AI Slop Code Risk Monitor

different-ai/openwork

SlopCodeMonitor badge for different-ai/openwork Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

The open-source alternative to Claude Cowork (powered by opencode)

1.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for different-ai/openwork, a TypeScript project with 24,342 GitHub stars. SynthScan examined 3,273,802 lines of code across 5486 source files, recording 4282 pattern matches distributed across 17 syntactic categories. The legacy adjusted pattern signal is 1.5 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

1.5
Adjusted Signal
1.5
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
24.3K
Stars
TypeScript
Language
3.3M
Lines of Code
5.5K
Files
4.3K
Pattern Hits
2026-10-31
Scan Date
0.01
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 5.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 3998 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 114 finding(s).

Agent Over-Engineering Ratio 6.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4037 finding(s).

PR Review Velocity Impact 7.3/100 · LOW

Which changes need focused human review? 4282 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 3HIGH 74MEDIUM 139LOW 4066

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 4282 distinct pattern matches across 17 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers3867 hits · 3842 pts
SeverityFileLineSnippetContext
LOWevals/docs-shots/world.ts105async function createProductOperationsPolicy(CODE
LOWevals/docs-shots/shots/desktop.ts36async function openEmptyTeamPromptSession(surface: DesktopShotSurface): Promise<void> {CODE
LOWevals/docs-shots/shots/desktop.ts113async function scrollAdvancedSettingsIntoView(surface: DesktopShotSurface): Promise<void> {CODE
LOWevals/worlds/provider-limit-scope.ts7export function providerLimitScopeDefault(seed: Seed) { return limitScopeWorld(seed, true); }CODE
LOWevals/worlds/auto-router.ts59export async function autoRouterMissingKeyWorld(seed: Seed) {CODE
LOWevals/worlds/member-feature-enablement.ts7export async function memberFeatureEnablementWorld(seed: Seed) {CODE
LOWevals/worlds/desktop-signin-returns-to-task.ts80export async function desktopSignInReturnsToTask(seed: Seed, { place }: { place: Place }) {CODE
LOWevals/worlds/organization-automation-settings.ts8export async function organizationAutomationSettingsWorld(seed: Seed) {CODE
LOWevals/worlds/setup-sso-install-matrix.ts48export function canBootSetupSsoInstallMatrix(requirements: TestNeeds): boolean {CODE
LOWevals/worlds/setup-sso-install-matrix.ts69function hostAddressReachableFromDocker(): string {CODE
LOWevals/worlds/setup-sso-install-matrix.ts249export async function setupSsoProductSourceFingerprint(): Promise<string> {CODE
LOWevals/worlds/setup-sso-install-matrix.ts773export async function bootSetupSsoInstallMatrix(CODE
LOWevals/worlds/setup-sso-install-matrix.ts849export async function captureSetupSsoDesktopHandoff(browser: Awaited<ReturnType<typeof chrome>>): Promise<void> {CODE
LOWevals/worlds/setup-sso-install-matrix.ts863export async function exchangeSetupSsoDesktopHandoff(browser: Awaited<ReturnType<typeof chrome>>, webUrl: string) {CODE
LOWevals/worlds/setup-sso-install-matrix.ts894export async function installSetupSsoFetchFault(browser: Awaited<ReturnType<typeof chrome>>, pathname: string, kind: "neCODE
LOWevals/worlds/setup-sso-install-matrix.ts985export async function observeSetupSsoNavigation(debuggerUrl: string | undefined) {CODE
LOWevals/worlds/setup-sso-install-matrix.ts1039export function setupSsoInstallMatrixManifestPath(): string {CODE
LOWevals/worlds/invalid-opencode-config.ts9export async function invalidOpencodeConfigWorld(seed: Seed) {CODE
LOWevals/worlds/admin-feature-outcomes.ts14export async function adminFeatureOutcomesWorld(seed: Seed) {CODE
LOWevals/worlds/desktop-policies.ts151export async function defaultPolicyEditorAndMemberDesktop(seed: Seed) {CODE
LOWevals/worlds/agent-permissions.ts30async function agentPermissionsOrganization(seed: Seed, options: OrganizationOptions) {CODE
LOWevals/worlds/agent-permissions.ts141export async function agentPermissionsAdminView(seed: Seed) {CODE
LOWevals/worlds/agent-permissions.ts170export async function agentPermissionsUnconfigured(seed: Seed) {CODE
LOWevals/worlds/agent-permissions.ts264export function agentPermissionsDesktopUnconfigured(seed: Seed, { place }: { place: Place }) {CODE
LOWevals/worlds/agent-permissions.ts411export async function agentPermissionsTeamsList(seed: Seed) {CODE
LOWevals/worlds/automation-client.ts8export async function desktopAutomationOnDenMonitor(seed: Seed) {CODE
LOWevals/worlds/den-remember-last-organization.ts20export async function denRememberLastOrganization(seed: Seed) {CODE
LOWevals/worlds/last-turn-model-footer-resolved.ts13export async function lastTurnModelFooterResolved(seed: Seed) {CODE
LOWevals/worlds/released-enterprise-activated.ts80export async function observeRendererExceptions(surface: AttachedSurface) {CODE
LOWevals/worlds/released-enterprise-activated.ts334export async function releasedEnterpriseActivatedWorld(seed: Seed) {CODE
LOWevals/worlds/selected-skills.ts20export async function startProviderWitnessProxy(upstreamUrl: string) {CODE
