AI Slop Code Risk Monitor

simplifaisoul/osiris

SlopCodeMonitor badge for simplifaisoul/osiris Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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1.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for simplifaisoul/osiris, a TypeScript project with 11,442 GitHub stars. SynthScan examined 117,653 lines of code across 519 source files, recording 77 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 1.6 (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.

1.6
Adjusted Signal
1.6
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
11.4K
Stars
TypeScript
Language
117.7K
Lines of Code
519
Files
77
Pattern Hits
2026-10-31
Scan Date
0.01
HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 32 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

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

Agent Over-Engineering Ratio 5.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 46 finding(s).

PR Review Velocity Impact 7.6/100 · LOW

Which changes need focused human review? 77 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 3MEDIUM 42LOW 31

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 77 distinct pattern matches across 9 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Decorative Section Separators42 hits · 130 pts
SeverityFileLineSnippetContext
MEDIUM⚡deploy.sh2# =========================================================COMMENT
MEDIUM⚡deploy.sh5# =========================================================COMMENT
MEDIUM⚡deploy.sh11# =========================================================COMMENT
MEDIUMintel/server.js23// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js25// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js36// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js38// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js164// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js166// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js188// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js190// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js254// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js256// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js745// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js747// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js760// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js762// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js824// ════════════════════════════════════════════════════COMMENT
MEDIUMintel/server.js826// ════════════════════════════════════════════════════COMMENT
MEDIUMsrc/app/api/flights/route.ts402 // ── Phase 3: Regional sweep — last resort only ────────────────────────────COMMENT
MEDIUMsrc/app/api/flights/route.ts429 // ── Classify ──────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/app/api/arcgis/route.ts183 // ── Mode 1: Catalog Search ──────────────────────────────────────────COMMENT
MEDIUMsrc/app/api/arcgis/route.ts252 // ── Mode 2: Feature Service Spatial Query ───────────────────────────COMMENT
MEDIUMsrc/app/api/arcgis/route.ts338 // ── No valid mode ───────────────────────────────────────────────────COMMENT
MEDIUMsrc/app/api/flight-route/route.ts25// ── Cache ──────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/app/api/flight-route/route.ts42// ── Math ───────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/app/api/flight-route/route.ts94// ── Airport resolver (async — with dynamic fallback) ──────────────COMMENT
MEDIUMsrc/app/api/flight-route/route.ts133// ── Source 1: ADSBDB (via stealthFetch to avoid rate limits) ──────COMMENT
MEDIUMsrc/app/api/flight-route/route.ts154// ── Source 2: HexDB (via stealthFetch) ─────────────────────────────COMMENT
MEDIUMsrc/app/api/flight-route/route.ts176// ── Source 3: airplanes.live ───────────────────────────────────────COMMENT
MEDIUMsrc/app/api/flight-route/route.ts221// ── Handler ────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/lib/sdk/PolybolosClient.ts24// ── OSIRIS Feed → Entity Translators ───────────────────────────────COMMENT
MEDIUMsrc/lib/sdk/PolybolosClient.ts158// ── Main Client ────────────────────────────────────────────────────COMMENT
MEDIUMsrc/lib/sdk/LatticeAdapter.ts20// ── Lattice Raw Types (Simulated from Lattice SDK docs) ────────────COMMENT
MEDIUMsrc/lib/sdk/LatticeAdapter.ts41// ── Domain Mapping ─────────────────────────────────────────────────COMMENT
MEDIUMsrc/lib/sdk/LatticeAdapter.ts67// ── Adapter Class ──────────────────────────────────────────────────COMMENT
