Repository Analysis

decolua/9router

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8.4 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of decolua/9router, a JavaScript project with 22,135 GitHub stars. SynthScan v2.0 examined 191,962 lines of code across 1144 source files, recording 551 pattern matches distributed across 11 syntactic categories. The overall adjusted score of 8.4 places this repository in the Low AI signal 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).

8.4
Adjusted Score
8.4
Raw Score
100%
Time Factor
2026-07-10
Last Push
22.1K
Stars
JavaScript
Language
192.0K
Lines of Code
1.1K
Files
551
Pattern Hits
2026-07-14
Scan Date
0.15
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 1HIGH 170MEDIUM 121LOW 259

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 551 distinct pattern matches across 11 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.

Magic Placeholder Names170 hits · 900 pts
SeverityFileLineSnippetContext
HIGHREADME.md1376Authorization: Bearer your-api-keyCODE
HIGHREADME.md1392Authorization: Bearer your-api-keyCODE
HIGHREADME.zh-CN.md1242Authorization: Bearer your-api-keyCODE
HIGHREADME.zh-CN.md1258Authorization: Bearer your-api-keyCODE
HIGHgitbook/content/vi/troubleshooting.md247 -H "Authorization: Bearer your-api-key"CODE
HIGHgitbook/content/vi/integration/other-tools.md21API Key: your-api-key-from-dashboardCODE
HIGHgitbook/content/vi/integration/other-tools.md28API Key: your-api-key-from-dashboardCODE
HIGHgitbook/content/vi/integration/other-tools.md55 api_key="your-api-key-from-dashboard",CODE
HIGHgitbook/content/vi/integration/other-tools.md75 apiKey: "your-api-key-from-dashboard",CODE
HIGHgitbook/content/vi/integration/other-tools.md94 -H "Authorization: Bearer your-api-key-from-dashboard" \CODE
HIGHgitbook/content/vi/integration/other-tools.md113Authorization: Bearer your-api-key-from-dashboardCODE
HIGHgitbook/content/vi/integration/other-tools.md136 openai_api_key="your-api-key-from-dashboard",CODE
HIGHgitbook/content/vi/integration/other-tools.md153 api_key="your-api-key-from-dashboard",CODE
HIGHgitbook/content/vi/integration/other-tools.md169openai.api_key = "your-api-key-from-dashboard"CODE
HIGHgitbook/content/vi/integration/other-tools.md201 apiKey: "your-api-key-from-dashboard",CODE
HIGHgitbook/content/vi/integration/other-tools.md227 api_key="your-api-key-from-dashboard",CODE
HIGHgitbook/content/vi/integration/other-tools.md256ROUTER_API_KEY=your-api-key-from-dashboardCODE
HIGHgitbook/content/vi/integration/other-tools.md277 api_key="your-api-key",CODE
HIGHgitbook/content/vi/integration/other-tools.md298 api_key="your-api-key",CODE
HIGHgitbook/content/vi/integration/other-tools.md344- Kiểm tra format header Authorization: `Bearer your-api-key`CODE
HIGHgitbook/content/vi/integration/continue.md33 "apiKey": "your-api-key-from-dashboard",CODE
HIGHgitbook/content/vi/integration/continue.md48 "apiKey": "your-api-key-from-dashboard",CODE
HIGHgitbook/content/vi/integration/continue.md55 "apiKey": "your-api-key-from-dashboard",CODE
HIGHgitbook/content/vi/integration/continue.md62 "apiKey": "your-api-key-from-dashboard",CODE
HIGHgitbook/content/vi/integration/continue.md69 "apiKey": "your-api-key-from-dashboard",CODE
HIGHgitbook/content/vi/integration/continue.md145 "apiKey": "your-api-key",CODE
HIGHgitbook/content/vi/integration/continue.md164 "apiKey": "your-api-key",CODE
HIGHgitbook/content/vi/integration/roo.md26API Key: your-api-key-from-dashboardCODE
HIGHgitbook/content/vi/integration/roo.md32API Key: your-api-key-from-dashboardCODE
HIGHgitbook/content/vi/providers/cheap.md55API Key: zhipu-your-api-key-hereCODE
HIGHgitbook/content/vi/features/quota-tracking.md565Authorization: Bearer your-api-keyCODE
HIGHgitbook/content/vi/features/quota-tracking.md618Authorization: Bearer your-api-keyCODE
HIGHgitbook/content/vi/features/combos.md384 -H "Authorization: Bearer your-api-key" \CODE
