AI Slop Code RIsk Monitor

Mesh-LLM/mesh-llm

Distributed AI/LLM for the people. Share compute privately or publicly to power your agents and chat.

4.7 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Mesh-LLM/mesh-llm, a Rust project with 3,495 GitHub stars. SynthScan examined 1,267,769 lines of code across 4282 source files, recording 4551 pattern matches distributed across 20 syntactic categories. The legacy adjusted pattern signal is 4.7 (Low 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.

4.7
Adjusted Signal
4.7
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
3.5K
Stars
Rust
Language
1.3M
Lines of Code
4.3K
Files
4.6K
Pattern Hits
2026-10-12
Scan Date
0.03
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 14.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 3735 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

Are imports declared and package/API names verified? 320 finding(s).

Agent Over-Engineering Ratio 14.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2964 finding(s).

PR Review Velocity Impact 21.4/100 · LOW

Which changes need focused human review? 4551 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 1HIGH 141MEDIUM 416LOW 3993

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 4551 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers2463 hits · 2424 pts
SeverityFileLineSnippetContext
LOWmesh/evals/agentic_replay_engines.py341def resolve_engine_executable(arm: EngineArm) -> str:CODE
LOWmesh/evals/agentic_replay_engines.py401def external_server_environment(hf_home: Path | None) -> dict[str, str]:CODE
LOWmesh/evals/agentic-replay.py505def build_trajectory_manifest(args: argparse.Namespace, output: Path) -> dict[str, Any]:CODE
LOWmesh/evals/agentic-replay.py566def import_trajectory_manifest(CODE
LOWmesh/evals/agentic-replay.py684def validate_measured_cohort_capacity(CODE
LOWmesh/evals/agentic-replay.py700def validate_required_frameworks(CODE
LOWmesh/evals/agentic-replay.py1721def concurrent_final_checkpoints(CODE
LOWmesh/evals/test_agentic_replay_l3.py113 def test_complete_evidence_passes(self):CODE
LOWmesh/evals/test_agentic_replay_l3.py117 def test_duplicate_physical_fill_fails_closed(self):CODE
LOW…/mesh-llm-ui/e2e/configuration/schema-controls.spec.ts323async function installConfigurationBackend(page: Page, configOverride: JsonRecord = initialConfig) {CODE
LOW…/mesh-llm-ui/e2e/configuration/schema-controls.spec.ts461async function expectNoHorizontalOverflow(page: Page) {CODE
LOW…s/mesh-llm-ui/e2e/plugins/web-ui-exemplar.live.spec.ts55function collectBrowserDiagnostics(page: Page): BrowserDiagnostics {CODE
LOW…s/mesh-llm-ui/e2e/plugins/web-ui-exemplar.live.spec.ts69function collectBrowserApiResponses(page: Page): BrowserApiResponse[] {CODE
LOW…esh-llm-ui/e2e/logs/request-inspector-payloads.spec.ts13async function expectCopyAnchoredAtEndpoint(CODE
LOW…rates/mesh-llm-ui/e2e/logs/request-inspector-routes.ts39export async function installRequestInspectorRoutes(CODE
LOWmesh/crates/mesh-llm-ui/e2e/perf/meshviz-200.spec.ts311function waitForLivePacketLayerScale(page: Page, baselineTransform: string): Promise<string> {CODE
LOWmesh/crates/mesh-llm-ui/src/app/layout/shell-adapter.ts55function buildAvailableJoinCommands(inviteToken: string): TopNavJoinCommand[] {CODE
LOWmesh/crates/mesh-llm-ui/src/app/layout/shell-adapter.ts84function buildUnavailableJoinCommands(): TopNavJoinCommand[] {CODE
LOW…ures/developer/playground/developer-playground-tabs.ts20export function isDeveloperPlaygroundTabId(value: unknown): value is DeveloperPlaygroundTabId {CODE
LOW…ures/developer/playground/developer-playground-tabs.ts24export function parseDeveloperPlaygroundSearch(search: Record<string, unknown>): DeveloperPlaygroundSearch {CODE
LOW…h-llm-ui/src/features/developer/playground/registry.ts30export function getPlaygroundAreaDefinition(value: PlaygroundArea) {CODE
LOW…es/developer/playground/useDeveloperPlaygroundState.ts97function resolveSeparateContainerIdx(node: ConfigNode, desiredIdx?: number) {CODE
LOW…es/developer/playground/useDeveloperPlaygroundState.ts102export function useDeveloperPlaygroundState() {CODE
LOW…veloper/playground/areas/ConfigurationControlsArea.tsx34export function ConfigurationControlsArea({ state }: { state: DeveloperPlaygroundState }) {CODE
LOW…c/features/developer/pages/DeveloperPlaygroundPage.tsx39export function DeveloperPlaygroundPageContent({ activeTab, onTabChange }: DeveloperPlaygroundPageContentProps) {CODE
LOW…tures/developer/pages/DeveloperPlaygroundPage.test.tsx27function renderDeveloperPlaygroundPage() {CODE
LOW…tures/developer/pages/DeveloperPlaygroundPage.test.tsx35function DeveloperPlaygroundPageHarness() {CODE
LOW…ation/components/ConfigurationRuntimeControlBanner.tsx51export function ConfigurationRuntimeControlBanner({ bootstrap }: { bootstrap: RuntimeControlBootstrapPayload }) {CODE
LOW…/src/features/configuration/components/DefaultsTab.tsx153function buildDefaultsPreviewLines(CODE
LOW…/src/features/configuration/components/DefaultsTab.tsx280function writeShowAdvancedSettings(showAdvanced: boolean) {CODE
LOW…ation/components/ConfigurationReadOnlyNodesDivider.tsx3export function ConfigurationReadOnlyNodesDivider() {CODE
LOW…ures/configuration/components/configuration-tab-ids.ts33export function getEnabledConfigurationTabIds({CODE
LOW…iguration/components/ConfigurationLiveLoadingGhost.tsx9export function ConfigurationLiveLoadingGhost() {CODE
LOW…tures/configuration/components/ConfigurationHeader.tsx47export function ConfigurationHistoryActions({CODE
LOW…s/configuration/components/PluginIntegrationsPanel.tsx108function pluginRequestsPrimaryPlacement(entry: PluginWebUiEntry): boolean {CODE
LOW…s/configuration/components/PluginIntegrationsPanel.tsx112function PluginWebUiPrimaryTabToggle({ entry }: { readonly entry: PluginWebUiEntry }) {CODE
LOW…ation/components/ConfigurationLoadingGhostSections.tsx7export function ConfigurationHeaderLoadingGhost() {CODE
LOW…ation/components/ConfigurationLoadingGhostSections.tsx26export function ConfigurationTabsLoadingGhost() {CODE
LOW…ation/components/ConfigurationLoadingGhostSections.tsx41export function ConfigurationDefaultsNoticeLoadingGhost() {CODE
LOW…ation/components/ConfigurationLoadingGhostSections.tsx65function ConfigurationCategoryRailLoadingGhost() {CODE
LOW…ation/components/ConfigurationLoadingGhostSections.tsx91function ConfigurationSettingsCardLoadingGhost() {CODE
LOW…ation/components/ConfigurationLoadingGhostSections.tsx125function ConfigurationPreviewLoadingGhost() {CODE
LOW…ation/components/ConfigurationLoadingGhostSections.tsx149export function ConfigurationDefaultsLoadingGhost() {CODE
LOW…-ui/src/features/configuration/components/TomlView.tsx368function validationWarningsFromResponse(response: Awaited<ReturnType<typeof validateRuntimeConfigToml>>) {CODE
LOW⚡…tures/configuration/components/runtime-control-copy.ts8export function formatRuntimeControlDisabledReason(bootstrap: RuntimeControlBootstrapPayload | undefined) {CODE
LOW⚡…tures/configuration/components/runtime-control-copy.ts13export function formatRuntimeControlDisabledMessage(bootstrap: RuntimeControlBootstrapPayload) {CODE
LOW⚡…tures/configuration/components/runtime-control-copy.ts21export function formatRuntimeControlDisabledSaveError(bootstrap: RuntimeControlBootstrapPayload | undefined) {CODE
LOW…iguration/components/ConfigurationLiveDataBoundary.tsx41export function ConfigurationLiveDataBoundary({ state, onRetry }: ConfigurationLiveDataBoundaryProps) {CODE
LOW…onfiguration/components/ConfigurationWakePolicyTab.tsx61export function ConfigurationWakePolicyTab() {CODE
LOW…uration/components/settings/schema-field-validation.ts341function shouldValidateAcceptedValues(setting: ConfigurationDefaultsSetting, value: string): boolean {CODE
LOW…uration/components/settings/schema-field-validation.ts354export function validateConfigurationSettingValue(CODE
LOW…ion/components/settings/SchemaRuntimeChoiceControl.tsx4export function SchemaRuntimeChoiceControl(props: SchemaSettingControlProps) {CODE
LOW…figuration/components/settings/schema-control-utils.ts49function controlConditionValueString(CODE
