Free, open-source web app for learning about ontologies and Microsoft Fabric IQ. Explore a catalogue of pre-built ontologies, design your own visually, export as RDF/XML, and share interactive diagrams. Zero backend, fully static.
This report presents the forensic synthetic code analysis of microsoft/Ontology-Playground, a TypeScript project with 2,308 GitHub stars. SynthScan v2.0 examined 41,456 lines of code across 304 source files, recording 86 pattern matches distributed across 6 syntactic categories. The overall adjusted score of 5.3 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).
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.
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.
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.
The scanner identified 86 distinct pattern matches across 6 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | scripts/generate-lab-catalogue.ts | 20 | // ── Entity Type Definitions ────────────────────────────────────── | COMMENT |
| MEDIUM | scripts/generate-lab-catalogue.ts | 177 | // ── Relationship Definitions ──────────────────────────────────── | COMMENT |
| MEDIUM | scripts/generate-lab-catalogue.ts | 281 | // ── Step definitions ──────────────────────────────────────────── | COMMENT |
| MEDIUM | scripts/generate-lab-catalogue.ts | 370 | // ── Generate files ────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/App.tsx | 142 | // ── Global keyboard shortcuts ────────────────────────── | COMMENT |
| MEDIUM | src/App.tsx | 169 | // ── Command palette items ────────────────────────────── | COMMENT |
| MEDIUM | src/components/GalleryModal.tsx | 556 | // ─── Highlighted RDF source (gallery cards) ────────────────────────────────── | COMMENT |
| MEDIUM | src/components/LearnPage.tsx | 933 | // ── Title bar ────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/components/LearnPage.tsx | 1037 | // ── Graph area (both views stacked absolutely) ───────────────── | COMMENT |
| MEDIUM | src/components/EmbedWidget.tsx | 33 | // ─── Theme tokens ──────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/components/EmbedWidget.tsx | 57 | // ─── Component ─────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/components/EmbedWidget.tsx | 77 | // ─ Load ontology ──────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/components/EmbedWidget.tsx | 133 | // ─ Render ─────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/components/EmbedWidget.tsx | 201 | // ─── Header ────────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/components/EmbedWidget.tsx | 256 | // ─── Graph ─────────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/components/EmbedWidget.tsx | 352 | // ─── RDF Source ────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/components/EmbedWidget.tsx | 372 | // ─── Inspector overlay ─────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/components/designer/DesignerPreview.tsx | 49 | // ─── Graph tab ─────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/components/designer/DesignerPreview.tsx | 224 | // ─── RDF tab ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/shareCodec.ts | 20 | // ── helpers ────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/shareCodec.ts | 37 | // ── public API ─────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/github.ts | 29 | // ─── Types ────────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/github.ts | 59 | // ─── Token storage ────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/github.ts | 87 | // ─── Device Flow ──────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/github.ts | 166 | // ─── GitHub API helpers ───────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/github.ts | 303 | // ─── High-level submit flow ───────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/github.test.ts | 12 | // ─── Token storage ────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/github.test.ts | 33 | // ─── Device flow ──────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/github.test.ts | 73 | // ─── pollForToken ─────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/github.test.ts | 122 | // ─── getUser ──────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/github.test.ts | 145 | // ─── submitToCatalogue ────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/fabric.ts | 12 | // ─── Fabric API types ────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/fabric.ts | 73 | // ─── ID generation ───────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/fabric.ts | 89 | // ─── Type mapping ────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/fabric.ts | 106 | // ─── Conversion ──────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/fabric.ts | 245 | // ─── Fabric REST API client ──────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/fabric.ts | 351 | // ─── Public API ──────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/shareCodec.test.ts | 101 | // ── Security tests ─────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/fabric.test.ts | 284 | // ─── Network layer (issue #68) ────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/lib/fabric.test.ts | 284 | // ─── Network layer (issue #68) ────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/a11y/themeContrast.test.ts | 64 | // ── Stat-card metric tiles (OntologyStatsPanel) ────────────────────────────── | COMMENT |