MEDIUMsrc/lib/sdk/types.ts10// ── Domain Classification ──────────────────────────────────────────COMMENT
MEDIUMsrc/lib/sdk/types.ts46// ── Core Entity Interface ──────────────────────────────────────────COMMENT
MEDIUMsrc/lib/sdk/types.ts103// ── Lattice Integration Types ──────────────────────────────────────COMMENT
MEDIUMsrc/lib/sdk/types.ts134// ── SDK Client Types ───────────────────────────────────────────────COMMENT
MEDIUMsrc/lib/sdk/types.ts156// ── Stream Event Types ─────────────────────────────────────────────COMMENT
MEDIUMsrc/lib/sdk/types.ts175// ── Ingestion Types (External Push) ────────────────────────────────COMMENT
Verbosity Indicators10 hits · 12 pts
SeverityFileLineSnippetContext
LOW⚡intel/server.js371 // Step 3: Add aircraft model infoCOMMENT
LOW⚡intel/server.js378 // Step 4: Cross-ref sanctions on airline name + callsignCOMMENT
LOWintel/server.js300 // Step 1: Decode ICAO airline prefix from callsign (e.g. TRK → Turkish Airlines)COMMENT
LOWintel/server.js344 // Step 2: Decode registration prefix → country (e.g. TC → Turkey, N → USA, G → UK)COMMENT
LOWintel/server.js533 // Step 1: ip-api.com — geolocation, ISP, ASN, proxy/hosting detectionCOMMENT
LOWintel/server.js592 // Step 2: RIPEstat WHOISCOMMENT
LOWintel/server.js614 // Step 3: RIPEstat Abuse ContactCOMMENT
LOWintel/server.js634 // Step 4: RIPEstat Network InfoCOMMENT
LOWsrc/app/api/region-dossier/route.ts185 // Step 1: Which place was clicked (must complete first — other steps depend on it).COMMENT
LOWsrc/app/api/region-dossier/route.ts209 // Step 2: Fetch Wikipedia summaryCOMMENT
Structural Annotation Overuse10 hits · 12 pts
SeverityFileLineSnippetContext
LOW⚡intel/server.js371 // Step 3: Add aircraft model infoCOMMENT
LOW⚡intel/server.js378 // Step 4: Cross-ref sanctions on airline name + callsignCOMMENT
LOWintel/server.js300 // Step 1: Decode ICAO airline prefix from callsign (e.g. TRK → Turkish Airlines)COMMENT
LOWintel/server.js344 // Step 2: Decode registration prefix → country (e.g. TC → Turkey, N → USA, G → UK)COMMENT
LOWintel/server.js533 // Step 1: ip-api.com — geolocation, ISP, ASN, proxy/hosting detectionCOMMENT
LOWintel/server.js592 // Step 2: RIPEstat WHOISCOMMENT
LOWintel/server.js614 // Step 3: RIPEstat Abuse ContactCOMMENT
LOWintel/server.js634 // Step 4: RIPEstat Network InfoCOMMENT
LOWsrc/app/api/region-dossier/route.ts185 // Step 1: Which place was clicked (must complete first — other steps depend on it).COMMENT
LOWsrc/app/api/region-dossier/route.ts209 // Step 2: Fetch Wikipedia summaryCOMMENT
Synthetic Comment Markers2 hits · 10 pts
SeverityFileLineSnippetContext
HIGHsrc/components/OsirisMap.tsx2281 color: '#1976D2', // Darker blue as requested, more transparent in layer paintCODE
HIGHsrc/components/OsirisMap.tsx2281 color: '#1976D2', // Darker blue as requested, more transparent in layer paintCODE
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALsrc/lib/map-camera-controls.test.ts43 expect(f.map.easeTo.mock.calls.map(([options]) => options.zoom)).toEqual([7.5, 8.5, 9.5]);CODE
Over-Commented Block6 hits · 6 pts
SeverityFileLineSnippetContext
LOWdeploy.sh1#!/bin/bashCOMMENT
LOWsrc/app/api/flights/route.ts101// registration: what general-aviation aircraft broadcast once the hyphen isCOMMENT
LOWsrc/app/api/flights/route.ts221let lastFetchTime = 0;COMMENT
LOWsrc/app/api/cctv/proxy/route.ts21 'voyage.aprr.fr',COMMENT
LOWsrc/app/api/news/route.ts21 */COMMENT
LOWsrc/components/OsirisMap.tsx1181 // Only those layers count: querying every feature matches the basemapCOMMENT
Cross-Language Confusion (JS/TS)1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHsrc/app/docs/DocsClient.tsx356print(len(data["commercial_flights"]), "commercial")`,CODE
Hyper-Verbose Identifiers4 hits · 4 pts
SeverityFileLineSnippetContext
LOWsrc/app/api/cctv/public-webcams.ts40export async function fetchAmericasPublicWebcams(): Promise<CctvCamera[]> {CODE
LOWsrc/app/api/cctv/houston-transtar.ts34export function matchHoustonTranstarCameras(txdot: CctvCamera[], listings: TranstarListing[]): CctvCamera[] {CODE
LOWsrc/lib/transit-gl-layer.ts143export function createTransitVehicleLayer(id: string): CustomLayerInterface & {CODE
LOWsrc/lib/terrain-tiles.ts97export function installTerrainTileProtocol(addProtocol: (name: string, handler: AddProtocolAction) => void) {CODE
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWintel/server.test.ts77 expect(intel.normalizeId('person', 'Jane\u0000\nDoe')).toBe('Jane Doe');CODE