LOW…figuration/components/settings/schema-control-utils.ts123export function numericMetadataForSetting(setting: ConfigurationDefaultsSetting): NumericControlMetadata {CODE
LOW…n/components/settings/ConfigurationDefaultsControl.tsx82export function configurationControlDetailBuckets(CODE
LOW…n/components/settings/ConfigurationDefaultsControl.tsx211export function ConfigurationDefaultsControl(props: ConfigurationDefaultsControlProps) {CODE
LOW…tion/components/settings/DisabledControlFrame.test.tsx15function renderDisabledControlFrame({CODE
LOW…features/configuration/layouts/ConfigurationLayout.tsx20export function ConfigurationDeploymentLayout({ rail, children }: { rail: ReactNode; children: ReactNode }) {CODE
LOW…features/configuration/layouts/ConfigurationLayout.tsx29export function ConfigurationPlaceholderPanel({CODE
LOW⚡…eatures/configuration/hooks/useConfigurationHistory.ts33export function createInitialConfigurationState(CODE
2403 more matches not shown…
Decorative Section Separators327 hits · 1002 pts
SeverityFileLineSnippetContext
MEDIUMmesh/evals/kv-restart-replay.py97# ---------------------------------------------------------------------------COMMENT
MEDIUMmesh/evals/kv-restart-replay.py99# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡mesh/evals/kv-restart-replay.py162# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡mesh/evals/kv-restart-replay.py164# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡mesh/evals/kv-restart-replay.py268# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡mesh/evals/kv-restart-replay.py270# ---------------------------------------------------------------------------COMMENT
MEDIUMmesh/evals/kv-restart-replay.py373# ---------------------------------------------------------------------------COMMENT
MEDIUMmesh/evals/kv-restart-replay.py375# ---------------------------------------------------------------------------COMMENT
MEDIUMmesh/evals/kv-restart-replay.py445# ---------------------------------------------------------------------------COMMENT
MEDIUMmesh/evals/kv-restart-replay.py447# ---------------------------------------------------------------------------COMMENT
MEDIUMmesh/evals/test_injection_framing.py34# ==========================================================================COMMENT
MEDIUMmesh/evals/test_injection_framing.py36# ==========================================================================COMMENT
MEDIUMmesh/evals/test_injection_framing.py70# ==========================================================================COMMENT
MEDIUMmesh/evals/test_injection_framing.py72# ==========================================================================COMMENT
MEDIUMmesh/evals/test_injection_framing.py96# ==========================================================================COMMENT
MEDIUMmesh/evals/test_injection_framing.py98# ==========================================================================COMMENT
MEDIUMmesh/evals/test_injection_framing.py143# ==========================================================================COMMENT
MEDIUMmesh/evals/test_injection_framing.py145# ==========================================================================COMMENT
MEDIUMmesh/evals/test_injection_framing.py220# ==========================================================================COMMENT
MEDIUMmesh/evals/test_injection_framing.py222# ==========================================================================COMMENT
MEDIUMmesh/evals/moa-openrouter/record.py47# ── Cases: agentic tool turns + plain chat ───────────────────────────COMMENT
MEDIUMmesh/evals/moa-openrouter/orclient.py102# ─── Mesh-realistic worker pool ──────────────────────────────────────COMMENT
MEDIUMmesh/evals/moa-openrouter/probe_tools.py145 # ── A. Agentic fan-out: does every worker propose a tool? ────────COMMENT
MEDIUMmesh/evals/moa-openrouter/probe_tools.py163 # ── A2. Aggregate Together-style, tools available ────────────────COMMENT
MEDIUMmesh/evals/moa-openrouter/probe_tools.py178 # ── B. Tool-result turn (agentic step 2) ─────────────────────────COMMENT
MEDIUMmesh/evals/moa-openrouter/probe_tools.py203 # ── C. Plain chat fan-out for comparison (no tools) ──────────────COMMENT
MEDIUMmesh/evals/moa-openrouter/record_agentic.py26# ── Agentic tool schemas, close to goose / opencode shapes ───────────COMMENT
MEDIUMmesh/evals/moa-openrouter/record_agentic.py143# ── Scenarios: (id, opening user message, canned tool results) ───────COMMENT
MEDIUMmesh/evals/moa-openrouter/make_fixture.py33# ── Multi-step agentic traces ────────────────────────────────────────COMMENT
MEDIUMmesh/evals/moa-openrouter/make_fixture.py52# ── Single-shot fan-out, incl. truncated responses ───────────────────COMMENT
MEDIUMmesh/evals/moa-openrouter/make_fixture.py74# ── Report what the fixture actually contains ────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/tests/protocol_wire.rs24// ── ALPN constants ──────────────────────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/tests/protocol_wire.rs41// ── ControlProtocol ─────────────────────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/tests/protocol_wire.rs64// ── Wire constants sanity ────────────────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/tests/protocol_wire.rs126// ── Control frame encode / decode roundtrip ──────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/tests/protocol_wire.rs437// ── PeerDown / PeerLeaving roundtrip ─────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/tests/protocol_wire.rs480// ── RouteTable roundtrip ─────────────────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/tests/protocol_wire.rs513// ── v0 legacy compatibility ───────────────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/tests/protocol_wire.rs538// ── ControlFrameError Display ────────────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/src/network/router.rs7// ── Model profiles ──────────────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/src/network/router.rs25 // ── Tier 4: Frontier ────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/src/network/router.rs55 // ── Tier 3: Strong ──────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/src/network/router.rs139 // ── Tier 2: Good ────────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/src/network/router.rs224 // ── Tier 1: Small / Draft ───────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/src/network/router.rs258// ── Model selection ─────────────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-client/src/network/router.rs392// ── Tests ───────────────────────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-llm-cli/src/parser/commands.rs671 // ── Advanced options (hidden from default --help) ─────────────COMMENT
MEDIUMmesh/crates/mesh-llm-log-store/src/artifacts.rs116// ─── Path helpers ──────────────────────COMMENT
MEDIUMmesh/crates/mesh-llm-log-store/src/artifacts.rs228// ─── ArtifactFileStore implementation ──────────────COMMENT
MEDIUMmesh/crates/mesh-llm-log-store/src/artifacts.rs317 // ─── Write ──────────────COMMENT
MEDIUMmesh/crates/mesh-llm-log-store/src/artifacts.rs504 // ─── Read ──────────────COMMENT
MEDIUMmesh/crates/mesh-llm-log-store/src/artifacts.rs563 // ─── Delete single artifact ──────────────COMMENT
MEDIUMmesh/crates/mesh-llm-log-store/src/artifacts.rs591 // ─── Delete all artifacts for a request ──────────────COMMENT
MEDIUMmesh/crates/mesh-llm-log-store/src/artifacts.rs625 // ─── Status check ──────────────COMMENT
MEDIUMmesh/crates/mesh-llm-log-store/src/artifacts.rs666 // ─── Startup recovery ──────────────COMMENT
MEDIUMmesh/crates/mesh-llm-log-store/src/artifacts.rs921// ─── Helpers ──────────────COMMENT
MEDIUMmesh/crates/mesh-llm-log-store/src/repositories.rs33// ─── Row types returned by queries ──────────────────────COMMENT
MEDIUMmesh/crates/mesh-llm-log-store/src/repositories.rs310// ─── Internal helpers ──────────────COMMENT
MEDIUM⚡mesh/crates/mesh-llm-log-store/src/repositories.rs732// ─── LogStore repository methods ──────────────COMMENT
MEDIUM⚡mesh/crates/mesh-llm-log-store/src/repositories.rs735 // ════════════════════════════COMMENT
