Repository Analysis

pacifio/atlas

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

7.8 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of pacifio/atlas, a Rust project with 3,095 GitHub stars. SynthScan v2.0 examined 260,365 lines of code across 860 source files, recording 1178 pattern matches distributed across 11 syntactic categories. The overall adjusted score of 7.8 places this repository in the Low AI signal 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).

7.8
Adjusted Score
7.8
Raw Score
100%
Time Factor
2026-09-03
Last Push
3.1K
Stars
Rust
Language
260.4K
Lines of Code
860
Files
1.2K
Pattern Hits
2026-09-03
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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

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

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 0HIGH 4MEDIUM 439LOW 735

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 1178 distinct pattern matches across 11 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 Separators427 hits · 1263 pts
SeverityFileLineSnippetContext
MEDIUMCargo.toml174# ─── Vendored Codex engine (ADR-0003 fork point `42b5f05`) ───────────────────COMMENT
MEDIUMCargo.toml615# ─── Cersei SDK — gone (#54) ─────────────────────────────────────────────────COMMENT
MEDIUMCargo.toml626# ─── The vendored engine's own git forks ─────────────────────────────────────COMMENT
MEDIUMcrates/atlas-terminal/src/lib.rs327// ── zsh shell integration ──────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs72// ── Recording sink: the DeltaSink seam BroadcastMiddleware occupies ─────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs97// ── Per-agent result matrix ─────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs124// ── Delta-stream helpers ────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs310// ── Phases ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs386 // ── spawn + session ────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs424 // ── basic tool call: the turn must WRITE a real file ───────────────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs500 // ── broadcast wire-order invariants on that turn ───────────────────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs503 // ── mode switching (incl. plan mode when advertised) ───────────────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs552 // ── reasoning effort — the composer's right-hand picker ────────────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs562 // ── model / config-option switching ────────────────────────────────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs612 // ── cancel mid-turn, then a follow-up turn on the same session ─────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs645 // ── resume: drop the session, session/load it back ─────────────────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs1002// ── Entry ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-agents/examples/backend_suite.rs1095 // ── Report ─────────────────────────────────────────────────────────────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.rs46// ── 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.rs45// ── Layer 2: the vendored betterleaks corpus ────────────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/layers.rs102// ── Layer 3: deterministic provider prefixes ────────────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/layers.rs125// ── Layer 4: credentialed URIs ──────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/layers.rs136// ── Layer 5: database connection strings ────────────────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/layers.rs152// ── Layer 6: bounded credential key/value ───────────────────────────────────COMMENT
