AI Slop Code RIsk Monitor

activeloopai/hivemind

Hivemind turns your traces into reusable skills across agents

9.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for activeloopai/hivemind, a TypeScript project with 1,621 GitHub stars. SynthScan examined 164,576 lines of code across 704 source files, recording 684 pattern matches distributed across 11 syntactic categories. The legacy adjusted pattern signal is 9.7 (Moderate 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.

9.7
Adjusted Signal
9.7
Raw Pattern Score
100%
Time Factor
2026-09-28
Last Push
1.6K
Stars
TypeScript
Language
164.6K
Lines of Code
704
Files
684
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 8.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 242 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 34.5/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 509 finding(s).

PR Review Velocity Impact 38.1/100 · MEDIUM

Which changes need focused human review? 684 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 0HIGH 0MEDIUM 447LOW 237

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 684 distinct pattern matches across 11 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.

Decorative Section Separators439 hits · 1324 pts
SeverityFileLineSnippetContext
MEDIUMtests/claude-code/pre-tool-use-baseline-cloud.test.ts242 // ── Regression coverage anchored in a real benchmark run ─────────────COMMENT
MEDIUMtests/claude-code/pre-tool-use-baseline-cloud.test.ts312 // ── writeReadCacheFile security guard ─────────────────────────────────────COMMENT
MEDIUMtests/claude-code/pre-tool-use-baseline-cloud.test.ts374 // ── /index.md fallback lives in virtual-table-query.ts only ───────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts24// ── Mock clients ──────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts113// ── fileCount ───────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts121// ── Graph VFS bridge ──────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts205// ── Goals bootstrap ─────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts221// ── Bootstrap null-coalescing (defensive ?? "" paths) ────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts248// ── Goal write routing (upsertRow → upsertGoalRow) ───────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts273// ── rm goal soft-close ────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts297// ── mv goal status transition ────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts326// ── flush failure re-queue ────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts363// ── embeddings-disabled flush path ────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts376// ── virtual index with sessions section ────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts406// ── session reads (concatenation) ──────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts450// ── readFile / readFileBuffer remaining branches ──────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts506// ── metadata / unsupported ops ─────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts532// ── write guards / mkdir ───────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs-coverage.test.ts551// ── rm error paths ─────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/pre-tool-use.test.ts51// ── Read commands: fast path (direct SQL) or shell fallback ──────────────────COMMENT
MEDIUMtests/claude-code/pre-tool-use.test.ts174// ── Unsafe commands: should return guidance (not deny) ──────────────────────COMMENT
MEDIUMtests/claude-code/pre-tool-use.test.ts314// ── Deeplake CLI commands: no longer supported, should return guidance ────────COMMENT
MEDIUMtests/claude-code/pre-tool-use.test.ts340// ── Non-memory commands: should pass through (no output) ────────────────────COMMENT
