Repository Analysis

google-labs-code/stitch-skills

A library of Agent Skills designed to work with the Stitch MCP server. Each skill follows the Agent Skills open standard, for compatibility with coding agents such as Antigravity, Gemini CLI, Claude Code, Cursor.

5.0 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of google-labs-code/stitch-skills, a TypeScript project with 7,374 GitHub stars. SynthScan v2.0 examined 13,254 lines of code across 84 source files, recording 42 pattern matches distributed across 8 syntactic categories. The overall adjusted score of 5.0 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).

5.0
Adjusted Score
5.0
Raw Score
100%
Time Factor
2026-07-13
Last Push
7.4K
Stars
TypeScript
Language
13.3K
Lines of Code
84
Files
42
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

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

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

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 5LOW 37

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 42 distinct pattern matches across 8 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.

Structural Annotation Overuse22 hits · 33 pts
SeverityFileLineSnippetContext
LOWplugins/stitch-utilities/skills/enhance-prompt/SKILL.md33### Step 1: Assess the InputCOMMENT
LOWplugins/stitch-utilities/skills/enhance-prompt/SKILL.md46### Step 2: Check for DESIGN.mdCOMMENT
LOWplugins/stitch-utilities/skills/enhance-prompt/SKILL.md65### Step 3: Apply EnhancementsCOMMENT
LOWplugins/stitch-utilities/skills/enhance-prompt/SKILL.md116### Step 4: Format the OutputCOMMENT
LOWplugins/stitch-utilities/skills/stitch-loop/SKILL.md61### Step 1: Read the BatonCOMMENT
LOWplugins/stitch-utilities/skills/stitch-loop/SKILL.md67### Step 2: Consult Context FilesCOMMENT
LOWplugins/stitch-utilities/skills/stitch-loop/SKILL.md81### Step 3: Generate with StitchCOMMENT
LOWplugins/stitch-utilities/skills/stitch-loop/SKILL.md100### Step 4: Integrate into SiteCOMMENT
LOWplugins/stitch-utilities/skills/stitch-loop/SKILL.md122### Step 5: Update Site DocumentationCOMMENT
LOWplugins/stitch-utilities/skills/stitch-loop/SKILL.md129### Step 6: Prepare the Next Baton (Critical)COMMENT
LOW…stitch-build/skills/shadcn-ui/resources/setup-guide.md66### Step 1: Ensure Tailwind CSS is InstalledCOMMENT
LOW…stitch-build/skills/shadcn-ui/resources/setup-guide.md91### Step 2: Initialize shadcn/uiCOMMENT
LOW…stitch-build/skills/shadcn-ui/resources/setup-guide.md134### Step 3: Verify ConfigurationCOMMENT
LOW…stitch-build/skills/shadcn-ui/resources/setup-guide.md272### Step 4: Configure Path AliasesCOMMENT
LOW…stitch-build/skills/shadcn-ui/resources/setup-guide.md304### Step 5: Add ComponentsCOMMENT
LOWplugins/stitch-build/skills/remotion/SKILL.md35### Step 1: Discover Available MCP ServersCOMMENT
LOWplugins/stitch-build/skills/remotion/SKILL.md41### Step 2: Retrieve Stitch Project InformationCOMMENT
LOWplugins/stitch-build/skills/remotion/SKILL.md67### Step 3: Set Up Remotion ProjectCOMMENT
LOWplugins/stitch-build/skills/remotion/SKILL.md136### Step 1: Gather Screen AssetsCOMMENT
LOWplugins/stitch-build/skills/remotion/SKILL.md170### Step 2: Generate Remotion ComponentsCOMMENT
LOWplugins/stitch-build/skills/remotion/SKILL.md195### Step 3: Preview and RefineCOMMENT
LOWplugins/stitch-build/skills/remotion/SKILL.md214### Step 4: Render VideoCOMMENT
Redundant / Tautological Comments6 hits · 11 pts
SeverityFileLineSnippetContext
LOW…/stitch-build/skills/shadcn-ui/scripts/verify-setup.sh15# Check if components.json existsCOMMENT
LOW…/stitch-build/skills/shadcn-ui/scripts/verify-setup.sh24# Check if tailwind.config existsCOMMENT
LOW…/stitch-build/skills/shadcn-ui/scripts/verify-setup.sh33# Check if tsconfig.json has path aliasesCOMMENT
LOW…/stitch-build/skills/shadcn-ui/scripts/verify-setup.sh46# Check if globals.css or equivalent existsCOMMENT
LOW…/stitch-build/skills/shadcn-ui/scripts/verify-setup.sh73# Check if components/ui directory existsCOMMENT
LOW…/stitch-build/skills/shadcn-ui/scripts/verify-setup.sh85# Check if lib/utils existsCOMMENT
AI Slop Vocabulary3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUM…ign/skills/extract-static-html/scripts/post_process.ts335 // --- Inline CSS url() with local paths (using robust parser) ---COMMENT
MEDIUM…lls/extract-static-html/scripts/extract_inline_html.ts511 // --- Embed CSS url("https://...") using robust parser ---COMMENT
MEDIUM…lls/extract-static-html/scripts/extract_inline_html.ts907 // @import → <link> (using robust parser)COMMENT
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOW…-design/skills/extract-static-html/scripts/snapshot.ts841 // -----------------------------------------------------------------------COMMENT
LOWplugins/stitch-design/skills/extract-design-md/SKILL.md301COMMENT
LOW…itch-build/skills/react-native/scripts/fetch-stitch.sh1#!/bin/bashCOMMENT
LOW…-build/skills/react-components/scripts/fetch-stitch.sh1#!/bin/bashCOMMENT
Excessive Try-Catch Wrapping2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUM…gn/skills/upload-to-stitch/scripts/upload_to_stitch.py119 print("Error: Empty response body")CODE
MEDIUM…gn/skills/upload-to-stitch/scripts/upload_to_stitch.py236 print(f"Error: File not found: {file_path}")CODE
Fake / Example Data3 hits · 3 pts
SeverityFileLineSnippetContext
LOWplugins/stitch-utilities/skills/taste-design/SKILL.md112- No generic names ("John Doe", "Acme", "Nexus")CODE
LOW…itch-utilities/skills/taste-design/resources/DESIGN.md114- No generic names: "John Doe", "Sarah Chan", "Acme", "Nexus", "SmartFlow"CODE
LOW…stitch-build/skills/shadcn-ui/examples/auth-layout.tsx103 placeholder="John Doe"CODE
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…gn/skills/upload-to-stitch/scripts/upload_to_stitch.py66def call_batch_create_screens(CODE
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…gn/skills/upload-to-stitch/scripts/upload_to_stitch.py129CODE