| MEDIUM | src/a11y/themeContrast.test.ts | 116 | // ── Amber foreground token (--ms-yellow-fg) ────────────────────────────────── | COMMENT |
| MEDIUM | src/a11y/themeContrast.test.ts | 154 | // ── Progress-bar fill vs track (SC 1.4.11) ─────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.ts | 11 | // ─── Validation ────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.ts | 19 | // ─── Fabric IQ naming rules ───────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.ts | 135 | // ─── ID helpers ────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.ts | 156 | // ─── Default palette ───────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.ts | 168 | // ─── History helpers ───────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.ts | 183 | // ─── Store ─────────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.ts | 248 | // ─ Metadata ───────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.ts | 255 | // ─ Entities ───────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.ts | 303 | // ─ Properties ─────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.ts | 363 | // ─ Relationships ──────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.ts | 449 | // ─ Bulk ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.ts | 462 | // ─ Undo / Redo ───────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.test.ts | 10 | // ─── validateOntology (pure function) ──────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.test.ts | 224 | // ─── isValidFabricIQName helper ────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.test.ts | 261 | // ─── Store actions ─────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src/store/designerStore.test.ts | 419 | // ─── Undo / Redo ───────────────────────────────────────────────────────────── | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …tology-fundamentals/04-building-your-first-ontology.md | 13 | ## Step 1: Open the designer | COMMENT |
| LOW | …tology-fundamentals/04-building-your-first-ontology.md | 17 | ## Step 2: Create entity types | COMMENT |
| LOW | …tology-fundamentals/04-building-your-first-ontology.md | 50 | ## Step 3: Add relationships | COMMENT |
| LOW⚡ | …tology-fundamentals/04-building-your-first-ontology.md | 61 | ## Step 4: Validate | COMMENT |
| LOW⚡ | …tology-fundamentals/04-building-your-first-ontology.md | 69 | ## Step 5: Preview the RDF | COMMENT |
| LOW⚡ | …tology-fundamentals/04-building-your-first-ontology.md | 77 | ## Step 6: Export | COMMENT |
| LOW | docs/contributing-ontology-from-design-to-github.md | 33 | ## Step 1: Design in Ontology Playground | COMMENT |
| LOW | docs/contributing-ontology-from-design-to-github.md | 48 | ## Step 2: Export RDF | COMMENT |
| LOW | docs/contributing-ontology-from-design-to-github.md | 62 | ## Step 3: Choose the Contribution Type | COMMENT |
| LOW | docs/contributing-ontology-from-design-to-github.md | 89 | ## Step 4: Create metadata.json | COMMENT |
| LOW | docs/contributing-ontology-from-design-to-github.md | 114 | ## Step 5: Validate Locally | COMMENT |
| LOW | docs/contributing-ontology-from-design-to-github.md | 139 | ## Step 6: Commit and Open a Pull Request | COMMENT |
| LOW | docs/authoring-guide.md | 267 | ### Step 1: Identify your entities | COMMENT |
| LOW | docs/authoring-guide.md | 276 | ### Step 2: Define properties | COMMENT |
| LOW | docs/authoring-guide.md | 288 | ### Step 3: Define relationships | COMMENT |
| LOW⚡ | docs/authoring-guide.md | 300 | ### Step 4: Pick icons and colors | COMMENT |
| LOW⚡ | docs/authoring-guide.md | 310 | ### Step 5: Create in the designer or write RDF | COMMENT |
| LOW⚡ | docs/authoring-guide.md | 318 | ### Step 6: Test the experience | COMMENT |
| LOW⚡ | docs/authoring-guide.md | 327 | ### Step 7: Submit | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | public/learn.json | 186 | "html": "<h2>Closing the loop</h2>\n<p>The first three steps built reference data: industry, geography, and lo | CODE |
| MEDIUM | public/learn.json | 449 | "html": "<h2>What we'll build</h2>\n<p>In this tutorial, you'll create a simple <strong>Library</strong> ontol | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | scripts/list-changed-catalogue-entries.ts | 79 | function changedCataloguePreviewPaths(diffOutput: string): string[] { | CODE |
| LOW | src/components/InspectorPanel.test.tsx | 6 | function setupDataBindingQuestStep() { | CODE |
| LOW | src/data/questQueryValidator.ts | 16 | export function extractQueryFromInstruction(instruction: string): string | null { | CODE |
| LOW | src/data/questGenerator.ts | 10 | export function generateQuestsForOntology(ontology: Ontology): Quest[] { | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | src/lib/fabric.test.ts | 313 | const token = 'fake-token'; | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | src/a11y/themeTokens.ts | 1 | /// <reference types="node" /> | COMMENT |