2.8

Adjusted Signal

2.8

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

13.9K

Stars

TypeScript

Language

466.9K

Lines of Code

2.2K

Files

1.2K

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 12.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1158 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 17 finding(s).

Agent Over-Engineering Ratio 9.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 909 finding(s).

PR Review Velocity Impact 13.0/100 · LOW

Which changes need focused human review? 1181 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 2HIGH 10MEDIUM 24LOW 1145

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 1181 distinct pattern matches across 19 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 Identifiers903 hits · 898 pts

Severity	File	Line	Snippet	Context
LOW	evals/buffbench/eval-plane.json	380	"diff": "Index: apps/api/plane/app/serializers/page.py\n======================================================	CODE
LOW	evals/buffbench/eval-plane.json	405	"diff": "Index: apps/api/plane/utils/content_validator.py\n===================================================	CODE
LOW	evals/buffbench/eval-plane.json	656	"diff": "Index: apps/api/plane/app/views/page/base.py\n=======================================================	CODE
LOW	evals/buffbench/eval-plane.json	666	"diff": "Index: apps/api/plane/tests/unit/bg_tasks/test_copy_s3_objects.py\n==================================	CODE
LOW	evals/buffbench/eval-plane.json	701	"diff": "Index: packages/editor/src/core/helpers/find-suggestion-match.ts\n===================================	CODE
LOW	evals/buffbench/eval-plane.json	778	"diff": "Index: packages/editor/src/core/extensions/table/table/table-view.tsx\n==============================	CODE
LOW	evals/buffbench/eval-plane.json	1359	"diff": "Index: apps/api/plane/tests/unit/utils/test_url.py\n=================================================	CODE
LOW⚡	evals/buffbench/eval-plane.json	1675	"diff": "Index: apiserver/plane/tests/contract/app/test_project_app.py\n======================================	CODE
LOW	evals/buffbench/eval-manifold.json	214	"diff": "Index: common/src/api/market-types.ts\n==============================================================	CODE
LOW	evals/buffbench/eval-manifold.json	224	"diff": "Index: common/src/tier.ts\n===================================================================\n--- c	CODE
LOW	evals/buffbench/eval-manifold.json	384	"spec": "Implement probability-based user metric updates for contracts without recent betting activity and optimiz	CODE
LOW	evals/buffbench/eval-manifold.json	431	"diff": "Index: backend/shared/src/update-contract-metrics-core.ts\n==========================================	CODE
LOW	evals/buffbench/eval-manifold.json	748	"diff": "Index: .cursor/rules/general-knowledge.mdc\n=========================================================	CODE
LOW	evals/buffbench/eval-manifold.json	1027	"diff": "Index: backend/shared/src/update-user-metrics-with-bets.ts\n=========================================	CODE
LOW	evals/buffbench/eval-manifold.json	1425	"spec": "Implement profit restoration on unresolve by reverting each user's contract metric profit to the previous	CODE
LOW	evals/buffbench/setup-test-repo.ts	41	async function executeGitCommandWithRetry(	CODE
LOW	evals/buffbench/gen-evals.ts	33	async function extractFileDiffsFromCommit(	CODE
LOW	…ts/reviewer/multi-prompt/code-reviewer-multi-prompt.ts	11	export function createCodeReviewerMultiPrompt(): Omit<	CODE
LOW	agents/e2e/context-pruning-threshold.e2e.test.ts	279	function verifyToolCallPairIntegrity(messages: Message[]) {	CODE
LOW	agents/e2e/base2-free-summary-format.e2e.test.ts	115	function createSummarizedConversation(): Message {	CODE
LOW	agents/e2e/base2-free-summary-format.e2e.test.ts	177	function createComplexMidTurnPrunedConversation(): Message[] {	CODE
LOW	agents/base2/base-deep.ts	104	function buildDeepInstructionsPrompt(noAskUser: boolean, noLearning: boolean): string {	CODE