HIGHgitbook/content/vi/getting-started/installation.md150 -H "Authorization: Bearer your-api-key"CODE
HIGHgitbook/content/vi/getting-started/installation.md172 -H "Authorization: Bearer your-api-key" \CODE
HIGHgitbook/content/ja/troubleshooting.md247 -H "Authorization: Bearer your-api-key"CODE
HIGHgitbook/content/ja/integration/other-tools.md21API Key: your-api-key-from-dashboardCODE
HIGHgitbook/content/ja/integration/other-tools.md28API Key: your-api-key-from-dashboardCODE
HIGHgitbook/content/ja/integration/other-tools.md55 api_key="your-api-key-from-dashboard",CODE
HIGHgitbook/content/ja/integration/other-tools.md75 apiKey: "your-api-key-from-dashboard",CODE
HIGHgitbook/content/ja/integration/other-tools.md94 -H "Authorization: Bearer your-api-key-from-dashboard" \CODE
HIGHgitbook/content/ja/integration/other-tools.md113Authorization: Bearer your-api-key-from-dashboardCODE
HIGHgitbook/content/ja/integration/other-tools.md136 openai_api_key="your-api-key-from-dashboard",CODE
HIGHgitbook/content/ja/integration/other-tools.md153 api_key="your-api-key-from-dashboard",CODE
HIGHgitbook/content/ja/integration/other-tools.md169openai.api_key = "your-api-key-from-dashboard"CODE
HIGHgitbook/content/ja/integration/other-tools.md201 apiKey: "your-api-key-from-dashboard",CODE
HIGHgitbook/content/ja/integration/other-tools.md227 api_key="your-api-key-from-dashboard",CODE
HIGHgitbook/content/ja/integration/other-tools.md256ROUTER_API_KEY=your-api-key-from-dashboardCODE
HIGHgitbook/content/ja/integration/other-tools.md277 api_key="your-api-key",CODE
HIGHgitbook/content/ja/integration/other-tools.md298 api_key="your-api-key",CODE
HIGHgitbook/content/ja/integration/continue.md33 "apiKey": "your-api-key-from-dashboard",CODE
HIGHgitbook/content/ja/integration/continue.md48 "apiKey": "your-api-key-from-dashboard",CODE
HIGHgitbook/content/ja/integration/continue.md55 "apiKey": "your-api-key-from-dashboard",CODE
HIGHgitbook/content/ja/integration/continue.md62 "apiKey": "your-api-key-from-dashboard",CODE
HIGHgitbook/content/ja/integration/continue.md69 "apiKey": "your-api-key-from-dashboard",CODE
HIGHgitbook/content/ja/integration/continue.md145 "apiKey": "your-api-key",CODE
HIGHgitbook/content/ja/integration/continue.md164 "apiKey": "your-api-key",CODE
HIGHgitbook/content/ja/integration/roo.md26API Key: your-api-key-from-dashboardCODE
HIGHgitbook/content/ja/integration/roo.md32API Key: your-api-key-from-dashboardCODE
HIGHgitbook/content/ja/providers/cheap.md55API Key: zhipu-your-api-key-hereCODE
110 more matches not shown…
Decorative Section Separators109 hits · 346 pts
SeverityFileLineSnippetContext
MEDIUMopen-sse/config/ttsModels.js3// ── Voice definitions (DRY — reused across providers) ──────────────────────COMMENT
MEDIUMopen-sse/config/ttsModels.js36// ── TTS Config (config-driven, single source of truth) ─────────────────────COMMENT
MEDIUMopen-sse/config/ttsModels.js112// ── Helper: get voices for a specific model ────────────────────────────────COMMENT
MEDIUMopen-sse/config/ttsModels.js119// ── Build flat entries for PROVIDER_MODELS backward compat ─────────────────COMMENT
MEDIUMopen-sse/providers/REGISTRY_TEMPLATE.js17 // ── identity ────────────────────────────────────────────────────────────COMMENT
MEDIUMopen-sse/providers/REGISTRY_TEMPLATE.js24 // ── auth hints (only when relevant) ──────────────────────────────────────COMMENT
MEDIUMopen-sse/providers/REGISTRY_TEMPLATE.js30 // ── UI display ───────────────────────────────────────────────────────────COMMENT
MEDIUMopen-sse/providers/REGISTRY_TEMPLATE.js43 // ── transport (HTTP runtime) → PROVIDERS[id] ─────────────────────────────COMMENT
MEDIUMopen-sse/providers/REGISTRY_TEMPLATE.js60 // ── oauth flow → PROVIDER_OAUTH[id] (omit for pure API-key) ───────────────COMMENT
MEDIUMopen-sse/providers/REGISTRY_TEMPLATE.js76 // ── media (non-LLM services) → PROVIDER_MEDIA[id] ────────────────────────COMMENT
MEDIUMopen-sse/providers/REGISTRY_TEMPLATE.js87 // ── models (omit = no key; [] = explicit empty) ──────────────────────────COMMENT
