AI Slop Code RIsk Monitor

pacifio/atlas

Source control for agents. Use multiple coding agents, track their changes and query them in one place

7.0 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for pacifio/atlas, a Rust project with 9,587 GitHub stars. SynthScan examined 485,217 lines of code across 1662 source files, recording 1961 pattern matches distributed across 12 syntactic categories. The legacy adjusted pattern signal is 7.0 (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.

7.0
Adjusted Signal
7.0
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
9.6K
Stars
Rust
Language
485.2K
Lines of Code
1.7K
Files
2.0K
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 11.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1216 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 11 finding(s).

Agent Over-Engineering Ratio 20.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 779 finding(s).

PR Review Velocity Impact 30.1/100 · MEDIUM

Which changes need focused human review? 1961 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 4MEDIUM 750LOW 1207

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 1961 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.

Decorative Section Separators734 hits · 2150 pts
SeverityFileLineSnippetContext
MEDIUMCargo.toml183# ─── Vendored engine (ADR-0003 fork point `42b5f05`; renamed in ADR-0011) ──────────COMMENT
MEDIUMCargo.toml671# ─── Previous native SDK — gone (#54) ─────────────────────────────────────────────────COMMENT
MEDIUMCargo.toml682# ─── The vendored engine's own git forks ─────────────────────────────────────COMMENT
MEDIUMcrates/atlas-terminal/src/lib.rs375// ── zsh shell integration ──────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-artifacts/src/client.rs577 // ── The inbox, against an HTTP server on loopback ───────────────────────COMMENT
MEDIUMcrates/atlas-artifacts/src/client.rs770 // ── Ids are path segments, never paths ──────────────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/parity_memory_delta.rs26// ── Ported verbatim from memory_delta.rs's own tests ────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/parity_memory_delta.rs51// ── One case per prefix in memory_delta's `looks_secret` table ──────────────COMMENT
MEDIUMcrates/atlas-redact/tests/layers.rs30// ── Layer 1: Shannon entropy ────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/layers.rs47// ── Layer 2: the vendored betterleaks corpus ────────────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/layers.rs108// ── Layer 3: deterministic provider prefixes ────────────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/layers.rs131// ── Layer 4: credentialed URIs ──────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/layers.rs146// ── Layer 5: database connection strings ────────────────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/layers.rs162// ── Layer 6: bounded credential key/value ───────────────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/layers.rs189// ── The composed pass ───────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-theme/keys.toml13# ── An entry ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-theme/keys.toml53# ── `[[derived]]`: a colour Atlas writes but no theme may set ─────────────────COMMENT
MEDIUMcrates/atlas-theme/keys.toml124# ── Borders ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-theme/keys.toml150# ── Elements and overlays ─────────────────────────────────────────────────────STRING
MEDIUMcrates/atlas-theme/keys.toml218# ── Text ──────────────────────────────────────────────────────────────────────STRING
MEDIUMcrates/atlas-theme/keys.toml253# ── Status ────────────────────────────────────────────────────────────────────STRING