LOW	agents/base2/base2.ts	471	function buildImplementationInstructionsPrompt({	CODE
LOW	agents/base2/base2.ts	524	function buildPlanOnlyInstructionsPrompt({}: {}) {	CODE
LOW	cli/release-core/launcher.js	269	function shouldExitAlternateScreen(code, signal) {	CODE
LOW	cli/release-core/launcher.js	347	function stderrReportsMissingCpuFeature(code, signal, stderrTail) {	CODE
LOW	cli/release-core/launcher.js	732	function getBaselineFallbackTargetKey() {	CODE
LOW	cli/release-core/launcher.js	738	function isTargetAllowedForThisMachine(target) {	CODE
LOW	cli/release-core/launcher.js	1408	function getRequiredWrapperVersion(currentVersion) {	CODE
LOW	cli/release-core/launcher.js	1758	async function adoptOrphanedStagedUpdates() {	CODE
LOW	cli/release-core/launcher.js	1943	function printBaselineOverrideHint() {	CODE
LOW	cli/scripts/build-binary.ts	296	function openTuiNativePackageFolder(target: OpenTuiNativeTarget): string {	CODE
LOW	cli/scripts/build-binary.ts	301	function prepareOpenTuiNativeBundle(targetInfo: TargetInfo) {	CODE
LOW	cli/scripts/build-binary.ts	369	function getInstalledOpenTuiPackage(	CODE
LOW	cli/scripts/prebuild-agents.ts	92	function generateBundledAgentsFile(agents: Record<string, AgentDefinition>): string {	CODE
LOW	cli/scripts/prebuild-agents.ts	116	export function getBundledAgentsAsLocalInfo(): LocalAgentInfo[] {	CODE
LOW	cli/scripts/open-tui-native-bundle.ts	42	export function ensureOpenTuiNativeBundle({	CODE
LOW	cli/scripts/open-tui-native-bundle.ts	97	function recoverInterruptedReplacement(	CODE
LOW	cli/scripts/open-tui-native-bundle.ts	293	function getOpenTuiNativePackageName(targetInfo: OpenTuiNativeTarget): string {	CODE
LOW	cli/src/smoke/terminal-command-broker.ts	134	function createConsoleReaderScript(	CODE
LOW	cli/src/smoke/terminal-command-broker.ts	160	export async function runPackagedTerminalBrokerSmoke({	CODE
LOW	cli/src/ads/served-display-ads.ts	119	export async function announcedDisplayPlacements(): Promise<readonly string[]> {	CODE
LOW	cli/src/ads/served-display-ads.ts	240	export function setServedDisplayAdBillingForTests(	CODE
LOW	cli/src/ads/served-display-ads.ts	247	export function recordServedDisplayImpression(sponsor: CliServedSponsor): void {	CODE
LOW	cli/src/ads/served-display-ads.ts	285	export function useServedDisplayImpression(	CODE
LOW	cli/src/ads/partner-ads.ts	164	async function announcedPartnerPlacements(): Promise<readonly string[]> {	CODE
LOW	cli/src/ads/display-ads-telemetry.ts	37	export function setCliDisplayAdTrackerForTests(next?: Track): void {	CODE
LOW	cli/src/ads/display-ads-telemetry.ts	67	export function useCliDisplayAdImpression(	CODE
LOW	cli/src/ads/ad-client-context.ts	1176	export function collectCliAdClientContext(): AdClientContext \| undefined {	CODE
LOW	cli/src/ads/click-return.ts	108	export function noteUserTurnForAdClickReturn(): void {	CODE
LOW⚡	cli/src/ads/ad-signals.ts	114	export function setAdTranscriptScrolledUp(scrolledUp: boolean): void {	CODE
LOW⚡	cli/src/ads/ad-signals.ts	118	export function getAdTranscriptScrolledUp(): boolean \| null {	CODE
LOW⚡	cli/src/ads/ad-signals.ts	126	export function registerAdTranscriptViewport(	CODE
LOW	cli/src/ads/ad-signals.ts	201	export function ensureAdTerminalFocusWatch(): void {	CODE
LOW	cli/src/ads/use-ad-engagement.ts	158	export function setAdEngagementRegistryForTests(	CODE
LOW	cli/src/agents/bundled-agents.generated.d.ts	12	export declare function getBundledAgentsAsLocalInfo(): LocalAgentInfo[]	CODE
LOW	cli/src/utils/sponsored-brief.ts	19	export function takePendingSponsoredBrief(): string \| null {	CODE
LOW	cli/src/utils/survey-events.ts	37	export function createCliSurveyEventSender(	CODE
LOW	cli/src/utils/survey-events.ts	82	export function setCliSurveyEventSinkForTests(next: SurveyEventSink \| null) {	CODE
LOW	cli/src/utils/active-run.ts	38	export function applyActiveRunQueuePolicy(	CODE
843 more matches not shown…

