── Main ─────────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/publish_weekly.py171 # ── Buffer staging (Twitter + LinkedIn + Instagram) ───────────COMMENT
MEDIUMoperations/social/scripts/publish_weekly.py192 # ── Direct channels (Reddit + Discord) ────────────────────────COMMENT
MEDIUMoperations/social/scripts/publish_realtime.py32# ── Helpers ──────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/publish_realtime.py87# ── Main ─────────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/publish_realtime.py102 # ── Fetch gist ────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/publish_realtime.py117 # ── Generate Discord message ──────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_realtime.py38# ── GitHub helpers ───────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_realtime.py87# ── App catalog lookup ──────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_realtime.py120# ── Step 1: AI analysis ─────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_realtime.py189# ── Step 2: Image generation ────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_realtime.py217# ── Main ─────────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_realtime.py230 # ── Fetch PR data ────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_realtime.py235 # ── Step 1: AI analysis → gist JSON → commit ────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_realtime.py251 # ── Step 2: Generate image → update gist ─────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_weekly.py47# ── Constants ────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_weekly.py59# ── Helpers ──────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_weekly.py148# ── Step 1: Generate weekly summary ─────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_weekly.py195# ── Step 2: Generate platform posts ─────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_weekly.py275# ── Step 3: Generate images ────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_weekly.py380# ── Step 4: Commit to news branch ─────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_weekly.py460# ── Main ─────────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_weekly.py475 # ── Read gists ─────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_weekly.py486 # ── Generate summary ─────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_weekly.py499 # ── Generate platform posts ──────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_weekly.py554 # ── Commit to news branch ────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/common.py514# ── Gist I/O helpers ─────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/common.py970# ── VPS deployment ───────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py49# ── Constants ────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py55# ── Highlights ────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py177# ── Helpers ──────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py222# ── Step 1: Generate daily summary ──────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py260# ── Step 2: Generate platform posts ─────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py271# ── Step 3: Generate platform images ────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py325# ── Step 4: Commit to news branch ─────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py390# ── Main ─────────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py405 # ── Read gists ───────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py449 # ── Generate summary ─────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py461 # ── Generate platform posts ──────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py485 # ── Generate highlights ──────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/generate_daily.py489 # ── Commit daily content to news branch ──────────────────────────COMMENT
MEDIUMoperations/social/scripts/publish_daily.py35# ── Main ─────────────────────────────────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/publish_daily.py54 # ── Buffer staging (Twitter) ─────────────────────────────────COMMENT
MEDIUMoperations/social/scripts/publish_daily.py71 # ── Direct channels (Reddit) ─────────────────────────────────COMMENT
MEDIUMgen.pollinations.ai/scripts/generate-apidocs.ts56// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMgen.pollinations.ai/scripts/generate-apidocs.ts58// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMgen.pollinations.ai/scripts/generate-apidocs.ts111// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMgen.pollinations.ai/scripts/generate-apidocs.ts113// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMgen.pollinations.ai/scripts/generate-apidocs.ts176// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMgen.pollinations.ai/scripts/generate-apidocs.ts178// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMgen.pollinations.ai/scripts/generate-apidocs.ts297// ────────────────────────────────────────────────────────────────────────────COMMENT
124 more matches not shown…
Magic Placeholder Names88 hits · 495 pts
SeverityFileLineSnippetContext
HIGHREADME.md147curl -H "Authorization: Bearer YOUR_API_KEY" 'https://gen.pollinations.ai/image/a%20beautiful%20sunset' -o image.jpgCODE
HIGHREADME.md155curl 'https://gen.pollinations.ai/text/Hello%20world?key=YOUR_API_KEY'CODE
HIGHREADME.md163curl 'https://gen.pollinations.ai/audio/Hello%20from%20Pollinations?voice=nova&key=YOUR_API_KEY' -o speech.mp3CODE