MEDIUMopen-sse/providers/REGISTRY_TEMPLATE.js94 // ── optional flags ───────────────────────────────────────────────────────COMMENT
MEDIUMopen-sse/providers/capabilities.js9// ── HOW TO ADD / UPDATE A MODEL ──────────────────────────────────────COMMENT
MEDIUMopen-sse/providers/capabilities.js145 // ── Claude (4.6+ = adaptive thinking; older/haiku = budget) ──────COMMENT
MEDIUMopen-sse/providers/capabilities.js169 // ── OpenAI GPT-5.x (vision + thinking + web search) ──────────────COMMENT
MEDIUMopen-sse/providers/capabilities.js180 // ── OpenAI o-series (reasoning, vision) ──────────────────────────COMMENT
MEDIUMopen-sse/providers/capabilities.js186 // ── Grok (vision + Live Search) ──────────────────────────────────COMMENT
MEDIUMopen-sse/providers/capabilities.js208 // ── Kimi (enabled→reasoning_effort; K2.7-code cannot disable) ─────COMMENT
MEDIUMopen-sse/providers/capabilities.js226 // ── MiniMax (M3 = adaptive; M2.x cannot disable) ─────────────────COMMENT
MEDIUMopen-sse/providers/capabilities.js232 // ── Xiaomi MiMo (vision, 1M / 262K ctx) ──────────────────────────COMMENT
MEDIUMopen-sse/providers/capabilities.js237 // ── Llama (4 = vision/1M; 3.x = text-only/128K) ──────────────────COMMENT
MEDIUMopen-sse/providers/capabilities.js241 // ── Mistral (Large 3 = vision/256K; codestral text) ──────────────COMMENT
MEDIUMopen-sse/providers/capabilities.js246 // ── Cohere (Command A Vision = vision; others text) ──────────────COMMENT
MEDIUMopen-sse/providers/capabilities.js250 // ── Perplexity (web search native) ───────────────────────────────COMMENT
MEDIUMopen-sse/providers/capabilities.js255 // ── Others ───────────────────────────────────────────────────────COMMENT
MEDIUMopen-sse/utils/proxyFetch.js8// ─── TLS fingerprinting via got-scraping (browser-like JA3) ───────────────COMMENT
MEDIUMopen-sse/handlers/ttsCore.js14// ── Response Formatter (DRY) ───────────────────────────────────COMMENT
MEDIUMopen-sse/handlers/ttsCore.js44// ── Core handler ───────────────────────────────────────────────COMMENT
MEDIUMopen-sse/handlers/search/callers.js33// ── Helpers ─────────────────────────────────────────────────────────────COMMENT
MEDIUMopen-sse/handlers/search/callers.js87// ── Provider Request Builders ───────────────────────────────────────────COMMENT
MEDIUMopen-sse/handlers/search/callers.js330// ── Dispatcher ──────────────────────────────────────────────────────────COMMENT
MEDIUMopen-sse/services/projectId.js12// ─── Cache ────────────────────────────────────────────────────────────────────COMMENT
MEDIUMopen-sse/services/projectId.js19// ─── Pending-fetch deduplication ─────────────────────────────────────────────COMMENT
MEDIUMopen-sse/services/projectId.js26// ─── Periodic cleanup ────────────────────────────────────────────────────────COMMENT
MEDIUMopen-sse/services/projectId.js76// ─── Public API ───────────────────────────────────────────────────────────────COMMENT
MEDIUMopen-sse/services/projectId.js148// ─── Internal helpers ─────────────────────────────────────────────────────────COMMENT
MEDIUMopen-sse/services/usage/minimax.js14// ── MiniMax helpers ──────────────────────────────────────────────────────COMMENT
MEDIUMtests/unit/embeddings.cloud.test.js21// ─── Module mocks (hoisted before imports) ───────────────────────────────────COMMENT
MEDIUMtests/unit/embeddings.cloud.test.js59// ─── Imports (after mocks) ────────────────────────────────────────────────────COMMENT
MEDIUMtests/unit/embeddings.cloud.test.js67// ─── Fixtures ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/unit/embeddings.cloud.test.js116// ─── Tests: CORS OPTIONS ──────────────────────────────────────────────────────COMMENT
MEDIUMtests/unit/embeddings.cloud.test.js136// ─── Tests: Authentication ────────────────────────────────────────────────────COMMENT
MEDIUMtests/unit/embeddings.cloud.test.js231// ─── Tests: Body validation ───────────────────────────────────────────────────COMMENT
