Repository Analysis

qwibitai/nanoclaw

A lightweight alternative to OpenClaw that runs in containers for security. Connects to WhatsApp, Telegram, Slack, Discord, Gmail and other messaging apps,, has memory, scheduled jobs, and runs directly on Anthropic's Agents SDK

3.6 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of qwibitai/nanoclaw, a TypeScript project with 30,231 GitHub stars. SynthScan v2.0 examined 101,370 lines of code across 610 source files, recording 219 pattern matches distributed across 13 syntactic categories. The overall adjusted score of 3.6 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

3.6
Adjusted Score
3.6
Raw Score
100%
Time Factor
2026-07-13
Last Push
30.2K
Stars
TypeScript
Language
101.4K
Lines of Code
610
Files
219
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 1HIGH 1MEDIUM 49LOW 168

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 219 distinct pattern matches across 13 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators36 hits · 107 pts
SeverityFileLineSnippetContext
MEDIUMnanoclaw.sh28# ─── --uninstall: short-circuit before any setup work ──────────────────COMMENT
MEDIUMnanoclaw.sh78# ─── log helpers ────────────────────────────────────────────────────────COMMENT
MEDIUMnanoclaw.sh137# ─── bash-side "clack-alike" status line ────────────────────────────────COMMENT
MEDIUMnanoclaw.sh163# ─── fresh-run setup ────────────────────────────────────────────────────COMMENT
MEDIUMnanoclaw.sh178# ─── pre-flight: minimum hardware specs ────────────────────────────────COMMENT
MEDIUMnanoclaw.sh228# ─── pre-flight: Google Cloud VM warning (Linux) ──────────────────────COMMENT
MEDIUMnanoclaw.sh255# ─── pre-flight: root user warning (Linux) ────────────────────────────COMMENT
MEDIUMnanoclaw.sh288# ─── pre-flight: Homebrew on macOS ─────────────────────────────────────COMMENT
MEDIUMnanoclaw.sh336# ─── first step: install the basics (Node + pnpm + native modules) ─────COMMENT
MEDIUMnanoclaw.sh389# ─── hand off to setup:auto ────────────────────────────────────────────COMMENT
MEDIUMmigrate-v2.sh111# ─── output helpers ──────────────────────────────────────────────────────COMMENT
MEDIUMmigrate-v2.sh131# ─── init logs ───────────────────────────────────────────────────────────COMMENT
MEDIUMmigrate-v2.sh145# ─── phase 0a: bootstrap prerequisites ──────────────────────────────────COMMENT
MEDIUMmigrate-v2.sh192# ─── phase 0b: find v1 install ──────────────────────────────────────────COMMENT
MEDIUMmigrate-v2.sh241# ─── phase 0c: validate v1 DB ───────────────────────────────────────────COMMENT
MEDIUMmigrate-v2.sh277# ─── run_step helper ─────────────────────────────────────────────────────COMMENT
MEDIUMmigrate-v2.sh324# ─── phase 1: core state ────────────────────────────────────────────────COMMENT
MEDIUMmigrate-v2.sh353# ─── phase 2: channels (interactive) ────────────────────────────────────COMMENT
MEDIUMmigrate-v2.sh427# ─── phase 3: infrastructure ────────────────────────────────────────────COMMENT
MEDIUMmigrate-v2.sh556# ─── service switchover ─────────────────────────────────────────────────COMMENT
MEDIUMmigrate-v2.sh681# ─── phase 4: handoff ───────────────────────────────────────────────────COMMENT
MEDIUMmigrate-v2.sh736# ─── hand off to Claude ─────────────────────────────────────────────────COMMENT
MEDIUMsetup/auto.ts727// ─── first-chat step ───────────────────────────────────────────────────COMMENT
MEDIUMsetup/auto.ts834// ─── auth step (select → branch) ────────────────────────────────────────COMMENT
MEDIUMsetup/auto.ts1128// ─── timezone step ─────────────────────────────────────────────────────COMMENT
MEDIUMsetup/auto.ts1254// ─── prompts owned by the sequencer ────────────────────────────────────COMMENT