MEDIUMcrates/atlas-theme/keys.toml289# ── Selection ─────────────────────────────────────────────────────────────────STRING
MEDIUMcrates/atlas-theme/keys.toml302# ── Terminal ──────────────────────────────────────────────────────────────────STRING
MEDIUMcrates/atlas-theme/keys.toml473# ── Syntax ────────────────────────────────────────────────────────────────────STRING
MEDIUMcrates/atlas-theme/keys.toml597# ── Editor ────────────────────────────────────────────────────────────────────STRING
MEDIUMcrates/atlas-theme/keys.toml684# ── Search ────────────────────────────────────────────────────────────────────STRING
MEDIUMcrates/atlas-theme/keys.toml714# ── Chrome surfaces ───────────────────────────────────────────────────────────STRING
MEDIUMcrates/atlas-theme/keys.toml753# ── Diff ──────────────────────────────────────────────────────────────────────STRING
MEDIUMcrates/atlas-theme/keys.toml821# ── Agents and indicators ─────────────────────────────────────────────────────STRING
MEDIUMcrates/atlas-theme/keys.toml851# ── Derived variables ─────────────────────────────────────────────────────────STRING
MEDIUMcrates/atlas-theme/tests/import.rs91// ── shadcn / tweakcn ────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-theme/tests/import.rs210// ── Zed ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-theme/tests/import.rs306// ── VS Code ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-theme/tests/import.rs453// ── export ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-theme/tests/import.rs503// ── failures ────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/health.rs74// ── OK ──────────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/health.rs115// ── Degraded ────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/health.rs221// ── Stopped ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/health.rs494// ── Precedence and recovery ─────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/timeline.rs83// ── The Sessions list ───────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/timeline.rs170// ── The Session timeline ────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/timeline.rs429// ── Reading while another store in this process holds the writer lock ───────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/timeline.rs669// ── Active time ─────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs168// ── The core rule ───────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs375// ── Cardinality ─────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs550// ── Commit shapes ───────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs718// ── Recorded facts ──────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs773// ── Backfill and cursor recovery ────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs883// ── Git is optional ─────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs921// ── Scale ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs949// ── Consumption: work that landed stops nominating the Session ──────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs1021// ── Time bound: commits older than the Session never link ───────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs1060// ── Merge side branches ─────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs1120// ── Content filters ─────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs1147// ── The empty first walk ────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs1170// ── Imported Sessions ───────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs1206// ── Targeted evaluation for commits the cursor already passed (#31) ─────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs1206// ── Targeted evaluation for commits the cursor already passed (#31) ─────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/rewrites.rs147// ── Amend ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/rewrites.rs187// ── Rebase ──────────────────────────────────────────────────────────────────COMMENT