MEDIUMtests/claude-code/pre-tool-use.test.ts364// ── Non-Bash tools targeting memory ─────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/pre-tool-use.test.ts407// ── Path variants ───────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/pre-tool-use.test.ts435// ── Write / Edit on memory paths: deny with Bash guidance ───────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts16// ── Mock ManagedClient ────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts226// ── Helpers ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts237// ── goal namespace isolation from the generic memory table ────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts358// ── Bootstrap ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts387// ── Text reads ────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts408// ── Buffer reads ──────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts431// ── Writes ────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts477// ── appendFile ────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts492// ── Directories ───────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts537// ── stat ──────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts559// ── rm ────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts603// ── cp / mv ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts628// ── path resolution ───────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts651// ── prefetch ────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts794// ── Session reads: bodyless rows must not read as silent empty files ─────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts861// ── Session reads: local event cache is preferred over the fat DB read ───────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts979// ── Upsert: id stability & dates ─────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts1096// ── no-op / unsupported ops ───────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts1114// ── Virtual index.md ─────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts1250// ── writeFileWithMeta ────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts1293// ── readdirWithFileTypes ─────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/deeplake-fs.test.ts1320// ── cp recursive ─────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/cli-context.test.ts81// ── help ────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/cli-context.test.ts101// ── login gating ────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/cli-context.test.ts112// ── output ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/grep-core.test.ts16// ── searchDocs (per-file docs search — the docs/find backend) ─────────────────COMMENT
MEDIUMtests/claude-code/grep-core.test.ts89// ── normalizeContent ────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/grep-core.test.ts505// ── buildPathFilter ─────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/grep-core.test.ts558// ── compileGrepRegex ────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/grep-core.test.ts594// ── refineGrepMatches ───────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/grep-core.test.ts685// ── searchDeeplakeTables ─────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/grep-core.test.ts840// ── grepBothTables (end-to-end convenience wrapper) ─────────────────────────COMMENT
MEDIUMtests/claude-code/grep-core.test.ts1172// ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/claude-code/grep-core.test.ts1174// ─────────────────────────────────────────────────────────────────────────────COMMENT
379 more matches not shown…
Over-Commented Block138 hits · 138 pts
SeverityFileLineSnippetContext
LOWvitest.config.ts1import { defineConfig } from "vitest/config";COMMENT
LOWvitest.config.ts61 // Both are excluded from vitest because they need a live DeeplakeCOMMENT
LOWvitest.config.ts201 lines: 90,COMMENT
LOWvitest.config.ts221 //COMMENT
LOWvitest.config.ts301 // full subcommand-surface suite in tests/claude-code/cli-docs.test.tsCOMMENT
LOWvitest.config.ts321 // constant doesn't include SUMMARY_EMBEDDING_COL). Reachable onlyCOMMENT
LOWvitest.config.ts381 // per-agent gate dispatch + Deeplake skills table for org provenance.COMMENT
LOWvitest.config.ts401 // paths are all exercised.COMMENT