Over-Commented Block165 hits · 143 pts

Severity	File	Line	Snippet	Context
LOW	agents/__tests__/base3-fast.test.ts	121	expect(guidance).toContain('really, really helpful')	COMMENT
LOW	agents/e2e/context-pruning-threshold.e2e.test.ts	461	// TOKEN_COUNT_FUDGE_FACTOR > maxContextLength`, so both could hold only if	COMMENT
LOW	agents/e2e/context-pruning-threshold.e2e.test.ts	501	//	COMMENT
LOW	agents/researcher/researcher-web.ts	41	// the model is never asked for anything, so it ends the step after thinking	COMMENT
LOW	cli/bunfig.toml	1	[test]	COMMENT
LOW	cli/release-core/launcher.js	621	// Everything else assumes AVX2 — true of every x64 CPU since ~2013.	COMMENT
LOW	cli/release-core/launcher.js	2161	// otherwise sticks for good.	COMMENT
LOW	cli/scripts/smoke-binary.ts	41		COMMENT
LOW	cli/scripts/smoke-binary.ts	101	// Windows GitHub Actions runners intermittently hang the binary's startup	COMMENT
LOW	cli/src/index.tsx	501	process.on('uncaughtException', earlyFatalHandler)	COMMENT
LOW	cli/src/chat.tsx	461	},	COMMENT
LOW	cli/src/pre-init/tree-sitter-wasm.ts	1	// Find tree-sitter.wasm so the SDK's tree-sitter parser singleton can load	COMMENT
LOW	cli/src/pre-init/tree-sitter-wasm.ts	21		COMMENT
LOW	cli/src/utils/run-state-storage.ts	401		COMMENT
LOW	cli/src/utils/exit-cleanly.ts	61	if (exitPromise) return exitPromise	COMMENT
LOW	cli/src/utils/theme-system.ts	681	// index.tsx skips detectTerminalTheme() when platform === 'win32' — so	COMMENT
LOW	cli/src/utils/keyboard-actions.ts	221	// Escape is claimed here and NOWHERE ELSE, and only while the panel is	COMMENT
LOW	cli/src/utils/sdk-event-handlers.ts	521	// These handlers only project SDK events onto the chat UI, but they run INSIDE	COMMENT
LOW	cli/src/utils/renderer-cleanup.ts	221	const handleExitRequest = () => {	COMMENT
LOW	cli/src/utils/freebuff-session-relaunch.ts	61	} catch {	COMMENT
LOW	cli/src/utils/__tests__/settings.test.ts	121	// preference is the longest-lived way to hold a dead id: it survives every	COMMENT
LOW	cli/src/components/freebuff-referral-banner.tsx	481	// and that is the visible shape of the reward moving. The reward there is no	COMMENT
LOW	cli/src/components/freebuff-model-selector.tsx	281	* answered by an Enter meant for something else. */	COMMENT
LOW	cli/src/components/freebuff-model-selector.tsx	301	// drift from what is actually charged.	COMMENT
LOW	cli/src/components/freebuff-model-selector.tsx	501	// price findable instead — it is the first thing on the row's second	COMMENT
LOW	cli/src/components/freebuff-model-selector.tsx	821	// selection IS the recommended model — a returning user whose preference is a	COMMENT
LOW	cli/src/components/freebuff-model-selector.tsx	921	}),	COMMENT
LOW	cli/src/components/freebuff-model-selector.tsx	1041	)	COMMENT
LOW	cli/src/components/freebuff-model-selector.tsx	1061	// while collapsed, so leaving them out would let the card jump width the	COMMENT
LOW	cli/src/components/freebuff-model-selector.tsx	1081	// whichever is actually drawn, silently, because wrapMode is 'none'.	COMMENT