LOWevals/worlds/browser-without-permission-prompts.ts4export async function browserWithoutPermissionPrompts(seed: Seed) {CODE
LOWevals/worlds/billing-not-configured.ts7export async function billingNotConfiguredWorld(seed: Seed) {CODE
LOWevals/worlds/activation-checklist.ts13export async function activationChecklistDesktop(seed: Seed) {CODE
LOWevals/worlds/first-run.ts158export async function sessionlessFirstSendWorld(seed: Seed, options: { engine?: EvalEngine } = {}) {CODE
LOWevals/worlds/first-run.ts241export async function mobileChatInteractionWorld(seed: Seed, options: { engine?: EvalEngine } = {}) {CODE
LOWevals/worlds/first-run.ts245export async function parentChildPermissionWorld(seed: Seed) {CODE
LOWevals/worlds/first-run.ts349export async function scopedPermissionRefreshWorld(seed: Seed) {CODE
LOWevals/worlds/chat.ts421export async function sessionProviderErrorRecovery(seed: Seed, options: { terminalRejection?: boolean; retiredSavedModelCODE
LOWevals/worlds/chat.ts718export function modelPickerWithOpenWorkModels(seed: Seed) {CODE
LOWevals/worlds/chat.ts804export function modelPickerDeploymentDisabledAuto(seed: Seed) {CODE
LOWevals/worlds/chat.ts867export async function modelPickerSavedUnavailable(seed: Seed) {CODE
LOWevals/worlds/chat.ts993async function startManualApprovalServer(approvalTimeoutMs: number) {CODE
LOWevals/worlds/chat.ts1458export async function sessionSubmitErrorIsolation(seed: Seed) {CODE
LOWevals/worlds/openwork-server-cli.ts139export async function bootManagedOpenworkServer(options: {CODE
LOWevals/worlds/den-service-readiness.ts123export function denServicesWithoutInfrastructure(seed: Seed) { return readinessWorld(seed, false); }CODE
LOWevals/worlds/den-service-readiness.ts124export function denServicesWithInfrastructure(seed: Seed) { return readinessWorld(seed, true); }CODE
LOWevals/worlds/plan-checkout-sets-tier.ts16export async function planCheckoutSetsTierWorld(seed: Seed, { place }: { place: Place }) {CODE
LOWevals/worlds/remote-session-helper-view.ts173export async function remoteSessionHelperViewWorld(seed: Seed) {CODE
LOWevals/worlds/remote-session-helper-view.ts182export async function remoteSessionFollowUpWorld(seed: Seed) {CODE
LOWevals/worlds/packaged-first-launch.ts98export async function observeRendererExceptions(debuggerUrl: string | null | undefined) {CODE
LOWevals/worlds/packaged-first-launch.ts253export async function packagedActivatedLaunchWorld(_seed: Seed) {CODE
LOWevals/worlds/den-sign-in-organization-delay.ts7export async function denSignInOrganizationDelay(seed: Seed) {CODE
LOWevals/worlds/admin-free-auto-conversions.ts19export async function adminFreeAutoConversionsWorld(seed: Seed, { place }: { place: Place }) {CODE
LOWevals/worlds/automatic-engine-force-policy.ts61export async function automaticEngineForcePolicy(seed: Seed, { place }: { place: Place }) {CODE
LOWevals/worlds/managed-provider-reconciliation.ts14export async function managedProviderReconciliation(seed: Seed) {CODE
LOWevals/worlds/free-auto-analytics-opt-out.ts19export async function freeAutoAnalyticsOptOutWorld(seed: Seed) {CODE
LOWevals/worlds/packaged-preactivation-updater.ts109export async function packagedPreactivationUpdaterWorld(_seed: Seed) {CODE
LOWevals/worlds/packaged-preactivation-updater.ts114export async function packagedActivatedUpdaterWorld(_seed: Seed) {CODE
LOWevals/worlds/engine-connectors-parity.ts105export async function engineConnectorNeedsSignIn(seed: Seed, context: { place: Place }) {CODE
3807 more matches not shown…
Decorative Section Separators120 hits · 360 pts
SeverityFileLineSnippetContext
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf1# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf3# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf35# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf37# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf97# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf99# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf169# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf171# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf213# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf215# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf445# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf447# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf475# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf477# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf527# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-aws-ecs/variables.tf529# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-self-host/variables.tf1# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-self-host/variables.tf3# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-self-host/variables.tf52# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-self-host/variables.tf54# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-self-host/variables.tf116# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-self-host/variables.tf118# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-self-host/variables.tf174# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-self-host/variables.tf176# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-self-host/variables.tf251# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-self-host/variables.tf253# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-self-host/variables.tf273# ---------------------------------------------------------------------------COMMENT