MEDIUMcrates/atlas-redact/tests/layers.rs179// ── The composed pass ───────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/health.rs87// ── OK ──────────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/health.rs128// ── Degraded ────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/health.rs224// ── Stopped ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/health.rs471// ── Precedence and recovery ─────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/timeline.rs68// ── The Sessions list ───────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/timeline.rs136// ── The Session timeline ────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/timeline.rs255// ── Reading while another store in this process holds the writer lock ───────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/timeline.rs435// ── Active time ─────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs163// ── The core rule ───────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs348// ── Cardinality ─────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs429// ── Commit shapes ───────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs579// ── Recorded facts ──────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs631// ── Backfill and cursor recovery ────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs741// ── Git is optional ─────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs779// ── Scale ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs807// ── Consumption: work that landed stops nominating the Session ──────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs865// ── Time bound: commits older than the Session never link ───────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs897// ── Merge side branches ─────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs943// ── Content filters ─────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs970// ── The empty first walk ────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs990// ── Imported Sessions ───────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs1026// ── Targeted evaluation for commits the cursor already passed (#31) ─────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/linkage.rs1026// ── Targeted evaluation for commits the cursor already passed (#31) ─────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/rewrites.rs146// ── Amend ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/rewrites.rs181// ── Rebase ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/rewrites.rs243// ── Squash ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/rewrites.rs307// ── Ambiguity ───────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/rewrites.rs424// ── Recovery, idempotency, and reporting ────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/rewrites.rs576// ── The production sequence: walk, then reconcile ───────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/import.rs53// ── Fresh import ────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/import.rs128// ── Transcript timestamps ───────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/import.rs162// ── Redaction ───────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/atlas-checkpoint/tests/import.rs193// ── Dedupe ──────────────────────────────────────────────────────────────────COMMENT
367 more matches not shown…
Over-Commented Block701 hits · 685 pts
SeverityFileLineSnippetContext
LOWCargo.toml1# Atlas's root cargo workspace.COMMENT
LOWCargo.toml161# lockfile and its own profile, and joining the workspace would change thatCOMMENT
LOWCargo.toml181# depends on them. `tests/codex-quarantine.test.ts` is what keeps that true —COMMENT
LOWCargo.toml201license = "Apache-2.0"COMMENT
LOWCargo.toml561COMMENT
LOWCargo.toml621# them rather than by a patch table: a chunk-split fixture that splits an SSECOMMENT
LOWCargo.toml641[patch."ssh://git@github.com/openai-oss-forks/tungstenite-rs.git"]COMMENT
LOWCargo.toml661 # 2. commands/capture.rs guards its worker threads — aCOMMENT
LOWCargo.toml681opt-level = 0COMMENT
LOWbump.sh1#!/usr/bin/env bashCOMMENT
LOWdebump.sh1#!/usr/bin/env bashCOMMENT
LOWtsconfig.test.json1{COMMENT
LOWtsconfig.json21 "paths": {COMMENT
LOWvite.config.ts21 // agent streaming + workspace switches. `index.js` is a table-based,COMMENT
LOWvite.config.ts121 ],COMMENT
LOWvite.config.ts141 //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 /// `Some` once the command has exited.COMMENT
LOWcrates/atlas-terminal/src/lib.rs241/// Holds a `Weak` deliberately — the master must stay droppable byCOMMENT