MEDIUMtests/unit/embeddings.cloud.test.js290// ─── Tests: Happy path — valid request ────────────────────────────────────────COMMENT
MEDIUMtests/unit/embeddings.cloud.test.js378// ─── Tests: Rate limiting ──────────────────────────────────────────────────────COMMENT
MEDIUMtests/unit/embeddings.cloud.test.js471// ─── Tests: machineId-override (old-format URL path) ─────────────────────────COMMENT
MEDIUMtests/unit/antigravity-cache.test.js145 // ─── Codex-style sessionId comparison ────────────────────────────────COMMENT
MEDIUMtests/unit/embeddingsCore.test.js13// ─── Mock the executors/index.js to avoid transitive uuid dependency ─────────COMMENT
MEDIUMtests/unit/embeddingsCore.test.js35// ─── Helpers ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/unit/embeddingsCore.test.js80// ─── Test: buildEmbeddingsBody (via handleEmbeddingsCore internals) ──────────COMMENT
MEDIUMtests/unit/embeddingsCore.test.js191// ─── Test: buildEmbeddingsUrl ────────────────────────────────────────────────COMMENT
MEDIUMtests/unit/embeddingsCore.test.js306// ─── Test: buildEmbeddingsHeaders ───────────────────────────────────────────COMMENT
MEDIUMtests/unit/embeddingsCore.test.js373// ─── Test: handleEmbeddingsCore — input validation ───────────────────────────COMMENT
MEDIUMtests/unit/embeddingsCore.test.js440// ─── Test: handleEmbeddingsCore — success path ───────────────────────────────COMMENT
MEDIUMtests/unit/embeddingsCore.test.js517// ─── Test: handleEmbeddingsCore — provider error handling ────────────────────COMMENT
MEDIUMtests/unit/embeddingsCore.test.js589// ─── Test: handleEmbeddingsCore — token refresh on 401 ───────────────────────COMMENT
MEDIUMtests/unit/oauth-cursor-auto-import.test.js66 // ── macOS path probing ────────────────────────────────────────────────COMMENT
MEDIUMtests/unit/oauth-cursor-auto-import.test.js88 // ── Token extraction ──────────────────────────────────────────────────COMMENT
MEDIUMtests/unit/oauth-cursor-auto-import.test.js123 // ── Fuzzy fallback (macOS only) ───────────────────────────────────────COMMENT
MEDIUMtests/unit/claude-header-forwarding.test.js15// ─── claudeHeaderCache ────────────────────────────────────────────────────────COMMENT
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Hyper-Verbose Identifiers161 hits · 166 pts
SeverityFileLineSnippetContext
LOWopen-sse/config/kiroConstants.js108export function resolveKiroThinkingBudget(body, headers, model) {CODE
LOWopen-sse/config/kiroConstants.js234export function buildThinkingSystemPrefix(budget = KIRO_THINKING_BUDGET_DEFAULT) {CODE
LOWopen-sse/config/providers.js16export function resolveXiaomiTokenplanBaseUrl(credentials) {CODE
LOWopen-sse/transformer/responsesTransformer.js54export function createResponsesApiTransformStream(logger = null) {CODE
LOWopen-sse/transformer/streamToJsonConverter.js49export async function convertResponsesStreamToJson(stream) {CODE
LOWopen-sse/providers/capabilities.js65export function capabilitiesFromServiceKind(kind) {CODE
LOWopen-sse/utils/streamHandler.js98export function createDisconnectAwareStream(transformStream, streamController, onAbortTerminal = null) {CODE
LOWopen-sse/utils/stream.js467export function createSSETransformStreamWithLogger(targetFormat, sourceFormat, provider = null, reqLogger = null, toolNaCODE
LOWopen-sse/utils/stream.js483export function createPassthroughStreamWithLogger(provider = null, reqLogger = null, model = null, connectionId = null, CODE
LOWopen-sse/utils/bypassHandler.js128function createNonStreamingResponse(sourceFormat, model, text) {CODE
LOWopen-sse/utils/bypassHandler.js279function createOpenAIStreamingChunks(completeResponse) {CODE
LOWopen-sse/utils/proxyFetch.js203function resolveConnectionProxyUrl(targetUrl, proxyOptions) {CODE
LOWopen-sse/utils/responsesStreamHelpers.js13export function getOpenAIResponsesEventName(eventName, chunk) {CODE
LOWopen-sse/utils/responsesStreamHelpers.js19export function isOpenAIResponsesTerminalEvent(eventName, chunk) {CODE