MEDIUMinfra/terraform/modules/openwork-self-host/variables.tf275# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf1# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf3# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf34# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf36# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf122# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf124# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf190# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf192# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf233# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf235# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf344# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf346# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf374# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf376# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf503# ---------------------------------------------------------------------------COMMENT
MEDIUM…orm/modules/openwork-azure-container-apps/variables.tf505# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf1# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf3# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf25# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf27# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf112# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf114# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf160# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf162# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf189# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf191# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf290# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf292# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf320# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf322# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf362# ---------------------------------------------------------------------------COMMENT
MEDIUM…/terraform/modules/openwork-gcp-cloud-run/variables.tf364# ---------------------------------------------------------------------------COMMENT
60 more matches not shown…
Cross-Language Confusion (JS/TS)57 hits · 305 pts
SeverityFileLineSnippetContext
HIGHevals/worlds/workshop-agent.ts186 print(json.dumps({'slides':len(slides),'text':text,'zipEntries':len(names)}))CODE
HIGHevals/packages/testkit/src/daytona-witness.ts142print(json.dumps(result))CODE
HIGH⚡evals/packages/hosts/src/provision.ts88 elif member.islnk():CODE
HIGH⚡evals/packages/hosts/src/provision.ts92 elif member.isdev() or member.isfifo():CODE
HIGH⚡evals/packages/hosts/src/provision.ts101print("OPENWORK_RELEASE_BINARY=" + str(binary))CODE
HIGHevals/packages/hosts/src/browser.ts119print(json.dumps({"opener": opener, "root": str(root), "log": str(log), "backup": backup}))`));CODE
HIGHevals/packages/hosts/src/daytona.ts843print("OPENWORK_REMOTE_PID=" + str(process.pid))CODE
HIGHee/apps/landing/app/install.sh/route.ts44elif command -v wget >/dev/null 2>&1; thenCODE
HIGH⚡ee/apps/headless-runner/scripts/session-cli.ts88 print(rows.map((row) => z.object({ id: z.string(), title: z.string(), hot_bytes: z.number().nullable(), segments: CODE
HIGH⚡ee/apps/headless-runner/scripts/session-cli.ts92 print(storage.inspect(needSession()))CODE
HIGH⚡ee/apps/headless-runner/scripts/session-cli.ts96 print(results)CODE
HIGH⚡ee/apps/headless-runner/scripts/session-cli.ts101 print({ sealed: await storage.sealAll(needSession()) })CODE
HIGH⚡ee/apps/headless-runner/scripts/session-cli.ts104 print({ resealed: await storage.reseal(needSession()) })CODE
HIGHee/apps/headless-runner/scripts/session-cli.ts119 print({ deleted: await storage.deleteSession(id) })CODE
HIGHworlds/workshop-proof.ts159 print(json.dumps({'slides':len(slides),'text':text,'zipEntries':len(names)}))`, pptx], { encoding: "utf8" }));CODE
HIGHworlds/workshop-pair-check.ts199print(json.dumps(out))`, path], { encoding: "utf8" }));CODE
HIGHworlds/workshop-pair-check.ts366print(json.dumps(out))`, pptxPath], { encoding: "utf8" }));CODE
HIGHworlds/lib/acme-web-daytona.ts77print("den-session", call("PUT", "/den-session", session)[0])CODE
HIGHworlds/lib/acme-web-daytona.ts79print("sync", status, body[:200])CODE
HIGH⚡packages/world/src/cli.ts651 print(`Reaped ${report.reaped.length} leaked resources from ${JSON.stringify(stagedName)}.`);CODE
HIGH⚡packages/world/src/cli.ts654 print(`Skipped ${entry.kind} ${entry.id}: ${reason}.`);CODE
HIGH⚡packages/world/src/cli.ts657 print(`Retained ${report.retained.length} resources for ${JSON.stringify(stagedName)}; run pnpm world down ${name}${CODE
HIGH⚡packages/world/src/cli.ts777 print(command.json ? JSON.stringify(info) : describeWorldText(info));CODE
HIGH⚡packages/world/src/cli.ts780 print(messageText(error));CODE
HIGH⚡packages/world/src/cli.ts786 print(JSON.stringify(await Promise.all(scripts.map(async (script) => {CODE