HIGHREADME.md171 -H 'Authorization: Bearer YOUR_API_KEY' \CODE
HIGHREADME.md182 -H "Authorization: Bearer YOUR_API_KEY" \CODE
HIGHREADME.md190curl 'https://gen.pollinations.ai/video/a%20sunset%20timelapse%20over%20the%20ocean?key=YOUR_API_KEY' -o video.mp4CODE
HIGHREADME.md198curl 'https://gen.pollinations.ai/3d/a%20low-poly%20treasure%20chest?model=trellis-2&resolution=low&key=YOUR_API_KEY&imaCODE
HIGHREADME.md208 -H 'Authorization: Bearer YOUR_API_KEY' \CODE
HIGHREADME.md340 apiKey: "YOUR_API_KEY",CODE
HIGHREADME.md355client = OpenAI(base_url="https://gen.pollinations.ai/v1", api_key="YOUR_API_KEY")CODE
HIGHREADME.md374 apiKey: "YOUR_API_KEY",CODE
HIGHAPIDOCS.md535**Authentication:** Include your API key as `Authorization: Bearer YOUR_API_KEY`.CODE
HIGHAPIDOCS.md577**Authentication:** Include your API key as `Authorization: Bearer YOUR_API_KEY`.CODE
HIGHAPIDOCS.md1866 -H "Authorization: Bearer YOUR_API_KEY" \CODE
HIGHAPIDOCS.md1874 -H "Authorization: Bearer YOUR_API_KEY" \CODE
HIGHmedia.pollinations.ai/README.md24 -H "Authorization: Bearer <your-api-key>" \CODE
HIGHmedia.pollinations.ai/README.md29 -H "Authorization: Bearer <your-api-key>" \CODE
HIGHmedia.pollinations.ai/README.md55 -H "Authorization: Bearer <your-api-key>" \CODE
HIGHmedia.pollinations.ai/README.md189 -H "Authorization: Bearer YOUR_API_KEY" \CODE
HIGHmedia.pollinations.ai/README.md201 -H "Authorization: Bearer YOUR_API_KEY" \CODE
HIGHenter.pollinations.ai/AGENTS.md21- Header: `Authorization: Bearer YOUR_API_KEY`CODE
HIGHenter.pollinations.ai/AGENTS.md22- Query: `?key=YOUR_API_KEY`CODE
HIGHgen.pollinations.ai/src/docs/authentication.md15- Header: `Authorization: Bearer YOUR_API_KEY`CODE
HIGHgen.pollinations.ai/src/docs/authentication.md16- Query param: `?key=YOUR_API_KEY`CODE
HIGHgen.pollinations.ai/src/docs/safety.md13 -H "Authorization: Bearer YOUR_API_KEY"CODE
HIGHgen.pollinations.ai/src/docs/safety.md16 -H "Authorization: Bearer YOUR_API_KEY" \CODE
HIGHgen.pollinations.ai/src/docs/quick-start.md7client = OpenAI(base_url="https://gen.pollinations.ai/v1", api_key="YOUR_API_KEY")CODE
HIGHgen.pollinations.ai/src/docs/quick-start.md22 -H "Authorization: Bearer YOUR_API_KEY" -o speech.mp3CODE
HIGHgen.pollinations.ai/src/docs/quick-start.md29 -H "Authorization: Bearer YOUR_API_KEY" -o model.glbCODE
HIGHgen.pollinations.ai/src/docs/quick-start.md36 -H "Authorization: Bearer YOUR_API_KEY" \CODE
HIGHgen.pollinations.ai/src/docs/media-storage.md21 -H "Authorization: Bearer YOUR_API_KEY" \CODE
HIGHgen.pollinations.ai/src/docs/media-storage.md29 -H "Authorization: Bearer YOUR_API_KEY" \CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts56 api_key="YOUR_API_KEY"CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts72 apiKey: "YOUR_API_KEY",CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts87 -H "Authorization: Bearer YOUR_API_KEY"`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts97 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts106 { headers: { Authorization: "Bearer YOUR_API_KEY" } },CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts123 -H "Authorization: Bearer YOUR_API_KEY" -o image.jpgCODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts127 -H "Authorization: Bearer YOUR_API_KEY" -o video.mp4`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts137 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts147 { headers: { Authorization: "Bearer YOUR_API_KEY" } },CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts157 -H "Authorization: Bearer YOUR_API_KEY" -o video.mp4`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts167 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts177 { headers: { Authorization: "Bearer YOUR_API_KEY" } },CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts188 -H "Authorization: Bearer YOUR_API_KEY" -o speech.mp3CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts192 -H "Authorization: Bearer YOUR_API_KEY" -o music.mp3`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts202 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts212 { headers: { Authorization: "Bearer YOUR_API_KEY" } },CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts222 -H "Authorization: Bearer YOUR_API_KEY" \\CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts278 api_key="YOUR_API_KEY",CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts295 apiKey: "YOUR_API_KEY",CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts310 -H "Authorization: Bearer YOUR_API_KEY"`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts319 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts328 { headers: { Authorization: "Bearer YOUR_API_KEY" } },CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts339 -H "Authorization: Bearer YOUR_API_KEY"`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts348 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts358 { headers: { Authorization: "Bearer YOUR_API_KEY" } },CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts369 -H "Authorization: Bearer YOUR_API_KEY"`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts378 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts388 { headers: { Authorization: "Bearer YOUR_API_KEY" } },CODE
28 more matches not shown…
Hyper-Verbose Identifiers418 hits · 437 pts
SeverityFileLineSnippetContext
LOW…i/frontend/src/components/pollen/auto-top-up-panel.tsx430function mapToggleStatusToSwitchStatus(CODE
LOW…i/frontend/src/components/pollen/auto-top-up-panel.tsx599function readAutoTopUpDraftPackAmount(): number | null {CODE