LOWopen-sse/utils/responsesStreamHelpers.js29export function buildAbortedResponsesTerminalBytes() {CODE
LOWopen-sse/utils/responsesStreamHelpers.js34export function formatIncompleteOpenAIResponsesStreamFailure() {CODE
LOWopen-sse/utils/sessionManager.js127function extractAntigravitySession(body) {CODE
LOWopen-sse/shared/clineAuth.js12export function getClineAuthorizationHeader(token) {CODE
LOWopen-sse/translator/formats/claude.js111export function normalizeClaudePassthrough(body, model = "") {CODE
LOWopen-sse/translator/formats/gemini.js40export function convertOpenAIContentToParts(content) {CODE
LOWopen-sse/translator/formats/gemini.js132function removeUnsupportedKeywords(obj, keywords) {CODE
LOWopen-sse/translator/formats/gemini.js172function convertEnumValuesToStrings(obj) {CODE
LOWopen-sse/translator/formats/gemini.js306export function cleanJSONSchemaForAntigravity(schema) {CODE
LOWopen-sse/translator/formats/responsesApi.js31export function convertResponsesApiFormat(body) {CODE
LOWopen-sse/translator/response/openai-to-antigravity.js9export function openaiToAntigravityResponse(chunk, state) {CODE
LOWopen-sse/translator/response/openai-responses.js17export function openaiToOpenAIResponsesResponse(chunk, state) {CODE
LOWopen-sse/translator/response/openai-responses.js376export function openaiResponsesToOpenAIResponse(chunk, state) {CODE
LOWopen-sse/translator/response/commandcode-to-openai.js52export function commandCodeToOpenAIResponse(chunk, state) {CODE
LOWopen-sse/translator/request/claude-to-kiro.js74function flattenClaudeToolInteractions(messages) {CODE
LOWopen-sse/translator/request/claude-to-kiro.js112function convertClaudeMessagesToKiro(messages, tools, model) {CODE
LOWopen-sse/translator/request/claude-to-kiro.js326function reconcileOrphanedToolResults(history, currentMessage) {CODE
LOWopen-sse/translator/request/openai-to-kiro.js119function reconcileOrphanedToolResults(history, currentMessage) {CODE
LOWopen-sse/translator/request/openai-to-gemini.js25function sanitizeGeminiFunctionName(name) {CODE
LOWopen-sse/translator/request/openai-to-gemini.js299function wrapInCloudCodeEnvelopeForClaude(model, claudeRequest, credentials = null, signature = DEFAULT_THINKING_AG_SIGNCODE
LOWopen-sse/translator/request/openai-to-gemini.js429export function openaiToAntigravityRequest(model, body, stream, credentials = null) {CODE
LOWopen-sse/translator/request/claude-to-openai.js8function stripAnthropicBillingHeader(text) {CODE
LOWopen-sse/translator/request/claude-to-openai.js97function fixMissingToolResponsesOpenAI(messages) {CODE
LOWopen-sse/translator/request/antigravity-to-openai.js11export function antigravityToOpenAIRequest(model, body, stream) {CODE
LOWopen-sse/translator/request/openai-responses.js19export function openaiResponsesToOpenAIRequest(model, body, stream, credentials) {CODE
LOWopen-sse/translator/request/openai-responses.js257export function openaiToOpenAIResponsesRequest(model, body, stream, credentials) {CODE
LOWopen-sse/translator/request/openai-to-claude.js201function getContentBlocksFromMessage(msg, toolNameMap = new Map()) {CODE
LOWopen-sse/translator/request/openai-to-claude.js328function openaiToClaudeRequestForAntigravity(model, body, stream) {CODE
LOWopen-sse/translator/request/openai-to-commandcode.js136export function openaiToCommandCodeRequest(model, body, stream /* , credentials */) {CODE
LOWopen-sse/translator/concerns/thinkingUnified.js174function getGeminiGenerationConfig(body) {CODE
LOWopen-sse/translator/concerns/modality.js122export function stripUnsupportedModalities(body, sourceFormat, caps) {CODE
LOWopen-sse/executors/grok-cli.js89function stripStoredItemReferences(body) {CODE
LOWopen-sse/executors/codex.js48function convertSystemToDeveloperRole(body) {CODE
LOWopen-sse/executors/codex.js58function stripStoredItemReferences(body) {CODE
LOWopen-sse/executors/cursor.js51function visibleComposerContentFromThinking(thinking) {CODE
