1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

119.1K

Stars

TypeScript

Language

601.1K

Lines of Code

2.4K

Files

692

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 5.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 532 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.7/100 · LOW

Are imports declared and package/API names verified? 95 finding(s).

Agent Over-Engineering Ratio 5.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 516 finding(s).

PR Review Velocity Impact 8.8/100 · LOW

Which changes need focused human review? 692 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 15HIGH 17MEDIUM 95LOW 565

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 692 distinct pattern matches across 12 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 Identifiers451 hits · 466 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/model-catalog-protocol.ts	59	export function getModelCatalogArtifactKey(revision: string, artifact: ModelCatalogArtifact): string {	CODE
LOW⚡	scripts/model-catalog-protocol.ts	63	export function getModelCatalogProviderKey(	CODE
LOW⚡	scripts/model-catalog-protocol.ts	72	export function isValidModelCatalogPiVersion(version: string): boolean {	CODE
LOW⚡	scripts/model-catalog-protocol.ts	77	export function compareModelCatalogPiVersions(left: string, right: string): number {	CODE
LOW⚡	scripts/model-catalog-protocol.ts	85	export function parseModelCatalogRepresentation(	CODE
LOW	packages/evals/test/configured-runtime.test.ts	47	function loadConfiguredModelRuntime(agentDir: string): Promise<ModelRuntime> {	CODE
LOW	packages/evals/src/report.ts	360	export function summarizeEvalObservations(	CODE
LOW	packages/evals/src/report.ts	437	export function formatEvalComparisonReport(report: EvalComparisonReport): string {	CODE
LOW	packages/evals/src/harness.ts	130	async function protectTransformedModules(): Promise<string[]> {	CODE
LOW	packages/evals/src/harness.ts	474	export function createPiCodingAgentHarness(options?: PiCodingAgentHarnessOptions): Harness<PiCodingAgentInput, string>;	CODE
LOW	packages/evals/src/harness.ts	487	export function resolveDocumentationVariant(	CODE
LOW	packages/evals/src/harness.ts	520	export function createPiDocumentationEvalHarness(	CODE
LOW	packages/coding-agent/test/model-runtime-test-utils.ts	26	export async function createInMemoryModelRegistry(credentials: CredentialStore): Promise<ModelRegistry> {	CODE
LOW	packages/coding-agent/test/sdk-stream-options.test.ts	150	async function createCacheWarmingSession(populate?: (manager: SessionManager, model: Model<Api>) => void) {	CODE
LOW	…s/coding-agent/test/sdk-codex-cache-probe-tool-loop.ts	175	function createMinimalResourceLoader(systemPrompt: string): ResourceLoader {	CODE
LOW	…s/coding-agent/test/sdk-codex-cache-probe-tool-loop.ts	202	function getWebSocketStatsSnapshot(sessionId: string): WebSocketStatsSnapshot {	CODE
LOW	packages/coding-agent/test/utilities.ts	198	export async function createTestExtensionsResult(	CODE
LOW	…ages/coding-agent/test/interactive-mode-status.test.ts	613	function createShowLoadedResourcesThis(options: {	CODE
LOW	packages/coding-agent/test/extensions-runner.test.ts	1251	async function loadSubscriptionExtension(factory: ExtensionFactory) {	CODE
LOW	packages/coding-agent/test/image-processing.test.ts	68	function jpegWithXmpBeforeOrientation(): string {	CODE
LOW	…coding-agent/test/session-selector-path-delete.test.ts	52	function createSymlinkedSessionPaths(): {	CODE
LOW	packages/coding-agent/test/test-harness.ts	376	async function createHarnessWithResourceLoader(	CODE
LOW	packages/coding-agent/test/test-harness.ts	471	export async function createHarnessWithExtensions(options: HarnessOptions = {}): Promise<Harness> {	CODE
LOW	…ckages/coding-agent/test/package-command-paths.test.ts	115	async function runPackageCommandDirectly(args: string[]): Promise<void> {	CODE
LOW	…ages/coding-agent/test/bash-close-hang-windows.test.ts	13	function createInheritedStdioCommand(pidFile: string): string {	CODE
LOW	…ding-agent/test/suite/agent-session-compaction.test.ts	100	async function createAbortableCompactionHarness(): Promise<{	CODE