LOW…i/frontend/src/components/pollen/auto-top-up-panel.tsx612function writeAutoTopUpDraftPackAmount(packAmountUsd: number): void {CODE
LOW…tend/src/components/activity/format-activity-pollen.ts13function decimalsForActivityPollen(abs: number): number {CODE
LOW…tend/src/components/activity/format-activity-pollen.ts35export function formatActivityPollenThreshold(value: number): string {CODE
LOW….ai/frontend/src/components/layout/dashboard-shell.tsx375function useDashboardShellBodyClass(): void {CODE
LOW…end/src/components/community-endpoints/price-table.tsx383export function hasValidVisibleFormPrices(CODE
LOW…y-endpoints/community-endpoint-toggle-confirmation.tsx10export function CommunityEndpointToggleConfirmation({CODE
LOW…i/frontend/src/components/community-endpoints/types.ts118export function publicCommunityFallbackOptions(CODE
LOW…i/frontend/src/components/community-endpoints/types.ts260export function pricePerTokenToPerMillion(value: number): string {CODE
LOW…i/frontend/src/components/community-endpoints/types.ts264export function pricePerMillionToPerToken(value: string): number {CODE
LOW…y-endpoints/community-endpoint-delete-confirmation.tsx10export function CommunityEndpointDeleteConfirmation({CODE
LOW…ons.ai/frontend/src/components/models/model-catalog.ts119export function parseModelCatalogResponse(data: unknown): ApiModelInfo[] {CODE
LOW…ons.ai/frontend/src/components/models/model-catalog.ts587export function getModelPricesFromCatalog(CODE
LOW…ations.ai/frontend/src/components/models/model-row.tsx172export function getModelTitleTooltipContent(model: ModelPrice): ReactNode {CODE
LOW…tions.ai/frontend/src/components/models/model-query.ts82function getSearchableCapabilities(model: ModelPrice): string[] {CODE
LOW….ai/frontend/src/components/models/model-categories.ts99export function getModelCategoriesFromCatalog(CODE
LOW….ai/frontend/src/components/models/model-categories.ts132export function computeCategoryModalities(CODE
LOW…ons.ai/frontend/src/components/keys/model-selection.ts1export function normalizeAllowedModelSelection(CODE
LOWenter.pollinations.ai/test/integration/stripe.test.ts69function createAutoTopUpInvoiceEvent(CODE
LOWenter.pollinations.ai/test/integration/stripe.test.ts193function createCardPaymentFailedEvent({CODE
LOW…ter.pollinations.ai/test/helpers/billing-assertions.ts57export function assertTrackedBillingEvent(CODE
LOWenter.pollinations.ai/src/utils/stripe-card-gate.ts23export async function getStripeNewCardGateStatus(CODE
LOWenter.pollinations.ai/src/utils/stripe-card-gate.ts59export function stripeNewCardGateMetadata(CODE
LOWenter.pollinations.ai/src/utils/stripe-card-gate.ts71export async function recordStripeCardFingerprintAttempt(CODE
LOW…ns.ai/src/utils/stripe-billing/invoice-verification.ts15export async function verifyAutoTopUpInvoicePayment(CODE
LOW…ns.ai/src/utils/stripe-billing/invoice-verification.ts79async function getInvoiceLinesForVerification(CODE
LOW…ns.ai/src/utils/stripe-billing/invoice-verification.ts103function getInvoiceLineAmountCents(line: Stripe.InvoiceLineItem): number {CODE
LOW…r.pollinations.ai/src/utils/stripe-billing/customer.ts12export async function getOrCreateStripeCustomerId(CODE
LOW…r.pollinations.ai/src/utils/stripe-billing/customer.ts12export async function getOrCreateStripeCustomerId(CODE
LOW…ter.pollinations.ai/src/utils/stripe-billing/portal.ts13export async function createBillingPortalSession(CODE
LOW…ter.pollinations.ai/src/utils/stripe-billing/portal.ts33async function ensureBillingPortalConfiguration(CODE
LOW…ter.pollinations.ai/src/utils/stripe-billing/portal.ts81function createBillingPortalConfigurationParams(CODE
LOW…ter.pollinations.ai/src/utils/stripe-billing/portal.ts113function isBillingPortalConfigurationCurrent(CODE
LOW…ollinations.ai/src/utils/stripe-billing/auto-top-up.ts435export async function markAutoTopUpInvoiceFailed(CODE
LOW…ollinations.ai/src/utils/stripe-billing/auto-top-up.ts472async function retrieveInvoicePaymentIntent(CODE
LOW…ollinations.ai/src/utils/stripe-billing/auto-top-up.ts492async function findPendingAutoTopUpAttempt(CODE
LOW…ollinations.ai/src/utils/stripe-billing/auto-top-up.ts518async function expireStaleClaimedAttempts(CODE
LOW…ollinations.ai/src/utils/stripe-billing/auto-top-up.ts534async function reconcileStalePendingAttempt(CODE
LOW…ollinations.ai/src/utils/stripe-billing/auto-top-up.ts636async function setAutoTopUpAttemptInvoice(CODE
LOW…ollinations.ai/src/utils/stripe-billing/auto-top-up.ts666async function getAutoTopUpAttemptByInvoiceId(CODE
LOW…ollinations.ai/src/utils/stripe-billing/auto-top-up.ts715async function markAttemptFailedByInvoice(CODE
LOW…ollinations.ai/src/utils/stripe-billing/auto-top-up.ts746async function cleanupFailedAutoTopUpInvoice(CODE
LOW…ollinations.ai/src/utils/stripe-billing/auto-top-up.ts762async function cleanupRetrievedAutoTopUpInvoice(CODE
LOW…ollinations.ai/src/utils/stripe-billing/auto-top-up.ts792function createAutoTopUpIdempotencyKey(attemptId: string): string {CODE
LOW…ollinations.ai/src/utils/stripe-billing/auto-top-up.ts796function shouldDisableAutoTopUpAfterFailure(error: unknown): boolean {CODE
LOWenter.pollinations.ai/src/routes/account.ts263function buildUsageWindowFromPeriod({CODE
LOWenter.pollinations.ai/src/routes/account.ts322function parseCommaSeparatedQueryList(value?: string): string[] {CODE
LOWenter.pollinations.ai/src/routes/stripe.ts356function normalizeStripePortalError(error: unknown): string {CODE
