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This report presents the forensic synthetic code analysis of VoltAgent/awesome-openclaw-skills with 51,202 GitHub stars. SynthScan v2.0 examined 6,765 lines of code across 34 source files, recording 59 pattern matches distributed across 2 syntactic categories. The overall adjusted score of 24.5 places this repository in the Moderate 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).
This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.
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 59 distinct pattern matches across 2 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⚡ | README.md | 342 | - [agent-passport](https://clawskills.sh/skills/markneville-agent-passport) - OAuth for the agentic era — consent-gating | CODE |
| MEDIUM⚡ | README.md | 352 | - [agentic-browser-0-1-2](https://clawskills.sh/skills/xyny89-agentic-browser-0-1-2) - Browser automation for AI agents | CODE |
| MEDIUM⚡ | README.md | 353 | - [agentic-security-audit](https://clawskills.sh/skills/kingrubic-agentic-security-audit) - Audit codebases, infrastruct | CODE |
| MEDIUM | README.md | 381 | - [agentic-ai-gold](https://clawskills.sh/skills/amitabhainarunachala-agentic-ai-gold) - The only agent framework that i | CODE |
| MEDIUM | README.md | 382 | - [agentic-devops](https://clawskills.sh/skills/tkuehnl-agentic-devops) - Production-grade agent DevOps toolkit — Docker | CODE |
| MEDIUM | README.md | 486 | - [agentic-paper-digest](https://clawskills.sh/skills/matanle51-agentic-paper-digest) - Fetches and summarizes recent ar | CODE |
| MEDIUM | README.md | 487 | - [agentic-paper-digest-skill](https://clawskills.sh/skills/matanle51-agentic-paper-digest-skill) - Fetches and summariz | CODE |
| MEDIUM | README.md | 811 | - [agentic-governance](https://clawskills.sh/skills/leegitw-agentic-governance) - Keep your constraints healthy — lifecy | CODE |
| MEDIUM | categories/search-and-research.md | 24 | - [agentic-paper-digest](https://clawskills.sh/skills/matanle51-agentic-paper-digest) - Fetches and summarizes recent ar | CODE |
| MEDIUM | categories/search-and-research.md | 25 | - [agentic-paper-digest-skill](https://clawskills.sh/skills/matanle51-agentic-paper-digest-skill) - Fetches and summariz | CODE |
| MEDIUM | categories/apple-apps-and-services.md | 43 | - [omarchy](https://clawskills.sh/skills/achals-iglu-omarchy) - Omarchy operating guardrails for day-to-day system work: | CODE |
| MEDIUM | categories/transportation.md | 11 | - [agentic-governance](https://clawskills.sh/skills/leegitw-agentic-governance) - Keep your constraints healthy — lifecy | CODE |
| MEDIUM | categories/transportation.md | 97 | - [stripe](https://clawskills.sh/skills/jononovo-stripe) - Easy-to-use agentic wallets powered by Stripe. | CODE |
| MEDIUM | categories/productivity-and-tasks.md | 116 | - [lightning-agent-commerce](https://clawskills.sh/skills/roasbeef-lightning-agent-commerce) - End-to-end agentic commer | CODE |
| MEDIUM | categories/marketing-and-sales.md | 75 | - [near-agent-skills](https://clawskills.sh/skills/mastrophot-near-agent-skills) - Comprehensive agentic skills for NEAR | CODE |
| MEDIUM | categories/moltbook.md | 39 | - [skill-scaffold](https://clawskills.sh/skills/nextfrontierbuilds-skill-scaffold) - AI agent skill scaffolding CLI. | CODE |
| MEDIUM | categories/coding-agents-and-ides.md | 40 | - [agent-guardrails](https://clawskills.sh/skills/olmmlo-cmd-agent-guardrails) - Stop AI agents from secretly bypassing | CODE |
| MEDIUM | categories/coding-agents-and-ides.md | 44 | - [agent-mode-upgrades](https://clawskills.sh/skills/maverick-software-agent-mode-upgrades) - A comprehensive upgrade to | CODE |