MEDIUMsetup/auto.ts1340// ─── interactive / env helpers ─────────────────────────────────────────COMMENT
MEDIUMsetup/auto.ts1436// ─── intro + progression-log init ──────────────────────────────────────COMMENT
MEDIUMsetup/migrate-v2/shared.ts5// ── JID parsing ─────────────────────────────────────────────────────────COMMENT
MEDIUMsetup/migrate-v2/shared.ts98// ── Trigger mapping ─────────────────────────────────────────────────────COMMENT
MEDIUMsetup/migrate-v2/shared.ts128// ── ID generation ───────────────────────────────────────────────────────COMMENT
MEDIUMsetup/migrate-v2/shared.ts134// ── Channel auth registry ───────────────────────────────────────────────COMMENT
MEDIUMsetup/lib/setup-config.ts171// ─── name derivation ───────────────────────────────────────────────────COMMENT
MEDIUMdocs/ollama.md15│ http://host.docker. │ ┌──────────────────┐CODE
MEDIUMsrc/host-sweep.test.ts158// ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/host-sweep.test.ts169// ─────────────────────────────────────────────────────────────────────────────COMMENT
Hyper-Verbose Identifiers72 hits · 76 pts
SeverityFileLineSnippetContext
LOWsetup/environment.ts61export function detectExistingDisplayName(projectRoot: string): string | null {CODE
LOWsetup/onecli.ts123function removeLegacyOnecliContainers(): string {CODE
LOWsetup/lib/captured-token.ts40function normalizeCapturedTerminalOutput(raw: string): string {CODE
LOW…aude/skills/migrate-from-openclaw/scripts/transform.ts296export function approximateIntervalAsCron(everyMs: number): string | null {CODE
LOW…redential-proxy/native-credential-proxy-wiring.test.ts35function isSpreadPushOfCredentialArgs(node: ts.Node): boolean {CODE
LOWdocs/SPEC.md154export function getRegisteredChannelNames(): string[] {CODE
LOWcontainer/agent-runner/src/poll-loop.ts310function formatMessagesWithCommands(messages: MessageInRow[], nativeSlashCommands: boolean): string {CODE
LOWcontainer/agent-runner/src/destinations.ts84export function buildSystemPromptAddendum(assistantName?: string, mode: SessionMode = { kind: 'chat' }): string {CODE
LOWcontainer/agent-runner/src/db/session-state.ts52export function migrateLegacyContinuation(providerName: string): string | undefined {CODE
LOWcontainer/agent-runner/src/db/connection.ts140export function clearContainerToolInFlight(): void {CODE
LOWsrc/router.ts126export function registerMessageInterceptor(fn: MessageInterceptorFn): void {CODE
LOWsrc/host-sweep.ts284function enforceRunningContainerSla(CODE
LOWsrc/container-restart.ts22export function restartAgentGroupContainers(agentGroupId: string, reason: string, wakeMessage?: string): number {CODE
LOWsrc/claude-md-compose.ts170export function migrateGroupsToClaudeLocal(): void {CODE
LOWsrc/container-runtime.ts37export function ensureContainerRuntimeRunning(): void {CODE
LOWsrc/container-runner.ts248function resolveProviderContribution(CODE
LOWsrc/group-skills.ts40export function materializeTemplateSkills(agentGroupId: string, destSkillsDir: string): void {CODE
LOWsrc/delivery.ts486export function reenterGuardedDeliveryAction(action: string) {CODE
LOWsrc/providers/provider-container-registry.ts81export function registerProviderContainerConfig(CODE
LOWsrc/providers/provider-container-registry.ts92export function getProviderContainerConfig(name: string): ProviderContainerConfigFn | undefined {CODE
LOWsrc/providers/provider-container-registry.ts101export function providerProvidesAgentSurfaces(name: string | null | undefined): boolean {CODE
LOWsrc/providers/provider-container-registry.ts106export function listProviderContainerConfigNames(): string[] {CODE
LOWsrc/cli/resources/destinations.ts20export async function projectDestinationsToSessions(agentGroupId: string): Promise<void> {CODE