HIGH⚡packages/world/src/cli.ts1255 print(color ? `${styleText(planSymbolColor(state.kind), label[0] ?? "")} ${label.slice(2)}` : label);CODE
HIGH⚡packages/world/src/cli.ts1256 print(`receipt ${snapshotPath}`);CODE
HIGH⚡packages/world/src/cli.ts1259 print(`requires ${requirements.map((result) => `${result.label} ${preflightSymbol(result)}`).join(" ")}`);CODE
HIGH⚡packages/world/src/cli.ts1267 print(` ${symbol} ${result.label}: ${result.detail ?? "not ready"}${result.timedOut ? " (not blocking)" : ""}CODE
HIGH⚡packages/world/src/cli.ts1327 print(`World ${JSON.stringify(stagedName)} has no receipt; reaped its ledger.`);CODE
HIGH⚡packages/world/src/cli.ts1332 print(`World receipt ${JSON.stringify(stagedName)} does not exist.`);CODE
HIGH⚡packages/world/src/cli.ts1336 print(`World ${JSON.stringify(stagedName)} teardown was forced (pid ${result.pid}).`);CODE
HIGH⚡packages/world/src/cli.ts1338 print(`World ${JSON.stringify(stagedName)} torn down.`);CODE
HIGH⚡packages/world/src/cli.ts1432 print(line);CODE
HIGH⚡packages/world/src/cli.ts1442 print(`World receipt ${JSON.stringify(command.name)} does not exist.`);CODE
HIGH⚡packages/world/src/cli.ts1445 print(`Removed receipt metadata for ${JSON.stringify(command.name)}. The script process was not stopped.`);CODE
HIGH⚡packages/world/src/cli.ts1448 print(messageText(error));CODE
HIGHpackages/world/src/cli.ts612 print(line);CODE
HIGHpackages/world/src/cli.ts741 print(`Multiple staged world receipts match ${JSON.stringify(name)}:`);CODE
HIGHpackages/world/src/cli.ts797 print(await helpText(options));CODE
HIGHpackages/world/src/cli.ts898 print(`World ${JSON.stringify(stagedName)} is already running (pid ${state.snapshot.pid}); adopted.`);CODE
HIGHpackages/world/src/cli.ts905 print(`World ${JSON.stringify(stagedName)} is running but its ${reason}; run pnpm world down ${script.name}${staCODE
HIGHpackages/world/src/cli.ts925 print(`Removed stale world receipt ${JSON.stringify(stagedName)} (pid ${state.snapshot.pid}); recreating.`);CODE
HIGHpackages/world/src/cli.ts1045 print(messageText(error));CODE
HIGHpackages/world/src/cli.ts1059 print(`World receipt ${JSON.stringify(receiptName(command.name, command.stage))} does not exist.`);CODE
HIGHpackages/world/src/cli.ts1065 print(`World receipt ${JSON.stringify(candidate.stagedName)} does not exist.`);CODE
HIGHpackages/world/src/cli.ts1118 print(messageText(error));CODE
HIGHpackages/world/src/cli.ts1145 print(line);CODE
HIGHpackages/world/src/cli.ts1165 print(JSON.stringify({CODE
HIGHpackages/world/src/cli.ts1176 print(messageText(error));CODE
HIGHpackages/world/src/cli.ts1215 print(JSON.stringify({CODE
HIGHpackages/world/src/cli.ts1278 print(messageText(error));CODE
HIGHpackages/world/src/cli.ts1301 print(`Multiple staged world receipts match ${JSON.stringify(command.name)}:`);CODE
HIGHpackages/world/src/cli.ts1315 print(`World receipt ${JSON.stringify(stagedName)} does not exist.`);CODE
HIGHpackages/world/src/cli.ts1351 print(messageText(error));CODE
HIGHpackages/world/src/cli.ts1403 print(JSON.stringify({CODE
HIGHpackages/world/src/cli.ts1418 print(`World scripts: ${worlds.map((world) => `${world.name} (${world.path}, script; ${supportedTargetDescription(woCODE
Empty Error Handlers16 hits · 80 pts
SeverityFileLineSnippetContext
HIGHinfra/managed-deployments/gcp/runner/runner.py273except Exception:CODE
HIGHinfra/managed-deployments/aws/runner/runner.py497except Exception:CODE
HIGHinfra/managed-deployments/aws/health/health_agent.py92except Exception:CODE
HIGHinfra/managed-deployments/aws/health/health_agent.py55except Exception:CODE
HIGHee/packages/headless-computer/scripts/desktop-bridge.py104except (OSError, ValueError, RuntimeError, http.client.HTTPException):CODE
HIGHee/packages/headless-computer/scripts/desktop-bridge.py119except ProcessLookupError:CODE
HIGHee/packages/headless-computer/scripts/desktop-bridge.py121except FileNotFoundError:CODE
HIGHee/packages/headless-computer/scripts/vnc-stdio.py41except OSError:CODE
HIGHee/packages/headless-computer/scripts/vnc-stdio.py59except ProcessLookupError: passCODE
HIGHee/packages/headless-computer/scripts/vnc-stdio.py45except OSError: passCODE
HIGHee/packages/headless-computer/scripts/vnc-stdio.py63except ProcessLookupError: passCODE
HIGH…ges/headless-computer/src/scripting/openwork_office.py234except Exception:CODE
HIGHpackages/computer-use/computer-x11-worker.py39except (ValueError, subprocess.SubprocessError): passCODE
HIGHpackages/computer-use/computer-x11-worker.py401except FileNotFoundError: passCODE
HIGHpackages/computer-use/computer-x11-worker.py169except Exception: passCODE
HIGHpackages/computer-use/computer-x11-worker.py172except Exception: passCODE
Over-Commented Block75 hits · 74 pts
SeverityFileLineSnippetContext
LOW.spectral.yaml1# Spectral ruleset for the Den API OpenAPI document (packages/docs/openapi.json).COMMENT
LOWpackaging/docker/docker-compose.den-dev.yml1# docker-compose.den-dev.yml — Den local testability stackCOMMENT
LOWpackaging/docker/docker-compose.den-dev.yml21# DEN_ORG_MODE — single_org or multi_org (default: single_org)COMMENT
LOWpackaging/docker/den-dev-up.sh1#!/usr/bin/env bashCOMMENT
LOWpackaging/docker/docker-compose.dev.yml1# docker-compose.dev.yml — Dev testability stack (no custom Dockerfile)COMMENT