LOWopen-sse/executors/kimchi.js89function isAnthropicBackedKimchiModel(model) {CODE
LOWopen-sse/executors/grok-web.js190async function buildNonStreamingResponse(eventStream, model, cid, created, isThinkingModel, signal) {CODE
LOWopen-sse/executors/perplexity-web.js357async function buildNonStreamingResponse(eventStream, model, cid, created, history, currentMsg, signal) {CODE
LOWopen-sse/executors/qwen.js39function sanitizeQwenThinkingToolChoice(body) {CODE
LOWopen-sse/rtk/headroom.js78function hasUnsafeResponsesInputForCompression(body) {CODE
LOWopen-sse/rtk/headroom.js86function collectKiroHeadroomMessages(body) {CODE
LOWopen-sse/rtk/headroom.js172function applyKiroHeadroomMessages(projection, compressedMessages, diagnostics) {CODE
LOWopen-sse/handlers/imageGenerationCore.js29export async function handleImageGenerationCore({CODE
LOWopen-sse/handlers/sttCore.js140async function transcribeOpenAICompatible(cfg, file, model, token, formData) {CODE
LOWopen-sse/handlers/embeddingProviders/openai.js13export default function createOpenAIEmbeddingAdapter(providerId) {CODE
LOWopen-sse/handlers/chatCore/nonStreamingHandler.js23function openAICompletionToClaudeMessage(responseBody) {CODE
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Structural Annotation Overuse49 hits · 88 pts
SeverityFileLineSnippetContext
LOWopen-sse/translator/index.js86 // Step 1: source -> openai (if source is not openai)COMMENT
LOWopen-sse/translator/index.js96 // Step 2: openai -> target (if target is not openai)COMMENT
LOWopen-sse/translator/index.js169 // Step 1: target -> openai (if target is not openai)COMMENT
LOWopen-sse/translator/index.js182 // Step 2: openai -> source (if source is not openai)COMMENT
LOWcli/scripts/build-cli.js90// Step 0: Sync version from app/cli/package.json to app/package.jsonCOMMENT
LOWcli/scripts/build-cli.js103// Step 1: Build app with Next.js (workspace tracing root → traced node_modules in standalone).COMMENT
LOWcli/scripts/build-cli.js125// Step 2: Clean old app/cli/app if existsCOMMENT
LOWcli/scripts/build-cli.js132// Step 3: Copy Next.js standalone build to app/cli/app.COMMENT
LOWcli/scripts/build-cli.js205// Step 4: Copy static filesCOMMENT
LOWcli/scripts/build-cli.js217// Step 5: Copy public folder if existsCOMMENT
LOWcli/scripts/build-cli.js228// Step 6: Copy vendor-chunks (required for production)COMMENT
LOWcli/scripts/build-cli.js240// Step 7: Copy MITM server files (not bundled by Next.js standalone)COMMENT
LOWcli/scripts/build-cli.js262// Step 8: Build MITM server (config driven - see app/cli/scripts/buildMitm.js)COMMENT
LOWcli/src/cli/menus/providers.js558 // Step 1: Request device codeCOMMENT
LOWcli/src/cli/menus/providers.js777 // Step 1: Select typeCOMMENT
LOWcli/src/cli/menus/providers.js787 // Step 2: InputsCOMMENT
LOWcli/src/cli/menus/providers.js797 // Step 3: API type (OpenAI only)COMMENT
LOWcli/src/cli/menus/providers.js460 // Step 1: Get auth URLCOMMENT
LOWcli/src/cli/menus/providers.js482 // Step 2: Show URL and instructionsCOMMENT
LOWcli/src/cli/menus/providers.js505 // Step 3: Parse callback URL and extract codeCOMMENT
LOWcli/src/cli/menus/providers.js531 // Step 4: Exchange code for tokensCOMMENT
LOWcli/src/cli/menus/providers.js582 // Step 2: Show instructionsCOMMENT
LOWcli/src/cli/menus/providers.js599 // Step 3: Poll for tokenCOMMENT
LOWgitbook/content/en/features/combos.md71### Step 1: Open DashboardCOMMENT
LOWgitbook/content/en/features/combos.md78### Step 2: Navigate to CombosCOMMENT
LOWgitbook/content/en/features/combos.md84### Step 3: Configure ComboCOMMENT
LOWgitbook/content/en/features/combos.md105### Step 4: SaveCOMMENT
LOWgitbook/content/en/features/combos.md112### Step 5: Use in CLICOMMENT
LOWgitbook/content/en/deployment/cloud.md16### Step 1: Clone RepositoryCOMMENT
LOWgitbook/content/en/deployment/cloud.md23### Step 2: Install DependenciesCOMMENT
LOWgitbook/content/en/deployment/cloud.md29### Step 3: Build ApplicationCOMMENT