LOWsrc/cli/commands/help.ts72export function registerResourceHelpCommands(): void {CODE
LOWsrc/db/session-db.ts214export function deleteOrphanProcessingClaims(outDb: Database.Database): number {CODE
LOWsrc/db/session-db.ts343export function getInboundSourceSessionId(db: Database.Database, messageId: string): string | null {CODE
LOWsrc/db/session-db.ts361export function getMostRecentPeerSourceSessionId(db: Database.Database, peerAgentGroupId: string): string | null {CODE
LOWsrc/db/container-configs.ts76export function updateContainerConfigScalars(CODE
LOWsrc/db/container-configs.ts106export function updateContainerConfigJson(CODE
LOWsrc/db/sessions.ts231export function updatePendingApprovalStatus(approvalId: string, status: PendingApproval['status']): void {CODE
LOWsrc/db/sessions.ts242export function markApprovalAwaitingReason(approvalId: string, expiresAt: string): void {CODE
LOWsrc/db/sessions.ts249export function getExpiredAwaitingReasonApprovals(nowIso: string): PendingApproval[] {CODE
LOWsrc/db/sessions.ts261export function getPendingApprovalsByAction(action: string): PendingApproval[] {CODE
LOWsrc/db/messaging-groups.ts44export function getMessagingGroupByPlatform(CODE
LOWsrc/db/messaging-groups.ts84export function getMessagingGroupWithAgentCount(CODE
LOWsrc/db/messaging-groups.ts113export function getMessagingGroupsByChannel(channelType: string): MessagingGroup[] {CODE
LOWsrc/db/messaging-groups.ts151export function setMessagingGroupDeniedAt(id: string, deniedAt: string | null): void {CODE
LOWsrc/db/messaging-groups.ts170export function createMessagingGroupAgent(mga: MessagingGroupAgent): void {CODE
LOWsrc/db/messaging-groups.ts213export function ensureAgentDestinationForWiring(mga: MessagingGroupAgent): void {CODE
LOWsrc/db/messaging-groups.ts248export function getMessagingGroupAgentByPair(CODE
LOWsrc/db/messaging-groups.ts263export function updateMessagingGroupAgent(CODE
LOWsrc/db/messaging-groups.ts288export function deleteMessagingGroupAgent(id: string): void {CODE
LOWsrc/db/messaging-groups.ts293export function getMessagingGroupsByAgentGroup(agentGroupId: string): MessagingGroup[] {CODE
LOWsrc/modules/mount-security/index.ts411export function generateAllowlistTemplate(): string {CODE
LOWsrc/modules/self-mod/request.ts58export async function requestInstallPackagesHold(content: Record<string, unknown>, session: Session): Promise<void> {CODE
LOWsrc/modules/permissions/channel-approval.ts81function visibleAgentGroupsForApprover(CODE
LOWsrc/modules/permissions/channel-approval.ts293export function buildAgentSelectionOptions(CODE
LOWsrc/modules/permissions/index.ts235async function handleSenderApprovalResponse(payload: ResponsePayload): Promise<boolean> {CODE
LOWsrc/modules/permissions/index.ts418async function handleChannelApprovalResponse(payload: ResponsePayload): Promise<boolean> {CODE
LOWsrc/modules/permissions/db/pending-channel-approvals.ts26export function createPendingChannelApproval(row: PendingChannelApproval): void {CODE
LOWsrc/modules/permissions/db/pending-channel-approvals.ts41export function getPendingChannelApproval(messagingGroupId: string): PendingChannelApproval | undefined {CODE
LOWsrc/modules/permissions/db/pending-channel-approvals.ts47export function hasInFlightChannelApproval(messagingGroupId: string): boolean {CODE
LOWsrc/modules/permissions/db/pending-channel-approvals.ts54export function updatePendingChannelApprovalCard(messagingGroupId: string, title: string, optionsJson: string): void {CODE
LOWsrc/modules/permissions/db/pending-channel-approvals.ts60export function deletePendingChannelApproval(messagingGroupId: string): void {CODE
LOWsrc/modules/permissions/db/pending-sender-approvals.ts28export function createPendingSenderApproval(row: PendingSenderApproval): void {CODE