674 more matches not shown…
Over-Commented Block1143 hits · 1110 pts
SeverityFileLineSnippetContext
LOWCargo.toml1# Atlas's root cargo workspace.COMMENT
LOWCargo.toml181]COMMENT
LOWCargo.toml201# Inventory's "77 crates, 63 droppable" is the closure of `atlas-engine-core`. D1COMMENT
LOWCargo.toml221#COMMENT
LOWCargo.toml661# An allow, not a deny. `#[async_trait]` marks every method it generatesCOMMENT
LOWCargo.toml681COMMENT
LOWCargo.toml701# 422af792 (docs/research/build-performance.md) fat LTO's final link is aCOMMENT
LOWCargo.toml721 # panicking worker is silent capture loss.COMMENT
LOWCargo.toml741codegen-units = 256COMMENT
LOWCargo.toml761opt-level = 1COMMENT
LOWCargo.toml841# cost is a longer first clean build; the `"*"` override cannot cover theseCOMMENT
LOWbunfig.toml1# bun auto-installs peer dependencies (`install.peer` defaults to true), andCOMMENT
LOWtsconfig.test.json1{COMMENT
LOWclippy.toml1# Upstream Atlas Agent's `atlas-engine-rs/clippy.toml`, restored.COMMENT
LOWclippy.toml21# * `await-holding-invalid-types` — the type list behind `await_holding_invalid_type`,COMMENT
LOWtsconfig.json21 "resolveJsonModule": true,COMMENT
LOWrust-toolchain.toml1# The one Rust version for every machine: local checkouts, CI and the releaseCOMMENT
LOWvite.config.ts41 "node_modules/decode-named-character-reference/index.js",COMMENT
LOWvite.config.ts141 // The worker is a separate ESM entry loaded via `?url`; pre-bundling itCOMMENT
LOWvite.config.ts161 //COMMENT
LOWcrates/atlas-terminal/src/command.rs1//! One-shot command terminals — the engine behind ACP's `terminal/*` methodsCOMMENT
LOWcrates/atlas-terminal/src/command.rs21COMMENT
LOWcrates/atlas-terminal/src/command.rs41 /// `None` when the process was terminated by a signal.COMMENT
LOWcrates/atlas-terminal/src/command.rs101 // character in half and every later read would show a replacement charCOMMENT
LOWcrates/atlas-terminal/src/command.rs301 .lock()COMMENT
LOWcrates/atlas-terminal/src/command.rs381/// command that writes and exits at once (`echo hi`) has its `write` succeedCOMMENT
LOWcrates/atlas-terminal/src/command.rs701 fn releasing_an_unknown_terminal_reports_false_rather_than_panicking() {COMMENT
LOWcrates/atlas-artifacts/src/client.rs1//! The read half of the artifacts API.COMMENT
LOWcrates/atlas-artifacts/src/client.rs21/// How many board pages one refresh will walk.COMMENT
LOWcrates/atlas-artifacts/src/client.rs41pub const INBOX_PAGE_MAX: u32 = 100;COMMENT
LOWcrates/atlas-artifacts/src/error.rs1//! The failure taxonomy for the artifacts read surface.COMMENT
LOWcrates/atlas-artifacts/src/error.rs21 Unauthorized(String),COMMENT
LOWcrates/atlas-artifacts/src/lib.rs1//! **Atlas artifacts** — the read half of the Organisation's timeline.COMMENT
LOWcrates/atlas-artifacts/src/board.rs1//! The remote half of the board, held in memory.COMMENT
LOWcrates/atlas-artifacts/src/board.rs21//! machine has never bound invisible — which is most of them, for anyone whoCOMMENT
LOWcrates/atlas-artifacts/src/board.rs41/// Which Session, in which Project — `(workspace_id, session_id)`, both server ids.COMMENT
LOWcrates/atlas-artifacts/src/board.rs61 /// Project id → how to name it, for a row from a Project this machine hasCOMMENT
LOWcrates/atlas-artifacts/src/manager.rs1//! Who is connected, to which Projects and Sessions, and what to do when oneCOMMENT
LOWcrates/atlas-artifacts/src/manager.rs21//! # Two kinds of socketCOMMENT