| MEDIUM | categories/coding-agents-and-ides.md | 62 | - [agentic-spicy-food](https://clawskills.sh/skills/nowloady-agentic-spicy-food) - The premier Agent-ready food delivery | CODE |
| MEDIUM | categories/coding-agents-and-ides.md | 129 | - [arxiv-agentic-verifier](https://clawskills.sh/skills/wanng-ide-arxiv-agentic-verifier) - **Source Paper:** [Scaling A | CODE |
| MEDIUM | categories/coding-agents-and-ides.md | 130 | - [arxiv-gamedevbench-evaluating-agentic-capabili](https://clawskills.sh/skills/wanng-ide-arxiv-gamedevbench-evaluating- | CODE |
| MEDIUM | categories/coding-agents-and-ides.md | 282 | - [cron-worker-guardrails](https://clawskills.sh/skills/phenomenoner-cron-worker-guardrails) - Use when hardening OpenCl | CODE |
| MEDIUM | categories/coding-agents-and-ides.md | 303 | - [dancetech](https://clawskills.sh/skills/arunnadarasa-dancetech) - Complete agentic dance engineering system for Krump | CODE |
| MEDIUM | categories/coding-agents-and-ides.md | 325 | - [devtools-secrets](https://clawskills.sh/skills/basher83-devtools-secrets) - Knowledge and guardrails for the mise + f | CODE |
| MEDIUM | categories/coding-agents-and-ides.md | 703 | - [ops-detection-incident-routing](https://clawskills.sh/skills/embrron-ops-detection-incident-routing) - Detect agent r | CODE |
| MEDIUM | categories/coding-agents-and-ides.md | 756 | - [privy](https://clawskills.sh/skills/tedim52-privy) - Create and manage agentic wallets with Privy. | CODE |
| MEDIUM | categories/coding-agents-and-ides.md | 831 | - [security-operator](https://clawskills.sh/skills/kevjade-security-operator) - Runtime security guardrails for OpenClaw | CODE |
| MEDIUM | categories/coding-agents-and-ides.md | 973 | - [subfeed](https://clawskills.sh/skills/subfeed-ai-subfeed) - AI entities with full agentic backend for your OpenClaw p | CODE |
| MEDIUM | categories/devops-and-cloud.md | 26 | - [agentic-ai-gold](https://clawskills.sh/skills/amitabhainarunachala-agentic-ai-gold) - The only agent framework that i | CODE |
| MEDIUM | categories/devops-and-cloud.md | 27 | - [agentic-devops](https://clawskills.sh/skills/tkuehnl-agentic-devops) - Production-grade agent DevOps toolkit — Docker | CODE |
| MEDIUM | categories/git-and-github.md | 156 | - [vigil](https://clawskills.sh/skills/robinoppenstam-vigil) - AI agent safety guardrails for tool calls. | CODE |
| MEDIUM⚡ | categories/web-and-frontend-development.md | 21 | - [agent-passport](https://clawskills.sh/skills/markneville-agent-passport) - OAuth for the agentic era — consent-gating | CODE |
| MEDIUM⚡ | categories/web-and-frontend-development.md | 31 | - [agentic-browser-0-1-2](https://clawskills.sh/skills/xyny89-agentic-browser-0-1-2) - Browser automation for AI agents | CODE |
| MEDIUM⚡ | categories/web-and-frontend-development.md | 32 | - [agentic-security-audit](https://clawskills.sh/skills/kingrubic-agentic-security-audit) - Audit codebases, infrastruct | CODE |
| MEDIUM | categories/web-and-frontend-development.md | 185 | - [copilotkit-react](https://clawskills.sh/skills/generaljerel-copilotkit-react) - CopilotKit React best practices for a | CODE |
| MEDIUM | categories/web-and-frontend-development.md | 260 | - [enterprise-legal-guardrails](https://clawskills.sh/skills/lawyered0-enterprise-legal-guardrails) - Legal/compliance g | CODE |
| MEDIUM | categories/web-and-frontend-development.md | 261 | - [enterprise-legal-guardrails-public](https://clawskills.sh/skills/lawyered0-enterprise-legal-guardrails-public) - Lega | CODE |
| MEDIUM | categories/web-and-frontend-development.md | 645 | - [repomedic](https://clawskills.sh/skills/mrummler17-repomedic) - Safely triage and remediate GitHub dependency hygiene | CODE |