LOWvitest.config.ts441 // a mocked DeeplakeApi boundary (see resume-brief.test.ts).COMMENT
LOWvitest.config.ts461 // mine-local.ts dips to 90 branches because a few short-circuit branchesCOMMENT
LOWvitest.config.ts481 "src/skillify/pending-memory-manifest.ts": { statements: 90, branches: 85, functions: 90, lines: 90 },COMMENT
LOWvitest.config.ts501 // defensive fallbacks per field (one per column). Test dataCOMMENT
LOWvitest.config.ts521 // pathological source files; branches held at 70, same tier asCOMMENT
LOWvitest.config.ts561 // surfaced as a red PR-coverage comment. deeplake-fs-coverage.test.tsCOMMENT
LOWharnesses/openclaw/src/index.ts1function definePluginEntry<T>(entry: T): T { return entry; }COMMENT
LOWharnesses/openclaw/src/index.ts101COMMENT
LOWharnesses/openclaw/src/index.ts321let authUrl: string | null = null;COMMENT
LOWharnesses/openclaw/src/index.ts421let skillsTable = "skills"; // lazy-created on first INSERT by the workerCOMMENT
LOWharnesses/openclaw/src/index.ts441// fired once per agent_end with a per-projectKey lock; per the assumptionCOMMENT
LOWharnesses/openclaw/src/index.ts481 // sha1(channel) — same shape as deriveProjectKey in src/skillify/state.tsCOMMENT
LOWharnesses/openclaw/src/index.ts761COMMENT
LOWharnesses/openclaw/src/index.ts1321 // on PR #97.)COMMENT
LOWharnesses/openclaw/src/index.ts1381 // 2. Welcome banner — once after a successful device-flow auth.COMMENT
LOWharnesses/openclaw/src/index.ts1481 };COMMENT
LOWharnesses/openclaw/src/index.ts1521 } else {COMMENT
LOWharnesses/codex/install.sh1#!/bin/bashCOMMENT
LOWharnesses/pi/extension-source/hivemind.ts1// @ts-nocheck — distributed as raw .ts; pi's runtime loads + compiles it.COMMENT
LOWharnesses/pi/extension-source/hivemind.ts321//COMMENT
LOWharnesses/pi/extension-source/hivemind.ts521 if (v === null) logHm(`embed: daemon returned null (timeout or error)`);COMMENT
LOWharnesses/pi/extension-source/hivemind.ts621 logHm(`autopull: spawn threw (swallowed): ${e?.message ?? e}`);COMMENT
LOWharnesses/pi/extension-source/hivemind.ts981 child.unref();COMMENT
LOWharnesses/pi/extension-source/hivemind.ts1481 // - InputEvent: { type, text, images?, source }COMMENT
LOWtests/test-setup.ts1// Global vitest setup. Runs once before any test file.COMMENT
LOWtests/claude-code/pre-tool-use-baseline-cloud.test.ts241COMMENT
LOWtests/claude-code/notifications.test.ts481 const payload = JSON.parse(writes[0]);COMMENT
LOWtests/claude-code/notifications.test.ts881// ---------------------------------------------------------------------------COMMENT
LOWtests/claude-code/grep-core.test.ts1401// score scale was overpowering cosine in the UNION). The field wasCOMMENT
LOWtests/claude-code/summary-state.test.ts581COMMENT
LOWtests/claude-code/wiki-worker-plugin-version.test.ts221COMMENT
LOWtests/claude-code/skillify-state.test.ts381});COMMENT
LOWtests/claude-code/skillify-bundle-scan.test.ts101 for (const agent of AGENTS) {COMMENT
LOWtests/claude-code/session-start-hook.test.ts441COMMENT
LOWtests/claude-code/session-start-hook.test.ts561COMMENT
LOWtests/openclaw/auto-recall.test.ts141 "hivemind_search", "hivemind_read", "hivemind_index",COMMENT
LOWtests/shared/standalone-embed-client.test.ts1// Unit tests for the standalone embed client used by pi + openclaw.COMMENT
LOWtests/shared/autoupdate-windows-spawn.test.ts1import { describe, it, expect, vi } from "vitest";COMMENT
LOWtests/shared/graph/path.test.ts1import { describe, it, expect } from "vitest";COMMENT
LOWtests/shared/graph/neighborhood.test.ts1import { describe, it, expect } from "vitest";COMMENT
LOWtests/shared/graph/session-context.test.ts241 });COMMENT
LOWtests/shared/graph/tour.test.ts21 ...overrides,COMMENT
LOWtests/cli/cli-embeddings.test.ts221 // fix gates the SIGTERM on `_isDaemonAliveOnSocket` — if the UDS pathCOMMENT
LOWtests/cli/cli-install-openclaw.test.ts61 expect(existsSync(join(root, "skills", "hivemind.md"))).toBe(true);COMMENT
LOWtests/cli/cli-bundle-runtime.test.ts1import { describe, it, expect, beforeAll, afterAll } from "vitest";COMMENT