LOW	…gent/test/suite/agent-session-bash-persistence.test.ts	18	function createControlledBashOperations(invocations: ControlledBashInvocation[]): BashOperations {	CODE
LOW	…st/suite/regressions/5943-session-start-notify.test.ts	120	function createReloadCommandContext(overrides: ReloadCommandContextOverrides = {}): ReloadCommandContext {	CODE
LOW	…st/suite/regressions/5943-session-start-notify.test.ts	188	function createLoadedResourcesContext(): LoadedResourcesContext {	CODE
LOW	…te/regressions/2781-skill-collision-precedence.test.ts	55	function createSettingsWithPackage(pkgDir: string, scope: "user" \| "project"): void {	CODE
LOW	…sions/4167-thinking-toggle-pending-tool-render.test.ts	66	function createFakeInteractiveModeThis(): RenderSessionContextThis {	CODE
LOW	…sions/4167-thinking-toggle-pending-tool-render.test.ts	94	function createAssistantToolCallMessage(): AssistantMessage {	CODE
LOW	…agent/examples/extensions/github-issue-autocomplete.ts	91	function createIssueAutocompleteProvider(	CODE
LOW	…xamples/extensions/custom-provider-gitlab-duo/index.ts	210	function invalidateDirectAccessToken() {	CODE
LOW	…es/coding-agent/examples/extensions/subagent/agents.ts	116	function findNearestProjectAgentsDir(cwd: string): string \| null {	CODE
LOW	packages/coding-agent/src/main.ts	129	function isPlainRuntimeMetadataCommand(parsed: Args): boolean {	CODE
LOW	packages/coding-agent/src/main.ts	243	function findLocalSessionByExactId(	CODE
LOW	packages/coding-agent/src/main.ts	560	async function promptForMissingSessionCwd(	CODE
LOW	packages/coding-agent/src/migrations.ts	84	export function migrateSessionsFromAgentRoot(): void {	CODE
LOW	packages/coding-agent/src/migrations.ts	157	function migrateKeybindingsConfigFile(): void {	CODE
LOW	packages/coding-agent/src/migrations.ts	222	function checkDeprecatedExtensionDirs(baseDir: string, label: string): string[] {	CODE
LOW	packages/coding-agent/src/package-manager-cli.ts	58	function getActiveManagedInstallRoot(): string \| undefined {	CODE
LOW	packages/coding-agent/src/package-manager-cli.ts	606	function updateTargetIncludesExtensions(target: UpdateTarget): boolean {	CODE
LOW	packages/coding-agent/src/package-manager-cli.ts	638	function printSelfUpdateUnavailable(	CODE
LOW	packages/coding-agent/src/package-manager-cli.ts	659	function printPnpmSelfUpdateMetadataHint(): void {	CODE
LOW	packages/coding-agent/src/package-manager-cli.ts	786	function prepareWindowsNpmSelfUpdate(): void {	CODE
LOW	packages/coding-agent/src/package-manager-cli.ts	809	function reportProjectTrustWarnings(warnings: readonly string[]): void {	CODE
LOW	packages/coding-agent/src/package-manager-cli.ts	815	async function createCommandSettingsManager(options: {	CODE
LOW	packages/coding-agent/src/config.ts	49	function normalizeSelfUpdatePackageTarget(target: SelfUpdatePackageTarget): {	CODE
LOW	packages/coding-agent/src/config.ts	71	function makeSelfUpdateCommandStep(command: string, args: string[]): SelfUpdateCommandStep {	CODE
LOW	packages/coding-agent/src/config.ts	121	function getSelfUpdateCommandForMethod(	CODE
LOW	packages/coding-agent/src/config.ts	260	function normalizeExistingPathForComparison(path: string, resolveSymlinks: boolean): string \| undefined {	CODE
LOW	packages/coding-agent/src/config.ts	279	function getPathComparisonCandidates(path: string): string[] {	CODE
LOW	packages/coding-agent/src/config.ts	313	function isManagedByGlobalPackageManager(method: InstallMethod, packageName: string, npmCommand?: string[]): boolean {	CODE
LOW	packages/coding-agent/src/config.ts	341	export function getConfiguredSelfUpdateArgv(setting: string[] \| undefined): string[] \| undefined {	CODE
LOW	packages/coding-agent/src/config.ts	348	export function makeConfiguredSelfUpdateCommand(	CODE
LOW	packages/coding-agent/src/config.ts	363	export function getSelfUpdateUnavailableInstruction(	CODE
LOW	packages/coding-agent/src/config.ts	504	export function getBundledInteractiveAssetPath(name: string): string {	CODE
LOW	packages/coding-agent/src/config.ts	511	export function setEmbeddedQuickJSWasmPath(path: string): void {	CODE
LOW	packages/coding-agent/src/config.ts	525	export function resolveCodemodeWorkerSpecifier(	CODE
391 more matches not shown…