LOWsrc/modules/permissions/db/pending-sender-approvals.ts51export function hasInFlightSenderApproval(messagingGroupId: string, senderIdentity: string): boolean {CODE
LOWsrc/modules/permissions/db/pending-sender-approvals.ts58export function deletePendingSenderApproval(id: string): void {CODE
LOWsrc/modules/agent-to-agent/db/agent-destinations.ts115export function deleteAllDestinationsTouching(agentGroupId: string): void {CODE
LOWsrc/modules/agent-to-agent/db/agent-destinations.ts129export function getDestinationReferencers(targetAgentGroupId: string): string[] {CODE
LOWsrc/modules/typing/index.ts173export function pauseTypingRefreshAfterDelivery(sessionId: string): void {CODE
12 more matches not shown…
Structural Annotation Overuse41 hits · 74 pts
SeverityFileLineSnippetContext
LOW.claude/skills/qodo-pr-resolver/SKILL.md61### Step 0: Check code push statusCOMMENT
LOW.claude/skills/qodo-pr-resolver/SKILL.md88### Step 1: Detect git providerCOMMENT
LOW.claude/skills/qodo-pr-resolver/SKILL.md94### Step 2: Find the open PR/MRCOMMENT
LOW.claude/skills/qodo-pr-resolver/SKILL.md100### Step 3: Get Qodo review commentsCOMMENT
LOW.claude/skills/qodo-pr-resolver/SKILL.md130### Step 4: Parse and display the issuesCOMMENT
LOW.claude/skills/qodo-pr-resolver/SKILL.md185### Step 5: Ask user for fix preferenceCOMMENT
LOW.claude/skills/qodo-pr-resolver/SKILL.md199### Step 6: Review and fix issues (manual mode)COMMENT
LOW.claude/skills/qodo-pr-resolver/SKILL.md243### Step 7: Auto-fix modeCOMMENT
LOW.claude/skills/qodo-pr-resolver/SKILL.md261### Step 8: Post summary to PR/MRCOMMENT
LOW.claude/skills/qodo-pr-resolver/SKILL.md275### Step 9: Push to remoteCOMMENT
LOW.claude/skills/get-qodo-rules/SKILL.md41### Step 1: Check if Rules Already LoadedCOMMENT
LOW.claude/skills/get-qodo-rules/SKILL.md45### Step 2: Verify working in a git repositoryCOMMENT
LOW.claude/skills/get-qodo-rules/SKILL.md53### Step 3: Verify Qodo ConfigurationCOMMENT
LOW.claude/skills/get-qodo-rules/SKILL.md60### Step 4: Fetch Rules with PaginationCOMMENT
LOW.claude/skills/get-qodo-rules/SKILL.md70### Step 5: Format and Output RulesCOMMENT
LOW.claude/skills/get-qodo-rules/SKILL.md79### Step 6: Apply Rules by SeverityCOMMENT
LOW.claude/skills/get-qodo-rules/SKILL.md87### Step 7: ReportCOMMENT
LOW.claude/skills/update-nanoclaw/SKILL.md71# Step 0: Preflight (stop early if unsafe)COMMENT
LOW.claude/skills/update-nanoclaw/SKILL.md95# Step 1: Create a safety netCOMMENT
LOW.claude/skills/update-nanoclaw/SKILL.md106# Step 2: Preview what upstream changed (no edits yet)COMMENT
LOW.claude/skills/update-nanoclaw/SKILL.md137# Step 3: Conflict preview (before committing anything)COMMENT
LOW.claude/skills/update-nanoclaw/SKILL.md198# Step 5: ValidationCOMMENT
LOW.claude/skills/update-nanoclaw/SKILL.md224# Step 6: Breaking changes checkCOMMENT
LOW.claude/skills/update-nanoclaw/SKILL.md249# Step 7: Skill updates (part of updating NanoClaw)COMMENT
LOW.claude/skills/update-nanoclaw/SKILL.md324# Step 8: Summary + rollback instructionsCOMMENT
LOW.claude/skills/add-karpathy-llm-wiki/SKILL.md12## Step 1: Read the patternCOMMENT
LOW.claude/skills/add-karpathy-llm-wiki/SKILL.md16## Step 2: Choose a groupCOMMENT
LOW.claude/skills/add-karpathy-llm-wiki/SKILL.md26## Step 3: Design collaborativelyCOMMENT
LOW.claude/skills/add-karpathy-llm-wiki/SKILL.md64## Step 4: Source handling capabilitiesCOMMENT
LOW.claude/skills/add-karpathy-llm-wiki/SKILL.md79## Step 5: Optional lint scheduleCOMMENT
LOW.claude/skills/add-karpathy-llm-wiki/SKILL.md89## Step 6: RestartCOMMENT
LOW.claude/skills/migrate-memory/SKILL.md19## Step 1: Identify the group, both providers, and the directionCOMMENT