267 more matches not shown…
Over-Commented Block974 hits · 955 pts
SeverityFileLineSnippetContext
LOWCargo.toml121# Roughly 80% of fat-LTO's binary-size and perf benefit at ~30% of theCOMMENT
LOWmesh/evals/run-multi.sh1#!/bin/bashCOMMENT
LOWmesh/crates/mesh-llm-tui/src/terminal_progress.rs1//! Inline terminal progress rendering for one-shot commands.COMMENT
LOWmesh/crates/mesh-llm-tui/src/output/terminal_out.rs1//! The writer the dashboard paints through.COMMENT
LOWmesh/crates/mesh-llm-tui/src/output/console_capture.rs1//! Redirects the process's stdout and stderr into the dashboard while it ownsCOMMENT
LOWmesh/crates/mesh-llm-membership/src/types.rs1//! Core peer-membership state types.COMMENT
LOWmesh/crates/mesh-llm-membership/src/peer_state.rs1//! Peer-membership state: the gossip announcement model, the neutralCOMMENT
LOWmesh/crates/mesh-llm-membership/src/peer_state.rs201/// How long a confirmed-departed peer id stays barred from transitiveCOMMENT
LOWmesh/crates/mesh-llm-membership/src/peer_state.rs221/// - `STREAM_TUNNEL_HTTP (0x04)`: passive SDK inference path for callers thatCOMMENT
LOWmesh/crates/mesh-llm-membership/src/peer_state.rs341 pub explicit_model_interests: Vec<String>,COMMENT
LOWmesh/crates/mesh-llm-membership/src/lib.rs1//! Mesh peer membership: peer identity, admission state, and discovery helpers.COMMENT
LOWmesh/crates/mesh-llm-membership/src/selected_path.rs1//! Dependency-neutral split-stage path selection contracts.COMMENT
LOWmesh/crates/mesh-llm-membership/src/peer_health.rs221 let mut iter = path_is_ip_flags.into_iter();COMMENT
LOWmesh/crates/mesh-llm-membership/src/signed_record.rs1//! Signed self-records: data a node signs about itself with its endpoint keyCOMMENT
LOWmesh/crates/mesh-llm-membership/src/weights_digest.rs1//! Content identity for a served GGUF: SHA-256 over the file BYTES actuallyCOMMENT
LOWmesh/crates/mesh-llm-membership/src/weights_digest.rs21//! has, and remains undetected.COMMENT
LOWmesh/crates/mesh-llm-membership/src/weights_digest.rs461 }COMMENT
LOWmesh/crates/mesh-llm-membership/src/announcements.rs21/// the next exchange.COMMENT
LOWmesh/crates/mesh-llm-membership/src/announcements.rs61 // Any major > floor (e.g. v1.x.y) is allowed; any major < floor isCOMMENT
LOWmesh/crates/mesh-llm-membership/src/announcements.rs81/// has one from its first gossip frame.COMMENT
LOWmesh/crates/mesh-llm-membership/src/state.rs21 /// resume. Transitive re-admission of the id stays blocked forCOMMENT
LOWmesh/crates/mesh-llm-types/src/mesh/mod.rs81 Decision,COMMENT
LOWmesh/crates/mesh-llm-types/src/mesh/mod.rs161pub struct AdvertisedMemory {COMMENT
LOWmesh/crates/mesh-llm-wallet/src/lib.rs1//! Provider-neutral Lightning wallet abstraction for mesh-llm.COMMENT
LOWmesh/crates/mesh-llm-wallet/src/provider.rs81 async fn transactions(&self, limit: usize) -> Result<Vec<Transaction>>;COMMENT
LOWmesh/crates/mesh-llm-wallet/src/provider.rs101 /// providers must treat a repeat as a lookup of the existing payment, notCOMMENT
LOWmesh/crates/mesh-llm-wallet/src/provider.rs121 /// Multiple waiters must be supported. Dropping this future only stopsCOMMENT
LOWmesh/crates/mesh-llm-wallet/src/contract.rs1//! The `wallet.v1` plugin capability contract.COMMENT
LOWmesh/crates/mesh-llm-wallet/src/contract.rs41 pub const WAIT_FOR_ARRIVAL: &str = "wallet_wait_for_arrival";COMMENT
LOWmesh/crates/mesh-llm-wallet/src/contract.rs141 pub transaction: Option<Transaction>,COMMENT
LOWmesh/crates/mesh-client/src/runtime.rs1//! Dedicated-thread tokio runtime for mesh-client.COMMENT
LOWmesh/crates/mesh-client/src/network/rewrite.rs1//! REGISTER_PEER endpoint rewriting.COMMENT
LOWmesh/crates/mesh-llm-system/src/autoupdate.rs21 platform_has_release_assets, release_asset_candidates, release_has_any_platform_asset,COMMENT
LOWmesh/crates/mesh-llm-system/src/process.rs381 || process_comm(pid)COMMENT
LOWmesh/crates/mesh-llm-system/src/hardware/mod.rs121impl std::error::Error for PinnedGpuResolverError {}COMMENT
LOWmesh/crates/mesh-llm-system/src/hardware/mod.rs141 /// Per-GPU VRAM in bytes, same order as gpu_name list.COMMENT
LOWmesh/crates/mesh-llm-system/src/hardware/mod.rs161/// collection mechanism, not a claim that the resulting string is a verifiedCOMMENT
LOWmesh/crates/mesh-llm-system/src/hardware/mod.rs181 /// **Not assigned by new collections.** Kept in the vocabulary so thatCOMMENT
LOWmesh/crates/mesh-llm-system/src/hardware/mod.rs321 parse_windows_total_physical_memory(&output)COMMENT
LOWmesh/crates/mesh-llm-system/src/hardware/mod.rs521#[cfg(any(feature = "skippy-devices", test))]COMMENT
LOW…crates/mesh-llm-system/src/autoupdate/release_fetch.rs661 }COMMENT
LOWmesh/crates/mesh-llm-analytics/src/version_state.rs1//! The last build version this install reported under.COMMENT
LOWmesh/crates/mesh-llm-analytics/src/version_state.rs21//! must produce one `install_updated`, not none and not several. Three thingsCOMMENT
LOWmesh/crates/mesh-llm-analytics/src/version_state.rs121/// yields an inert [`PendingVersion`], which reports nothing. The alternativeCOMMENT
LOWmesh/crates/mesh-llm-analytics/src/version_state.rs181///COMMENT
LOWmesh/crates/mesh-llm-analytics/src/notice.rs1//! The first-run disclosure.COMMENT
LOWmesh/crates/mesh-llm-analytics/src/notice.rs41 let _ = fs::create_dir_all(dir);COMMENT
LOWmesh/crates/mesh-llm-analytics/src/client.rs21}COMMENT
LOWmesh/crates/mesh-llm-analytics/src/properties.rs1//! Base properties attached to every event.COMMENT
LOWmesh/crates/mesh-llm-analytics/src/properties.rs61COMMENT
LOWmesh/crates/mesh-llm-analytics/src/lib.rs1#![forbid(unsafe_code)]COMMENT
LOWmesh/crates/mesh-llm-analytics/src/lib.rs61/// helper rather than something a person ran.COMMENT
LOWmesh/crates/mesh-llm-analytics/src/lib.rs121 /// Why reporting is on or off.COMMENT
LOWmesh/crates/mesh-llm-analytics/src/install_id.rs1//! The anonymous install identifier.COMMENT
LOWmesh/crates/mesh-llm-analytics/src/event.rs1//! Typed analytics events and a closed property vocabulary.COMMENT
LOWmesh/crates/mesh-llm-analytics/src/event.rs61/// or over-long.COMMENT
LOWmesh/crates/mesh-llm-analytics/src/event.rs121 /// extra rules prevent that, and they are why this is a distinctCOMMENT
LOWmesh/crates/mesh-llm-analytics/src/consent.rs21///COMMENT
LOWmesh/crates/mesh-llm-analytics/src/consent.rs81 /// The config loaded and did not mention analytics.COMMENT
LOWmesh/crates/mesh-llm-cli/src/agent_config.rs1//! Config-only harness connection options; never launch an agent or a node.COMMENT
914 more matches not shown…
Cross-File Repetition80 hits · 400 pts
SeverityFileLineSnippetContext
HIGHskippy/scripts/skippy-ocr-asr-oracle.py0post json with a bounded timeout and require an object response.STRING
HIGHscripts/ci-openai-workload-smoke.py0post json with a bounded timeout and require an object response.STRING
HIGHscripts/ci-workload-monolithic-oracle.py0post json with a bounded timeout and require an object response.STRING