Decorative Section Separators65 hits · 200 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ding-agent/src/modes/interactive/components/mermaid.ts	29	// `┌──────────────┐ ┌──────────────┐`	COMMENT
MEDIUM	…ding-agent/src/modes/interactive/components/mermaid.ts	31	// `└──────────────┘ └──────────────┘`	COMMENT
MEDIUM	packages/durable/test/harness-structured.test.ts	46	// ─── A scriptable task ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/harness-structured.test.ts	201	// ─── Ownership ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/harness-structured.test.ts	320	// ─── Waiting ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/harness-structured.test.ts	739	// ─── Completing ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/harness-structured.test.ts	850	// ─── Abort order ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/harness-structured.test.ts	996	// ─── Background and terminal owners ─────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/harness-structured.test.ts	1056	// ─── Recovery ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/harness-structured.test.ts	1186	// ─── Built-in tool rounds ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/harness-structured.test.ts	1432	// ─── Review follow-ups ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/harness-compaction.test.ts	193	// ─── Range selection ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/harness-compaction.test.ts	373	// ─── Manual compaction ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/harness-compaction.test.ts	938	// ─── Automatic compaction ─────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/harness-compaction.test.ts	1618	// ─── Recovery ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/spec-usage.test.ts	42	// ─── Names the spec leaves to the application ────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/spec-usage.test.ts	91	// ─── Section 7.1: extensions and host setup ──────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/spec-usage.test.ts	140	// ─── Section 7.2: hooks reading extension state ──────────────────────────────	COMMENT
MEDIUM	packages/durable/test/spec-usage.test.ts	164	// ─── Section 7.3: subagents ──────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/spec-usage.test.ts	199	// ─── Section 7.4 ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/spec-usage.test.ts	206	// ─── Section 5.1: a task with intent, effect, outcome ────────────────────────	COMMENT
MEDIUM	packages/durable/test/spec-usage.test.ts	244	// ─── Sequences ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/examples/26-plan-mode.ts	26	// ─── Product code: the plan extension ───────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/examples/26-plan-mode.ts	65	// ─── Host setup ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/examples/32-tests-after-edits.ts	25	// ─── Product code: the project, an edit tool, and the test runner ─────────────	COMMENT
MEDIUM	packages/durable/test/examples/32-tests-after-edits.ts	96	// ─── Host setup ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/examples/27-reviewer.ts	29	// ─── Product code: the reviewer extension ───────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/examples/27-reviewer.ts	46	// ─── Host setup ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ckages/durable/test/examples/22-subagent-background.ts	34	// ─── Product code ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ckages/durable/test/examples/22-subagent-background.ts	212	// ─── Host setup ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/examples/29-tool-override.ts	26	// ─── Product code ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/test/examples/29-tool-override.ts	53	// ─── Host setup ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ckages/durable/test/examples/21-subagent-foreground.ts	31	// ─── Product code: the subagent extension ───────────────────────────────────	COMMENT
MEDIUM	…ckages/durable/test/examples/21-subagent-foreground.ts	79	// ─── Host setup ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/src/harness/scheduler.ts	762	// ─── Scheduling ────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/src/harness/scheduler.ts	1006	// ─── Ownership ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/src/harness/scheduler.ts	2614	// ─── Invocation runtime ──────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/src/session/transaction.ts	290	// ─── Table reads ────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/src/session/transaction.ts	345	// ─── Table writes ───────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/src/session/transaction.ts	582	// ─── Documents ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/src/session/transaction.ts	755	// ─── Settlement ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/durable/src/session/transaction.ts	1060	// ─── Helpers ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/contract.ts	353	// ─── Static types ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/connection.ts	122	// ─── relay ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/connection.ts	309	// ─── connection ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/object.ts	38	// ─── Services ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/object.ts	132	// ─── Declarations ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/object.ts	360	// ─── Host interface the runtime pieces use ───────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/object.ts	401	// ─── Contexts ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/object.ts	558	// ─── References ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/object.ts	983	// ─── Objects ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/object.ts	1774	// ─── The factory's `self` ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/link.ts	105	// ─── payload packing ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/link.ts	240	// ─── memory ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/link.ts	280	// ─── Node IPC ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/link.ts	341	// ─── WebSocket ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/delta/index.ts	7	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/delta/index.ts	12	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/delta/index.ts	68	// ─── Classification ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/chord/src/delta/index.ts	78	// ─── Overlap ─────────────────────────────────────────────────────────────────	COMMENT
5 more matches not shown…

