AI Slop Code RIsk Monitor

VoltAgent/awesome-openclaw-skills

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

24.4 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for VoltAgent/awesome-openclaw-skills with 53,042 GitHub stars. SynthScan examined 6,792 lines of code across 34 source files, recording 59 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 24.4 (Elevated 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.

24.4
Adjusted Signal
24.4
Raw Pattern Score
100%
Time Factor
2026-10-05
Last Push
53.0K
Stars
—
Language
6.8K
Lines of Code
34
Files
59
Pattern Hits
2026-10-12
Scan Date
0.41
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 70.5/100 · HIGH

Can maintainers explain intent, assumptions, and trade-offs? 59 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 80.0/100 · CRITICAL

Which changes need focused human review? 59 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 0HIGH 14MEDIUM 45LOW 0

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 59 distinct pattern matches across 2 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.

Modern AI Meta-Vocabulary45 hits · 96 pts
SeverityFileLineSnippetContext
MEDIUM⚡README.md327- [agent-passport](https://clawskills.sh/skills/markneville-agent-passport) - OAuth for the agentic era — consent-gatingCODE
MEDIUM⚡README.md337- [agentic-browser-0-1-2](https://clawskills.sh/skills/xyny89-agentic-browser-0-1-2) - Browser automation for AI agents CODE
MEDIUM⚡README.md338- [agentic-security-audit](https://clawskills.sh/skills/kingrubic-agentic-security-audit) - Audit codebases, infrastructCODE
MEDIUMREADME.md366- [agentic-ai-gold](https://clawskills.sh/skills/amitabhainarunachala-agentic-ai-gold) - The only agent framework that iCODE
MEDIUMREADME.md367- [agentic-devops](https://clawskills.sh/skills/tkuehnl-agentic-devops) - Production-grade agent DevOps toolkit — DockerCODE
MEDIUMREADME.md474- [agentic-paper-digest](https://clawskills.sh/skills/matanle51-agentic-paper-digest) - Fetches and summarizes recent arCODE
MEDIUMREADME.md475- [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.md76- [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
MEDIUM⚡categories/web-and-frontend-development.md21- [agent-passport](https://clawskills.sh/skills/markneville-agent-passport) - OAuth for the agentic era — consent-gatingCODE
MEDIUM⚡categories/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
MEDIUM⚡categories/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.md955- [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.md144- [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.md167- [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