LOWgitbook/content/en/deployment/cloud.md35### Step 4: Configure Environment VariablesCOMMENT
LOWgitbook/content/en/deployment/cloud.md56### Step 5: Create Data DirectoryCOMMENT
LOWgitbook/content/en/deployment/cloud.md63### Step 6: Start ApplicationCOMMENT
LOWgitbook/content/en/deployment/cloud.md69### Step 7: Setup PM2 for ProductionCOMMENT
LOWgitbook/content/en/deployment/cloud.md217### Step 1: Install NginxCOMMENT
LOWgitbook/content/en/deployment/cloud.md224### Step 2: Configure NginxCOMMENT
LOWgitbook/content/en/deployment/cloud.md283### Step 3: Enable SiteCOMMENT
LOWgitbook/content/en/deployment/cloud.md296### Step 4: Setup SSL with Let's EncryptCOMMENT
LOWsrc/app/api/oauth/iflow/cookie/route.js28 // Step 1: GET API key info to get the nameCOMMENT
LOWsrc/app/api/oauth/iflow/cookie/route.js65 // Step 2: POST to refresh API keyCOMMENT
LOWsrc/app/api/cli-tools/cowork-mcp-tools/route.js18 // Step 1: initializeCOMMENT
LOWsrc/app/api/cli-tools/cowork-mcp-tools/route.js40 // Step 2: notifications/initialized (required by spec before tools/list)COMMENT
LOWsrc/app/api/cli-tools/cowork-mcp-tools/route.js48 // Step 3: tools/listCOMMENT
LOWsrc/app/(dashboard)/dashboard/translator/page.js67 // Step 1: detect provider/format from model fieldCOMMENT
LOWsrc/mitm/manager.js534 // Step 1: Generate Root CA if missing or expiredCOMMENT
LOWsrc/mitm/manager.js574 // Step 2: Spawn server (Root CA already installed in Step 1.5)COMMENT
LOWsrc/lib/oauth/providers.js925 // Step 1: Register client with AWS SSO OIDCCOMMENT
LOWsrc/lib/oauth/providers.js948 // Step 2: Request device authorizationCOMMENT
Verbosity Indicators33 hits · 57 pts
SeverityFileLineSnippetContext
LOWopen-sse/translator/index.js86 // Step 1: source -> openai (if source is not openai)COMMENT
LOWopen-sse/translator/index.js96 // Step 2: openai -> target (if target is not openai)COMMENT
LOWopen-sse/translator/index.js169 // Step 1: target -> openai (if target is not openai)COMMENT
LOWopen-sse/translator/index.js182 // Step 2: openai -> source (if source is not openai)COMMENT
LOWcli/scripts/build-cli.js90// Step 0: Sync version from app/cli/package.json to app/package.jsonCOMMENT
LOWcli/scripts/build-cli.js103// Step 1: Build app with Next.js (workspace tracing root → traced node_modules in standalone).COMMENT
LOWcli/scripts/build-cli.js125// Step 2: Clean old app/cli/app if existsCOMMENT
LOWcli/scripts/build-cli.js132// Step 3: Copy Next.js standalone build to app/cli/app.COMMENT
LOWcli/scripts/build-cli.js205// Step 4: Copy static filesCOMMENT
LOWcli/scripts/build-cli.js217// Step 5: Copy public folder if existsCOMMENT
LOWcli/scripts/build-cli.js228// Step 6: Copy vendor-chunks (required for production)COMMENT
LOWcli/scripts/build-cli.js240// Step 7: Copy MITM server files (not bundled by Next.js standalone)COMMENT
LOWcli/scripts/build-cli.js262// Step 8: Build MITM server (config driven - see app/cli/scripts/buildMitm.js)COMMENT
LOWcli/src/cli/menus/providers.js558 // Step 1: Request device codeCOMMENT
LOWcli/src/cli/menus/providers.js777 // Step 1: Select typeCOMMENT
LOWcli/src/cli/menus/providers.js787 // Step 2: InputsCOMMENT
LOWcli/src/cli/menus/providers.js797 // Step 3: API type (OpenAI only)COMMENT
LOWcli/src/cli/menus/providers.js460 // Step 1: Get auth URLCOMMENT
LOWcli/src/cli/menus/providers.js482 // Step 2: Show URL and instructionsCOMMENT
LOWcli/src/cli/menus/providers.js505 // Step 3: Parse callback URL and extract codeCOMMENT
LOWcli/src/cli/menus/providers.js531 // Step 4: Exchange code for tokensCOMMENT
LOWcli/src/cli/menus/providers.js582 // Step 2: Show instructionsCOMMENT
LOWcli/src/cli/menus/providers.js599 // Step 3: Poll for tokenCOMMENT
LOWsrc/app/api/oauth/iflow/cookie/route.js28 // Step 1: GET API key info to get the nameCOMMENT
LOWsrc/app/api/oauth/iflow/cookie/route.js65 // Step 2: POST to refresh API keyCOMMENT
LOWsrc/app/api/cli-tools/cowork-mcp-tools/route.js18 // Step 1: initializeCOMMENT