Hallucination Indicators15 hits · 150 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/coding-agent/test/sdk-stream-options.test.ts	197	fixture.session.agent.state.messages = fixture.session.agent.state.messages.slice(1);	CODE
CRITICAL	…coding-agent/test/suite/agent-session-codemode.test.ts	144	harness.session.agent.state.tools.find((tool) => tool.name === name)?.description ?? "";	CODE
CRITICAL	…coding-agent/test/suite/agent-session-codemode.test.ts	220	harness.session.agent.state.tools.find((tool) => tool.name === name)?.description ?? "";	CODE
CRITICAL	…coding-agent/test/suite/agent-session-codemode.test.ts	235	const codemode = harness.session.agent.state.tools.find((tool) => tool.name === "codemode");	CODE
CRITICAL	…coding-agent/test/suite/agent-session-codemode.test.ts	835	const codemode = harness.session.agent.state.tools.find((tool) => tool.name === "codemode");	CODE
CRITICAL	…coding-agent/test/suite/agent-session-codemode.test.ts	842	const plain = overridden.session.agent.state.tools.find((tool) => tool.name === "codemode");	CODE
CRITICAL	…ages/coding-agent/test/suite/agent-session-mcp.test.ts	362	const codemode = harness.session.agent.state.tools.find((tool) => tool.name === "codemode");	CODE
CRITICAL	…ages/coding-agent/test/suite/agent-session-mcp.test.ts	483	const codemode = harness.session.agent.state.tools.find((tool) => tool.name === "codemode");	CODE
CRITICAL	…ages/coding-agent/test/suite/agent-session-mcp.test.ts	568	const codemode = harness.session.agent.state.tools.find((tool) => tool.name === "codemode");	CODE
CRITICAL	…ages/coding-agent/test/suite/agent-session-mcp.test.ts	597	harness.session.agent.state.tools.find((tool) => tool.name === name)?.description ?? "";	CODE
CRITICAL	…ages/coding-agent/test/suite/agent-session-mcp.test.ts	683	const search = harness.session.agent.state.tools.find((tool) => tool.name === "mcp__docs__search");	CODE
CRITICAL	…ages/coding-agent/test/suite/agent-session-mcp.test.ts	684	const fail = harness.session.agent.state.tools.find((tool) => tool.name === "mcp__docs__fail");	CODE
CRITICAL	…ages/coding-agent/test/suite/agent-session-mcp.test.ts	783	const description = () => harness.session.agent.state.tools.find((tool) => tool.name === "codemode")?.description;	CODE
CRITICAL	…ages/coding-agent/test/suite/agent-session-mcp.test.ts	991	const toolSearch = harness.session.agent.state.tools.find((tool) => tool.name === "tool_search");	CODE
CRITICAL	…nt/test/suite/agent-session-tool-orchestration.test.ts	80	const find = (name: string) => harness.session.agent.state.tools.find((tool) => tool.name === name);	CODE

Cross-Language Confusion (JS/TS)16 hits · 95 pts

Severity	File	Line	Snippet	Context
HIGH⚡	packages/durable/test/examples/18-json.ts	75	print({ view: watch.value });	CODE
HIGH⚡	packages/durable/test/examples/18-json.ts	81	print({ entries: watch.value.entries, live: watch.value.docs["pi.live"] });	CODE
HIGH⚡	packages/durable/test/examples/18-json.ts	87	print({ ...(entries.length === 0 ? {} : { entries }), live: value.docs["pi.live"] });	CODE
HIGH	packages/chord/test/next/bench/relay.ts	322	print(	CODE
HIGH	packages/chord/test/next/bench/relay.ts	359	print("Hold to live, the 1,000-item notes list view (133.7 KiB snapshot)", ["Case", "time"], rows);	CODE
HIGH	packages/chord/test/next/bench/relay.ts	536	print(	CODE
HIGH	packages/chord/test/next/bench/relay.ts	578	print(	CODE
HIGH	…es/chord/test/next/examples/36-plugin-failures/main.ts	109	print(await plugins.reload(host, bad, context));	CODE
HIGH	…es/chord/test/next/examples/36-plugin-failures/main.ts	121	print(await plugins.reload(host, good, context));	CODE
HIGH	…es/chord/test/next/examples/36-plugin-failures/main.ts	150	print(await plugins.reload(host, await buildDirty(["@example/greeter"]), context));	CODE
HIGH	…/chord/test/next/examples/38-watch-and-rollout/main.ts	105	print(await plugins.rollout(steps, built, context));	CODE
HIGH⚡	…/chord/test/next/examples/38-watch-and-rollout/main.ts	121	print(await plugins.rollout([steps[0]!, unreachable, steps[1]!], notes, context));	CODE
HIGH⚡	…/chord/test/next/examples/38-watch-and-rollout/main.ts	123	print(await plugins.rollout(steps, notes, context));	CODE
HIGH⚡	…/chord/test/next/examples/38-watch-and-rollout/main.ts	131	print(await plugins.rollout(steps, await plugins.build(plugins.state.value.dirty, context), context));	CODE
HIGH	…/chord/test/next/examples/38-watch-and-rollout/main.ts	142	print(await plugins.rollout(steps, early, context));	CODE
HIGH	…/chord/test/next/examples/38-watch-and-rollout/main.ts	144	print(await plugins.rollout(steps, await plugins.build(plugins.state.value.dirty, context), context));	CODE