LOWpackaging/docker/docker-compose.eval.yml1# OpenWork evaluation stack — pull-only, no repository clone or build:COMMENT
LOWpackaging/helm/openwork-ee/values.yaml401 failureThreshold: 12COMMENT
LOW…k-ee/examples/values.aws-load-balancer-http-smoke.yaml1# AWS EKS Auto Mode HTTP smoke-test values for a first OpenWork EE install whenCOMMENT
LOW…ng/helm/openwork-ee/examples/values.azure-ingress.yaml1# Azure AKS starter values for a first OpenWork EE self-host install.COMMENT
LOW…elm/openwork-ee/examples/values.aws-load-balancer.yaml1# AWS EKS Auto Mode starter values for a first OpenWork EE self-host install.COMMENT
LOW…ging/helm/openwork-ee/examples/values.gcp-ingress.yaml1# Google Cloud GKE starter values for a first OpenWork EE self-host install.COMMENT
LOWevals/scripts/check-freestyle-world.ts1// Freestyle world check: proves the e2e/preview world end to end, with timings.COMMENT
LOWevals/packages/hosts/src/provision.ts1181 // DEN_*_PUBLIC_URL identity is unknown here, so RFC 9728 validating MCPCOMMENT
LOWinfra/terraform/modules/openwork-aws-ecs/headless.tf1# Headless runner and Workbot.COMMENT
LOW…s/headless-computer/scripts/fast-sandbox-guest-init.sh1#!/bin/shCOMMENT
LOWee/apps/landing/next-env.d.ts1/// <reference types="next" />COMMENT
LOWee/apps/landing/app/install.sh/route.ts1// GET /install.shCOMMENT
LOWee/apps/landing/app/install.sh/route.ts21# OpenWork bootstrap installer.COMMENT
LOWee/apps/den-web/next.config.js1const path = require("path");COMMENT
LOWee/apps/workbot/src/client/index.html41 #workbot-boot .name { display: flex; align-items: center; gap: 8px; font-size: 15px; font-weight: 600; line-heightCOMMENT
LOWee/apps/den-api/scripts/start.sh1#!/bin/shCOMMENT
LOWee/apps/den-api/src/mcp/token-lifetime.ts21// The first-party Cloud Control token is a bearer access token, not a rotatingCOMMENT
LOWee/apps/den-api/src/mcp/index.ts61}COMMENT
LOWee/apps/den-api/src/audit/domain/account.ts1import { env } from "../../env.js"COMMENT
LOWee/apps/den-api/src/audit/routes/integrations.ts1// Integrations slice: capability sources (Google Workspace, Microsoft 365), connectors,COMMENT
LOWee/apps/den-api/src/audit/routes/auth.ts1import type { AuditRouteClass, AuditRouteDeclaration, AuditRouteMethod } from "./types.js"COMMENT
LOWee/apps/den-api/src/routes/org/core.ts741 auditLogs: env.auditVisibilityEnabled,COMMENT
LOW…n-api/src/routes/org/plugin-system/github-discovery.ts621 // const folderRoots = standaloneRoot ? inferredRoots : inferredRoots.filter((root) => root !== "")COMMENT
LOWee/apps/gateway/src/auto-router/openai-responses.ts1// Translates an Auto request (OpenAI Chat Completions) to the OpenAI ResponsesCOMMENT
LOWee/apps/gateway/src/auto-router/bedrock.ts1// Translates an Auto request (OpenAI Chat Completions) to the Amazon BedrockCOMMENT
LOWee/apps/gateway/src/auto-router/decide.ts1// Picks the model and thinking level for one Smart request.COMMENT
LOWworlds/mcp-apps-demo.ts1// Seed a ready-to-try App scenario into a running world and print a private test handoff.COMMENT
LOW.devcontainer/start-services.sh1#!/usr/bin/env bashCOMMENT
LOW.devcontainer/test-server-on-daytona.sh1#!/usr/bin/env bashCOMMENT
LOW.devcontainer/docker-compose.yml1# Full-stack dev environment for Daytona / Codespaces / devcontainers.COMMENT
LOW.devcontainer/test-on-daytona.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/revert-org-mcp-connections.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/dev-workbot.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/openwork-debug.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/openwork-debug.sh21#COMMENT
LOWscripts/openwork-debug.sh381# Ordered teardown. Safe to run when nothing is up; each step is idempotent.COMMENT
LOWscripts/evals/daytona-e2e-regression.sh1#!/usr/bin/env bashCOMMENT
LOWpackages/types/src/den/desktop-policies.ts61// Canonical desktop policy catalog.COMMENT
LOW…er-use/native/Sources/ComputerUse/Responsibility.swift1import DarwinCOMMENT
LOWpackages/computer-use/windows/ComputerUse.cs1// Windows computer use for OpenWork: the helper behind "This PC". The desktop'sCOMMENT
LOW.github/workflows/celld-runner-deploy.yml1name: Deploy runner to celldCOMMENT
LOW.github/workflows/codeql.yml1name: CodeQLCOMMENT
LOW.github/workflows/review-app-deploy.yml1name: Review app deployCOMMENT
LOW.github/workflows/prod-data-dry-run.yml1name: Dry run on a copy of production dataCOMMENT
LOW.github/workflows/prod-data-dry-run.yml21# - The branch (and its password) is deleted when the job ends, also when itCOMMENT
LOW.github/workflows/contributor-pr-test.yml1name: Contributor PR checksCOMMENT
LOW.github/workflows/alpha-macos-aarch64.yml1name: Alpha Channels (macOS arm64 + Windows x64)COMMENT
LOW.github/workflows/publish-opencode-plugin.yml1name: Publish OpenCode pluginCOMMENT
LOW.github/workflows/celld-backup.yml1name: Back up the celld bucketCOMMENT
LOW.github/workflows/contributor-warden.yml1name: Contributor WardenCOMMENT
LOW.github/workflows/den-db-migrate.yml1name: Den DB MigrateCOMMENT
LOW.github/workflows/revert-fastlane.yml1# Repository prerequisite: Settings → General → Pull Requests → "AllowCOMMENT
LOW.github/workflows/revert-fastlane.yml21# (warden TBZ-HXQ) because this job holds a pull-request write token. TheCOMMENT