LOWenter.pollinations.ai/src/routes/stripe-webhooks.ts103async function recordFailedCardFingerprintFromCharge({CODE
LOWenter.pollinations.ai/src/routes/stripe-webhooks.ts145async function fetchChargeForPaymentIntent(CODE
LOWenter.pollinations.ai/src/routes/stripe-webhooks.ts204async function creditCheckoutSessionOnce({CODE
LOWenter.pollinations.ai/src/routes/stripe-webhooks.ts263async function sendStripeEventToTinybird(CODE
LOWenter.pollinations.ai/src/routes/stripe-webhooks.ts356function emitCheckoutSessionAnalytics(CODE
LOWenter.pollinations.ai/src/routes/stripe-webhooks.ts395function emitPaymentIntentAnalytics(CODE
LOWenter.pollinations.ai/src/routes/community-endpoints.ts78function normalizeInputBearerToken(value: string): string {CODE
LOWenter.pollinations.ai/src/routes/community-endpoints.ts91function normalizeInputProviderUrl(value: string): string {CODE
LOWenter.pollinations.ai/src/routes/community-endpoints.ts104async function requireCommunityEndpointPublishAccess(CODE
LOWenter.pollinations.ai/src/routes/community-endpoints.ts121async function requireOwnerGithubUsername(CODE
LOWenter.pollinations.ai/src/routes/community-endpoints.ts190async function enforceEndpointProbeThrottle(CODE
358 more matches not shown…
Excessive Try-Catch Wrapping169 hits · 159 pts
SeverityFileLineSnippetContext
LOW.claude/skills/web-research/scripts/web-research.sh173except Exception as e:CODE
MEDIUM.claude/skills/web-research/scripts/web-research.sh174 print(f"Error: {e}", file=sys.stderr)CODE
LOWoperations/app-management/ingestion/review-agent.py390 except Exception as error:STRING
LOWoperations/app-management/ingestion/review-agent.py396 except Exception as comment_error:STRING
LOWoperations/social/scripts/publish_weekly.py95 except Exception as e:CODE
LOWoperations/social/scripts/publish_weekly.py134 except Exception:CODE
LOWoperations/social/scripts/publish_realtime.py164 except Exception:CODE
LOWoperations/social/scripts/publish_realtime.py242 except Exception:CODE
LOWoperations/social/scripts/publish_realtime.py247 except Exception as e:CODE
MEDIUMoperations/social/scripts/common.py211 print(f"Error: {key} environment variable is required")CODE
LOWoperations/social/scripts/common.py1073 except Exception as e:STRING
LOWoperations/social/scripts/buffer_publish.py295 except Exception as error:CODE
LOWoperations/github/project_manager.py364 except Exception as e:STRING
LOWoperations/infrastructure/gpu/dreamshaper/server.py77 except Exception:CODE
LOWoperations/infrastructure/gpu/dreamshaper/server.py110 except Exception as e:CODE
LOWoperations/infrastructure/gpu/dreamshaper/server.py121 except Exception as e:CODE
LOWoperations/infrastructure/gpu/dreamshaper/server.py160 except Exception as e:CODE
LOWoperations/infrastructure/gpu/flux/server.py91 except Exception as e:CODE
LOWoperations/infrastructure/gpu/flux/server.py103 except Exception as e:CODE
LOWoperations/infrastructure/gpu/flux/server.py134 except Exception as e:CODE
LOWoperations/infrastructure/gpu/flux/server.py145 except Exception as e:CODE
LOWoperations/infrastructure/gpu/flux/server.py297 except Exception as e:CODE
MEDIUMoperations/infrastructure/gpu/flux/server.py59def get_public_ip():CODE
LOW…tions/infrastructure/gpu/flux/safety_checker/censor.py76 except Exception as e:CODE
LOWoperations/infrastructure/gpu/zimage/benchmark-vast.py54 except Exception as error: # noqa: BLE001 - report all benchmark failuresCODE
LOWoperations/infrastructure/gpu/zimage/server.py44 except Exception:CODE
LOWoperations/infrastructure/gpu/zimage/server.py70 except Exception as e:CODE
LOWoperations/infrastructure/gpu/zimage/server.py82 except Exception as e:CODE
LOWoperations/infrastructure/gpu/zimage/server.py255 except Exception as e:CODE
MEDIUMoperations/infrastructure/gpu/zimage/server.py40def get_public_ip():CODE
LOWapps/polli/main.py41 except Exception:CODE
LOWapps/polli/scripts/embed_code.py335 except Exception:CODE
LOWapps/polli/scripts/embed_code.py616 except Exception as e:CODE
LOWapps/polli/scripts/embed_code.py705 except Exception as e:CODE
LOWapps/polli/src/bot.py303 except Exception as e:CODE
LOWapps/polli/src/bot.py437 except Exception as e:CODE
LOWapps/polli/src/bot.py471 except Exception as e:CODE
LOWapps/polli/src/bot.py587 except Exception as e:CODE
LOWapps/polli/src/bot.py720 except Exception as e:CODE
LOWapps/polli/src/bot.py746 except Exception:CODE
LOWapps/polli/src/bot.py761 except Exception as e:CODE
LOWapps/polli/src/bot.py770 except Exception as e:CODE
LOWapps/polli/src/bot.py985 except Exception as e:CODE
LOWapps/polli/src/bot.py1085 except Exception as e:CODE
LOWapps/polli/src/bot.py1165 except Exception as e:CODE
LOWapps/polli/src/bot.py1357 except Exception as e:CODE
LOWapps/polli/src/bot.py1430 except Exception as e:CODE
LOWapps/polli/src/bot.py1450 except Exception as e:CODE
LOWapps/polli/src/bot.py1511 except Exception as e:CODE
LOWapps/polli/src/discord/media.py191 except Exception as e:CODE
LOWapps/polli/src/discord/media.py143 except Exception as e:CODE
LOWapps/polli/src/discord/media.py153 except Exception as e:CODE
LOWapps/polli/src/discord/media.py254 except Exception as e:CODE
LOWapps/polli/src/discord/media.py265 except Exception as e:CODE
LOWapps/polli/src/discord/media.py540 except Exception as e:CODE
LOWapps/polli/src/discord/search.py139 except Exception:CODE
LOWapps/polli/src/discord/search.py155 except Exception as e:CODE
LOWapps/polli/src/discord/search.py231 except Exception as e:CODE
LOWapps/polli/src/discord/search.py279 except Exception as e:CODE