| MEDIUM | categories/web-and-frontend-development.md | 718 | - [solo-scaffold](https://clawskills.sh/skills/fortunto2-solo-scaffold) - Generate complete project from PRD + stack tem | CODE |
| MEDIUM | categories/web-and-frontend-development.md | 742 | - [stack-scaffold](https://clawskills.sh/skills/guifav-stack-scaffold) - Scaffolds a full-stack project with Next.js App | CODE |
| MEDIUM | categories/web-and-frontend-development.md | 790 | - [training-manager](https://clawskills.sh/skills/anova44-training-manager) - Manage and optimize your OpenClaw training | CODE |
| MEDIUM | categories/browser-and-automation.md | 91 | - [daily-dev-agentic](https://clawskills.sh/skills/idoshamun-daily-dev-agentic) - daily.dev Agentic Learning - continuou | CODE |
| MEDIUM | categories/browser-and-automation.md | 201 | - [ogment-agentic-cli](https://clawskills.sh/skills/asoviche-ogment-agentic-cli) - Access business integrations (SaaS, A | CODE |
| MEDIUM | categories/ai-and-llms.md | 28 | - [agentic-calling](https://clawskills.sh/skills/kellyclaudeai-agentic-calling) - Enables AI agents to make and receive | CODE |
| MEDIUM | categories/ai-and-llms.md | 29 | - [agentic-compass](https://clawskills.sh/skills/orosha-ai-agentic-compass) - Local-only self-reflection that forces act | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | README.md | 952 | - [brw-de-ai-ify](https://clawskills.sh/skills/brianrwagner-brw-de-ai-ify) - Remove AI-generated jargon and restore huma | CODE |
| HIGH | categories/search-and-research.md | 164 | - [humanize-chinese](https://clawskills.sh/skills/swaylq-humanize-chinese) - Detect and humanize AI-generated Chinese te | CODE |
| HIGH | categories/communication.md | 143 | - [vibetrading-global-signals](https://clawskills.sh/skills/liuhaonan00-vibetrading-global-signals) - Query AI-generated | CODE |
| HIGH | categories/speech-and-transcription.md | 16 | - [brw-de-ai-ify](https://clawskills.sh/skills/brianrwagner-brw-de-ai-ify) - Remove AI-generated jargon and restore huma | CODE |
| HIGH | categories/image-and-video-generation.md | 92 | - [image-detection](https://clawskills.sh/skills/raghulpasupathi-image-detection) - Skills for analyzing and detecting A | CODE |
| HIGH | categories/image-and-video-generation.md | 166 | - [vtl-image-analysis](https://clawskills.sh/skills/rusparrish-vtl-image-analysis) - Measure compositional structure in | CODE |
| HIGH | categories/coding-agents-and-ides.md | 192 | - [cacheforge-vibe-check](https://clawskills.sh/skills/tkuehnl-cacheforge-vibe-check) - Audit code for "vibe coding sins | CODE |
| HIGH | categories/coding-agents-and-ides.md | 561 | - [loadpage](https://clawskills.sh/skills/jazzyong2023-loadpage) - Remove signs of AI-generated writing from text. | CODE |
| HIGH | categories/coding-agents-and-ides.md | 1088 | - [vibe-check](https://clawskills.sh/skills/tkuehnl-vibe-check) - Audit code for "vibe coding sins" — patterns that indi | CODE |
| HIGH | categories/cli-utilities.md | 165 | - [text-detection](https://clawskills.sh/skills/raghulpasupathi-text-detection) - Skills for analyzing and detecting AI- | CODE |
| HIGH | categories/git-and-github.md | 50 | - [deai-image](https://clawskills.sh/skills/swaylq-deai-image) - Detect and remove AI fingerprints from AI-generated ima | CODE |
| HIGH | categories/web-and-frontend-development.md | 556 | - [operator-humanizer](https://clawskills.sh/skills/kevjade-operator-humanizer) - Transform AI-generated text into authe | CODE |
| HIGH | categories/browser-and-automation.md | 74 | - [catime](https://clawskills.sh/skills/yazelin-catime) - Fetch and send AI-generated hourly cat images. | CODE |
| HIGH | categories/ai-and-llms.md | 40 | - [ai-humanizer](https://clawskills.sh/skills/brandonwise-ai-humanizer) - Humanize AI-generated text by detecting and re | CODE |