The awesome collection of OpenClaw skills. 5,400+ skills filtered and categorized from the official OpenClaw Skills Registry.🦞
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.
Use each vector to guide manual verification of the underlying findings.
Can maintainers explain intent, assumptions, and trade-offs? 59 finding(s).
Are imports declared and package/API names verified? 0 finding(s).
Are wrappers, guards, and repeated structures necessary? 0 finding(s).
Which changes need focused human review? 59 finding(s).
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.
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.
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.
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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM⚡ | README.md | 327 | - [agent-passport](https://clawskills.sh/skills/markneville-agent-passport) - OAuth for the agentic era — consent-gating | CODE |
| MEDIUM⚡ | README.md | 337 | - [agentic-browser-0-1-2](https://clawskills.sh/skills/xyny89-agentic-browser-0-1-2) - Browser automation for AI agents | CODE |
| MEDIUM⚡ | README.md | 338 | - [agentic-security-audit](https://clawskills.sh/skills/kingrubic-agentic-security-audit) - Audit codebases, infrastruct | CODE |
| MEDIUM | README.md | 366 | - [agentic-ai-gold](https://clawskills.sh/skills/amitabhainarunachala-agentic-ai-gold) - The only agent framework that i | CODE |
| MEDIUM | README.md | 367 | - [agentic-devops](https://clawskills.sh/skills/tkuehnl-agentic-devops) - Production-grade agent DevOps toolkit — Docker | CODE |
| MEDIUM | README.md | 474 | - [agentic-paper-digest](https://clawskills.sh/skills/matanle51-agentic-paper-digest) - Fetches and summarizes recent ar | CODE |
| MEDIUM | README.md | 475 | - [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 | 76 | - [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 | 955 | - [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 | 144 | - [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 | 167 | - [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 |