LOWapps/polli/src/discord/search.py308 except Exception:CODE
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Unused Imports57 hits · 57 pts
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LOWoperations/social/scripts/publish_models_news.py29CODE
LOWoperations/social/scripts/generate_models_news.py26CODE
LOWoperations/infrastructure/gpu/flux/server.py3CODE
LOWoperations/infrastructure/gpu/flux/server.py4CODE
LOWoperations/infrastructure/gpu/flux/server.py5CODE
LOWoperations/infrastructure/gpu/flux/server.py5CODE
LOWoperations/infrastructure/gpu/flux/server.py6CODE
LOW…frastructure/gpu/flux/safety_checker/safety_checker.py3CODE
LOWoperations/infrastructure/gpu/zimage/utility.py2CODE
LOWoperations/infrastructure/gpu/zimage/utility.py7CODE
LOWoperations/infrastructure/gpu/zimage/utility.py8CODE
LOW…rations/infrastructure/gpu/zimage/network_inference.py4CODE
LOWapps/polli/scripts/embed_code.py11CODE
LOWapps/polli/src/context/__init__.py3CODE
LOWapps/polli/src/context/__init__.py3CODE
LOWapps/polli/src/context/__init__.py4CODE
LOWapps/polli/src/core/config.py8CODE
LOWapps/polli/src/utils/cache.py3CODE
LOWapps/polli/src/utils/url.py3CODE
LOWapps/polli/src/utils/url.py5CODE
LOWapps/polli/src/utils/json.py3CODE
LOWapps/polli/src/utils/hashing.py3CODE
LOWapps/polli/src/utils/regex.py3CODE
LOWapps/polli/src/search/handlers.py9CODE
LOWapps/polli/src/search/code_graph.py12CODE
LOWapps/polli/src/search/local_repo.py12CODE
LOWapps/polli/src/search/code_search.py8CODE
LOWapps/polli/src/integrations/chart_renderer.py12CODE
LOWapps/polli/src/integrations/charts.py17CODE
LOWapps/polli/src/integrations/diagrams.py12CODE
LOWapps/polli/src/integrations/github/repo_overview.py5CODE
LOWapps/polli/src/integrations/github/projects.py5CODE
LOWapps/floret/tests/conftest.py1CODE
LOWapps/floret/tests/test_api_stream.py3CODE
LOWapps/floret/tests/test_fetch_retry.py3CODE
LOWapps/floret/tests/test_smoke.py1CODE
LOWapps/floret/tests/test_live.py6CODE
LOWapps/floret/tests/test_agent_loop.py3CODE
LOWapps/floret/tests/test_config.py3CODE
LOWapps/floret/tests/test_media_tools.py3CODE
LOWapps/floret/tests/test_video_frames.py3CODE
LOWapps/floret/tests/test_api_content.py3CODE
LOWapps/floret/scripts/test_combos.py3CODE
LOWapps/floret/src/floret/config.py1CODE
LOWapps/floret/src/floret/registry.py1CODE
LOWapps/floret/src/floret/api.py3CODE
LOWapps/floret/src/floret/routing.py1CODE
LOWapps/floret/src/floret/agent.py3CODE
LOWapps/floret/src/floret/main.py3CODE
LOWapps/floret/src/floret/knowledge.py8CODE
LOWapps/floret/src/floret/__main__.py1CODE
LOWapps/floret/src/floret/toolset.py7CODE
LOWapps/floret/src/floret/tools/media.py10CODE
LOWapps/floret/src/floret/tools/media.py17CODE
LOWapps/floret/src/floret/tools/gen.py11CODE
LOWapps/floret/src/floret/tools/shell.py8CODE
LOWapps/floret/src/floret/tools/__init__.py3CODE
Deep Nesting66 hits · 54 pts
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LOWoperations/social/scripts/publish_weekly.py84CODE
LOWoperations/social/scripts/publish_realtime.py90CODE
LOWoperations/social/scripts/common.py284CODE
LOWoperations/social/scripts/common.py358CODE
LOWoperations/social/scripts/common.py805CODE
LOWoperations/social/scripts/generate_daily.py392CODE
LOWoperations/social/scripts/generate_models_news.py318CODE
LOWoperations/social/scripts/buffer_publish.py30CODE
LOWoperations/github/project-backfill-labels.py81CODE
LOWoperations/github/project-backfill-labels.py292CODE
LOWoperations/github/project_manager.py225CODE
LOWoperations/infrastructure/gpu/dreamshaper/server.py195CODE
LOW…erations/infrastructure/gpu/dreamshaper/test_server.py17CODE
LOWoperations/infrastructure/gpu/flux/server.py108CODE
LOWoperations/infrastructure/gpu/flux/server.py166CODE
LOW…ons/infrastructure/gpu/zimage/test_generation_queue.py9CODE
LOWapps/polli/src/bot.py332CODE
LOWapps/polli/src/bot.py401CODE
LOWapps/polli/src/bot.py1041CODE
LOWapps/polli/src/bot.py1212CODE
LOWapps/polli/src/bot.py1394CODE
LOWapps/polli/src/bot.py1536CODE
LOWapps/polli/src/discord/media.py158CODE
LOWapps/polli/src/discord/media.py297CODE
LOWapps/polli/src/discord/media.py375CODE
LOWapps/polli/src/discord/media.py446CODE
LOWapps/polli/src/discord/media.py545CODE
LOWapps/polli/src/discord/search.py521CODE
LOWapps/polli/src/discord/search.py56CODE
LOWapps/polli/src/discord/search.py179CODE
LOWapps/polli/src/discord/search.py283CODE
LOWapps/polli/src/integrations/web_scraper.py563CODE
LOWapps/polli/src/integrations/web_scraper.py719CODE
LOWapps/polli/src/integrations/web_scraper.py795CODE
LOWapps/polli/src/integrations/web_scraper.py865CODE
LOWapps/polli/src/integrations/chart_renderer.py139CODE
LOWapps/polli/src/integrations/charts.py255CODE
LOWapps/polli/src/integrations/subscriptions.py277CODE
LOWapps/polli/src/integrations/webhook_server.py62CODE
LOWapps/polli/src/integrations/webhook_server.py329CODE
LOWapps/polli/src/integrations/github/client.py262CODE
LOWapps/polli/src/integrations/github/client.py333CODE
LOWapps/polli/src/integrations/github/client.py383CODE
LOWapps/polli/src/integrations/github/client.py633CODE
LOWapps/polli/src/integrations/github/client.py775CODE
LOWapps/polli/src/integrations/github/handlers.py15CODE
LOWapps/polli/src/integrations/github/handlers.py421CODE
LOWapps/polli/src/integrations/github/pr_review.py276CODE
LOWapps/polli/src/integrations/github/pull_requests.py1250CODE
LOWapps/polli/src/integrations/github/pull_requests.py319CODE
LOWapps/polli/src/integrations/github/pull_requests.py427CODE