HIGHscripts/skippy-llama-parity.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/hf-skippy-mtp-certify-job.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/promote_layer_package_snapshot.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/check-llama-upstream-pin.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/select-skippy-family-shards.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/skippy-tts-oracle.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/workload_fixtures.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/skippy-ocr-asr-oracle.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/qa-lightning-compatibility.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/windows-native-runtime-deps.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/verify-workload-oracle-evidence.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/hf-skippy-mtp-compose-job.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/skippy-system-one-cases.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/generate-ocr-oracle-fixture.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/generate-skippy-family-patch.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/plan-family-battery.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/generate-skippy-api-doc.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/skippy-rewriter-harness.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/generate-split-certified.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/ui-distribution.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/llama-oracle-source.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/select-native-runtime.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/write-workload-oracle-evidence.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/linux-native-runtime-deps.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/compose-product-bundle.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/verify-skippy-family-generator-coverage.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/verify-swift-xcframework.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/tts_oracle_metrics.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/hf-skippy-convert-job.py0compatibility entrypoint; implementation lives with its owning product.STRING
HIGHscripts/tests/test_verify_workload_oracle_evidence.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_skippy_dynamic_link.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_skippy_rewriter_harness.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_skippy_static_link.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_skippy_ocr_asr_oracle.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_skippy_system_one_smoke.py0workspace discovery entrypoint for product-owned tests.STRING
HIGH…/tests/test_verify_skippy_family_generator_coverage.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_windows_native_runtime_deps.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_build_development_product.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_llama_native_full_replay.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_select_skippy_family_shards.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_skippy_mixed_prefill_decode_ab.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_skippy_agentic_prompt_manifest.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_skippy_adaptive_prefill_ab.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_llama_review_regressions.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_plan_family_battery.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_agentic_trajectory_manifest.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_package_release.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_synthetic_graph_registry.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_hf_skippy_convert_job.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_build_release.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_linux_native_runtime_deps.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_hf_skippy_mtp_certify_job.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_skippy_workload_certify.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_skippy_competitive_benchmark.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_generate_skippy_api_doc.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_skippy_native_evidence_contract.py0workspace discovery entrypoint for product-owned tests.STRING
HIGHscripts/tests/test_skippy_tts_oracle.py0workspace discovery entrypoint for product-owned tests.STRING
20 more matches not shown…
Cross-Language Confusion47 hits · 280 pts
SeverityFileLineSnippetContext
HIGHskippy/scripts/tests/test_skippy_rewriter_harness.py28 "terminal_predicates": ["il == il_end - 1 && inp_out_ids"],CODE
HIGH⚡skippy/scripts/tests/test_skippy_system_one_smoke.py546 self.assertIn("run_full_build || return 1", wrapper)CODE
HIGH⚡skippy/scripts/tests/test_llama_review_regressions.py59 self.assertIn("P < 0 || C <= 0", patch)CODE
HIGH⚡skippy/scripts/tests/test_llama_review_regressions.py61 self.assertLess(patch.index("P < 0 || C <= 0"), patch.index("sc_cache.assign(sc_size"))CODE
HIGH⚡…py/scripts/tests/test_skippy_workload_oracles_build.py39 self.assertIn("run_full_build || return 1", repair)CODE
HIGHscripts/run-event-benchmark-matrix.py1138 # health data must leave `health` as `None` (JSON null), which theCOMMENT
HIGHscripts/run-event-benchmark-matrix.py1152 # `None` (JSON null) when the caller never ran an interleaved planCOMMENT
HIGHscripts/compare-event-benchmark-matrix.py150 plan, so this verifies: (a) `executed_order` is present (non-null,STRING
HIGHscripts/compare-event-benchmark-matrix.py573 """A manifest's `health` block is `None` (JSON null) when no call siteSTRING
HIGHscripts/tests/test_release_workflow_artifacts.py1007 "MESH_CUDA_VERSION: ${{ matrix.cuda_version || vars.CUDA_VERSION || '12.9.2' }}",CODE
HIGH⚡scripts/tests/test_pr_sibling_cancellation.py441let outcome = null;CODE
HIGH⚡scripts/tests/test_pr_sibling_cancellation.py442let error = null;CODE
HIGH⚡scripts/tests/test_pr_sibling_cancellation.py448 cancelRun: async (runId) => { cancelled.push(runId); return true; },CODE
HIGHscripts/tests/test_pr_sibling_cancellation.py247 pages.push([field, page, options.signal instanceof AbortSignal]);CODE
HIGHscripts/tests/test_pr_sibling_cancellation.py308 cancelRun: async (runId) => { cancelled.push(runId); return true; },CODE
HIGHscripts/tests/test_pr_sibling_cancellation.py380let error = null;CODE
HIGHscripts/tests/test_pr_sibling_cancellation.py398 sleepFn: async (milliseconds) => { sleeps.push(milliseconds); clock += milliseconds; },CODE
HIGHscripts/tests/test_pr_sibling_cancellation.py460return {error, polls, cancelled, supersededBy: outcome ? outcome.supersededBy : null};CODE
HIGHscripts/tests/test_pr_sibling_cancellation.py499let outcome = null;CODE
HIGHscripts/tests/test_pr_sibling_cancellation.py500let error = null;CODE
HIGHscripts/tests/test_pr_sibling_cancellation.py521return {error, polls, runIds: outcome ? outcome.runs.map((run) => run.id) : null};CODE
HIGHscripts/tests/test_pr_sibling_cancellation.py548let outcome = null;CODE
HIGHscripts/tests/test_pr_sibling_cancellation.py549let error = null;CODE
HIGHscripts/tests/test_pr_sibling_cancellation.py572return {error, polls, runCount: outcome ? outcome.runs.length : null};CODE
HIGHscripts/tests/test_ci_artifact_actions.py1640 "head_sha: ${{ github.event.pull_request.head.sha || github.sha }}",CODE
HIGHscripts/tests/test_ci_artifact_actions.py3362 "allow_native_github_cache: ${{ matrix.runtime.backend == 'cpu' && needs.runner_policy.outputs.allowCODE
HIGH⚡scripts/tests/test_lld_lib.py64 result = run_with_stub_cc(WORKING_CC, 'lld_links lld && echo USABLE || echo UNUSABLE')CODE
HIGH⚡scripts/tests/test_lld_lib.py64 result = run_with_stub_cc(WORKING_CC, 'lld_links lld && echo USABLE || echo UNUSABLE')CODE
HIGH⚡scripts/tests/test_lld_lib.py68 result = run_with_stub_cc(BROKEN_CC, 'lld_links lld && echo USABLE || echo UNUSABLE')CODE
HIGH⚡scripts/tests/test_lld_lib.py68 result = run_with_stub_cc(BROKEN_CC, 'lld_links lld && echo USABLE || echo UNUSABLE')CODE
HIGH⚡scripts/tests/test_lld_lib.py73 result = run_with_stub_cc(BROKEN_CC, 'lld_links lld || printf %s "$LLD_PROBE_OUTPUT"')CODE
HIGHscripts/tests/test_ci_sdk_producers.py453 "head_sha: ${{ github.event.pull_request.head.sha || github.sha }}",CODE
HIGH⚡scripts/tests/test_llama_upstream_canary_contract.py87 # Valid single-target JSON (or null), not an argparse usage error.COMMENT
HIGH⚡scripts/tests/test_compare_event_benchmark_matrix.py294 # A DIFFERENT metric on the same pair, both non-null, still pairs.COMMENT
HIGHscripts/tests/test_compare_event_benchmark_matrix.py135 # an unavailable health block (JSON null), e.g. a realCOMMENT
HIGHscripts/tests/test_ci_sdk_json_consumer.py53 self.assertIn("ref: ${{ inputs.source_sha || github.sha }}", workflow)CODE
HIGHscripts/tests/test_run_event_benchmark_matrix.py716 that honestly as JSON null, never a silently-zero {}."""STRING
HIGHscripts/tests/test_ci_lane_workflows.py187 else "ref: ${{ inputs.source_sha || github.sha }}"CODE