LOW.github/scripts/contributor-warden-sandbox.sh1#!/usr/bin/env bashCOMMENT
LOWapps/app/src/react-app/infra/query-client.ts21 // Transcript: the streamed UIMessage[] for a session that keeps running inCOMMENT
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Fake / Example Data51 hits · 52 pts
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LOWpackaging/helm/openwork-ee/README.md295 ownerEmails: "admin@example.com"CODE
LOWpackaging/helm/openwork-ee/README.md312 bootstrapAdminEmails: "admin@example.com"CODE
LOWpackaging/helm/openwork-ee/README.md1040 ownerEmails: "admin@example.com"CODE
LOWevals/worlds/history-restore-progress.ts97 if (box.width > 0 && box.height > 0) return input.getAttribute("placeholder");CODE
LOWevals/packages/cdp/src/input.ts397 || (element.getAttribute("placeholder") ?? "").trim()CODE
LOWevals/packages/cdp/src/input.ts421 if (target.placeholder !== undefined && (element.getAttribute("placeholder") ?? element.getAttribute("aria-placehoCODE
LOWevals/packages/testkit/src/verification.ts134 keys(r, [], ["text", "role", "label", "placeholder", "testId", "nth"]);CODE
LOWevals/packages/testkit/src/verification.ts135 if (!["text", "role", "label", "placeholder", "testId"].some(key => Object.hasOwn(r, key))) invalid();CODE
LOW…a/managed-deployments/contract/tests/inputs.tftest.hcl4 owner_email = "admin@example.com"CODE
LOW⚡infra/managed-deployments/tests/test_gcp_runtime.py31 "DOMAIN_NAME": "openwork.example.com", "DNS_ZONE_NAME": "zone", "OWNER_EMAIL": "admin@example.com",CODE
LOW⚡infra/managed-deployments/tests/test_gcp_runtime.py46 return [{"account": "admin@example.com"}]CODE
LOW⚡infra/managed-deployments/tests/test_gcp_runtime.py69 "GOOGLE_BACKEND_IMPERSONATE_SERVICE_ACCOUNT": "admin@example.com",CODE
LOW⚡infra/managed-deployments/tests/test_gcp_runtime.py71 "GOOGLE_OAUTH_ACCESS_TOKEN": "private-token", "GOOGLE_IMPERSONATE_SERVICE_ACCOUNT": "admin@example.CODE
LOWinfra/managed-deployments/tests/test_gcp_installer.py31 "DOMAIN_NAME": "openwork.example.com", "DNS_ZONE_NAME": "zone", "OWNER_EMAIL": "admin@example.com",CODE
LOWinfra/managed-deployments/tests/test_gcp_installer.py215 return [{"account": "admin@example.com"}]CODE
LOWinfra/managed-deployments/tests/test_aws_installer.py493 owner_emails = ["admin@example.com"]CODE
LOW…managed-deployments/gcp/terraform/tests/gcp.tftest.hcl15 owner_email = "admin@example.com"CODE
LOW…d-deployments/aws/terraform/tests/lifecycle.tftest.hcl56 owner_emails = ["admin@example.com"]CODE
LOW…managed-deployments/aws/terraform/tests/tls.tftest.hcl31 owner_emails = ["admin@example.com"]CODE
LOW…ed-deployments/aws/terraform/tests/contract.tftest.hcl48 owner_email = "admin@example.com"CODE
LOWinfra/terraform/modules/openwork-aws-ecs/README.md104 owner_emails = ["admin@example.com"]CODE
LOW…modules/openwork-aws-ecs/tests/openwork_web.tftest.hcl55 owner_emails = ["admin@example.com"]CODE
LOW…odules/openwork-aws-ecs/tests/load_balancer.tftest.hcl54 owner_emails = ["admin@example.com"]CODE
LOW…/modules/openwork-aws-ecs/tests/ecs_cluster.tftest.hcl51 owner_emails = ["admin@example.com"]CODE
LOW…aform/modules/openwork-aws-ecs/tests/agents.tftest.hcl59 owner_emails = ["admin@example.com"]CODE
LOW…orm/modules/openwork-aws-ecs/tests/contract.tftest.hcl45 owner_emails = ["admin@example.com"]CODE
LOW…s/openwork-aws-ecs/tests/negative/migration.tftest.hcl42 owner_emails = ["admin@example.com"]CODE
LOWinfra/terraform/modules/openwork-self-host/README.md45| `owner_emails` | `["admin@example.com"]` |CODE
LOWinfra/terraform/modules/openwork-self-host/README.md61 owner_emails = ["admin@example.com"]CODE
LOW…raform/modules/openwork-azure-container-apps/README.md72 owner_emails = ["admin@example.com"]CODE
LOW…penwork-azure-container-apps/tests/defaults.tftest.hcl60 owner_emails = ["admin@example.com"]CODE
LOW…azure-container-apps/tests/failed-migration.tftest.hcl38 owner_emails = ["admin@example.com"]CODE
LOW…fra/terraform/modules/openwork-gcp-cloud-run/README.md59 owner_emails = ["admin@example.com"]CODE
LOW…/openwork-gcp-cloud-run/tests/load_balancer.tftest.hcl32 owner_emails = ["admin@example.com"]CODE
LOW…ules/openwork-gcp-cloud-run/tests/cloud_run.tftest.hcl32 owner_emails = ["admin@example.com"]CODE
LOW…ules/openwork-gcp-cloud-run/tests/cloud_run.tftest.hcl79 DEN_SINGLE_ORG_OWNER_EMAILS = "admin@example.com"CODE
LOW…ules/openwork-gcp-cloud-run/tests/cloud_run.tftest.hcl80 DEN_BOOTSTRAP_ADMIN_EMAILS = "admin@example.com"CODE
LOW…dules/openwork-gcp-cloud-run/tests/database.tftest.hcl32 owner_emails = ["admin@example.com"]CODE
LOWee/packages/den-db/scripts/admin-scale-benchmark.ts308 await connection.query("INSERT INTO `admin_allowlist` (`id`,`email`,`note`,`created_at`,`updated_at`) VALUES ('aal_000CODE
LOWee/packages/den-db/scripts/admin-scale-benchmark.ts413 const viewer = { id: userId(0), email: "admin@example.com", name: "Scale Admin" }CODE
LOWee/apps/landing/components/app-feedback-form.tsx206 placeholder="Jane Doe"CODE
LOWee/apps/den-web/components/den-admin-panel.tsx915 viewer: { id: "user_admin_fixture", email: "admin@example.com", name: "Admin Fixture" },CODE
LOWee/apps/den-web/components/den-admin-panel.tsx916 admins: [{ id: "admin_fixture", email: "admin@example.com", note: "Eval fixture admin", createdAt: generatedAt }],CODE