Fake / Example Data63 hits · 75 pts

Severity	File	Line	Snippet	Context
LOW	packages/coding-agent/test/git-update.test.ts	32	git(["config", "--local", "user.email", "test@test.com"], repoDir);	CODE
LOW	packages/coding-agent/test/git-update.test.ts	117	git(["config", "--local", "user.email", "test@test.com"], installedDir);	CODE
LOW	…ages/coding-agent/test/session-selector-search.test.ts	118	const filler = "lorem ipsum dolor sit amet ".repeat(400);	CODE
LOW	…ages/coding-agent/test/session-selector-search.test.ts	118	const filler = "lorem ipsum dolor sit amet ".repeat(400);	CODE
LOW	packages/coding-agent/docs/extensions.md	2799	const name = await ctx.ui.input("Name:", "placeholder");	CODE
LOW	packages/coding-agent/docs/rpc-extension-ui.md	75	"placeholder": "type something..."	CODE
LOW	packages/tui/test/markdown.test.ts	194	`1. Lorem ipsum dolor sit amet.	CODE
LOW	packages/tui/test/markdown.test.ts	194	`1. Lorem ipsum dolor sit amet.	CODE
LOW	packages/tui/test/markdown.test.ts	211	"1. Lorem ipsum dolor sit amet.",	CODE
LOW	packages/tui/test/markdown.test.ts	211	"1. Lorem ipsum dolor sit amet.",	CODE
LOW	packages/tui/test/markdown.test.ts	1788	assert.ok(joinedPlain.includes("user@example.com"), "Should contain email");	CODE
LOW⚡	packages/tui/test/editor.test.ts	1008	const chunks = wordWrapLine("Lorem ipsum dolor sit amet, consectetur", 30);	CODE
LOW⚡	packages/tui/test/editor.test.ts	1008	const chunks = wordWrapLine("Lorem ipsum dolor sit amet, consectetur", 30);	CODE
LOW⚡	packages/tui/test/editor.test.ts	1011	assert.strictEqual(chunks[0]!.text, "Lorem ipsum dolor sit ");	CODE
LOW⚡	packages/tui/test/editor.test.ts	1016	const chunks = wordWrapLine("Lorem ipsum dolor sit amet, consectetur", 30);	CODE
LOW⚡	packages/tui/test/editor.test.ts	1016	const chunks = wordWrapLine("Lorem ipsum dolor sit amet, consectetur", 30);	CODE
LOW⚡	packages/tui/test/editor.test.ts	1019	assert.strictEqual(chunks[0]!.text, "Lorem ipsum dolor sit ");	CODE
LOW⚡	packages/tui/test/editor.test.ts	1024	const chunks = wordWrapLine("Lorem ipsum dolor sit amet, consectetur", 30);	CODE
LOW⚡	packages/tui/test/editor.test.ts	1024	const chunks = wordWrapLine("Lorem ipsum dolor sit amet, consectetur", 30);	CODE
LOW⚡	packages/tui/test/editor.test.ts	1027	assert.strictEqual(chunks[0]!.text, "Lorem ipsum dolor sit ");	CODE
LOW⚡	packages/tui/test/editor.test.ts	1033	const chunks = wordWrapLine("Lorem ipsum dolor sit amet, consectetur", 30);	CODE
LOW⚡	packages/tui/test/editor.test.ts	1033	const chunks = wordWrapLine("Lorem ipsum dolor sit amet, consectetur", 30);	CODE
LOW⚡	packages/tui/test/editor.test.ts	1036	assert.strictEqual(chunks[0]!.text, "Lorem ipsum dolor sit ");	CODE
LOW⚡	packages/tui/test/editor.test.ts	1042	const chunks = wordWrapLine("Lorem ipsum dolor sit amet, consectetur", 30);	CODE
LOW⚡	packages/tui/test/editor.test.ts	1042	const chunks = wordWrapLine("Lorem ipsum dolor sit amet, consectetur", 30);	CODE
LOW⚡	packages/tui/test/editor.test.ts	1045	assert.strictEqual(chunks[0]!.text, "Lorem ipsum dolor sit ");	CODE
LOW⚡	packages/tui/test/editor.test.ts	1051	const chunks = wordWrapLine("Lorem ipsum dolor sit amet, consectetur", 30);	CODE
LOW⚡	packages/tui/test/editor.test.ts	1051	const chunks = wordWrapLine("Lorem ipsum dolor sit amet, consectetur", 30);	CODE
LOW⚡	packages/tui/test/editor.test.ts	1054	assert.strictEqual(chunks[0]!.text, "Lorem ipsum dolor sit ");	CODE
LOW	packages/tui/test/editor.test.ts	2220	"user@example.com",	CODE
LOW	packages/tui/src/components/markdown.ts	763	// For mailto: links strip the prefix (autolinked emails use text="foo@bar.com"	COMMENT
LOW	packages/ai/test/mistral-reasoning-mode.test.ts	57	apiKey: "fake-key",	CODE
LOW	packages/ai/test/total-tokens.test.ts	41	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magna a	CODE
LOW	packages/ai/test/total-tokens.test.ts	41	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magna a	CODE
LOW	packages/ai/test/anthropic-thinking-disable.test.ts	35	apiKey: "fake-key",	CODE
LOW	packages/ai/test/mistral-tool-schema.test.ts	42	apiKey: "fake-key",	CODE
LOW	…test/anthropic-empty-thinking-signature-compat.test.ts	70	apiKey: "fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	120	apiKey: "fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	149	apiKey: "fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	173	apiKey: "fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	197	apiKey: "fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	223	apiKey: "fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	314	apiKey: "sk-fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	341	apiKey: "sk-fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	366	apiKey: "sk-fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	393	apiKey: "sk-fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	424	apiKey: "sk-fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	467	apiKey: "fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	492	apiKey: "fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	524	apiKey: "fake-key",	CODE
LOW	packages/ai/test/cache-retention.test.ts	586	apiKey: "fake-key",	CODE
LOW	packages/ai/test/anthropic-temperature-compat.test.ts	51	apiKey: "fake-key",	CODE
LOW	…ages/ai/test/anthropic-force-adaptive-thinking.test.ts	54	apiKey: "fake-key",	CODE
LOW	…ges/ai/test/anthropic-error-tool-result-images.test.ts	53	apiKey: "fake-key",	CODE
LOW	packages/ai/test/sampling-options.test.ts	54	apiKey: "fake-key",	CODE
LOW⚡	packages/ai/test/context-overflow.test.ts	28	// Lorem ipsum paragraph for realistic token estimation	COMMENT
LOW⚡	packages/ai/test/context-overflow.test.ts	29	const LOREM_IPSUM = `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore	CODE
LOW⚡	packages/ai/test/context-overflow.test.ts	29	const LOREM_IPSUM = `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore	CODE
LOW	packages/chord/test/next-node/compression.test.ts	13	const bytes = UTF8.encode(JSON.stringify({ text: "lorem ipsum ".repeat(5000) }));	CODE
LOW	packages/chord/test/next/remote/relay.test.ts	683	const text = "lorem ipsum ".repeat(3000);	CODE
3 more matches not shown…