LOWcrates/atlas-artifacts/src/manager.rs61/// Event fan-out capacity. A lagging subscriber drops rather than blocking theCOMMENT
LOWcrates/atlas-artifacts/src/manager.rs161 /// The supervisor's identity. Monotonic per manager; a supervisor may onlyCOMMENT
LOWcrates/atlas-artifacts/src/manager.rs221 }COMMENT
LOWcrates/atlas-artifacts/src/socket.rs1//! One Project's realtime connection, from dial to close.COMMENT
LOWcrates/atlas-artifacts/src/socket.rs41use crate::error::{Error, Result};COMMENT
LOWcrates/atlas-artifacts/src/socket.rs81#[derive(Debug, Clone, Serialize)]COMMENT
LOWcrates/atlas-artifacts/src/socket.rs101 Hello {COMMENT
LOWcrates/atlas-artifacts/src/model.rs1//! The shapes the artifacts API answers with.COMMENT
LOWcrates/atlas-artifacts/src/model.rs21use serde::{Deserialize, Serialize};COMMENT
LOWcrates/atlas-artifacts/src/model.rs41 pub id: String,COMMENT
LOWcrates/atlas-artifacts/src/model.rs81 /// sum and the two cache figures. Both stay zero on a remote row ratherCOMMENT
LOWcrates/atlas-artifacts/src/model.rs101 #[serde(default)]COMMENT
LOWcrates/atlas-artifacts/src/model.rs121 pub sessions: Vec<RemoteSession>,COMMENT
LOWcrates/atlas-artifacts/src/model.rs141/// Two local fields have no wire equivalent and are filled in by the host:COMMENT
LOWcrates/atlas-artifacts/src/model.rs321 }COMMENT
LOWcrates/atlas-grepindex/examples/gen_bigram_table.rs1//! Generates `data/bigram_rank_v1.bin`, the bigram weight table `gram.rs` embeds.COMMENT
LOWcrates/atlas-grepindex/src/format.rs1//! On-disk snapshot, format v1. One directory per base tree:COMMENT
LOWcrates/atlas-grepindex/src/gram.rs1//! Sparse n-grams (the danlark1 / GitHub Blackbird / Cursor rule) over ASCII-folded bytes.COMMENT
LOWcrates/atlas-redact/tests/parity_memory_delta.rs1//! Parity with the ad-hoc redactor this crate replaces.COMMENT
LOWcrates/atlas-redact/scripts/gen_vendor_rules.py41from __future__ import annotationsCOMMENT
LOWcrates/atlas-redact/src/vendor.rs1//! Layer 2 — the vendored betterleaks rule corpus.COMMENT
1083 more matches not shown…
Hyper-Verbose Identifiers45 hits · 45 pts
SeverityFileLineSnippetContext
LOWtests/persistent-tab-render-contract.test.ts66function parsePersistentPanelCases(source: string): string[] {CODE
LOWtests/vendor-licensing.test.ts129function computeModifiedVendoredFiles(): string[] {CODE
LOW…atures/settings/lib/notification-settings-migration.ts110export function migrateNotificationSettings(CODE
LOWsrc/features/artifacts/lib/team-presence.ts40export function startTeamPresenceListener(): () => void {CODE
LOWsrc/features/app/stores/app-store.ts243function maybeEnsureAtlasGitignore(path: string, settings: AppSettings): void {CODE
LOW…es/keybindings/lib/use-native-close-tab-accelerator.ts12export function useNativeCloseTabAccelerator(): void {CODE
LOWsrc/features/chat/stores/chat-store.ts141function pushPermissionModeToAgent(CODE
LOWsrc/features/chat/stores/chat-store.ts712function makeAssistantThinkingMessage(thinking: string): ChatMessage {CODE
LOWsrc/features/chat/stores/native-models-store.ts87export function useNativeModelsOrgRefresh(): void {CODE
LOWsrc/features/chat/stores/recent-files-store.ts70export function ensureRecentFilesListener(): void {CODE
LOWsrc/features/chat/components/chat-panel.tsx185function rebindDisconnectedSession(tabId: string): Promise<boolean> {CODE
LOWsrc/features/chat/lib/acp-config-options-cache.ts51export function loadCachedAcpConfigOptions(agentType: string): unknown[] | null {CODE
LOWsrc/features/chat/lib/acp-config-options-cache.ts76export function saveCachedAcpConfigOptions(agentType: string, options: unknown[]): void {CODE
LOWsrc/features/chat/lib/default-agent.ts21export function defaultAgentForNewSession(): SwitchableAgent {CODE