HIGHscripts/tests/test_ci_lane_workflows.py201 self.assertNotIn("inputs.source_sha || github.sha", windows_runtime)CODE
HIGHscripts/tests/test_ci_lane_workflows.py747 self.assertIn("inputs.supersession_key || inputs.source_sha", workflow)CODE
HIGHscripts/tests/test_install_sh.py87 printf 'cuda=%s\\n' "$(asset_name cuda || true)"CODE
HIGHscripts/tests/test_ci_pr_canary_workflow.py198 "ref: ${{ inputs.policy_source_sha || github.event.repository.default_branch }}",CODE
HIGHscripts/tests/test_reusable_workflow_runner_trust.py153 "head_sha: ${{ github.event.pull_request.head.sha || github.sha }}",CODE
HIGHscripts/tests/test_reusable_workflow_runner_trust.py199 "head_sha: ${{ github.event.pull_request.head.sha || github.sha }}",CODE
HIGH⚡scripts/tests/test_reusable_workflow_runner_trust.py264 "runs-on: ${{ matrix.runtime.backend == 'cpu' && needs.runner_policy.outputs.runner_cpu || needsCODE
HIGHscripts/tests/test_llama_upstream_pin_guard.py326 self.assertNotIn("ref: ${{ inputs.source_sha || github.sha }}", summary)CODE
HIGH…pts/tests/test_ci_runner_selection_and_cache_policy.py890 "allow_native_github_cache: ${{ matrix.runtime.backend == 'cpu' && needs.runner_policy.outputs.allowCODE
Unused Imports262 hits · 249 pts
SeverityFileLineSnippetContext
LOWmesh/evals/agentic_replay_engines.py4CODE
LOWmesh/evals/agentic-replay.py23CODE
LOWmesh/evals/kv-restart-replay.py27CODE
LOWmesh/evals/agentic-trajectory-manifest.py4CODE
LOWmesh/evals/agentic_replay_evidence.py3CODE
LOWmesh/evals/moa-openrouter/lite_agent.py18CODE
LOWmesh/sdk/python/hatch_build.py1CODE
LOWmesh/sdk/python/tests/test_client.py1CODE
LOWmesh/sdk/python/src/meshllm/client.py1CODE
LOWmesh/sdk/python/src/meshllm/__init__.py1CODE
LOWmesh/sdk/python/src/meshllm/__init__.py3CODE
LOWmesh/sdk/python/src/meshllm/__init__.py3CODE
LOWmesh/sdk/python/src/meshllm/__init__.py4CODE
LOWmesh/sdk/python/src/meshllm/__init__.py4CODE
LOWmesh/sdk/python/src/meshllm/__init__.py4CODE
LOWmesh/sdk/python/src/meshllm/__init__.py4CODE
LOWmesh/sdk/python/src/meshllm/__init__.py4CODE
LOWmesh/sdk/python/src/meshllm/__init__.py4CODE
LOWmesh/sdk/python/src/meshllm/__init__.py4CODE
LOWmesh/sdk/python/src/meshllm/__init__.py4CODE
LOWmesh/sdk/python/src/meshllm/types.py1CODE
LOWmesh/sdk/python/src/meshllm/_binding.py1CODE
LOWmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py16CODE
LOWmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py24CODE
LOWmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py26CODE
LOWmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py27CODE
LOWmesh/scripts/select-native-runtime.py2CODE
LOWmesh/scripts/compose-product-bundle.py2CODE
LOWmesh/scripts/verify-swift-xcframework.py4CODE
LOWmesh/scripts/tests/test_agentic_trajectory_manifest.py1CODE
LOWmesh/scripts/tests/test_build_release.py1CODE
LOWmesh/scripts/tests/test_build_linux.py4CODE
LOWmesh/scripts/tests/test_build_ui.py1CODE
LOWmesh/scripts/tests/test_agentic_replay.py1CODE
LOWmesh/scripts/tests/test_verify_swift_xcframework.py1CODE
LOWskippy/evals/skippy-moe-expert-smoke.py15CODE
LOWskippy/evals/skippy-radix-cache-ab.py19CODE
LOWskippy/evals/skippy-cache-production-bench.py9CODE
LOWskippy/evals/skippy-cache-production-bench.py19CODE
LOWskippy/evals/skippy-cache-family-report.py4CODE
LOWskippy/evals/skippy-adaptive-prefill-ab.py10CODE
LOWskippy/evals/skippy-openai-cache-matrix.py8CODE
LOWskippy/evals/skippy-mixed-prefill-decode-ab.py4CODE
LOWskippy/evals/skippy-cache-correctness-gate.py4CODE
LOWskippy/evals/skippy-granite-tensor-equivalence.py9CODE
LOWskippy/evals/skippy-suffix-proposer-bench.py9CODE
LOWskippy/evals/skippy-competitive-benchmark.py9CODE
LOWskippy/evals/skippy-waiting-prefix-ab.py12CODE
LOWskippy/evals/serving_cli.py9CODE
LOWskippy/evals/skippy-mtp-scheduler-bench.py4CODE
LOWskippy/evals/skippy-scheduler-fixtures.py4CODE
LOWskippy/evals/skippy-agentic-prompt-manifest.py4CODE
LOWskippy/evals/latency-benchmarking/measure.py15CODE
LOWskippy/evals/latency-benchmarking/latency-proxy.py34CODE
LOW…ppy-quantize/scripts/compare-reference-quantization.py17CODE
LOWskippy/docs/manual-smoke/runtime_smoke.py4CODE
LOWskippy/scripts/skippy-llama-parity.py10CODE
LOWskippy/scripts/hf-skippy-mtp-certify-job.py7CODE
LOWskippy/scripts/promote_layer_package_snapshot.py4CODE
LOWskippy/scripts/check-llama-upstream-pin.py11CODE
202 more matches not shown…
Modern AI Meta-Vocabulary58 hits · 166 pts
SeverityFileLineSnippetContext
MEDIUMmesh/evals/kv-restart-replay.py52# Same discipline as evals/agentic-replay.py: a default-startup benchmark mayCOMMENT
MEDIUMmesh/evals/kv-restart-replay.py66# coding-agent session: a stable scaffold, a growing project brief, and aCOMMENT
MEDIUM⚡mesh/evals/kv-restart-replay.py163# Server lifecycle (mirrors evals/agentic-replay.py)COMMENT
MEDIUM⚡mesh/evals/kv-restart-replay.py269# Requests (mirrors evals/agentic-replay.py stream_request)COMMENT
MEDIUMmesh/evals/virtual_llm_eval.py46 # Technical — small models may hallucinateCOMMENT
MEDIUMmesh/evals/moa-openrouter/README.md40python3 record_agentic.py # -> agentic.jsonlCODE
MEDIUMmesh/evals/moa-openrouter/record.py47# ── Cases: agentic tool turns + plain chat ───────────────────────────COMMENT
MEDIUMmesh/evals/moa-openrouter/probe_tools.py20# Real agentic tool schemas, close to what goose/opencode send.COMMENT
MEDIUMmesh/evals/moa-openrouter/probe_tools.py178 # ── B. Tool-result turn (agentic step 2) ─────────────────────────COMMENT
MEDIUMmesh/evals/moa-openrouter/make_fixture.py33# ── Multi-step agentic traces ────────────────────────────────────────COMMENT
MEDIUMmesh/crates/mesh-llm-membership/README.md59## Peer health orchestrationCOMMENT
MEDIUMmesh/crates/mesh-llm-routing/src/affinity.rs66 /// Explicit cache key or stable prompt/tool scaffold hash.COMMENT
MEDIUMmesh/crates/mesh-llm-routing/src/affinity.rs207 // otherwise the stable system/tool scaffold identifies work that can beCOMMENT
MEDIUMmesh/crates/mesh-llm-routing/src/affinity.rs222/// Compute the stable scaffold hash used by prefix affinity.COMMENT
MEDIUMmesh/crates/mesh-client/src/network/router.rs326 // than agentic. Small models are fallbacks, not first choice.COMMENT
MEDIUMmesh/crates/mesh-client/src/network/router.rs334 // Speed bonus: higher for chat (speed matters), lower for agentic (quality matters)COMMENT
MEDIUMmesh/crates/mesh-client/src/network/router.rs350 // For non-agentic requests, spread load across top-scoring models.COMMENT
MEDIUMmesh/crates/mesh-client/src/network/router.rs478 // Tools schema present = agentic session, always needs_toolsCOMMENT
MEDIUMmesh/crates/mesh-client/src/network/router.rs856 // Deep agentic: tier 4 should massively beat tier 2COMMENT
MEDIUMmesh/crates/mesh-llm-cli/src/parser/commands.rs427 /// Single-stream and agentic work: speculation carries the split hop.COMMENT
MEDIUMmesh/crates/mesh-llm-cli/src/parser/commands.rs503 #[arg(long = "mesh-guardrails", value_enum, default_value_t = MeshGuardrailCliMode::Disabled)]COMMENT
MEDIUM…-store/src/api_acceptance_tests/summary_audit/query.rs224 r#"{"context_version":1,"command_summary":"mesh-llm runtime guardrails --mode metrics --port 41731 --rooCODE
MEDIUM…crates/mesh-mixture-of-agents/tests/eval_openrouter.rs914/// best single model in the pool, measured on the same agentic tasks under theCOMMENT
MEDIUM…crates/mesh-mixture-of-agents/tests/sim_real_traces.rs13//! a list of blank strings on every agentic turn.COMMENT
MEDIUM…esh-mixture-of-agents/tests/eval_openrouter/matched.rs61/// The scaffold is identical across arms except the candidate list.COMMENT
MEDIUMmesh/crates/mesh-mixture-of-agents/src/gateway.rs109 // Recorded agentic traces show how badly that misfiresCOMMENT
MEDIUMmesh/crates/mesh-mixture-of-agents/src/gateway.rs110 // (`mesh/evals/moa-openrouter/agentic.jsonl`). "The test suite is failing. FindCOMMENT
MEDIUM…h/crates/mesh-llm-host-runtime/src/runtime_data/mod.rs1//! Runtime-data snapshot ownership and compatibility guardrails.COMMENT
MEDIUMmesh/crates/mesh-llm-host-runtime/src/network/router.rs392 // Tools schema present = agentic session, always needs_toolsCOMMENT
MEDIUM…st-runtime/src/network/openai/transport_route_model.rs1140 let body = r#"{"error":"prompt exceeds the context window limit"}"#;CODE