LOWtests/cli/cli-update.test.ts401 expect(() => detectInstallKind("/cli.js")).not.toThrow();COMMENT
LOWtests/cli/cli-update.test.ts421 //COMMENT
LOWtests/pi/pi-extension-source.test.ts141 it("treats an empty pidfile as 'writer in progress' to avoid duplicate spawns", () => {COMMENT
LOWtests/scripts/marketplace-source-path.test.ts1import { describe, it, expect } from "vitest";COMMENT
LOW…ledge/private/infrastructure/monorepo-build-release.md201COMMENT
LOWscripts/verify-install.sh1#!/usr/bin/env bashCOMMENT
LOW.github/workflows/ci.yaml61 # 3. wiki-worker summary generation failed on Windows because theCOMMENT
78 more matches not shown…
Hyper-Verbose Identifiers70 hits · 70 pts
SeverityFileLineSnippetContext
LOWembeddings/embed-daemon.js48async function defaultImportTransformers(canonical = _importFromCanonicalSharedDeps, bare = _importFromBareSpecifier) {CODE
LOWharnesses/openclaw/src/setup-config.ts36export function isAllowlistCoveringHivemind(alsoAllow: unknown): boolean {CODE
LOWharnesses/openclaw/src/setup-config.ts57export function isPluginsAllowMissingHivemind(allow: unknown): boolean {CODE
LOWharnesses/openclaw/src/setup-config.ts82export function ensureHivemindAllowlisted(): SetupResult {CODE
LOWharnesses/openclaw/src/graph-lifecycle.ts72export function spawnOpenclawGraphPullWorker(CODE
LOWharnesses/openclaw/src/graph-lifecycle.ts101export function resetGraphPullSpawnedForTests(): void {CODE
LOWharnesses/openclaw/src/index.ts465function migrateOpenclawSkillifyLegacyStateDir(): void {CODE
LOWharnesses/openclaw/src/index.ts503function tryAcquireOpenclawSkillifyLock(projectKey: string): boolean {CODE
LOWharnesses/openclaw/src/index.ts613function spawnOpenclawSkillifyWorker(a: OpenclawSpawnArgs): boolean {CODE
LOWharnesses/pi/extension-source/hivemind.ts221async function healDriftedOrgTokenInline(creds: Creds): Promise<Creds> {CODE
LOWharnesses/pi/extension-source/hivemind.ts445function maybeCleanupOwnPlaceholderInline(): void {CODE
LOWharnesses/pi/extension-source/hivemind.ts1080function maybeTriggerPeriodicSummary(creds: Creds, sessionId: string, cwd: string): void {CODE
LOWharnesses/pi/extension-source/hivemind.ts1214function piCountLocalManifestEntries(): number {CODE
LOW…-005-cursor-skillify-bridge/qa/2026-06-13-qa-report.md85export function listLocalSkillsForPromoter(): Array<{ dirName: string; scope: "global" | "project"; path: string }> {CODE
LOWsrc/deeplake-api.ts114function maybeSignalBalanceExhausted(status: number, bodyText: string): void {CODE
LOWsrc/embeddings/standalone-embed-client.ts254function maybeCleanupOwnPlaceholder(pidPath: string): void {CODE
LOWsrc/embeddings/self-heal.ts46export function ensurePluginNodeModulesLink(opts: SelfHealOptions): SelfHealResult {CODE
LOWsrc/embeddings/disable.ts38function defaultResolveTransformers(): void {CODE
LOWsrc/embeddings/client.ts474export function isTransformersMissingError(err: string): boolean {CODE
LOWsrc/embeddings/nomic.ts87export async function defaultImportTransformers(CODE
LOWsrc/shell/grep-core.ts536export function buildPathFilterForTargets(targetPaths: string[]): string {CODE
LOWsrc/shell/grep-core.ts553export function extractRegexLiteralPrefilter(pattern: string): string | null {CODE
LOWsrc/shell/grep-core.ts586export function extractRegexAlternationPrefilters(pattern: string): string[] | null {CODE
LOWsrc/shell/grep-interceptor.ts24function resolveGrepEmbedDaemonPath(): string {CODE
LOWsrc/shell/grep-interceptor.ts44function patternIsSemanticFriendly(pattern: string, fixedString: boolean): boolean {CODE
LOWsrc/graph/extract/python.ts376function makeNodeWithExplicitLabel(relativePath: string, idName: string, label: string, kind: NodeKind, node: PyNode, exCODE
LOWsrc/graph/extract/typescript.ts675function makeNodeWithExplicitLabel(CODE
LOWsrc/utils/plugin-cache.ts29export function resolveVersionedPluginDir(bundleDir: string): {CODE
LOWsrc/utils/plugin-cache.ts197export function readCurrentVersionFromManifest(manifestPath: string): string | null {CODE