LOWsrc/features/chat/lib/mentions.ts347export async function listMessagesInPastSession(CODE
LOWsrc/features/chat/lib/mentions.ts632export function publishKnowledgeToMentionCache(): Promise<void> {CODE
LOWsrc/features/chat/lib/mentions.ts665export async function ensureKnowledgeMentionCache(projectPath: string): Promise<void> {CODE
LOWsrc/features/chat/lib/org-mentions.ts141export function resetOrgMentionSourcesForTests(): void {CODE
LOWsrc/features/chat/lib/exit-plan-modes.ts40export function exitPlanOptionRestartsSession(optionId: string): boolean {CODE
LOWsrc/features/chat/lib/agent-signin.ts115export async function authenticateAfterCliLogin(CODE
LOWsrc/features/projects/stores/project-git-store.ts115export function resetGitSummariesForOrgSwitch() {CODE
LOWsrc/features/projects/lib/org-scope.ts44export function activeOrgProjectsSnapshot(): Project[] {CODE
LOWsrc/features/spaces/lib/space-wire.ts160export function encodeSpaceAwarenessState(state: SpaceAwarenessState): Uint8Array {CODE
LOWsrc/features/spaces/lib/space-wire.ts171export function decodeSpaceAwarenessState(state: Uint8Array): SpaceAwarenessState | null {CODE
LOWsrc/features/comms/stores/comms-store.ts95export function resetCommsSwitchStateForTests(): void {CODE
LOWsrc/features/comms/stores/comms-store.ts978export function pendingConvRetriesForTests(): number {CODE
LOWsrc/features/comms/stores/comms-store.ts1063export function retryUnloadedConversations(): void {CODE
LOWsrc/features/terminal/lib/terminal-notifier-rules.ts100export function decideTerminalNotification(CODE
LOW…anisations/components/loading-organisation-overlay.tsx12export function LoadingOrganisationOverlay() {CODE
LOWsrc/features/theme/stores/theme-store.ts201export function startThemeCatalogListener(): void {CODE
LOWsrc/features/telemetry/error-handlers.ts10export function installGlobalErrorHandlers(): void {CODE
LOWsrc/features/notifications/lib/agent-notifier.ts326export function notifyAgentSignInRequired(tabId: string, agentType: string): void {CODE
LOWsrc/features/notifications/lib/notifier-api.ts65export async function notifierRequestAuthorization(): Promise<NotifierAuthorization> {CODE
LOWsrc/features/notifications/lib/notifier-api.ts94export function listenNotificationResponses(CODE
LOW…features/notifications/lib/permission-actions-rules.ts94export function permissionDecisionForAction(CODE
LOWsrc/features/notifications/lib/permission-actions.ts20export function answerPermissionFromBanner(response: SystemNotificationResponse): void {CODE
LOWsrc/features/git/stores/git-store.ts178function ensureGitStatusFreshListener(): void {CODE
LOWsrc/features/git/lib/git-pr-api.ts51export function resetGhAvailabilityForTests(): void {CODE
LOWsrc/features/icon-theme/stores/icon-theme-store.ts288export function startIconThemeCatalogListener(): void {CODE
LOWsrc/lib/native-notify.ts60export function primeNativeNotificationPermission(): Promise<PermissionState> {CODE
LOWsrc/lib/native-notify.ts100export function removeNativeNotificationGroup(group: string): void {CODE
LOWsrc/lib/safe-unlisten.test.ts15async function unhandledRejectionsDuring(run: () => void): Promise<unknown[]> {CODE
LOWsrc/dev/mock-backend/fake-agent.ts438export function requestPermissionLongArgs(): Promise<void> {CODE
LOWsrc/dev/mock-backend/fake-agent.ts478export function requestPermissionQuestion(): Promise<void> {CODE
LOWsrc/dev/mock-backend/fake-agent.ts500export function requestPermissionQuestionMulti(): Promise<void> {CODE
Modern AI Meta-Vocabulary10 hits · 28 pts
SeverityFileLineSnippetContext
MEDIUMCargo.toml773# terminal, the embedder and the RAG engine unoptimized. Restating the levelCOMMENT
MEDIUMcrates/atlas-redact/scripts/gen_vendor_rules.py63# wide range is a context window (`.{0,200}` spanning lines) the same rewriteCOMMENT