LOWapps/polli/src/integrations/github/pull_requests.py470CODE
LOWapps/polli/src/integrations/github/pull_requests.py512CODE
LOWapps/polli/src/integrations/github/pull_requests.py711CODE
LOWapps/polli/src/integrations/github/pull_requests.py767CODE
LOWapps/polli/src/integrations/github/pull_requests.py879CODE
LOWapps/polli/src/integrations/github/projects.py222CODE
LOWapps/polli/src/integrations/github/projects.py611CODE
LOWapps/polli/src/ai/client.py316CODE
LOWapps/polli/src/ai/client.py647CODE
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Synthetic Comment Markers6 hits · 42 pts
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HIGHshared/schemas/openai.ts1// AI generated based on `https://github.com/Portkey-AI/openapi/blob/master/openapi.yaml` and adapedCOMMENT
HIGHoperations/social/scripts/common.py522# Required keys inside gist.gist (the AI-generated analysis)COMMENT
HIGHapps/reimagine/Readme.md127- [Civitai](https://civitai.com) - For the source of trending AI-generated imagesCODE
HIGHapps/ai-dungeon-master/src/App.tsx277 // Fetch AI-generated storyCOMMENT
HIGHapps/ai-dungeon-master/src/App.tsx363 // Fetch AI-generated imageCOMMENT
HIGHapps/ai-dungeon-master/src/App.tsx398 // Fetch AI-generated character avatarCOMMENT
Over-Commented Block39 hits · 39 pts
SeverityFileLineSnippetContext
LOWenter.pollinations.ai/worker-runtime.d.ts10381 }COMMENT
LOWenter.pollinations.ai/worker-runtime.d.ts10501 };COMMENT
LOWenter.pollinations.ai/worker-runtime.d.ts10521 // Type for the callable part of an `Provider` if `T` is callable.COMMENT
LOWenter.pollinations.ai/worker-runtime.d.ts10541 //COMMENT
LOWenter.pollinations.ai/worker-runtime.d.ts10861 readonly type: "attributes";COMMENT
LOW…s.ai/frontend/src/components/quests/quest-overview.tsx301 </Surface>COMMENT
LOWenter.pollinations.ai/src/services/sample-audio.ts1// ~0.9s of spoken "Hello world", 8 kHz mono 16-bit PCM WAV. Used to probeCOMMENT
LOWshared/http/cache-control.ts1// Cache-Control for immutable R2-backed responses. Generated content isCOMMENT
LOWshared/registry/registry.ts161 // Named alternate rate sheets, merged over `cost` when selectCostVariantCOMMENT
LOWshared/db/better-auth.ts381COMMENT
LOWoperations/social/buffer-schedule.yml1# Social Media Posting ScheduleCOMMENT
LOWoperations/social/buffer-schedule.yml41 preferred: "18:00" # 18:00 UTCCOMMENT
LOWoperations/social/buffer-schedule.yml61# Sunday: generate_weekly.py → commit to news → stage X + LI + IG to BufferCOMMENT
LOWoperations/kpi/wrangler.toml21GITHUB_REPO = "pollinations/pollinations"COMMENT
LOWoperations/infrastructure/gpu/flux/setup.sh1#!/bin/bashCOMMENT
LOWoperations/infrastructure/gpu/flux/rebuild-image.sh1#!/bin/bashCOMMENT
LOWoperations/infrastructure/gpu/flux/setup-vast.sh1#!/bin/bashCOMMENT
LOWoperations/infrastructure/gpu/flux/setup-vast.sh21# PUBLIC_HOSTNAME=flux-vast-NN.pollinations.ai \COMMENT
LOW…tions/infrastructure/gpu/flux/safety_checker/censor.py81COMMENT
LOW…tions/infrastructure/gpu/flux/safety_checker/censor.py101COMMENT
LOW…tions/infrastructure/gpu/flux/safety_checker/censor.py181 return objCOMMENT
LOWoperations/infrastructure/gpu/zimage/setup-vast.sh1#!/bin/bashCOMMENT
LOWoperations/infrastructure/gpu/klein/setup-vast.sh1#!/bin/bashCOMMENT
LOWgen.pollinations.ai/src/middleware/track.ts281COMMENT
LOWpackages/ui/scripts/brand/presets.js1// Canvas presets for the brand asset generator — pure data, one line per size.COMMENT
LOW.github/workflows/docs-regenerate-api-reference.yml121 id: changesCOMMENT
LOWapps/reimagine/src/context/ThemeContext.tsx1import React, { createContext, useContext, useState, useEffect, ReactNode } from 'react';COMMENT
LOWapps/polli/polli-core/Cargo.toml21hex = "0.4"COMMENT
LOWapps/polli/polli-core/src/files.rs21];COMMENT
LOWapps/react/src/config.ts1// Publishable key for this showcase (pk_* is safe to commit).COMMENT
LOWpollinations.ai/src/vite-env.d.ts1/// <reference types="vite/client" />COMMENT
LOWpollinations.ai/src/ui/components/ui/divider.tsx1import { cva } from "class-variance-authority";COMMENT
LOWpollinations.ai/src/ui/components/ui/typography.tsx1import { cva } from "class-variance-authority";COMMENT
LOWpollinations.ai/src/ui/components/ui/typography.tsx101Heading.displayName = "Heading";COMMENT
LOWpollinations.ai/src/ui/components/ui/typography.tsx161);COMMENT
LOWpollinations.ai/src/ui/components/ui/sub-card.tsx1import { cva, type VariantProps } from "class-variance-authority";COMMENT
LOWpollinations.ai/src/ui/components/ui/page-container.tsx1import * as React from "react";COMMENT
LOWpollinations.ai/src/ui/components/ui/badge.tsx1import { cva, type VariantProps } from "class-variance-authority";COMMENT
LOWpollinations.ai/src/theme/palette.ts1// ╔══════════════════════════════════════════════════════════════════╗COMMENT
Cross-Language Confusion (JS/TS)8 hits · 38 pts
SeverityFileLineSnippetContext
HIGHgen.pollinations.ai/src/routes/docs-samples.ts63print(response.choices[0].message.content)`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts99print(response.text)`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts285print(transcript.text)`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts321print(response.json()) # {"balance": 42.5}`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts351print(profile["githubUsername"])`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts381print(f"Valid: {key_info['valid']}, Type: {key_info['type']}")`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts412 print(model.id)`,CODE