LOWsrc/cli/install-claude.ts133function isBrokenHivemindHookEntry(h: HookEntry): boolean {CODE
LOWsrc/cli/install-claude.ts160export function cleanupBrokenSettingsHooks(): { removed: number; events: string[] } {CODE
LOWsrc/cli/install-codex.ts125function isForeignHivemindHookEntry(entry: unknown, pluginDir: string = PLUGIN_DIR): boolean {CODE
LOWsrc/cli/install-codex.ts190function reportForeignHivemindHooks(existing: Record<string, unknown>): void {CODE
LOWsrc/cli/skillify-spec.ts212export function renderSubcommandUsageBlock(): string {CODE
LOWsrc/skillify/local-manifest.ts97export function countLocalManifestEntries(path: string = LOCAL_MANIFEST_PATH): number {CODE
LOWsrc/skillify/legacy-cap-migration.ts263export function migrateLegacyCappedInstalls(): LegacyCapResult {CODE
LOWsrc/skillify/unpull.ts255function decideTargetForManifestEntry(CODE
LOWsrc/skillify/existing-skills.ts97export function renderExistingSkillsBlock(cwd: string, charCap: number): ExistingSkillsBlock {CODE
LOWsrc/skillify/scope-promotion.ts22export function isCrossAuthorMergeVerdict(args: {CODE
LOWsrc/skillify/pending-memory-manifest.ts100export function readPendingMemoryManifest(CODE
LOWsrc/skillify/pending-memory-manifest.ts123export function writePendingMemoryManifest(CODE
LOWsrc/skillify/pull.ts157export function isMissingContributorsColumnError(message: string | undefined): boolean {CODE
LOWsrc/hooks/wiki-worker-spawn.ts102export function buildTrailingPromptInvocation(bin: string, flags: string[], prompt: string): ClaudeInvocation {CODE
LOWsrc/hooks/wiki-worker-spawn.ts126export function buildStdinPromptInvocation(bin: string, flags: string[], prompt: string): ClaudeInvocation {CODE
LOWsrc/hooks/wiki-worker-spawn.ts143export function buildClaudeStdinInvocation(CODE
LOWsrc/hooks/virtual-table-query.ts248export async function listVirtualPathRowsForDirs(CODE
LOWsrc/hooks/bash-command-compiler.ts139export function hasUnsupportedRedirection(segment: string): boolean {CODE
LOWsrc/hooks/bash-command-compiler.ts187function isValidPipelineHeadTailStage(stage: string): boolean {CODE
LOWsrc/hooks/bash-command-compiler.ts413export async function executeCompiledBashCommand(CODE
LOWsrc/hooks/capture.ts253function maybeTriggerPeriodicSummary(sessionId: string, cwd: string, config: Config): void {CODE
LOWsrc/hooks/session-event-cache.ts45export function sessionEventCacheDisabled(): boolean {CODE
LOWsrc/hooks/session-event-cache.ts93export function pruneStaleSessionEventCaches(CODE
LOWsrc/hooks/session-queue.ts450export function tryAcquireSessionDrainLock(CODE
LOWsrc/hooks/session-queue.ts597function isEnsureSessionsTableRetryable(error: unknown): boolean {CODE
LOWsrc/hooks/session-queue.ts629export function clearSessionWriteDisabled(CODE
LOWsrc/hooks/session-queue.ts658function getSessionWriteDisabledPath(queueDir: string, sessionsTable: string): string {CODE
LOWsrc/hooks/version-check.ts63export function readFreshCachedLatestVersion(CODE
LOWsrc/hooks/grep-direct.ts36function patternIsSemanticFriendly(pattern: string, fixedString: boolean): boolean {CODE
LOWsrc/hooks/pre-tool-use.ts128function buildRetryGuidanceDecision(toolName: string): ClaudePreToolDecision {CODE
LOWsrc/hooks/cursor/capture.ts223function maybeTriggerPeriodicSummary(sessionId: string, cwd: string, config: Config): void {CODE
10 more matches not shown…
Structural Annotation Overuse15 hits · 28 pts
SeverityFileLineSnippetContext
LOW⚡tests/claude-code/skillify-pull.test.ts1103 // Step 1: pre-pulled state — SKILL.md on disk + manifest entryCOMMENT
LOW⚡tests/claude-code/skillify-pull.test.ts1113 // Step 2: install codex (creates the marker dir the detector keys on).COMMENT
LOW⚡tests/claude-code/skillify-pull.test.ts1116 // Step 3: re-pull. Action will be "skipped" because local versionCOMMENT
LOWtests/claude-code/session-summary.test.ts286 // Step 1: create initial placeholder (session-start)COMMENT
LOWtests/claude-code/session-summary.test.ts298 // Step 2: simulate session-end uploading a completed summaryCOMMENT
LOWlibrary/knowledge/private/ai/wiki-summary-workers.md53### Step 1: fetch session eventsCOMMENT