MEDIUM…llm-host-runtime/src/network/openai/response/common.rs523 let body = br#"{"error":{"message":"prompt tokens exceed context window (n_ctx=4096)"}}"#;CODE
MEDIUMmesh/crates/mesh-llm-host-runtime/src/runtime/local.rs96 /// A Laya decision model: no sessions, KV cache, or guardrails, onlyCOMMENT
MEDIUM…/mesh-llm-host-runtime/src/runtime/serving_strategy.rs36 /// Single-stream and agentic work: speculation amortises the split hop.COMMENT
MEDIUM…sh-llm-host-runtime/src/runtime/proxy/tests/routing.rs4 r#"{"error":{"message":"prompt tokens exceed context window (n_ctx=4096)"}}"#;CODE
MEDIUM…sh-llm-host-runtime/src/runtime/proxy/tests/routing.rs125 r#"{"error":{"message":"prompt tokens exceed context window (n_ctx=4096)"}}"#;CODE
MEDIUM…sh-llm-host-runtime/src/runtime/proxy/tests/routing.rs155 let first_body = r#"{"error":{"message":"prompt tokens exceed context window (n_ctx=2048)"}}"#;CODE
MEDIUM…sh-llm-host-runtime/src/runtime/proxy/tests/routing.rs156 let second_body = r#"{"error":{"message":"prompt tokens exceed context window (n_ctx=4096)"}}"#;CODE
MEDIUM…mesh-llm-host-runtime/src/runtime/proxy/tests/basic.rs1496 // This tests that a streaming agentic request still gets proxied correctly.COMMENT
MEDIUM…sh-llm-host-runtime/src/api/routes/logs/tests/audit.rs316 Some(r#"{"context_version":1,"command_summary":"mesh-llm runtime guardrails --mode metrics --port 41731 --rCODE
MEDIUMmesh/docs/CLI.md593### `runtime guardrails`COMMENT
MEDIUM⚡mesh/docs/USAGE.md458ctx_size = 8192 # context window size (tokens)CODE
MEDIUMmesh/docs/USAGE.md909# The first profile ("deep-context") dedicates a large context window withCOMMENT
MEDIUM⚡mesh/sdk/python/src/meshllm/_generated/mesh_ffi.py552 # Get the scaffolding contract version by calling the into the dylibCOMMENT
MEDIUMskippy/evals/latency-benchmarking/README.md50llama.cpp/build/bin/llama-server # OpenAI-compatible server (orchestrates inference)CODE
MEDIUMskippy/crates/skippy-serving/src/frontend/guardrails.rs43 /// Shared serving policy: automatic chat compaction and operator-selected guardrails.COMMENT
MEDIUMskippy/crates/skippy-serving/src/frontend/guardrails.rs120 /// Apply common compaction and guardrails with an optional caller-owned observer.COMMENT
MEDIUM…erving/src/frontend/local_generation/cache_deadline.rs47 // A 60k-token agentic-history prompt (the replay workload that failed atCOMMENT
MEDIUMskippy/crates/skippy-cache/src/config.rs440 /// The shipped agentic policy: 128-token stride, 256-token floor.COMMENT
MEDIUMskippy/crates/skippy-cache/src/policy/traces.rs60/// fresh entry — the realistic agentic chat shape.COMMENT
MEDIUMskippy/crates/skippy-guardrails/README.md1# skippy-guardrailsCOMMENT
MEDIUM…ppy/crates/skippy-coordinator/src/resource_planning.rs36/// KV budget on depth, and starve the parallel lanes that agentic serving needsCOMMENT
MEDIUMci/agentic-replay-nightly/README.md1# Complete-session agentic replayCOMMENT
MEDIUM…/agentic-replay-nightly/examples/REPAIR_PR_RESOLVED.md1# ci: fix decode regression in shared-prefix cache admission (agentic replay nightly — fix verified)COMMENT
MEDIUMci/agentic-replay-nightly/examples/CARD.md12`c28f0e2cc`. Full history: [meshllm/agentic-replay-nightly](https://huggingface.co/datasets/meshllm/agentic-replay-nightCODE
MEDIUM…c-replay-nightly/examples/REPAIR_PR_NEEDS_ATTENTION.md1# ci: agentic replay nightly regression — run 4191 — NEEDS ATTENTIONCOMMENT
MEDIUMscripts/agentic-replay-repair.sh2# Regression repair loop for the agentic-replay nightly.COMMENT
MEDIUM.github/workflows/fly-deploy-console.yml5# runner only orchestrates the deploy.COMMENT
MEDIUM.github/actions/compute-changes/derive-outputs.sh345# orchestration files like Justfile out of this path unless changedCOMMENT
Deep Nesting163 hits · 151 pts
SeverityFileLineSnippetContext
LOWmesh/evals/agentic_replay_engines.py214CODE
LOWmesh/evals/agentic-replay.py603CODE
LOWmesh/evals/agentic-replay.py764CODE
LOWmesh/evals/agentic-replay.py911CODE
LOWmesh/evals/agentic-replay.py1868CODE
LOWmesh/evals/agentic-replay.py3307CODE
LOWmesh/evals/kv-restart-replay.py183CODE
LOWmesh/evals/kv-restart-replay.py273CODE
LOWmesh/evals/test_injection_framing.py158CODE
LOWmesh/evals/moa-openrouter/analyze_ablation.py55CODE
LOWmesh/evals/moa-openrouter/analyze_ablation.py84CODE
LOWmesh/evals/moa-openrouter/analyze_ablation.py141CODE
LOWmesh/evals/moa-openrouter/record_agentic.py236CODE
LOWmesh/evals/moa-openrouter/lite_agent.py110CODE
LOWmesh/sdk/python/src/meshllm/client.py107CODE
LOWmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py343CODE
LOWmesh/scripts/select-native-runtime.py9CODE
LOWmesh/scripts/tests/test_compose_product_bundle.py17CODE
LOWmesh/scripts/tests/test_compose_product_bundle.py56CODE
LOWmesh/scripts/tests/test_compose_product_bundle.py69CODE
LOWskippy/evals/skippy-radix-cache-ab.py185CODE
LOWskippy/evals/skippy-radix-cache-ab.py441CODE
LOWskippy/evals/skippy-radix-cache-ab.py680CODE
LOWskippy/evals/skippy-radix-cache-ab.py705CODE
LOWskippy/evals/skippy-radix-cache-ab.py739CODE
LOWskippy/evals/skippy-radix-cache-ab.py926CODE
LOWskippy/evals/skippy-radix-cache-ab.py195CODE
LOWskippy/evals/skippy-cache-production-bench.py470CODE
LOWskippy/evals/skippy-cache-production-bench.py579CODE
LOWskippy/evals/skippy-cache-production-bench.py1227CODE
LOWskippy/evals/skippy-cache-production-bench.py485CODE
LOWskippy/evals/skippy-cache-production-bench.py596CODE
LOWskippy/evals/skippy-adaptive-prefill-ab.py62CODE
LOWskippy/evals/skippy-adaptive-prefill-ab.py219CODE
LOWskippy/evals/skippy-mixed-prefill-decode-ab.py78CODE
LOWskippy/evals/skippy-granite-tensor-equivalence.py92CODE
LOWskippy/evals/skippy-suffix-proposer-bench.py292CODE
LOWskippy/evals/skippy-competitive-benchmark.py245CODE
LOWskippy/evals/skippy-competitive-benchmark.py844CODE
LOWskippy/evals/skippy-competitive-benchmark.py1189CODE
LOWskippy/evals/skippy-competitive-benchmark.py1447CODE
LOWskippy/evals/skippy-competitive-benchmark.py1566CODE
LOWskippy/evals/skippy-competitive-benchmark.py1719CODE
LOWskippy/evals/skippy-competitive-benchmark.py1901CODE
LOWskippy/evals/skippy-competitive-benchmark.py1982CODE
LOWskippy/evals/skippy-competitive-benchmark.py2095CODE
LOWskippy/evals/skippy-competitive-benchmark.py2519CODE
LOWskippy/evals/skippy-waiting-prefix-ab.py180CODE
LOWskippy/evals/skippy-waiting-prefix-ab.py383CODE
LOWskippy/evals/skippy-waiting-prefix-ab.py558CODE
LOWskippy/evals/skippy-waiting-prefix-ab.py190CODE
LOWskippy/evals/skippy-waiting-prefix-ab.py601CODE
LOWskippy/evals/skippy-mtp-scheduler-bench.py100CODE
LOWskippy/evals/skippy-scheduler-fixtures.py69CODE
LOWskippy/evals/latency-benchmarking/measure.py19CODE
LOWskippy/evals/latency-benchmarking/latency-proxy.py92CODE
LOWskippy/docs/manual-smoke/runtime_smoke.py24CODE
LOWskippy/docs/manual-smoke/check_coverage.py23CODE
LOWskippy/scripts/skippy-llama-parity.py323CODE
LOWskippy/scripts/skippy-llama-parity.py653CODE
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Excessive Try-Catch Wrapping71 hits · 81 pts
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LOWmesh/evals/agentic-replay.py1037 except Exception as error: # preserve request-level failures in the artifactCODE
LOWmesh/evals/agentic-replay.py1857 except Exception as error:CODE
LOWmesh/evals/virtual_llm_eval.py74 except Exception as e:CODE
LOWmesh/evals/test_injection_framing.py188 except Exception:CODE
LOWmesh/evals/moa-openrouter/orclient.py87 except Exception as e: # timeout, connection reset, bad JSONCODE
LOWmesh/evals/moa-openrouter/lite_agent.py131 except Exception as e: # noqa: BLE001CODE
MEDIUMmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py365def _uniffi_trait_interface_call(call_status, make_call, write_return_value):CODE
MEDIUMmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py372def _uniffi_trait_interface_call_with_error(call_status, make_call, write_returnCODE
MEDIUMmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py409def get(self, handle):CODE
MEDIUMmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py457def check_lower(cls, value):CODE
