Repository Analysis

VoltAgent/awesome-openclaw-skills

The awesome collection of OpenClaw skills. 5,400+ skills filtered and categorized from the official OpenClaw Skills Registry.🦞

24.5 Moderate AI signal View on GitHub

Analysis Overview

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).

24.5
Adjusted Score
24.5
Raw Score
100%
Time Factor
2026-07-12
Last Push
51.2K
Stars
Language
6.8K
Lines of Code
34
Files
59
Pattern Hits
2026-07-14
Scan Date
0.41
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

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.

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 14MEDIUM 45LOW 0

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 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.

Modern AI Meta-Vocabulary45 hits · 96 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md342- [agent-passport](https://clawskills.sh/skills/markneville-agent-passport) - OAuth for the agentic era — consent-gatingCODE
MEDIUMREADME.md352- [agentic-browser-0-1-2](https://clawskills.sh/skills/xyny89-agentic-browser-0-1-2) - Browser automation for AI agents CODE
MEDIUMREADME.md353- [agentic-security-audit](https://clawskills.sh/skills/kingrubic-agentic-security-audit) - Audit codebases, infrastructCODE
MEDIUMREADME.md381- [agentic-ai-gold](https://clawskills.sh/skills/amitabhainarunachala-agentic-ai-gold) - The only agent framework that iCODE
MEDIUMREADME.md382- [agentic-devops](https://clawskills.sh/skills/tkuehnl-agentic-devops) - Production-grade agent DevOps toolkit — DockerCODE
MEDIUMREADME.md486- [agentic-paper-digest](https://clawskills.sh/skills/matanle51-agentic-paper-digest) - Fetches and summarizes recent arCODE
MEDIUMREADME.md487- [agentic-paper-digest-skill](https://clawskills.sh/skills/matanle51-agentic-paper-digest-skill) - Fetches and summarizCODE
MEDIUMREADME.md811- [agentic-governance](https://clawskills.sh/skills/leegitw-agentic-governance) - Keep your constraints healthy — lifecyCODE
MEDIUMcategories/search-and-research.md24- [agentic-paper-digest](https://clawskills.sh/skills/matanle51-agentic-paper-digest) - Fetches and summarizes recent arCODE
MEDIUMcategories/search-and-research.md25- [agentic-paper-digest-skill](https://clawskills.sh/skills/matanle51-agentic-paper-digest-skill) - Fetches and summarizCODE
MEDIUMcategories/apple-apps-and-services.md43- [omarchy](https://clawskills.sh/skills/achals-iglu-omarchy) - Omarchy operating guardrails for day-to-day system work:CODE
MEDIUMcategories/transportation.md11- [agentic-governance](https://clawskills.sh/skills/leegitw-agentic-governance) - Keep your constraints healthy — lifecyCODE
MEDIUMcategories/transportation.md97- [stripe](https://clawskills.sh/skills/jononovo-stripe) - Easy-to-use agentic wallets powered by Stripe.CODE
MEDIUMcategories/productivity-and-tasks.md116- [lightning-agent-commerce](https://clawskills.sh/skills/roasbeef-lightning-agent-commerce) - End-to-end agentic commerCODE
MEDIUMcategories/marketing-and-sales.md75- [near-agent-skills](https://clawskills.sh/skills/mastrophot-near-agent-skills) - Comprehensive agentic skills for NEARCODE
MEDIUMcategories/moltbook.md39- [skill-scaffold](https://clawskills.sh/skills/nextfrontierbuilds-skill-scaffold) - AI agent skill scaffolding CLI.CODE
MEDIUMcategories/coding-agents-and-ides.md40- [agent-guardrails](https://clawskills.sh/skills/olmmlo-cmd-agent-guardrails) - Stop AI agents from secretly bypassing CODE