MEDIUMcrates/atlas-memory/README.md1# atlas-memory — Atlas's RAG / memory engineCOMMENT
MEDIUMcrates/atlas-codeindex/Cargo.toml50# examples/eval_retrieval.rs loads a real embedding model; the library itselfCOMMENT
MEDIUMcrates/atlas-native-agent/src/engine/catalog.rs29//! # The context windowCOMMENT
MEDIUMdocs/archive/codex-cutover-survival-list.md90### A4. Memory/RAG: which one is live?COMMENT
MEDIUMdocs/archive/atlas-agent-codex-port-spec.md50### Bonus, for free: the RAG stackCOMMENT
MEDIUMsrc-tauri/Cargo.toml135# On-device RAG/memory engine (MiniLM → usearch HNSW + manifest). The TauriCOMMENT
MEDIUMsrc-tauri/src/state/atlas_config.rs633 "# On-device embedding model, named by its directory. Normally managed\n\CODE
MEDIUMsrc-tauri/src/state/atlas_config.rs639 "# On-device embedding model for semantic code search, named by its\n\CODE
Magic Placeholder Names4 hits · 20 pts
SeverityFileLineSnippetContext
HIGHcrates/atlas-redact/tests/negatives.rs52 "set API_KEY=<your-api-key> before running",CODE
HIGHcrates/atlas-redact/src/placeholder.rs29 "your_api_key",CODE
HIGHcrates/atlas-redact/src/credential.rs395 assert!(spans("API_KEY=<your-api-key>").is_empty());CODE
HIGHcrates/atlas-redact/src/credential.rs444 assert!(spans(r#"{"api_key": "<your-api-key>"}"#).is_empty());CODE
AI Slop Vocabulary7 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUMcrates/atlas-redact/src/vendor_rules.rs1225 id: r#"harness-api-key"#,CODE
MEDIUM⚡crates/atlas-redact/src/vendor_rules.rs1433 id: r#"lighton-paradigm-api-key"#,CODE
MEDIUM⚡crates/atlas-redact/src/vendor_rules.rs1434 pattern: r#"(?i)[\w.-]{0,50}?(?:lighton|paradigm)(?:[ \t\w.-]{0,20})[\s'"]{0,3}(?:=|>|:{1,3}=|\|\||:|=>|\?=|,)[\CODE
MEDIUM⚡crates/atlas-redact/src/vendor_rules.rs1435 keywords: &[r#"lighton"#, r#"paradigm"#],CODE
MEDIUMscripts/test-rust.sh51# own test harness, a second full-size link to run nothing.COMMENT
MEDIUM.github/workflows/ci.yml230 # own test harness and ran the doctest pass — a second full-size appCOMMENT
LOWsrc-tauri/resources/nvm.sh982 # if there’s no initial path, just return the supplementary pathCOMMENT
Example Usage Blocks7 hits · 11 pts
SeverityFileLineSnippetContext
LOWscripts/bump.sh4# Usage:COMMENT
LOWscripts/set-dmg-icon.sh15# Usage:COMMENT
LOWscripts/release-macos.sh37# Usage:COMMENT
LOWscripts/build-dmg.sh19# Usage:COMMENT
LOWscripts/debump.sh5# Usage:COMMENT
LOWscripts/layout-dmg.sh19# Usage:COMMENT
LOW⚡scripts/package-linux.sh10# Usage:COMMENT
Fake / Example Data5 hits · 5 pts
SeverityFileLineSnippetContext
LOWcrates/atlas-redact/src/placeholder.rs24 "placeholder",CODE
LOWcrates/atlas-agent-store/tests/archive.rs817 tar.append_data(&mut header, "placeholder", &b""[..])CODE
LOWsrc/features/organisations/stores/org-store.test.ts48 useOrgStore.getState().actions.mergeServerOrgs([server("Acme Corp")]);CODE
LOWsrc/features/organisations/stores/org-store.test.ts51 expect(org.name).toBe("Acme Corp");CODE
LOWsrc/features/organisations/stores/org-store.test.ts86 useOrgStore.getState().actions.mergeServerOrgs([server("Acme Corp")]);CODE
Unused Imports2 hits · 2 pts
SeverityFileLineSnippetContext
LOWcrates/atlas-redact/scripts/gen_vendor_rules.py41CODE
LOWscripts/one-off/rename-engine.py21CODE
Deep Nesting2 hits · 2 pts
SeverityFileLineSnippetContext
LOWscripts/one-off/rename-engine.py140CODE
LOWscripts/one-off/rename-engine.py223CODE
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWcrates/atlas-memory/src/lib.rs63// Step 10: offline 3-agent retrieval-parity tests + an HNSW-vs-brute-forceCOMMENT
Structural Annotation Overuse1 hit · 2 pts
SeverityFileLineSnippetContext
LOWcrates/atlas-memory/src/lib.rs63// Step 10: offline 3-agent retrieval-parity tests + an HNSW-vs-brute-forceCOMMENT