LOW⚡mesh/sdk/python/src/meshllm/_generated/mesh_ffi.py368 except Exception as e:CODE
LOW⚡mesh/sdk/python/src/meshllm/_generated/mesh_ffi.py379 except Exception as e:CODE
LOWmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py448 except Exception:CODE
LOWmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py460 except Exception:CODE
LOWmesh/scripts/certify-split-startup-recovery.sh198except Exception:CODE
LOWmesh/scripts/certify-split-startup-recovery.sh225except Exception:CODE
LOWmesh/scripts/certify-split-startup-recovery.sh286except Exception:CODE
LOWmesh/scripts/certify-split-startup-recovery.sh290except Exception:CODE
LOWmesh/scripts/certify-split-startup-recovery.sh338except Exception:CODE
LOWskippy/evals/skippy-radix-cache-ab.py275 except Exception as error: # noqa: BLE001 - retain errors in the artifact.CODE
LOWskippy/evals/skippy-cache-production-bench.py289 except Exception as exc: # noqa: BLE001 - readiness loop keeps last error.CODE
LOWskippy/evals/skippy-cache-production-bench.py560 except Exception as exc:CODE
LOWskippy/evals/skippy-cache-production-bench.py681 except Exception as exc: # noqa: BLE001 - retain per-request failures in the report.CODE
LOWskippy/evals/skippy-cache-production-bench.py1071 except Exception as exc: # noqa: BLE001 - benchmark continues across families.CODE
LOWskippy/evals/skippy-cache-production-bench.py1100 except Exception as exc: # noqa: BLE001 - benchmark continues across families.CODE
LOWskippy/evals/skippy-adaptive-prefill-ab.py287 except Exception as error: # noqa: BLE001 - retain the error in the artifact.CODE
LOWskippy/evals/skippy-mixed-prefill-decode-ab.py335 except Exception as error: # noqa: BLE001 - retain failures in the artifact.CODE
LOWskippy/evals/skippy-competitive-benchmark.py1264 except Exception as exc: # noqa: BLE001 - preserve the failure in the artifact.CODE
LOWskippy/evals/skippy-waiting-prefix-ab.py281 except Exception as error: # noqa: BLE001 - errors belong in the artifact.CODE
LOWskippy/evals/latency-benchmarking/latency-proxy.py99 except Exception as e:CODE
LOWskippy/evals/latency-benchmarking/latency-proxy.py151 except Exception as e:CODE
LOW…ppy-quantize/scripts/compare-reference-quantization.py337 except Exception as exc: # pragma: no cover - dependency error pathCODE
LOW…ppy-quantize/scripts/compare-reference-quantization.py416 except Exception as exc: # pragma: no cover - dependency error pathCODE
LOW…/crates/skippy-bench/src/evals/adapters/speed_bench.rs61 except Exception:CODE
LOW…/crates/skippy-bench/src/evals/adapters/speed_bench.rs71 except Exception:CODE
MEDIUM…/crates/skippy-bench/src/evals/adapters/speed_bench.rs45def request_sha256(response):CODE
MEDIUM…/crates/skippy-bench/src/evals/adapters/speed_bench.rs64def response_sha256(response):CODE
LOW…es/skippy-model-package/src/scripts/split-model-job.sh326 except Exception as err:CODE
LOW…es/skippy-model-package/src/scripts/split-model-job.sh638except Exception:CODE
LOW…es/skippy-model-package/src/scripts/split-model-job.sh825 except Exception as error:CODE
MEDIUM…es/skippy-model-package/src/scripts/split-model-job.sh812def resolve_upstream_license():CODE
LOWskippy/docs/manual-smoke/runtime_smoke.py74 except Exception:CODE
LOWskippy/scripts/skippy-llama-parity.py371 except Exception as exc: # keep inventory useful for bad/corrupt downloadsCODE
LOWskippy/scripts/hf-skippy-mtp-certify-job.py147 except Exception:CODE
LOWskippy/scripts/promote_layer_package_snapshot.py66 except Exception as error: # Promotion is complete; branch cleanup is best effort.CODE
LOWskippy/scripts/check-llama-upstream-pin.py167 except Exception:CODE
LOWskippy/scripts/generate-skippy-family-patch.py251 except Exception:CODE
LOWscripts/ci-opencode-smoke.sh112 except Exception:CODE
LOWscripts/ci-two-node-client-serving-smoke.sh121except Exception:CODE
LOWscripts/ci-two-node-client-serving-smoke.sh128except Exception:CODE
LOWscripts/qa-nightly-stability.py382 except Exception as exc:CODE
LOWscripts/qa-nightly-stability.py408 except Exception as exc:CODE
LOWscripts/qa-nightly-stability.py454 except Exception as exc:CODE
LOWscripts/qa-agent-tool-call-reliability.py337 except Exception as exc:CODE
LOWscripts/qa-agent-tool-call-reliability.py357 except Exception as exc:CODE
LOWscripts/qa-agent-tool-call-reliability.py379 except Exception as exc:CODE
LOWscripts/qa-agent-tool-call-reliability.py400 except Exception as exc:CODE
LOWscripts/ci-sdk-fixture.sh115except Exception:CODE
LOWscripts/ci-sdk-fixture.sh124except Exception:CODE
LOWscripts/ci-laya-smoke.py177 except Exception as error: # Preserve the server log for CI diagnosis.CODE
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Empty Error Handlers14 hits · 70 pts
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HIGHmesh/evals/kv-restart-replay.py399except (OSError, subprocess.CalledProcessError):CODE
HIGHmesh/evals/kv-restart-replay.py419except OSError:CODE
HIGHmesh/scripts/qa-lightning-compatibility.py98except (OSError, ValueError):CODE
HIGHskippy/evals/skippy-competitive-benchmark.py712except OSError:CODE
HIGHskippy/evals/latency-benchmarking/measure.py60except json.JSONDecodeError:CODE
HIGHskippy/evals/latency-benchmarking/latency-proxy.py149except ConnectionError:CODE
HIGHskippy/docs/manual-smoke/runtime_smoke.py121except FileNotFoundError:CODE
HIGHskippy/docs/manual-smoke/runtime_smoke.py74except Exception:CODE
HIGHscripts/run-event-benchmark-matrix.py599except (urllib.error.URLError, OSError, TimeoutError):CODE
HIGHscripts/ci-laya-smoke.py52except (OSError, ValueError, urllib.error.URLError):CODE
HIGHscripts/reconcile-two-node-split-evidence.py406except FileNotFoundError:CODE
HIGHscripts/tests/test_llama_upstream_canary_contract.py518except ProcessLookupError:CODE
HIGHscripts/tests/test_ci_two_node_split_smoke.py116except (BrokenPipeError, ConnectionResetError):CODE
HIGHscripts/lib/canary_family_memory.py154except ProcessLookupError:CODE
AI Slop Vocabulary19 hits · 52 pts
SeverityFileLineSnippetContext
MEDIUMmesh/evals/agentic-replay.py1126 # Captured manifests retain the exact harness schemas because thoseCOMMENT
MEDIUMmesh/evals/moa-openrouter/probe_tools.py61TOGETHER_AGG_PROMPT = """You have been provided with a set of responses from various open-source models to the latest usCODE
MEDIUM…tes/mesh-llm-host-runtime/src/runtime_events/driver.rs525 /// assertions below robust to that noise without requiring everyCOMMENT
MEDIUM…st-runtime/src/logging/service/persistence_delivery.rs412 // Carrying the canonical summary makes the artifact FK robustCOMMENT
MEDIUMmesh/crates/mesh-llm-ui/package-lock.json10114 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMmesh/website/package-lock.json3280 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
LOWmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py2003 # and just create a new instance with the required handle.COMMENT
MEDIUMmesh/scripts/certify-split-startup-recovery.sh7# The harness starts one seed plus worker processes on localhost, waits for aCOMMENT
MEDIUMskippy/crates/skippy-topology/src/phase_placement.rs116 // to stay robust to degenerate inputs.COMMENT
MEDIUMskippy/crates/skippy-cache/src/config.rs183 /// the single highest-leverage policy decision in the cache.COMMENT
MEDIUMskippy/scripts/package-native-runtime.sh377 # runtime producers do not have a robust import-library path for thatCOMMENT
MEDIUMskippy/scripts/skippy-family-battery.sh785# the env-gated real-model harness inCOMMENT
MEDIUMscripts/llama-canary-log-command.sh5# trusted harness exports this directory inside its uploaded evidence tree.COMMENT
MEDIUMscripts/llama-canary-agent-repair.sh4# Developer-style llama.cpp canary harness for changed upstream pins.COMMENT
MEDIUMscripts/llama-canary-agent-repair.sh13# parent under Rosetta. Re-enter the complete harness as arm64 before itCOMMENT
MEDIUMscripts/ci-two-node-split-smoke.sh74# inputs instead: this harness creates a fresh, unlisted package identity onlyCOMMENT
MEDIUMscripts/llama-canary-publish.sh5# harness has independently certified its exact tree. This script is invokedCOMMENT