HIGHgen.pollinations.ai/src/routes/docs-samples.ts493 print(f"{record['model']}: {record['cost_usd']} pollen")`,CODE
Modern Structural Boilerplate36 hits · 37 pts
SeverityFileLineSnippetContext
LOWoperations/infrastructure/gpu/dreamshaper/server.py12logger = logging.getLogger(__name__)CODE
LOWoperations/infrastructure/gpu/flux/server.py25logger = logging.getLogger(__name__)CODE
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LOWapps/polli/src/bot.py37logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/discord/media.py16logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/discord/search.py10logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/context/__init__.py6__all__ = ["ConversationSession", "SessionManager", "session_manager"]CODE
LOWapps/polli/src/context/manager.py6logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/core/config.py21logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/utils/regex.py6__all__ = ["re"]CODE
LOWapps/polli/src/search/handlers.py17logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/search/code_graph.py21logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/search/local_repo.py20logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/search/code_search.py17logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/web_scraper.py8logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/chart_renderer.py35logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/charts.py37logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/subscriptions.py13logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/diagrams.py20logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/webhook_server.py11logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/github/auth.py9logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/github/graphql.py12logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/github/client.py11logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/github/handlers.py13logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/github/pr_review.py16logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/github/repo_overview.py7logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/github/pull_requests.py11logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/integrations/github/projects.py7logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/ai/client.py91logger = logging.getLogger(__name__)CODE
LOWapps/polli/src/api/server.py13logger = logging.getLogger(__name__)CODE
LOWapps/floret/src/floret/registry.py12logger = logging.getLogger(__name__)CODE
LOWapps/floret/src/floret/api.py30logger = logging.getLogger(__name__)CODE
LOWapps/floret/src/floret/agent.py18logger = logging.getLogger(__name__)CODE
LOWapps/floret/src/floret/toolset.py17logger = logging.getLogger(__name__)CODE
LOWapps/floret/src/floret/tools/gen.py23logger = logging.getLogger(__name__)CODE
LOWapps/floret/src/floret/tools/shell.py16logger = logging.getLogger(__name__)CODE
Hallucination Indicators3 hits · 35 pts
SeverityFileLineSnippetContext
CRITICALenter.pollinations.ai/src/routes/oauth.ts95 const result = await c.var.auth.client.api.verifyApiKey({CODE
CRITICALoperations/quest-dashboard/assets/bundle.js2`,dp="/",hp="*",fn="",e2="comment",t2="declaration";function n2(e,t){if(typeof e!="string")throw new TypeError("First arCODE
CRITICALoperations/quest-dashboard/assets/bundle.js29`))}function a(f,h,g,y){let x=g.enter("tableCell"),D=g.enter("phrasing"),v=g.containerPhrasing(f,{...y,before:l,after:l}CODE
Structural Annotation Overuse19 hits · 32 pts
SeverityFileLineSnippetContext
LOW.claude/commands/commit-push-pr.md3## Step 1: Detect branch stateCOMMENT
LOW.claude/commands/commit-push-pr.md31## Step 2: Commit and pushCOMMENT
LOW.claude/commands/commit-push-pr.md38## Step 3: Create PR (only if no open PR exists)COMMENT
LOW.claude/skills/model-debugging/SKILL.md238# Step 1: Decrypt to temp fileCOMMENT
LOW.claude/skills/model-debugging/SKILL.md242# Step 2: Add the token (use jq)COMMENT
LOW.claude/skills/model-debugging/SKILL.md245# Step 3: Re-encrypt (must rename to match .sops.yaml pattern)COMMENT
LOW.claude/skills/model-debugging/SKILL.md249# Step 4: CleanupCOMMENT
LOW.claude/skills/tinybird-deploy/SKILL.md71## Step 1: Validate (Dry Run)COMMENT
LOW.claude/skills/tinybird-deploy/SKILL.md86## Step 2: DeployCOMMENT
LOW.claude/skills/tinybird-deploy/SKILL.md98## Step 3: VerifyCOMMENT
LOWenter.pollinations.ai/AGENTS.md219# Step 1: Get list of available modelsCOMMENT
LOWenter.pollinations.ai/AGENTS.md223# Step 2: Test a specific model (use model names from Step 1)COMMENT
LOWgen.pollinations.ai/src/image/models/veoVideoModel.ts182 // Step 1: Start video generation with predictLongRunningCOMMENT
LOWgen.pollinations.ai/src/image/models/veoVideoModel.ts209 // Step 2: Poll for completion using fetchPredictOperationCOMMENT
LOWapps/map-to-isometric/src/App.jsx70 // Step 2: Upload to ImgBB (supports CORS)COMMENT
LOWapps/map-to-isometric/src/App.jsx94 // Step 3: Build promptCOMMENT
LOWapps/map-to-isometric/src/App.jsx105 // Step 4: Generate with nanobanana modelCOMMENT
LOWapps/polli/src/integrations/github/handlers.py366 # Step 1: Create the new issueCOMMENT
LOWapps/polli/src/integrations/github/handlers.py377 # Step 2: Link it as a sub-issue of the parentCOMMENT
Redundant / Tautological Comments17 hits · 28 pts
SeverityFileLineSnippetContext
LOWoperations/social/scripts/common.py472 # Check if file already exists on this branchCOMMENT