LOWcrates/atlas-agents/examples/backend_suite.rs1//! Backend certification suite for the ACP registry-only port.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
LOWcrates/atlas-redact/src/lib.rs1//! Atlas's single source of truth for secret redaction.COMMENT
LOWcrates/atlas-redact/src/lib.rs21//! assert!(out.text.contains("[REDACTED]"));COMMENT
LOWcrates/atlas-redact/src/provider.rs1//! Layer 3 — deterministic provider token prefixes.COMMENT
LOWcrates/atlas-redact/src/provider.rs21/// a capture group, that group is the redacted span; otherwise the whole match is.COMMENT
LOWcrates/atlas-redact/src/provider.rs41 // fixed. Suppressing a redaction by prefix is a mechanism whose failure modeCOMMENT
LOWcrates/atlas-redact/src/placeholder.rs1//! Values that look like credentials but carry no secret.COMMENT
LOWcrates/atlas-redact/src/entropy.rs1//! Layer 1 — Shannon entropy over long alphanumeric-ish tokens.COMMENT
LOWcrates/atlas-redact/src/json.rs1//! JSON-aware redaction: walk the value, scrub the leaves, keep the structure.COMMENT
LOWcrates/atlas-redact/src/credential.rs1//! Layer 6 — bounded credential key/value pairs.COMMENT
LOWcrates/atlas-redact/src/credential.rs61/// *the key must end in a credential word* — is not something a single regexCOMMENT
LOWcrates/atlas-redact/src/credential.rs121/// message would pass through the flat redactor untouched.COMMENT
LOWcrates/atlas-redact/src/dsn.rs1//! Layer 5 — database connection strings, treated as one unit.COMMENT
LOWcrates/atlas-redact/src/uri.rs1//! Layer 4 — credentialed URIs.COMMENT
LOWcrates/atlas-checkpoint/tests/linkage.rs241 // so one reworded word cost the link, and the stated fix was to sampleCOMMENT
LOWcrates/atlas-checkpoint/tests/drain.rs1//! The outbox drain, against a real HTTP server on loopback.COMMENT
LOWcrates/atlas-checkpoint/tests/workflows.rs1//! Realistic developer workflows, driven against a real git repo.COMMENT
LOWcrates/atlas-checkpoint/src/health.rs1//! One visible signal per Workspace, replacing nine invisible failures.COMMENT
LOWcrates/atlas-checkpoint/src/health.rs21//! single place that says so.COMMENT
LOWcrates/atlas-checkpoint/src/health.rs61#[derive(Debug, Clone, PartialEq, Eq, Serialize, Deserialize)]COMMENT
LOWcrates/atlas-checkpoint/src/health.rs81 pub issues: Vec<HealthIssue>,COMMENT
LOWcrates/atlas-checkpoint/src/health.rs101 /// reported by the watcher registry itself.COMMENT
LOWcrates/atlas-checkpoint/src/tools.rs1//! Turning what the wire says into something you can `GROUP BY`.COMMENT
LOWcrates/atlas-checkpoint/src/tools.rs81 /// One of the two things that make a `file_touch` expected, and the weakerCOMMENT
LOWcrates/atlas-checkpoint/src/tools.rs201 }COMMENT
LOWcrates/atlas-checkpoint/src/tools.rs341COMMENT
LOWcrates/atlas-checkpoint/src/error.rs1//! Failure modes of the capture path.COMMENT
LOWcrates/atlas-checkpoint/src/checkpoint.rs1//! Turning observed commits into Checkpoints.COMMENT
LOWcrates/atlas-checkpoint/src/checkpoint.rs21//! workflow, and demanding an exact content match here would silently discardCOMMENT
LOWcrates/atlas-checkpoint/src/checkpoint.rs41//! commit was created, which is what makes the bounded recovery re-scan safe:COMMENT
LOWcrates/atlas-checkpoint/src/checkpoint.rs81/// is a Workspace that has silently gone dark.COMMENT
LOWcrates/atlas-checkpoint/src/checkpoint.rs181 },COMMENT
LOWcrates/atlas-checkpoint/src/checkpoint.rs321 }COMMENT
LOWcrates/atlas-checkpoint/src/checkpoint.rs421 // Both sides must agree the file predates the agent's write. Git'sCOMMENT
LOWcrates/atlas-checkpoint/src/checkpoint.rs461 // scaffolds a file, the developer fixes one line, and the CheckpointCOMMENT
641 more matches not shown…
Modern AI Meta-Vocabulary8 hits · 23 pts
SeverityFileLineSnippetContext
MEDIUMCargo.toml708# 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
MEDIUMdocs/atlas-agent-codex-port-spec.md48### Bonus, for free: the RAG stackCOMMENT
MEDIUMdocs/research/codex-cutover-survival-list.md88### A4. Memory/RAG: which one is live?COMMENT
MEDIUMsrc-tauri/Cargo.toml97# On-device RAG/memory engine (MiniLM → usearch HNSW + manifest). The TauriCOMMENT
MEDIUMsrc-tauri/Cargo.toml101# Deterministic codebase scanner (Cersei tree-sitter). Feeds the Memory-Chat RAGCOMMENT