LOWlibrary/knowledge/private/ai/wiki-summary-workers.md67### Step 2: check for an existing summaryCOMMENT
LOWlibrary/knowledge/private/ai/wiki-summary-workers.md71### Step 3: run the gate promptCOMMENT
LOWlibrary/knowledge/private/ai/wiki-summary-workers.md85### Step 4: embed and uploadCOMMENT
LOW⚡library/knowledge/private/ai/skillify-pipeline.md46### Step 1: fetch candidate sessionsCOMMENT
LOW⚡library/knowledge/private/ai/skillify-pipeline.md55### Step 2: extract prompt/answer pairsCOMMENT
LOW⚡library/knowledge/private/ai/skillify-pipeline.md59### Step 3: build and run the gate promptCOMMENT
LOWlibrary/knowledge/private/ai/skillify-pipeline.md82### Step 4: write the skill fileCOMMENT
LOWlibrary/knowledge/private/ai/skillify-pipeline.md93### Step 5: record to the Deeplake skills tableCOMMENT
LOW⚡src/commands/graph.ts578 // Step 8: after the snapshot is fresh on disk, refresh docs IF the userCOMMENT
Modern AI Meta-Vocabulary5 hits · 14 pts
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MEDIUMREADME.md255[Claude Cowork](https://support.claude.com/en/articles/11503834) is Anthropic's agentic assistant inside the Claude DeskCODE
MEDIUMtests/cli/install-helpers.test.ts326 // Both stale bodies gone; the surviving scaffold is exactly the user'sCOMMENT
MEDIUMtests/cli/install-helpers.test.ts407 // Exact remainder: both blocks removed, user scaffold intact.COMMENT
MEDIUMsrc/cli/install-cowork.ts8// Cowork is Anthropic's agentic desktop assistant, hosted inside theCOMMENT
MEDIUMsrc/cli/util.ts209 // claude_cowork — Anthropic's agentic desktop assistant, hosted in theCOMMENT
Verbosity Indicators6 hits · 12 pts
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LOW⚡tests/claude-code/skillify-pull.test.ts1103 // Step 1: pre-pulled state — SKILL.md on disk + manifest entryCOMMENT
LOW⚡tests/claude-code/skillify-pull.test.ts1113 // Step 2: install codex (creates the marker dir the detector keys on).COMMENT
LOW⚡tests/claude-code/skillify-pull.test.ts1116 // Step 3: re-pull. Action will be "skipped" because local versionCOMMENT
LOWtests/claude-code/session-summary.test.ts286 // Step 1: create initial placeholder (session-start)COMMENT
LOWtests/claude-code/session-summary.test.ts298 // Step 2: simulate session-end uploading a completed summaryCOMMENT
LOW⚡src/commands/graph.ts578 // Step 8: after the snapshot is fresh on disk, refresh docs IF the userCOMMENT
AI Slop Vocabulary3 hits · 8 pts
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MEDIUM…s/claude-code/skillify-session-start-injection.test.ts294 // source order — robust to unrelated code landing between them, unlike aCOMMENT
MEDIUMsrc/shell/grep-interceptor.ts147 // before giving up to the in-memory fallback. Keeps behavior robust whenCOMMENT
MEDIUMsrc/graph/git-hook-install.ts35 "# mkdir is robust against first-run: $HOME/.hivemind may not exist yet,",CODE
Fake / Example Data3 hits · 3 pts
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LOW…sts/claude-code/shell-bundle-sql-trace-silence.test.ts48 HIVEMIND_TOKEN: "fake-token-for-trace-test",CODE
LOWlibrary/qa/security/2026-06-12-security-audit.md108- `"orgName": "Acme Inc"` - standard placeholderCODE
LOW…brary/knowledge/private/security/credential-storage.md74 "orgName": "Acme Inc",CODE
Overly Generic Function Names3 hits · 3 pts
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LOWtests/shared/graph/python.test.ts18 "def run():\n return helper()\n\ndef helper():\n return 1\n\nclass Service:\n def start(self):\n rCODE
LOWtests/shared/graph/python.test.ts32 "def run():\n return helper()\n\ndef helper():\n return 1\n\nclass Service:\n def start(self):\n rCODE
LOWsrc/dashboard/serve.ts56function handleRequest(html: string) {CODE
Example Usage Blocks1 hit · 2 pts
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LOWscripts/verify-install.sh12# Usage:COMMENT
Redundant / Tautological Comments1 hit · 2 pts
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LOW.github/workflows/release.yaml72 # Check if release exists, Set outputs) read the post-bump state.COMMENT