MEDIUMcategories/coding-agents-and-ides.md44- [agent-mode-upgrades](https://clawskills.sh/skills/maverick-software-agent-mode-upgrades) - A comprehensive upgrade toCODE
MEDIUMcategories/coding-agents-and-ides.md62- [agentic-spicy-food](https://clawskills.sh/skills/nowloady-agentic-spicy-food) - The premier Agent-ready food deliveryCODE
MEDIUMcategories/coding-agents-and-ides.md129- [arxiv-agentic-verifier](https://clawskills.sh/skills/wanng-ide-arxiv-agentic-verifier) - **Source Paper:** [Scaling ACODE
MEDIUMcategories/coding-agents-and-ides.md130- [arxiv-gamedevbench-evaluating-agentic-capabili](https://clawskills.sh/skills/wanng-ide-arxiv-gamedevbench-evaluating-CODE
MEDIUMcategories/coding-agents-and-ides.md282- [cron-worker-guardrails](https://clawskills.sh/skills/phenomenoner-cron-worker-guardrails) - Use when hardening OpenClCODE
MEDIUMcategories/coding-agents-and-ides.md303- [dancetech](https://clawskills.sh/skills/arunnadarasa-dancetech) - Complete agentic dance engineering system for KrumpCODE
MEDIUMcategories/coding-agents-and-ides.md325- [devtools-secrets](https://clawskills.sh/skills/basher83-devtools-secrets) - Knowledge and guardrails for the mise + fCODE
MEDIUMcategories/coding-agents-and-ides.md703- [ops-detection-incident-routing](https://clawskills.sh/skills/embrron-ops-detection-incident-routing) - Detect agent rCODE
MEDIUMcategories/coding-agents-and-ides.md756- [privy](https://clawskills.sh/skills/tedim52-privy) - Create and manage agentic wallets with Privy.CODE
MEDIUMcategories/coding-agents-and-ides.md831- [security-operator](https://clawskills.sh/skills/kevjade-security-operator) - Runtime security guardrails for OpenClawCODE
MEDIUMcategories/coding-agents-and-ides.md973- [subfeed](https://clawskills.sh/skills/subfeed-ai-subfeed) - AI entities with full agentic backend for your OpenClaw pCODE
MEDIUMcategories/devops-and-cloud.md26- [agentic-ai-gold](https://clawskills.sh/skills/amitabhainarunachala-agentic-ai-gold) - The only agent framework that iCODE
MEDIUMcategories/devops-and-cloud.md27- [agentic-devops](https://clawskills.sh/skills/tkuehnl-agentic-devops) - Production-grade agent DevOps toolkit — DockerCODE
MEDIUMcategories/git-and-github.md156- [vigil](https://clawskills.sh/skills/robinoppenstam-vigil) - AI agent safety guardrails for tool calls.CODE
MEDIUMcategories/web-and-frontend-development.md21- [agent-passport](https://clawskills.sh/skills/markneville-agent-passport) - OAuth for the agentic era — consent-gatingCODE
MEDIUMcategories/web-and-frontend-development.md31- [agentic-browser-0-1-2](https://clawskills.sh/skills/xyny89-agentic-browser-0-1-2) - Browser automation for AI agents CODE
MEDIUMcategories/web-and-frontend-development.md32- [agentic-security-audit](https://clawskills.sh/skills/kingrubic-agentic-security-audit) - Audit codebases, infrastructCODE
MEDIUMcategories/web-and-frontend-development.md185- [copilotkit-react](https://clawskills.sh/skills/generaljerel-copilotkit-react) - CopilotKit React best practices for aCODE
MEDIUMcategories/web-and-frontend-development.md260- [enterprise-legal-guardrails](https://clawskills.sh/skills/lawyered0-enterprise-legal-guardrails) - Legal/compliance gCODE
MEDIUMcategories/web-and-frontend-development.md261- [enterprise-legal-guardrails-public](https://clawskills.sh/skills/lawyered0-enterprise-legal-guardrails-public) - LegaCODE
MEDIUMcategories/web-and-frontend-development.md645- [repomedic](https://clawskills.sh/skills/mrummler17-repomedic) - Safely triage and remediate GitHub dependency hygieneCODE