AI Slop Vocabulary29 hits · 68 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/durable/test-workers/worker.ts	41	#harness!: Harness;	COMMENT
MEDIUM	packages/durable/test-workers/worker.ts	64	this.#harness = await Harness.open(	CODE
MEDIUM⚡	packages/durable/test-workers/worker.ts	81	await this.arm(this.#harness.wake());	CODE
MEDIUM⚡	packages/durable/test-workers/worker.ts	82	this.#harness.resume();	CODE
MEDIUM⚡	packages/durable/test-workers/worker.ts	87	return this.#harness;	CODE
MEDIUM	packages/durable/test-workers/worker.ts	105	await this.arm({ ...this.#harness.wake(), active: true });	CODE
MEDIUM	packages/durable/test-workers/worker.ts	106	this.#harness.resume();	CODE
MEDIUM⚡	packages/durable/test-workers/worker.ts	119	return this.#harness.root(context, { agent: { model: { provider: "faux", modelId: "faux-1" } } });	CODE
MEDIUM⚡	packages/durable/test-workers/worker.ts	124	await this.arm({ ...this.#harness.wake(), active: true });	CODE
MEDIUM⚡	packages/durable/test-workers/worker.ts	134	this.#harness.resume();	CODE
MEDIUM	packages/durable/src/harness/harness.ts	122	return this.#host.harness.resolveAgent(this.id, undefined, context);	CODE
MEDIUM	packages/durable/src/harness/harness.ts	126	return this.#host.harness.commitWith((tx) => configure(tx, this.id, change), context);	CODE
MEDIUM	packages/durable/src/harness/harness.ts	140	return this.#host.harness.commitWith((tx) => createCompaction(tx, this.id, input), context);	CODE
MEDIUM⚡	packages/durable/src/harness/harness.ts	153	return this.#host.harness.commitWith(change, context, { conversationId: this.id }, options);	CODE
MEDIUM⚡	packages/durable/src/harness/harness.ts	157	return readContext(this.#host.harness, this.#host.storage, this.id, context, options?.at);	CODE
MEDIUM⚡	packages/durable/src/harness/harness.ts	167	return this.#host.harness.readOnLine((storage) => storage.scanEntries(scan, limit, cursor, context));	CODE
MEDIUM	packages/chord/docs/next/durable-observers/index.html	119	proposal. Code is Durable's <code>session/session.ts</code> and <code>harness/*.ts</code> at HEAD, simplified. Nothi	CODE
MEDIUM	packages/chord/docs/next/durable-observers/index.html	162	<p><strong>Durable</strong> is pi's agent harness; a <strong>Session</strong> is its one line of atomic commits. <st	CODE
MEDIUM	packages/chord/docs/next/durable-observers/index.html	439	<td><code>packages/durable/src/session/session.ts</code> (<code>#runCommit</code>, <code>#publish</code>), <code>harness	CODE
MEDIUM	packages/chord/docs/next/dependencies/index.html	153	connects to the server, loads its plugins and opens the agent's harness. One of the plugins, code mode, needs the	CODE
MEDIUM	packages/chord/docs/next/dependencies/index.html	546	<figure class="fig anim"><svg viewBox="0 0 720 331" width="100%" role="img" aria-label="Code mode on W parks on the harn	CODE
MEDIUM	packages/chord/docs/next/dependencies/index.html	690	admission check, as p2's <code>whenRegistered</code> and its harness prerequisites are today.</p>	CODE
MEDIUM	packages/chord/docs/next/dependencies/index.html	998	there" is the app's admission check, not a registry rule; Durable's own "model unavailable" wait	CODE
MEDIUM	packages/chord/docs/next/dependencies/index.html	1495	<td>The hold binds to <code>SessionTransfer</code>, whose attempt parks on <code>Harness</code>: <code>loading</code>, t	CODE
MEDIUM	packages/chord/docs/next/dependencies/index.html	1550	<td>S keeps W1's hold as refused, <code>not_served</code>. ModelRuntime is <code>failed { waiting }</code>. W1's	CODE
MEDIUM	packages/chord/docs/next/dependencies/index.html	1557	<td>S's commit re-runs its refused hold and sends <code>loading { hold, attempt }</code>, then <code>bound</code>. M	CODE
MEDIUM	packages/chord/docs/next/dependencies/index.html	1675	<td>Transcript (on W1) follows the harness through <code>Harnesses.value.observeConversation(...)</code> and declares <c	CODE
MEDIUM	packages/chord/docs/next/dependencies/index.html	1676	<td><code>self.follow</code> is Transcript's own step: S1 ends the observer <code>failed</code>, so Transcript fails	CODE
MEDIUM	packages/chord/docs/next/dependencies/index.html	2225	attach runs Durable's code), not a dependency; a follower declares <code>retryOn</code> on the registry it reads the	CODE