LOW.claude/skills/migrate-memory/SKILL.md28## Step 2: flat → scaffold (`CLAUDE.local.md` → `memory/`)COMMENT
LOW.claude/skills/migrate-memory/SKILL.md36## Step 3: scaffold → flat (`memory/` → `CLAUDE.local.md`)COMMENT
LOW.claude/skills/migrate-memory/SKILL.md42## Step 4: Restart and verifyCOMMENT
LOW.claude/skills/update-skills/SKILL.md34# Step 0: PreflightCOMMENT
LOW.claude/skills/update-skills/SKILL.md50# Step 1: Detect installed skillsCOMMENT
LOW.claude/skills/update-skills/SKILL.md60# Step 2: Present resultsCOMMENT
LOW.claude/skills/update-skills/SKILL.md73# Step 3: Re-apply each selected skillCOMMENT
LOW.claude/skills/update-skills/SKILL.md83# Step 4: ValidationCOMMENT
LOW.claude/skills/update-skills/SKILL.md98# Step 5: SummaryCOMMENT
Over-Commented Block45 hits · 45 pts
SeverityFileLineSnippetContext
LOWsetup.sh1#!/bin/bashCOMMENT
LOWnanoclaw.sh1#!/usr/bin/env bashCOMMENT
LOWnanoclaw.sh21# HOST_PATTERN OneCLI host pattern (default: api.anthropic.com)COMMENT
LOWmigrate-v2.sh1#!/usr/bin/env bashCOMMENT
LOWmigrate-v2-reset.sh1#!/usr/bin/env bashCOMMENT
LOWsetup/probe.sh1#!/bin/bashCOMMENT
LOWsetup/register-claude-token.sh1#!/usr/bin/env bashCOMMENT
LOWsetup/install-signal-cli.sh1#!/usr/bin/env bashCOMMENT
LOWsetup/install-claude.sh1#!/usr/bin/env bashCOMMENT
LOWsetup/register.ts301 channelType: parsed.channel,COMMENT
LOWsetup/onecli.ts101COMMENT
LOWsetup/providers/index.ts1// Setup-side provider barrel. Provider payloads with their own setup surfaceCOMMENT
LOWsetup/lib/install-slug.sh1# install-slug.sh — shell mirror of setup/lib/install-slug.ts.COMMENT
LOWsetup/lib/channels-remote.sh1# channels-remote.sh — resolve the git remote that carries the `channels`COMMENT
LOWsetup/lib/diagnostics.sh1# diagnostics.sh — shared PostHog emitter for bash-side setup code.COMMENT
LOWsetup/channels/imessage-configure.sh1#!/usr/bin/env bashCOMMENT
LOW.claude/skills/add-clidash/add/tools/clidash/docs.js1// Read-only file viewer for clidash.COMMENT
LOWcontainer/build.sh1#!/bin/bashCOMMENT
LOWcontainer/install-cli-tools.sh1#!/bin/shCOMMENT
LOWcontainer/entrypoint.sh1#!/bin/bashCOMMENT
LOWcontainer/agent-runner/src/poll-loop.ts381 const pending = getPendingMessages();COMMENT
LOWcontainer/agent-runner/src/poll-loop.ts401 // Thread routing is the router's concern — if a message landed in thisCOMMENT
LOWcontainer/agent-runner/src/poll-loop.ts501 // (send_message) mid-turn, or the message may not need a responseCOMMENT
LOWscripts/skill-inputs.ts1// inputsFromEnv — the pipeline consumer's input path (docs/skill-engine-seam.md §6).COMMENT
LOWscripts/skill-apply.ts1// The skill application engine — executes `nc:` directives parsed from a SKILL.md.COMMENT
LOWscripts/skill-apply.ts41COMMENT
LOWscripts/skill-apply.ts221 vars: Record<string, string>;COMMENT
LOWscripts/skill-apply.ts241 // headless run; a prompt with neither defers.COMMENT
LOWscripts/skill-apply.ts501 if (cur === null || typeof cur !== 'object') return undefined;COMMENT
LOWscripts/skill-apply.ts601 journal.push({ op: 'ran', cmd: `pnpm add ${d.body.join(' ')}`, undo: `pnpm remove ${names}` });COMMENT
LOWscripts/skill-apply.ts741 const normalize = typeof d.attrs.normalize === 'string' ? d.attrs.normalize : undefined;COMMENT
LOWscripts/skill-apply.ts781 // Always collect the human-facing instructions into the result so aCOMMENT
LOWscripts/skill-conformance.test.ts1// CI conformance for programmatic skill apply.COMMENT
LOWscripts/skill-directives.ts1// Extract `nc:` skill directives embedded in a SKILL.md.COMMENT
LOWscripts/skill-directives.ts21// append to:<file> [at:<marker>] body: line(s) to add skip if presentCOMMENT
LOWscripts/skill-directives.ts41// capture). Degrades to an agent when no streaming exec is wired.COMMENT