LOWoperations/social/scripts/common.py595 # Check if file already exists (re-run / retry scenario)COMMENT
LOWoperations/social/scripts/update_readme.py28 # Check if section existsCOMMENT
LOWoperations/infrastructure/gpu/flux/setup.sh66 # Check if CUDA 12.8 is installedCOMMENT
LOWoperations/infrastructure/gpu/flux/rebuild-image.sh25# Check if base image existsCOMMENT
LOW…erations/infrastructure/gpu/flux/push-updated-image.sh10# Check if logged inCOMMENT
LOWpackages/n8n/check-status.sh11# Check if the n8n service is accessibleCOMMENT
LOWpackages/n8n/setup-n8n-tunnel.sh4# Check if cloudflared is installedCOMMENT
LOWpackages/n8n/setup-n8n-tunnel.sh14# Check if tunnel already existsCOMMENT
LOW.github/workflows/ci-pull-request-checks.yml109 # Check if any errors are in the changed filesCOMMENT
LOWapps/polli/src/bot.py661 # Check if already in a thread - if so, work directly in that threadCOMMENT
LOWapps/polli/src/bot.py1088 # Check if user is admin or collaboratorCOMMENT
LOWapps/polli/src/bot.py1235 # Check if user is admin or collaborator (has relevant role)COMMENT
LOWapps/polli/src/bot.py1311 # Check if issue was created or comment addedCOMMENT
LOWapps/polli/src/integrations/webhook_server.py292 # Check if user is a GitHub adminCOMMENT
LOWapps/polli/src/integrations/github/client.py327 # Check if the requester's name appears in the attributionCOMMENT
LOWapps/polli/src/ai/client.py393 # Check if model wants to call toolsCOMMENT
Self-Referential Comments4 hits · 15 pts
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MEDIUMoperations/infrastructure/gpu/klein/setup-vast.sh4# Create a remotely managed Cloudflare Tunnel first. The gen Worker binds toCOMMENT
MEDIUMpackages/n8n/setup-n8n-tunnel.sh17 # Create a new tunnel if it doesn't existCOMMENT
MEDIUM.github/workflows/docs-regenerate-api-reference.yml175 # Create the PR only if one doesn't already exist for this branch,COMMENT
MEDIUMapps/polli/src/integrations/github/handlers.py363 # Create a new issue and immediately link it as a sub-issue of the parentCOMMENT
Verbosity Indicators7 hits · 11 pts
SeverityFileLineSnippetContext
LOWgen.pollinations.ai/src/image/models/veoVideoModel.ts182 // Step 1: Start video generation with predictLongRunningCOMMENT
LOWgen.pollinations.ai/src/image/models/veoVideoModel.ts209 // Step 2: Poll for completion using fetchPredictOperationCOMMENT
LOWapps/map-to-isometric/src/App.jsx70 // Step 2: Upload to ImgBB (supports CORS)COMMENT
LOWapps/map-to-isometric/src/App.jsx94 // Step 3: Build promptCOMMENT
LOWapps/map-to-isometric/src/App.jsx105 // Step 4: Generate with nanobanana modelCOMMENT
LOWapps/polli/src/integrations/github/handlers.py366 # Step 1: Create the new issueCOMMENT
LOWapps/polli/src/integrations/github/handlers.py377 # Step 2: Link it as a sub-issue of the parentCOMMENT
Cross-Language Confusion3 hits · 11 pts
SeverityFileLineSnippetContext
HIGHapps/polli/src/integrations/diagrams.py151 if (!el) return null;STRING
HIGHapps/polli/src/integrations/diagrams.py153 const isError = (svg && svg.getAttribute('aria-roledescription') === 'error')STRING
HIGHapps/polli/src/integrations/diagrams.py155 return isError ? (el.innerText || 'Syntax error').trim() : null;STRING
AI Structural Patterns12 hits · 11 pts
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LOWoperations/social/scripts/common.py915CODE
LOWoperations/infrastructure/gpu/zimage/server.py204CODE
LOWapps/polli/src/discord/search.py521CODE
LOWapps/polli/src/discord/search.py56CODE
LOWapps/polli/src/search/handlers.py41CODE
LOWapps/polli/src/integrations/web_scraper.py279CODE
LOWapps/polli/src/integrations/web_scraper.py397CODE
LOWapps/polli/src/integrations/web_scraper.py865CODE
LOWapps/polli/src/integrations/github/handlers.py15CODE
LOWapps/polli/src/integrations/github/pull_requests.py1250CODE
LOWapps/polli/src/ai/client.py314CODE
LOWapps/polli/src/ai/client.py181CODE
AI Slop Vocabulary3 hits · 8 pts
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MEDIUMoperations/quest-dashboard/assets/bundle.js2`,dp="/",hp="*",fn="",e2="comment",t2="declaration";function n2(e,t){if(typeof e!="string")throw new TypeError("First arCODE
MEDIUMoperations/quest-dashboard/assets/bundle.js2`,dp="/",hp="*",fn="",e2="comment",t2="declaration";function n2(e,t){if(typeof e!="string")throw new TypeError("First arCODE
LOWapps/polli/src/integrations/github/handlers.py329 # get_issue_full already includes sub_issues, so just call itCOMMENT
Example Usage Blocks4 hits · 6 pts
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LOWoperations/infrastructure/gpu/flux/setup.sh7# Usage:COMMENT
LOWoperations/infrastructure/gpu/flux/rebuild-image.sh9# Usage:COMMENT
LOWoperations/infrastructure/gpu/zimage/setup-vast.sh12# Usage:COMMENT
LOWoperations/infrastructure/gpu/klein/setup-vast.sh10# Usage:COMMENT
Modern AI Meta-Vocabulary1 hit · 3 pts
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MEDIUMgen.pollinations.ai/src/middleware/safety.ts271 // text-only Bedrock guardrails and remain unchanged.COMMENT
Overly Generic Function Names2 hits · 2 pts
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LOWoperations/economics/web/worker/index.ts305async function handleRequest(request: Request, env: Env) {CODE
LOWapps/websim/worker.js51async function handleRequest(request, env) {CODE
Fake / Example Data1 hit · 2 pts
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LOWoperations/quest-dashboard/assets/bundle.js2`,dp="/",hp="*",fn="",e2="comment",t2="declaration";function n2(e,t){if(typeof e!="string")throw new TypeError("First arCODE