MEDIUMcategories/web-and-frontend-development.md718- [solo-scaffold](https://clawskills.sh/skills/fortunto2-solo-scaffold) - Generate complete project from PRD + stack temCODE
MEDIUMcategories/web-and-frontend-development.md742- [stack-scaffold](https://clawskills.sh/skills/guifav-stack-scaffold) - Scaffolds a full-stack project with Next.js AppCODE
MEDIUMcategories/web-and-frontend-development.md790- [training-manager](https://clawskills.sh/skills/anova44-training-manager) - Manage and optimize your OpenClaw trainingCODE
MEDIUMcategories/browser-and-automation.md91- [daily-dev-agentic](https://clawskills.sh/skills/idoshamun-daily-dev-agentic) - daily.dev Agentic Learning - continuouCODE
MEDIUMcategories/browser-and-automation.md201- [ogment-agentic-cli](https://clawskills.sh/skills/asoviche-ogment-agentic-cli) - Access business integrations (SaaS, ACODE
MEDIUMcategories/ai-and-llms.md28- [agentic-calling](https://clawskills.sh/skills/kellyclaudeai-agentic-calling) - Enables AI agents to make and receive CODE
MEDIUMcategories/ai-and-llms.md29- [agentic-compass](https://clawskills.sh/skills/orosha-ai-agentic-compass) - Local-only self-reflection that forces actCODE
Synthetic Comment Markers14 hits · 70 pts
SeverityFileLineSnippetContext
HIGHREADME.md952- [brw-de-ai-ify](https://clawskills.sh/skills/brianrwagner-brw-de-ai-ify) - Remove AI-generated jargon and restore humaCODE
HIGHcategories/search-and-research.md164- [humanize-chinese](https://clawskills.sh/skills/swaylq-humanize-chinese) - Detect and humanize AI-generated Chinese teCODE
HIGHcategories/communication.md143- [vibetrading-global-signals](https://clawskills.sh/skills/liuhaonan00-vibetrading-global-signals) - Query AI-generatedCODE
HIGHcategories/speech-and-transcription.md16- [brw-de-ai-ify](https://clawskills.sh/skills/brianrwagner-brw-de-ai-ify) - Remove AI-generated jargon and restore humaCODE
HIGHcategories/image-and-video-generation.md92- [image-detection](https://clawskills.sh/skills/raghulpasupathi-image-detection) - Skills for analyzing and detecting ACODE
HIGHcategories/image-and-video-generation.md166- [vtl-image-analysis](https://clawskills.sh/skills/rusparrish-vtl-image-analysis) - Measure compositional structure in CODE
HIGHcategories/coding-agents-and-ides.md192- [cacheforge-vibe-check](https://clawskills.sh/skills/tkuehnl-cacheforge-vibe-check) - Audit code for "vibe coding sinsCODE
HIGHcategories/coding-agents-and-ides.md561- [loadpage](https://clawskills.sh/skills/jazzyong2023-loadpage) - Remove signs of AI-generated writing from text.CODE
HIGHcategories/coding-agents-and-ides.md1088- [vibe-check](https://clawskills.sh/skills/tkuehnl-vibe-check) - Audit code for "vibe coding sins" — patterns that indiCODE
HIGHcategories/cli-utilities.md165- [text-detection](https://clawskills.sh/skills/raghulpasupathi-text-detection) - Skills for analyzing and detecting AI-CODE
HIGHcategories/git-and-github.md50- [deai-image](https://clawskills.sh/skills/swaylq-deai-image) - Detect and remove AI fingerprints from AI-generated imaCODE
HIGHcategories/web-and-frontend-development.md556- [operator-humanizer](https://clawskills.sh/skills/kevjade-operator-humanizer) - Transform AI-generated text into autheCODE
HIGHcategories/browser-and-automation.md74- [catime](https://clawskills.sh/skills/yazelin-catime) - Fetch and send AI-generated hourly cat images.CODE
HIGHcategories/ai-and-llms.md40- [ai-humanizer](https://clawskills.sh/skills/brandonwise-ai-humanizer) - Humanize AI-generated text by detecting and reCODE