LOWee/apps/headless-runner/scripts/owner-cells-e2e.ts83 response.end(`data: ${JSON.stringify({ choices: [{ delta: call ? { tool_calls: [call] } : { content: `Sealed answeCODE
LOWee/apps/headless-runner/scripts/owner-cells-e2e.ts83 response.end(`data: ${JSON.stringify({ choices: [{ delta: call ? { tool_calls: [call] } : { content: `Sealed answeCODE
LOWee/apps/den-api/test/managed-deployments.test.ts39 const input = { name: "Production", provider: "aws", domainName: "openwork.example.com", ownerEmail: "admin@example.coCODE
LOWee/apps/den-api/test/managed-deployments.test.ts48 const input = { name: "Production", provider: "aws", domainName: "openwork.example.com", ownerEmail: "admin@example.coCODE
LOWee/apps/den-api/test/api/workbot-telemetry.api.test.ts136 defaultModel: "requested-model-alias", defaultModelApiKey: "fake-key",CODE
LOWpackages/mcp-apps/src/shared/bridge.tsx46 if (!received || !app) return <div className="placeholder" role="status" aria-label="Waiting for result" />CODE
LOWpackages/email/emails/feedback.tsx8 name: "Jane Doe",CODE
LOWapps/server/test/opencode-v2-local-auth.test.ts151 assert.ok(!JSON.stringify(local).includes("opencode-oauth-dummy-key"));CODE
Excessive Try-Catch Wrapping34 hits · 40 pts
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LOWevals/packages/testkit/src/link.ts309except Exception:CODE
LOWinfra/managed-deployments/gcp/runner/runner.py60 except Exception:CODE
LOWinfra/managed-deployments/gcp/runner/runner.py273 except Exception:CODE
LOWinfra/managed-deployments/gcp/runner/runner.py308 except Exception:CODE
LOWinfra/managed-deployments/gcp/health/health_agent.py63 except Exception:CODE
LOWinfra/managed-deployments/gcp/health/health_agent.py79 except Exception:CODE
MEDIUMinfra/managed-deployments/gcp/health/health_agent.py58def guarded(identifier, call):CODE
LOWinfra/managed-deployments/aws/bootstrap/bootstrap.py81 except Exception as error:CODE
LOWinfra/managed-deployments/aws/bootstrap/bootstrap.py142 except Exception:CODE
LOWinfra/managed-deployments/aws/runner/runner.py54 except Exception:CODE
LOWinfra/managed-deployments/aws/runner/runner.py497 except Exception:CODE
LOWinfra/managed-deployments/aws/runner/runner.py508 except Exception:CODE
LOWinfra/managed-deployments/aws/runner/runner.py531 except Exception as error:CODE
LOW⚡infra/managed-deployments/aws/health/health_agent.py55 except Exception:CODE
LOW⚡infra/managed-deployments/aws/health/health_agent.py60 except Exception:CODE
LOW⚡infra/managed-deployments/aws/health/health_agent.py67 except Exception as error:CODE
LOWinfra/managed-deployments/aws/health/health_agent.py92 except Exception:CODE
LOWinfra/managed-deployments/aws/health/health_agent.py114 except Exception:CODE
MEDIUMinfra/managed-deployments/aws/health/health_agent.py64def guarded(check_id, function):CODE
MEDIUMinfra/managed-deployments/aws/health/health_agent.py84def running_version(ecs, cluster, services):CODE
LOWee/packages/headless-computer/scripts/desktop-bridge.py302 except Exception as error:CODE
LOW…ges/headless-computer/src/scripting/openwork_office.py87 except Exception:CODE
LOW…ges/headless-computer/src/scripting/openwork_office.py234 except Exception:CODE
LOW…ges/headless-computer/src/scripting/openwork_office.py245 except Exception as error:CODE
LOW…es/headless-computer/src/scripting/openwork_blender.py120 except Exception:CODE
LOW…es/headless-computer/src/scripting/openwork_blender.py147 except Exception:CODE
LOW…es/headless-computer/src/scripting/openwork_blender.py262 except Exception:CODE
LOW⚡packages/computer-use/computer-x11-worker.py164 except Exception as error:CODE
LOW⚡packages/computer-use/computer-x11-worker.py169 except Exception: passCODE
LOW⚡packages/computer-use/computer-x11-worker.py172 except Exception: passCODE
LOWpackages/computer-use/computer-x11-worker.py232 except Exception: return {"elements": [], "capability": "unavailable"}CODE
LOWpackages/computer-use/computer-x11-worker.py269 except Exception:CODE
LOWpackages/computer-use/computer-x11-worker.py376 except Exception as error:CODE
LOW…esktop/electron/computer-scripting/openwork_blender.py57 except Exception:CODE
Hallucination Indicators3 hits · 30 pts
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CRITICAL…app/(den)/dashboard/_components/automations-screen.tsx113 <p className="mt-1 line-clamp-2 text-[12px] text-gray-400">{item.revision.action?.kind === "saved_CODE
CRITICAL…ges/enterprise-mcp-client/src/enterprise-mcp-client.ts659 await input.connection.authorization.persistence.authorizations.invalidate({CODE
CRITICAL…-app/domains/settings/pages/advanced-view-sections.tsx452 value={`${props.cloudMcpHealth.tools.direct.trace.endpoint ?? "unknown endpoint"} · ${props.cloudMcpHeCODE
Self-Referential Comments8 hits · 24 pts
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MEDIUM…/managed-deployments/gcp/terraform/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUMinfra/managed-deployments/gcp/runner/runner.py86 # This file is inside the bundle whose SHA-256 install.py checked beforeCOMMENT
MEDIUM…/managed-deployments/aws/terraform/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUM…ure-container-apps/examples/complete/opentofu.lock.hcl1# This file is maintained automatically by "tofu init".COMMENT