LOW	…/components/__tests__/freebuff-model-selector.test.tsx	321	// 48 rows since 2026-09-23: Solar Mini 4 and Space Bunny Alpha made the	COMMENT
LOW	…/components/__tests__/freebuff-model-selector.test.tsx	461	//	COMMENT
LOW	…/components/__tests__/freebuff-model-selector.test.tsx	781	// is ordinary slack from the widest row in the set.	COMMENT
LOW	cli/src/__tests__/terminal-watchdog.test.ts	21	afterAll(() => {	COMMENT
LOW	cli/src/hooks/use-freebuff-session.ts	561	afterCatalog(() => {	COMMENT
LOW	cli/src/hooks/use-freebuff-session.ts	781	// response after a user pick, whatever that response turns out to be.	COMMENT
LOW	cli/src/hooks/use-freebuff-session.ts	881	// Server says the requested model isn't available right now. Flip	COMMENT
LOW	cli/src/hooks/helpers/send-message.ts	601	case 'session_model_mismatch':	COMMENT
LOW	cli/src/commands/command-registry.ts	261	// The sponsored-proposal channel's controls (COD-376). Separate from	COMMENT
LOW	common/src/ads/sponsored-capabilities.ts	321	code: 'traversal',	COMMENT
LOW	common/src/ads/sponsored-local-execution.ts	521	env.USERPROFILE = paths.home	COMMENT
LOW	common/src/ads/sponsored-proposal-target.ts	61	// Strip the scheme and credentials, then the host, leaving the path. The	COMMENT
LOW	common/src/tools/params/tool/set-output.ts	1	import z from 'zod/v4'	COMMENT
LOW	common/src/types/ad-client-context.ts	1	import { z } from 'zod/v4'	COMMENT
LOW	common/src/types/dynamic-agent-template.ts	261	"outputSchema requires outputMode to be explicitly set to 'structured_output'.",	COMMENT
LOW	common/src/types/dynamic-agent-template.ts	281	// },	COMMENT
LOW	common/src/util/freebuff-picker-sections.ts	81	// Unlimited	COMMENT
LOW	common/src/util/model-utils.ts	1	// Compatibility export for callers that imported the old utility path. The	COMMENT
LOW	common/src/util/error.ts	441	'ConnectionClosed',	COMMENT
LOW	common/src/constants/free-agents.ts	541	'base2-free-muse-spark',	COMMENT
LOW	common/src/constants/free-agents.ts	841	'base2-free': new Set([	COMMENT
LOW	common/src/constants/free-agents.ts	861	// routing are untouched.	COMMENT
LOW	common/src/constants/free-agents.ts	881	// root's prompt and history, so its allowlist entry is what lets the fan-out	COMMENT
LOW	common/src/constants/free-agents.ts	981	'base2-free-llama-4-maverick': new Set([FREEBUFF_LLAMA_4_MAVERICK_MODEL_ID]),	COMMENT
LOW	common/src/constants/free-agents.ts	1001	// allowed both `google/` models would be a door onto Pro from an ordinary	COMMENT
LOW	common/src/constants/free-agents.ts	1121	FREEBUFF_GEMINI_38_FLASH_MODEL_ID,	COMMENT
LOW	common/src/constants/freebuff-models.ts	1501	*/	COMMENT
LOW	common/src/constants/freebuff-models.ts	1521	//	COMMENT
LOW	common/src/constants/freebuff-models.ts	1541	// an observed rejection, and the asymmetry here punishes guessing high.	COMMENT
LOW	common/src/constants/freebuff-models.ts	1621	// a build we may not hand over.	COMMENT
105 more matches not shown…