Verbosity Indicators13 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/coding-agent/src/core/package-manager.ts	817	// Step 1: Apply includes (or all if no includes)	COMMENT
LOW⚡	packages/coding-agent/src/core/package-manager.ts	825	// Step 2: Apply excludes	COMMENT
LOW⚡	packages/coding-agent/src/core/package-manager.ts	830	// Step 3: Force-include (add back from allPaths, overriding exclusions)	COMMENT
LOW⚡	packages/coding-agent/src/core/package-manager.ts	839	// Step 4: Force-exclude (remove even if included or force-included)	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	33	// Step 1: Create context with the calculate tool	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	40	// Step 2: Ask the LLM to make a tool call	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	47	// Step 3: Get the assistant's response (should contain a tool call)	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	61	// Step 4: Send a user message WITHOUT providing tool result	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	69	// Step 5: The fix should filter out the orphaned tool call, and the request should succeed	COMMENT
LOW	packages/ai/test/tool-call-id-normalization.test.ts	51	// Step 1: Generate tool call with github-copilot	COMMENT
LOW	packages/ai/test/tool-call-id-normalization.test.ts	90	// Step 2: Complete with openrouter (uses openai-completions API)	COMMENT
LOW	packages/ai/test/tool-call-id-normalization.test.ts	121	// Step 1: Generate tool call with github-copilot	COMMENT
LOW	packages/ai/test/tool-call-id-normalization.test.ts	153	// Step 2: Complete with openai-codex (uses openai-codex-responses API)	COMMENT