LOWsrc/app/api/cli-tools/cowork-mcp-tools/route.js40 // Step 2: notifications/initialized (required by spec before tools/list)COMMENT
LOWsrc/app/api/cli-tools/cowork-mcp-tools/route.js48 // Step 3: tools/listCOMMENT
LOWsrc/app/(dashboard)/dashboard/translator/page.js67 // Step 1: detect provider/format from model fieldCOMMENT
LOWsrc/mitm/manager.js534 // Step 1: Generate Root CA if missing or expiredCOMMENT
LOWsrc/mitm/manager.js574 // Step 2: Spawn server (Root CA already installed in Step 1.5)COMMENT
LOWsrc/lib/oauth/providers.js925 // Step 1: Register client with AWS SSO OIDCCOMMENT
LOWsrc/lib/oauth/providers.js948 // Step 2: Request device authorizationCOMMENT
Modern AI Meta-Vocabulary6 hits · 16 pts
SeverityFileLineSnippetContext
MEDIUMopen-sse/providers/models/schema.js6// touched, so word/suffix hyphens stay intact ("-thinking", "-agentic", "qwen3-coder-next").COMMENT
MEDIUMopen-sse/translator/request/claude-to-kiro.js424 // Prefix order: thinking_mode tag, timestamp marker, then agentic prompt.COMMENT
MEDIUMopen-sse/translator/request/openai-to-kiro.js555 // then context/timestamp marker, then optional agentic chunked-write prompt.COMMENT
MEDIUMtests/__baseline__/baseline-results.json1{"numTotalTestSuites":209,"numPassedTestSuites":192,"numFailedTestSuites":17,"numPendingTestSuites":0,"numTotalTests":67CODE
MEDIUMtests/__baseline__/current.json1{"numTotalTestSuites":276,"numPassedTestSuites":259,"numFailedTestSuites":17,"numPendingTestSuites":0,"numTotalTests":84CODE
MEDIUMsrc/app/api/v1/models/route.js327 // -thinking/-agentic variants per account). On failure, fall back toCOMMENT
Over-Commented Block12 hits · 12 pts
SeverityFileLineSnippetContext
LOWopen-sse/providers/REGISTRY_TEMPLATE.js41 },COMMENT
LOWopen-sse/providers/REGISTRY_TEMPLATE.js61 // oauth: {COMMENT
LOWopen-sse/providers/REGISTRY_TEMPLATE.js81 // embeddingConfig: { baseUrl: "...", authType: "apikey", authHeader: "bearer", models: [{ id: "emb-1", name: "Emb",COMMENT
LOWopen-sse/providers/capabilities.js1// Model capabilities — what each model can read/do beyond plain text.COMMENT
LOWopen-sse/providers/registry/qoder.js21 timeoutMs: 120000,COMMENT
LOWopen-sse/utils/requestLogger.js81 // for (const key of Object.keys(masked)) {COMMENT
LOWopen-sse/translator/formats/claude.js181}COMMENT
LOWopen-sse/translator/request/openai-to-kiro.js461 // input is only assistant messages), create a minimal currentMessage soCOMMENT
LOWopen-sse/translator/concerns/paramSupport.js1import { getCapabilitiesForModel } from "../../providers/capabilities.js";COMMENT
LOWsrc/shared/constants/cliTools.js61 { id: "claude-sonnet-4", name: "Claude Sonnet 4", alias: "claude-sonnet-4" },COMMENT
LOWsrc/shared/constants/cliTools.js361 ],COMMENT
LOWsrc/lib/oauth/services/kimchi.js1// Kimchi browser-login service.COMMENT
Excessive Try-Catch Wrapping5 hits · 10 pts
SeverityFileLineSnippetContext
MEDIUMgitbook/content/vi/integration/other-tools.md288 print(f"Error: {e}")CODE
MEDIUMgitbook/content/ja/integration/other-tools.md288 print(f"Error: {e}")CODE
MEDIUMgitbook/content/zh-CN/integration/other-tools.md288 print(f"Error: {e}")CODE
MEDIUMgitbook/content/es/integration/other-tools.md288 print(f"Error: {e}")CODE
MEDIUMgitbook/content/en/integration/other-tools.md288 print(f"Error: {e}")CODE
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICAL…rd)/dashboard/cli-tools/components/OpenCodeToolCard.js62 setSubagentModel(status.config.agent.explorer.model.replace("9router/", ""));CODE
Fake / Example Data4 hits · 4 pts
SeverityFileLineSnippetContext
LOWtests/unit/kiro-external-idp.test.js6const TEST_EMAIL = "user@example.com";CODE
LOWtests/unit/grok-cli-usage.test.js56 email: "user@example.com",CODE
LOWtests/unit/grok-cli-usage.test.js120 email: "user@example.com",CODE
LOW…oard)/dashboard/providers/[id]/BulkImportCodexModal.js13 "email": "user@example.com"CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMopen-sse/config/codexInstructions.js30## Codex CLI harness, sandboxing, and approvalsCOMMENT