Verbosity Indicators26 hits · 51 pts

Severity	File	Line	Snippet	Context
LOW⚡	agents/__tests__/base-chat.test.ts	113	// Step 1: prune, then STEP.	COMMENT
LOW⚡	agents/__tests__/base-chat.test.ts	116	// Step 2: prunes again — a multi-step turn (subagent spawns) must not skip	COMMENT
LOW	agents/e2e/context-pruning-threshold.e2e.test.ts	533	// Step 1: CALIBRATION RUN — measure true token count with 200k limit (no pruning)	COMMENT
LOW	agents/e2e/context-pruning-threshold.e2e.test.ts	585	// Step 2: TEST RUN — continue the calibration run with a 100k limit	COMMENT
LOW⚡	cli/src/hooks/__tests__/use-activity-query.test.ts	317	// Step 1: Set "fresh" data	COMMENT
LOW⚡	cli/src/hooks/__tests__/use-activity-query.test.ts	321	// Step 2: Invalidate to simulate staleness (sets dataUpdatedAt to 0)	COMMENT
LOW⚡	cli/src/hooks/__tests__/use-activity-query.test.ts	921	// Step 1: Simulate first fetch failure setting retry count to 1	COMMENT
LOW⚡	cli/src/hooks/__tests__/use-activity-query.test.ts	925	// Step 2: OLD CODE would call clearRetryState here, which resets count to 0:	COMMENT
LOW⚡	cli/src/hooks/__tests__/use-activity-query.test.ts	931	// Step 3: When the retry fires after 1s, it reads count as 0	COMMENT
LOW⚡	sdk/scripts/verify.ts	183	// Step 1: Clean and Build	COMMENT
LOW⚡	sdk/scripts/verify.ts	188	// Step 2: TypeScript Check	COMMENT
LOW⚡	sdk/scripts/verify.ts	191	// Step 3: Smoke Test	COMMENT
LOW⚡	sdk/scripts/verify.ts	194	// Step 4: Compatibility Tests	COMMENT
LOW⚡	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	452	// Step 1: Read files and capture initial state	COMMENT
LOW⚡	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	460	// Step 2: Search for patterns based on file content	COMMENT
LOW⚡	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	468	// Step 3: Create a plan based on findings	COMMENT
LOW	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	479	// Step 4: Add subgoal for tracking	COMMENT
LOW	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	492	// Step 5: Write analysis file	COMMENT
LOW	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	504	// Step 6: Update subgoal status	COMMENT
LOW	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	516	// Step 7: Set final output with comprehensive data	COMMENT
LOW	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	530	// Step 8: Transition to STEP_ALL to continue processing	COMMENT
LOW⚡	…ckages/agent-runtime/src/__tests__/n-parameter.test.ts	310	// Step 1: Request multiple generations	COMMENT
LOW⚡	…ckages/agent-runtime/src/__tests__/n-parameter.test.ts	314	// Step 2: Use the responses	COMMENT
LOW	…ages/agent-runtime/src/__tests__/propose-tools.test.ts	650	// Step 1: Should have received tool result with unified diff	COMMENT
LOW	…ages/agent-runtime/src/__tests__/propose-tools.test.ts	661	// Step 2: Should have received tool result with unified diff	COMMENT
LOW	…ages/agent-runtime/src/__tests__/propose-tools.test.ts	672	// Step 3: Should have received tool result with unified diff for new file	COMMENT