MEDIUM.github/workflows/agentic-replay-nightly.yml128 # the canonical harness pin must fail in seconds, not after hoursCOMMENT
MEDIUM.github/workflows/website-pages.yml49 # pre-merge harness coverage at all (push-to-main, path-filtered) --COMMENT
Structural Annotation Overuse21 hits · 33 pts
SeverityFileLineSnippetContext
LOWskippy/evals/latency-benchmarking/README.md18## Step 1: Clone and BuildCOMMENT
LOWskippy/evals/latency-benchmarking/README.md53## Step 2: Get a ModelCOMMENT
LOWskippy/evals/latency-benchmarking/README.md85## Step 3: Start RPC ServersCOMMENT
LOWskippy/evals/latency-benchmarking/README.md113## Step 4: Start llama-serverCOMMENT
LOWskippy/evals/latency-benchmarking/README.md136## Step 5: TestCOMMENT
LOWskippy/crates/skippy-model-hf/tests/hf_download.rs356 // Step 1: Resolve artifact reference.COMMENT
LOWskippy/crates/skippy-model-hf/tests/hf_download.rs367 // Step 2: Download all artifact files.COMMENT
LOWskippy/crates/skippy-model-hf/tests/hf_download.rs389 // Step 3: Verify identity for the downloaded path.COMMENT
LOW⚡skippy/crates/skippy-hf-hub/src/repository/upload.rs426 // Step 1: Gather file info (path, size, sample, sha) for preupload check.COMMENT
LOW⚡skippy/crates/skippy-hf-hub/src/repository/upload.rs434 // Step 2: Call preupload endpoint to classify files as "lfs" or "regular"COMMENT
LOWskippy/crates/skippy-hf-hub/src/repository/upload.rs452 // Step 3: Identify LFS files (empty files are always regular)COMMENT
LOWskippy/crates/skippy-hf-hub/src/repository/upload.rs538 // Step 4: SHA-256 was already computed alongside the preupload sample inCOMMENT
LOWskippy/crates/skippy-hf-hub/src/repository/upload.rs558 // Step 5: Call LFS batch endpoint to negotiate transfer methodCOMMENT
LOWskippy/crates/skippy-hf-hub/src/repository/upload.rs571 // Step 6: If server chose xet, upload via xetCOMMENT
LOW…ippy/docs/design/GLM_NATIVE_MTP_SKIPPY_ARCHITECTURE.md96## Step 1: Native MTP n=1 CorrectnessCOMMENT
LOW…ippy/docs/design/GLM_NATIVE_MTP_SKIPPY_ARCHITECTURE.md168## Step 2: Batched VerificationCOMMENT
LOWscripts/affected-crates.sh230 # Step 1: Get crate → manifest_path mapping (no deps)COMMENT
LOWscripts/affected-crates.sh244 # Step 2: Build the reverse-dependency graph from the same no-deps metadata.COMMENT
LOWscripts/affected-crates.sh257 # Step 3: Match changed files to owning cratesCOMMENT
LOWscripts/affected-crates.sh300 # Step 4: BFS from test_crates through reverse-dep graphCOMMENT
LOWscripts/affected-crates.sh325 # Step 5: Emit JSON output using jqCOMMENT
Verbosity Indicators14 hits · 22 pts
SeverityFileLineSnippetContext
LOWskippy/crates/skippy-model-hf/tests/hf_download.rs356 // Step 1: Resolve artifact reference.COMMENT
LOWskippy/crates/skippy-model-hf/tests/hf_download.rs367 // Step 2: Download all artifact files.COMMENT
LOWskippy/crates/skippy-model-hf/tests/hf_download.rs389 // Step 3: Verify identity for the downloaded path.COMMENT
LOW⚡skippy/crates/skippy-hf-hub/src/repository/upload.rs426 // Step 1: Gather file info (path, size, sample, sha) for preupload check.COMMENT
LOW⚡skippy/crates/skippy-hf-hub/src/repository/upload.rs434 // Step 2: Call preupload endpoint to classify files as "lfs" or "regular"COMMENT
LOWskippy/crates/skippy-hf-hub/src/repository/upload.rs452 // Step 3: Identify LFS files (empty files are always regular)COMMENT
LOWskippy/crates/skippy-hf-hub/src/repository/upload.rs538 // Step 4: SHA-256 was already computed alongside the preupload sample inCOMMENT
LOWskippy/crates/skippy-hf-hub/src/repository/upload.rs558 // Step 5: Call LFS batch endpoint to negotiate transfer methodCOMMENT
LOWskippy/crates/skippy-hf-hub/src/repository/upload.rs571 // Step 6: If server chose xet, upload via xetCOMMENT
LOWscripts/affected-crates.sh230 # Step 1: Get crate → manifest_path mapping (no deps)COMMENT
LOWscripts/affected-crates.sh244 # Step 2: Build the reverse-dependency graph from the same no-deps metadata.COMMENT
LOWscripts/affected-crates.sh257 # Step 3: Match changed files to owning cratesCOMMENT
LOWscripts/affected-crates.sh300 # Step 4: BFS from test_crates through reverse-dep graphCOMMENT
LOWscripts/affected-crates.sh325 # Step 5: Emit JSON output using jqCOMMENT
Example Usage Blocks12 hits · 18 pts
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LOWmesh/evals/run.sh4# Usage:COMMENT
LOWmesh/evals/run-multi.sh4# Usage:COMMENT
LOWmesh/crates/mesh-llm/tests/test_reasoning_compat.sh12# Usage:COMMENT
LOWmesh/sdk/kotlin/scripts/verify-alignment.sh5# Usage:COMMENT
LOWmesh/scripts/certify-split-startup-recovery.sh4# Usage:COMMENT
LOWskippy/evals/latency-benchmarking/demo.sh7# Usage:COMMENT
LOWskippy/scripts/materialize-competitive-inputs.sh30# Usage:COMMENT
LOWskippy/scripts/skippy-family-battery.sh23# Usage:COMMENT
LOWscripts/rc-release-smoke.sh4# Usage:COMMENT
LOWscripts/affected-crates.sh5# Usage:COMMENT
LOWscripts/ci-hf-download-smoke.sh8# Usage:COMMENT
LOWscripts/ci-hf-xet-portability-smoke.sh9# Usage:COMMENT
Self-Referential Comments4 hits · 14 pts
SeverityFileLineSnippetContext
MEDIUM⚡mesh/sdk/python/src/meshllm/_generated/mesh_ffi.py334 # This function is used for rust calls that return Result<> and therefore can set the CALL_ERROR status code.COMMENT
MEDIUMskippy/crates/skippy-hf-hub/src/client.rs89/// # Creating a clientCOMMENT
MEDIUMskippy/crates/skippy-hf-hub/src/lib.rs42//! ## Creating a clientCOMMENT
MEDIUMscripts/ci-swift-sdk-smoke.sh22# Creating the empty directory keeps that legacy cleanup hook from turning aCOMMENT
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICAL…mesh-llm-host-runtime/src/plugin/exchange_lifecycle.rs793 let mut registry = self.manager.inner.exchange_observations.1.lock().unwrap();CODE
Fake / Example Data10 hits · 10 pts
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LOWmesh/crates/mesh-llm-ui/src/App.test.tsx470 expect(input).toHaveAttribute('placeholder', 'Waiting for a warm model...')CODE
LOWmesh/crates/mesh-llm-ui/src/App.test.tsx491 expect(input).toHaveAttribute('placeholder', 'Ask me anything...')CODE
LOW…onfiguration/components/settings/SchemaPathControl.tsx61 placeholder={'placeholder' in setting.control ? setting.control.placeholder : './path/to/file'}CODE
LOW…nfiguration/components/settings/SchemaArrayControl.tsx34 placeholder={'placeholder' in setting.control ? setting.control.placeholder : 'One item per line'}CODE
LOW…configuration/components/settings/SchemaUrlControl.tsx44 placeholder={'placeholder' in setting.control ? setting.control.placeholder : 'https://example.com/resource.gguf'}CODE
LOW…n/components/settings/ConfigurationDefaultsControl.tsx75 placeholder={'placeholder' in setting.control ? setting.control.placeholder : undefined}CODE
LOW…figuration/components/settings/SchemaObjectControl.tsx39 placeholder={'placeholder' in setting.control ? setting.control.placeholder : '{\n "key": "value"\n}'}CODE
LOWmesh/website/src/docs/pages/system-one-api.md201 "from": "user@example.com",CODE
LOWmesh/docs/design/OPENJEV_SKIPPY_POC.md279 "state": {"from": "user@example.com", "body": "I was charged twice this month."},CODE
LOWskippy/crates/skippy-hf-hub/src/users.rs433 "fullname":"Acme Corp",CODE
Modern Structural Boilerplate4 hits · 4 pts
SeverityFileLineSnippetContext
LOWmesh/sdk/python/src/meshllm/__init__.py15__all__ = [CODE
LOWmesh/sdk/python/src/meshllm/_binding.py17def _set_native_for_testing(module: object | None) -> None:CODE
LOWmesh/sdk/python/src/meshllm/_generated/mesh_ffi.py2378__all__ = [CODE
LOWskippy/evals/skippy-granite-tensor-equivalence.py23def update_bytes(digest: Any, values: np.ndarray) -> None:CODE
AI Structural Patterns5 hits · 4 pts
SeverityFileLineSnippetContext
LOWskippy/scripts/tests/test_skippy_llama_parity.py283CODE
LOWskippy/scripts/tests/test_build_llama.py107CODE
LOWscripts/tests/test_ci_artifact_actions.py494CODE
LOWscripts/tests/test_compare_event_benchmark_matrix.py86CODE
LOWscripts/tests/ci_test_helpers.py15CODE
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWmesh/evals/ab-test.sh132 # Check if any files were modifiedCOMMENT
LOW.github/actions/compute-changes/derive-outputs.sh37 # Check if all changed files match docs patterns (*.md or docs/**)COMMENT