MEDIUM…e-container-apps/examples/complete/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUM…rk-gcp-cloud-run/examples/complete/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUM.devcontainer/setup-daytona-secrets-volume.sh4# Create the reusable Daytona secrets volume once. If a local env file isCOMMENT
MEDIUM.github/workflows/release-macos-aarch64.yml213 # Create the tag ref via REST as the diff-warden app (a v* tagCOMMENT
Deep Nesting26 hits · 22 pts
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LOWinfra/managed-deployments/tests/test_gcp_runtime.py104CODE
LOWinfra/managed-deployments/tests/test_gcp_runtime.py203CODE
LOWinfra/managed-deployments/tests/test_gcp_runtime.py253CODE
LOWinfra/managed-deployments/tests/test_gcp_runtime.py380CODE
LOWinfra/managed-deployments/tests/test_gcp_runtime.py391CODE
LOWinfra/managed-deployments/tests/test_gcp_installer.py198CODE
LOWinfra/managed-deployments/tests/test_aws_installer.py231CODE
LOWinfra/managed-deployments/tests/test_aws_installer.py382CODE
LOWinfra/managed-deployments/tests/test_aws_adoption.py95CODE
LOWinfra/managed-deployments/tests/test_aws_adoption.py136CODE
LOWinfra/managed-deployments/gcp/runner/install.py132CODE
LOWinfra/managed-deployments/aws/runner/runner.py39CODE
LOWinfra/managed-deployments/aws/runner/runner.py275CODE
LOWinfra/managed-deployments/aws/health/health_agent.py36CODE
LOWee/packages/headless-computer/scripts/desktop-bridge.py90CODE
LOWee/packages/headless-computer/scripts/vnc-stdio.py11CODE
LOW…ckages/headless-computer/scripts/app-scripting.test.py77CODE
LOW…ckages/headless-computer/scripts/app-scripting.test.py118CODE
LOW…ges/headless-computer/src/scripting/openwork_office.py124CODE
LOW…es/headless-computer/src/scripting/openwork_blender.py62CODE
LOW…es/headless-computer/src/scripting/openwork_blender.py89CODE
LOW…es/headless-computer/src/scripting/openwork_blender.py202CODE
LOWpackages/computer-use/computer-x11-worker.py69CODE
LOWpackages/computer-use/computer-x11-worker.py221CODE
LOWpackages/computer-use/computer-x11-worker.py344CODE
LOW…esktop/electron/computer-scripting/openwork_blender.py75CODE
Modern AI Meta-Vocabulary5 hits · 13 pts
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MEDIUMevals/verification-dictionary.md244- [agentic-qe-framework-v3](https://github.com/sreevsr/agentic-qe-framework-v3):CODE
MEDIUMinfra/managed-deployments/gcp/runner/runner.py170 # object serializes the whole orchestration; no expiration or auto-stealing.COMMENT
MEDIUMdocs/alchemy-effect-testkit-migration.md446### Phase 2: local Den orchestration (5-8 engineer-days)COMMENT
MEDIUMdocs/quality/ui-guardrails.md1# UI guardrailsCOMMENT
MEDIUMpackages/codemode/README.md232The instructions are structured markdown, ordered so the workflow sits at the top and the catalog at the bottom: a `## WCODE
Structural Annotation Overuse6 hits · 9 pts
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LOWee/apps/landing/public/auth.md12## Step 1: DiscoverCOMMENT
LOWee/apps/landing/public/auth.md70## Step 2: Pick a methodCOMMENT
LOWee/apps/landing/public/auth.md117## Step 3: RegisterCOMMENT
LOWee/apps/landing/public/auth.md153## Step 4: Claim ceremonyCOMMENT
LOWee/apps/landing/public/auth.md200## Step 5: Exchange the assertionCOMMENT
LOWee/apps/landing/public/auth.md215## Step 6: Use the access_tokenCOMMENT
AI Slop Vocabulary3 hits · 9 pts
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MEDIUM.devcontainer/test-server-on-daytona.sh254# Caller-supplied Den env (base64 KEY=VALUE lines from the eval harness); theCOMMENT
MEDIUM.devcontainer/start-daytona-server.sh17# Per-test Den env from the eval harness (base64 KEY=VALUE lines, one perCOMMENT
MEDIUM.github/workflows/ci-tests.yml419 # harness change (build-inputs.mjs "desktop-package"). Dev pushes run it forCOMMENT
Cross-Language Confusion1 hit · 8 pts
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HIGHinfra/managed-deployments/gcp/health/health_agent.py101 # explicit null, bool, string, float and out-of-range values stay invalid.COMMENT
Example Usage Blocks5 hits · 8 pts
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LOW.devcontainer/stop-daytona-recording.sh7# Usage:COMMENT
LOW.devcontainer/test-server-on-daytona.sh6# Usage:COMMENT
LOW.devcontainer/setup-daytona-secrets-volume.sh7# Usage:COMMENT
LOW.devcontainer/test-on-daytona.sh6# Usage:COMMENT
LOWscripts/revert-org-mcp-connections.sh17# Usage:COMMENT
Overly Generic Function Names3 hits · 3 pts
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LOWevals/packages/labs/src/mock-google-server.ts725async function handleRequest(state: MockGoogleState, request: IncomingMessage, response: ServerResponse): Promise<void> CODE
LOWevals/packages/labs/src/idp.ts811async function handleRequest(state: MockIdpState, certificate: string, request: IncomingMessage, response: ServerResponsCODE
LOW…/src/react-app/shell/control/use-ui-control-mailbox.ts20async function handleRequest(item: OpenworkUiControlRequest, api: OpenworkControlAPI): Promise<unknown> {CODE
Unused Imports2 hits · 2 pts
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LOWpackages/computer-use/computer-x11-worker.py11CODE
LOWpackages/computer-use/computer-x11-worker.py12CODE