Structural Annotation Overuse26 hits · 51 pts

Severity	File	Line	Snippet	Context
LOW⚡	agents/__tests__/base-chat.test.ts	113	// Step 1: prune, then STEP.	COMMENT
LOW⚡	agents/__tests__/base-chat.test.ts	116	// Step 2: prunes again — a multi-step turn (subagent spawns) must not skip	COMMENT
LOW	agents/e2e/context-pruning-threshold.e2e.test.ts	533	// Step 1: CALIBRATION RUN — measure true token count with 200k limit (no pruning)	COMMENT
LOW	agents/e2e/context-pruning-threshold.e2e.test.ts	585	// Step 2: TEST RUN — continue the calibration run with a 100k limit	COMMENT
LOW⚡	cli/src/hooks/__tests__/use-activity-query.test.ts	317	// Step 1: Set "fresh" data	COMMENT
LOW⚡	cli/src/hooks/__tests__/use-activity-query.test.ts	321	// Step 2: Invalidate to simulate staleness (sets dataUpdatedAt to 0)	COMMENT
LOW⚡	cli/src/hooks/__tests__/use-activity-query.test.ts	921	// Step 1: Simulate first fetch failure setting retry count to 1	COMMENT
LOW⚡	cli/src/hooks/__tests__/use-activity-query.test.ts	925	// Step 2: OLD CODE would call clearRetryState here, which resets count to 0:	COMMENT
LOW⚡	cli/src/hooks/__tests__/use-activity-query.test.ts	931	// Step 3: When the retry fires after 1s, it reads count as 0	COMMENT
LOW⚡	sdk/scripts/verify.ts	183	// Step 1: Clean and Build	COMMENT
LOW⚡	sdk/scripts/verify.ts	188	// Step 2: TypeScript Check	COMMENT
LOW⚡	sdk/scripts/verify.ts	191	// Step 3: Smoke Test	COMMENT
LOW⚡	sdk/scripts/verify.ts	194	// Step 4: Compatibility Tests	COMMENT
LOW⚡	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	452	// Step 1: Read files and capture initial state	COMMENT
LOW⚡	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	460	// Step 2: Search for patterns based on file content	COMMENT
LOW⚡	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	468	// Step 3: Create a plan based on findings	COMMENT
LOW	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	479	// Step 4: Add subgoal for tracking	COMMENT
LOW	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	492	// Step 5: Write analysis file	COMMENT
LOW	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	504	// Step 6: Update subgoal status	COMMENT
LOW	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	516	// Step 7: Set final output with comprehensive data	COMMENT
LOW	…nt-runtime/src/__tests__/run-programmatic-step.test.ts	530	// Step 8: Transition to STEP_ALL to continue processing	COMMENT
LOW⚡	…ckages/agent-runtime/src/__tests__/n-parameter.test.ts	310	// Step 1: Request multiple generations	COMMENT
LOW⚡	…ckages/agent-runtime/src/__tests__/n-parameter.test.ts	314	// Step 2: Use the responses	COMMENT
LOW	…ages/agent-runtime/src/__tests__/propose-tools.test.ts	650	// Step 1: Should have received tool result with unified diff	COMMENT
LOW	…ages/agent-runtime/src/__tests__/propose-tools.test.ts	661	// Step 2: Should have received tool result with unified diff	COMMENT
LOW	…ages/agent-runtime/src/__tests__/propose-tools.test.ts	672	// Step 3: Should have received tool result with unified diff for new file	COMMENT

Cross-Language Confusion (JS/TS)6 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	cli/src/state/profile-survey-store.ts	250	print(sponsoredCompletionLine(response.rewardedFreebucks))	CODE
HIGH	cli/src/state/profile-survey-store.ts	276	print(	CODE
HIGH	cli/src/state/profile-survey-store.ts	311	print(	CODE
HIGH	common/src/ads/agentic-ad-lab-batch.ts	200	print(json.dumps({	CODE
HIGH⚡	sdk/test/tree-sitter-queries/test-query-files.js	40	return False	CODE
HIGH⚡	sdk/test/tree-sitter-queries/test-query-files.js	42	return True	CODE