LOWscripts/skill-directives.ts61// operator body: instructions for the human operator output-onlyCOMMENT
LOWscripts/skill-directives.ts81// deferred — so one skill can express mutually-exclusive branches (e.g. a localCOMMENT
LOWscripts/cleanup-sessions.sh1#!/bin/bashCOMMENT
LOWscripts/skill-policy.ts1// Shared, UI-free driver policy for `nc:operator` blocks — presentation derivedCOMMENT
LOWsrc/router.ts281COMMENT
LOWsrc/delivery.ts301 }COMMENT
LOWsrc/providers/index.ts1// Host-side provider container-config barrel.COMMENT
LOWsrc/cli/dispatch.ts161 try {COMMENT
LOWsrc/channels/index.ts1// Channel self-registration barrel.COMMENT
Modern AI Meta-Vocabulary11 hits · 36 pts
SeverityFileLineSnippetContext
MEDIUM.claude/skills/migrate-memory/SKILL.md28## Step 2: flat → scaffold (`CLAUDE.local.md` → `memory/`)COMMENT
MEDIUM.claude/skills/migrate-memory/SKILL.md36## Step 3: scaffold → flat (`memory/` → `CLAUDE.local.md`)COMMENT
MEDIUM…tainer/agent-runner/src/memory-scaffold.wiring.test.ts5// Wiring guard for the memory-scaffold seam: the boot gate in index.tsCOMMENT
MEDIUM…tainer/agent-runner/src/memory-scaffold.wiring.test.ts7// single functional reach-in. The unit tests in memory-scaffold.test.ts driveCOMMENT
MEDIUMscripts/init-first-agent.ts251 // scaffold). A reused group keeps its provider (INSERT OR IGNORE).COMMENT
MEDIUMsrc/provider-surfaces.test.ts84 // Claude surfaces; its seed lands in the scaffold's conventional file,COMMENT
MEDIUMsrc/provider-surfaces.test.ts85 // which the container-side scaffold preserves at boot.COMMENT
MEDIUMsrc/group-init.ts56 // brand-new group that resolves to the instance default, so the scaffold andCOMMENT
MEDIUMsrc/group-init.ts78 // goes into the memory scaffold's conventional landing file insteadCOMMENT
MEDIUMsrc/group-init.ts79 // (memory/memories/imported-agent-memory.md): the container-side scaffoldCOMMENT
MEDIUMsrc/modules/agent-to-agent/create-agent.ts144 // Passing it explicitly to initGroupFilesystem pins the child's scaffold andCOMMENT
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICAL.github/workflows/label-pr.yml36 const author = context.payload.pull_request.user.login.toLowerCase();CODE
Fake / Example Data7 hits · 7 pts
SeverityFileLineSnippetContext
LOWsetup/channels/run-channel-skill.test.ts94 await runChannelSkill('teams', 'Acme Corp', {CODE
LOW…ills/add-clidash/add/tools/clidash/test/server.test.js181 writeFileSync(join(viewsDir, '..', 'placeholder'), ''); // ensure tmp existsCODE
LOWdocs/templates.md193 "env": { "ACME_API_KEY": "placeholder" }CODE
LOWcontainer/skills/agent-browser/SKILL.md179agent-browser fill @e1 "user@example.com"CODE
LOWscripts/skill-inputs.test.ts48 NC_INPUT_BOT_TOKEN: 'xoxb-fake-token',CODE
LOWscripts/skill-inputs.test.ts54 bot_token: 'xoxb-fake-token',CODE
LOWsrc/providers/claude.ts25 env.ANTHROPIC_AUTH_TOKEN = 'placeholder';CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsetup/signal-auth.ts195 // rather than scraping stdout — more robust across signal-cli versions.COMMENT
Cross-Language Confusion1 hit · 2 pts
SeverityFileLineSnippetContext
HIGHrepo-tokens/recount.py8 pip install tiktoken && python3 repo-tokens/recount.pySTRING
Self-Referential Comments1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMscripts/skill-apply.test.ts812 '## Create the bot',CODE
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWmigrate-v2.sh597# Check if v1 service is runningCOMMENT
Excessive Try-Catch Wrapping1 hit · 1 pts
SeverityFileLineSnippetContext
LOWrepo-tokens/action.yml92 except Exception as e:CODE
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsrc/modules/approvals/onecli-approvals.ts113async function handleRequest(request: ApprovalRequest): Promise<Decision> {CODE