Structural Annotation Overuse13 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/coding-agent/src/core/package-manager.ts	817	// Step 1: Apply includes (or all if no includes)	COMMENT
LOW⚡	packages/coding-agent/src/core/package-manager.ts	825	// Step 2: Apply excludes	COMMENT
LOW⚡	packages/coding-agent/src/core/package-manager.ts	830	// Step 3: Force-include (add back from allPaths, overriding exclusions)	COMMENT
LOW⚡	packages/coding-agent/src/core/package-manager.ts	839	// Step 4: Force-exclude (remove even if included or force-included)	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	33	// Step 1: Create context with the calculate tool	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	40	// Step 2: Ask the LLM to make a tool call	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	47	// Step 3: Get the assistant's response (should contain a tool call)	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	61	// Step 4: Send a user message WITHOUT providing tool result	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	69	// Step 5: The fix should filter out the orphaned tool call, and the request should succeed	COMMENT
LOW	packages/ai/test/tool-call-id-normalization.test.ts	51	// Step 1: Generate tool call with github-copilot	COMMENT
LOW	packages/ai/test/tool-call-id-normalization.test.ts	90	// Step 2: Complete with openrouter (uses openai-completions API)	COMMENT
LOW	packages/ai/test/tool-call-id-normalization.test.ts	121	// Step 1: Generate tool call with github-copilot	COMMENT
LOW	packages/ai/test/tool-call-id-normalization.test.ts	153	// Step 2: Complete with openai-codex (uses openai-codex-responses API)	COMMENT

Over-Commented Block23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	scripts/build-binaries.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/auto-pi.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packages/coding-agent/test/path-utils.test.ts	81	// é = e + combining acute accent (U+0301)	COMMENT
LOW	packages/coding-agent/test/tree-selector.test.ts	441	// Tree structure:	COMMENT
LOW	packages/coding-agent/docs/compaction.md	301	```typescript	COMMENT
LOW	packages/coding-agent/docs/extensions.md	601	### Agent Events	COMMENT
LOW	packages/coding-agent/examples/sdk/11-sessions.ts	41	});	COMMENT
LOW	packages/tui/native/napi.h	1	#ifndef PI_NAPI_H	COMMENT
LOW	packages/tui/test/editor.test.ts	4281		COMMENT
LOW	packages/tui/src/stdin-buffer.ts	221	if (char === ESC && seqEnd < remaining.length && remaining[seqEnd] !== "\\") {	COMMENT
LOW	packages/tui/src/keys.ts	741	logicalShiftedSymbol &&	COMMENT
LOW	packages/ai/test/provider-error-body-regression.test.ts	1	// Per-tier provider regression for issues/provider-error-body-passthrough.	COMMENT
LOW	…ckages/ai/test/provider-error-body-passthrough.test.ts	1	// Regression test for issues/provider-error-body-passthrough	COMMENT
LOW	…ages/ai/test/anthropic-tool-name-normalization.test.ts	141	if (toolCall.type === "toolCall") {	COMMENT
LOW	packages/ai/src/types.ts	381	/** Ask a capable provider to return a durable handle and continue the request asynchronously. */	COMMENT
LOW	packages/ai/src/utils/error-body.ts	1	// Shared normalization for provider HTTP error objects.	COMMENT
LOW	packages/ai/src/api/openai-completions.ts	1521	const promptTokens = rawUsage.prompt_tokens \|\| 0;	COMMENT
LOW	packages/chord/src/wire.ts	1	import { type Static, type TSchema, Type } from "typebox";	COMMENT
LOW	packages/chord/src/delta/index.ts	541	const node = resolveValue(root, path);	COMMENT
LOW	packages/chord/src/next/host/members.ts	1	// The member check (Q14): an implementation is one variant with exactly that variant's members, methods being	COMMENT
LOW	.github/workflows/nix.yml	1	name: Nix	COMMENT
LOW	.github/workflows/issue-analysis.yml	1	# Runs the repo's /is prompt against an issue when the `pi-analyze` label is added	COMMENT
LOW	.github/workflows/issue-analysis.yml	21	# creation permission. The analysis job uses it to upload the exported	COMMENT

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	packages/ai/README.md	1703	apiKey: 'your-api-key'	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/create-source-archive.sh	2	# Create the deterministic source archive uploaded with GitHub releases.	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/create-source-archive.sh	4	# Usage:	COMMENT
LOW	scripts/build-binaries.sh	6	# Usage:	COMMENT

badlogic/pi-mono

Open-Source Code Quality, Security and Technical Debt Review