Modern AI Meta-Vocabulary10 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	cli/src/utils/env.ts	96	// `bun run dev:agentic-ads cli` only: force one LOCAL campaign on the offer	COMMENT
MEDIUM	cli/src/utils/env.ts	98	// campaign (`common/src/ads/local-agentic-test.ts`).	COMMENT
MEDIUM	cli/src/hooks/use-send-message.ts	970	// `docs/ads/agentic/step-checks.md`): a driven run's steps are	COMMENT
MEDIUM	common/src/ads/agentic-ad-lab-desktop.ts	25	return `freebuff://agentic-lab?${new URLSearchParams(parsed)}`	CODE
MEDIUM	common/src/ads/agentic-bench-v2-snapshots.json	265	"packages/promptetheus/pyproject.toml": "[build-system]\nrequires = [\"hatchling\"]\nbuild-backend = \"hatchling.bui	CODE
MEDIUM	common/src/ads/agentic-bench-v2-snapshots.json	410	"evals/quality_eval/requirements.txt": "# Required\nlangchain-openai>=0.1.0\npython-dotenv>=1.0.0\n\n# Optional: hal	CODE
MEDIUM	common/src/ads/sponsored-offer-plan.ts	145	// card, the grader and the agentic-runs page count.	COMMENT
MEDIUM	common/src/constants/agentic-ad-events.ts	114	// The client-and-server funnel (agentic ads revamp, 2026-10-23, COD-935).	COMMENT
MEDIUM	sdk/src/__tests__/sponsored-sandbox.test.ts	1464	// The agentic:e2e shape: its shim dir lives under the temp dir, which the	COMMENT
MEDIUM	sdk/src/__tests__/sponsored-sandbox.test.ts	1749	// agentic:e2e's shape: a shim dir under the temp dir, symlinking the	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	evals/buffbench/eval-plane.json	390	"diff": "Index: apps/api/plane/app/serializers/workspace.py\n=================================================	CODE
CRITICAL	cli/src/utils/sdk-event-handlers.ts	142	state.streaming.streamRefs.state.rootStreamBuffer.includes('</PLAN>')	CODE

Self-Referential Comments6 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	evals/buffbench/eval-plane.json	727	"diff": "Index: apps/api/plane/app/views/project/base.py\n====================================================	CODE
MEDIUM	evals/buffbench/eval-plane.json	1359	"diff": "Index: apps/api/plane/tests/unit/utils/test_url.py\n=================================================	CODE
MEDIUM⚡	evals/buffbench/eval-plane.json	1670	"diff": "Index: apiserver/plane/tests/conftest.py\n===========================================================	CODE
MEDIUM⚡	evals/buffbench/eval-plane.json	1675	"diff": "Index: apiserver/plane/tests/contract/app/test_project_app.py\n======================================	CODE
MEDIUM	agents/base2/base2.ts	556	## Creating a spec	COMMENT
MEDIUM	cli/scripts/test-sdk-file-hooks.sh	47	# Create a temporary SDK file to trigger the hooks	COMMENT

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	evals/logger.ts	19	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	evals/logger.ts	21	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/src/utils/logger.ts	86	// ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/src/utils/logger.ts	88	// ──────────────────────────────────────────────────────────────	COMMENT

Redundant / Tautological Comments8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	evals/buffbench/eval-plane.json	1675	"diff": "Index: apiserver/plane/tests/contract/app/test_project_app.py\n======================================	CODE
LOW	agents/tmux-cli.ts	196	# Check if session is alive	COMMENT
LOW	scripts/tmux/tmux-start.sh	106	# Check if next arg is a path (not another flag or missing)	COMMENT
LOW	scripts/tmux/tmux-start.sh	188	# Check if tmux is available	COMMENT
LOW	scripts/tmux/tmux-start.sh	262	# Output result	COMMENT
LOW	scripts/tmux/tmux-stop.sh	129	# Check if session name was provided	COMMENT
LOW	scripts/tmux/tmux-send.sh	240	# Check if text was provided	COMMENT
LOW	scripts/tmux/tmux-cli.sh	110	# Check if output looks like JSON	COMMENT