MEDIUMsrc-tauri/src/state/atlas_config.rs277 "# On-device embedding model, named by its directory. Normally managed\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.rs379 assert!(spans("API_KEY=<your-api-key>").is_empty());CODE
HIGHcrates/atlas-redact/src/credential.rs422 assert!(spans(r#"{"api_key": "<your-api-key>"}"#).is_empty());CODE
Hyper-Verbose Identifiers20 hits · 20 pts
SeverityFileLineSnippetContext
LOW…atures/memory/components/memory-timeline-view-prefs.ts5export function loadMemoryTimelineDayCount(): MemoryTimelineDayCount {CODE
LOW…atures/memory/components/memory-timeline-view-prefs.ts14export function saveMemoryTimelineDayCount(dayCount: MemoryTimelineDayCount) {CODE
LOWsrc/features/chat/stores/chat-store.ts139function pushPermissionModeToAgent(CODE
LOWsrc/features/chat/stores/chat-store.ts624function makeAssistantThinkingMessage(thinking: string): ChatMessage {CODE
LOWsrc/features/chat/stores/recent-files-store.ts70export function ensureRecentFilesListener(): void {CODE
LOWsrc/features/chat/components/chat-panel.tsx112async function 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.ts261export async function listMessagesInPastSession(CODE
LOWsrc/features/chat/lib/mentions.ts525export function publishKnowledgeToMentionCache(): Promise<void> {CODE
LOWsrc/features/chat/lib/mentions.ts558export async function ensureKnowledgeMentionCache(projectPath: string): Promise<void> {CODE
LOWsrc/features/comms/stores/comms-store.ts828export function retryUnloadedConversations(): void {CODE
LOWsrc/features/workspaces/stores/workspace-git-store.ts115export function resetGitSummariesForOrgSwitch() {CODE
LOWsrc/features/workspaces/lib/org-scope.ts44export function activeOrgWorkspacesSnapshot(): Workspace[] {CODE
LOWsrc/features/project/stores/project-store.ts229function maybeEnsureAtlasGitignore(path: string, settings: AppSettings): void {CODE
LOW…anisations/components/loading-organisation-overlay.tsx11export function LoadingOrganisationOverlay() {CODE
LOWsrc/features/telemetry/error-handlers.ts10export function installGlobalErrorHandlers(): void {CODE
LOWsrc/features/git/stores/git-store.ts164function ensureGitStatusFreshListener(): void {CODE
LOWsrc/lib/safe-unlisten.test.ts15async function unhandledRejectionsDuring(run: () => void): Promise<unknown[]> {CODE
AI Slop Vocabulary5 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMcrates/atlas-redact/src/vendor_rules.rs1222 id: r#"harness-api-key"#,CODE
MEDIUMcrates/atlas-redact/src/vendor_rules.rs1430 id: r#"lighton-paradigm-api-key"#,CODE
MEDIUMcrates/atlas-redact/src/vendor_rules.rs1431 pattern: r#"(?i)[\w.-]{0,50}?(?:lighton|paradigm)(?:[ \t\w.-]{0,20})[\s'"]{0,3}(?:=|>|:{1,3}=|\|\||:|=>|\?=|,)[\CODE
MEDIUMcrates/atlas-redact/src/vendor_rules.rs1432 keywords: &[r#"lighton"#, r#"paradigm"#],CODE
LOWsrc-tauri/resources/nvm.sh982 # if there’s no initial path, just return the supplementary pathCOMMENT
Example Usage Blocks5 hits · 8 pts
SeverityFileLineSnippetContext
LOWbump.sh4# Usage:COMMENT
LOWdebump.sh5# Usage:COMMENT
LOWscripts/set-dmg-icon.sh15# Usage:COMMENT
LOWscripts/release-macos.sh37# Usage:COMMENT
LOWscripts/build-dmg.sh19# Usage:COMMENT
Verbosity Indicators3 hits · 4 pts
SeverityFileLineSnippetContext
LOWcrates/atlas-memory/src/lib.rs75// Step 10: offline 3-agent retrieval-parity tests + an HNSW-vs-brute-forceCOMMENT
LOWcrates/atlas-memory/src/lib.rs189 // Step 3: import a legacy `.atlas/memory-index/index.json` (if present)COMMENT
LOWcrates/atlas-memory/src/lib.rs202 // Step 8: one-time, idempotent fold of the legacy shared cross-agent memoryCOMMENT
Structural Annotation Overuse3 hits · 4 pts
SeverityFileLineSnippetContext
LOWcrates/atlas-memory/src/lib.rs75// Step 10: offline 3-agent retrieval-parity tests + an HNSW-vs-brute-forceCOMMENT
LOWcrates/atlas-memory/src/lib.rs189 // Step 3: import a legacy `.atlas/memory-index/index.json` (if present)COMMENT
LOWcrates/atlas-memory/src/lib.rs202 // Step 8: one-time, idempotent fold of the legacy shared cross-agent memoryCOMMENT
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWcrates/atlas-redact/scripts/gen_vendor_rules.py41CODE
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWcrates/atlas-redact/src/placeholder.rs24 "placeholder",CODE