AI Slop Vocabulary4 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	evals/buffbench/eval-plane.json	1675	"diff": "Index: apiserver/plane/tests/contract/app/test_project_app.py\n======================================	CODE
MEDIUM	common/src/ads/agentic-bench-v2-snapshots.json	7	".coderabbit.yaml": "# yaml-language-server: $schema=https://coderabbit.ai/integrations/schema.v2.json\n\n# CodeRabb	CODE
MEDIUM	sdk/src/tools/code-search.ts	108	// Use JSON output for robust parsing and early stopping	COMMENT
MEDIUM	scripts/tmux/tmux-viewer/components/theme.ts	48	// This is a simple heuristic - a more robust solution would use OSC detection	COMMENT

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	evals/buffbench/eval-manifold.json	1665	"diff": "Index: web/components/ai-forecast.tsx\n==============================================================	CODE
HIGH	evals/buffbench/pick-commits.ts	83	- Auto-generated code (generated files, build outputs)	CODE

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	agents/browser-use/run-browser-use.ts	49	'Navigate to https://httpbin.org/forms/post and fill out the form with: customer name "Test User", telephone "555-	CODE
LOW	agents/e2e/file-explorer.e2e.test.ts	41	return { id, name: 'John Doe' }	CODE
LOW	cli/src/__tests__/integration/api-integration.test.ts	75	JSON.stringify({ id: 'user', email: 'user@example.com' }),	CODE
LOW	…/hooks/__tests__/use-suggestion-engine-mention.test.ts	58	const result = parseAtInLine('user@example.com')	CODE
LOW	sdk/src/__tests__/database.test.ts	110	return new Response(JSON.stringify({ email: 'user@example.com' }), {	CODE
LOW	sdk/src/__tests__/database.test.ts	133	expect(second).toEqual({ email: 'user@example.com' })	CODE
LOW	sdk/src/__tests__/database.test.ts	140	expect(third).toEqual({ id: 'user-123', email: 'user@example.com' })	CODE
LOW	sdk/src/__tests__/code-search.test.ts	1113	expect(value.stdout).not.toContain('placeholder')	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	cli/src/hooks/__tests__/use-directory-browser.test.ts	109	// In this implementation, ~user is not specially handled	COMMENT

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	evals/buffbench/README.md	430	CODEBUFF_API_KEY=your-api-key	CODE

Overly Generic Function Names4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	sdk/test/tree-sitter-queries/test-query-files.js	47	def process_data(items: List[str]) -> List[str]:	CODE
LOW	sdk/e2e/examples/sdk-refactor.example.ts	11	function processData(data) {	CODE
LOW	sdk/src/__tests__/code-search.test.ts	185	createRgJsonContext('code.ts', 5, 'function processData() {'),	CODE
LOW	sdk/src/__tests__/code-search.test.ts	200	expect(value.stdout).toContain('function processData() {')	CODE

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	agents/file-explorer/file-lister-max.ts	12	- List out the full paths of 20 files that are relevant to the prompt, separated by newlines. Each file path is relative	CODE
LOW	agents/file-explorer/file-lister.ts	41	- List out the full paths of 12 files that are relevant to the prompt, separated by newlines. Each file path is relative	CODE

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	common/src/ads/agentic-ad-lab-batch.ts	171	except Exception:	CODE
LOW	common/src/ads/agentic-ad-lab-batch.ts	197	except Exception:	CODE

TODO Padding1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	sdk/src/__tests__/code-search.test.ts	186	createRgJsonMatch('code.ts', 6, ' // TODO: implement this'),	CODE

CodebuffAI/freebuff

Open-Source Code Quality, Security and Technical Debt Review