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Agent Skills 排行榜 · 关键词 + 语义搜索
| # | Skill | 仓库 | 描述 | 安装量 |
|---|---|---|---|---|
| 4801 | stitch-ui-design | sickn33/antigravity-awesome-skills |
Stitch UI Design Prompting Expert guidance for crafting effective prompts in Google Stitch, the AI-powered UI design tool by Google Labs. This skill helps create precise, actionable prompts that generate high-quality UI designs for web and mobile applications. What is Google Stitch? Google Stitch is an experimental AI UI generator powered by Gemini 2.5 Flash that transforms text prompts and visual references into functional UI designs. It supports: Text-to-UI generation from natural language pro...
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461 |
| 4802 | domain-fintech | zhanghandong/rust-skills |
FinTech Domain Layer 3: Domain Constraints Domain Constraints → Design Implications Domain Rule Design Constraint Rust Implication Audit trail Immutable records Arc, no mutation Precision No floating point rust_decimal Consistency Transaction boundaries Clear ownership Compliance Complete logging Structured tracing Reproducibility Deterministic execution No race conditions Critical Constraints Financial Precision RULE: Never use f64 for money WHY: Floating point loses precision RUST: Use rust_...
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461 |
| 4803 | domain-iot | zhanghandong/rust-skills |
IoT Domain Layer 3: Domain Constraints Domain Constraints → Design Implications Domain Rule Design Constraint Rust Implication Unreliable network Offline-first Local buffering Power constraints Efficient code Sleep modes, minimal alloc Resource limits Small footprint no_std where needed Security Encrypted comms TLS, signed firmware Reliability Self-recovery Watchdog, error handling OTA updates Safe upgrades Rollback capability Critical Constraints Network Unreliability RULE: Network can fail at ...
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461 |
| 4804 | opencode-primitives | different-ai/openwork |
Use this skill whenever OpenWork behavior is implemented directly on top of OpenCode primitives (skills, plugins, MCP servers, opencode.json config, tools/permissions). It anchors decisions to the official OpenCode documentation and keeps terminology consistent in the UI. Doc Sources (Always cite when relevant) - Skills: [https://opencode.ai/docs/skills](https://opencode.ai/docs/skills) - Plugins: [https://opencode.ai/docs/plugins/](https://opencode.ai/docs/plugins/) - MCP servers: [https:/...
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461 |
| 4805 | value-prop-statements | phuryn/pm-skills |
Value Proposition Statements Generate value proposition statements from existing value propositions for marketing, sales, and onboarding. Creates statements that address target segments, emphasize benefits, and highlight capabilities. Perfect for crafting targeted marketing content, sales presentations, and customer onboarding messages. When to Use Writing marketing copy and promotional content Creating sales decks and pitch materials Crafting customer onboarding messages Developing segment-spec...
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461 |
| 4806 | code-review:review-pr | neolabhq/context-engineering-kit |
Pull Request Review Instructions You are an expert code reviewer conducting a thorough evaluation of this pull request. Your review must be structured, systematic, and provide actionable feedback. Review Aspects (optional): "$ARGUMENTS" IMPORTANT : Skip reviewing changes in spec/ and reports/ folders unless specifically asked. CRITICAL : You must post inline comments only! Do not post overral review report or reply overral review report under any circumstances! You must avoid creating to much no...
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461 |
| 4807 | docs:update-docs | neolabhq/context-engineering-kit |
Update Documentation for Local Changes User Arguments User can provide specific focus areas or documentation types: $ARGUMENTS If nothing is provided, focus on all documentation needs for uncommitted changes. If everything is committed, cover the latest commit. Context After implementing new features or refactoring existing code, documentation must be updated to reflect changes. This command orchestrates automated documentation updates using specialized tech-writer agents and parallel analysis. ...
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461 |
| 4808 | growth-funnel | kostja94/marketing-skills |
Strategies: Growth Funnel (AARRR) Guides growth using the AARRR framework (Pirate Metrics)—five stages of the customer lifecycle. Created by Dave McClure (500 Startups) to focus on actionable metrics over vanity metrics. Use this skill when diagnosing growth bottlenecks, prioritizing improvements, or aligning product, marketing, and customer success. When invoking : On first use , if helpful, open with 1–2 sentences on what this skill covers and why it matters, then provide the main output. On s...
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461 |
| 4809 | nestjs-expert | davila7/claude-code-templates |
Nest.js Expert You are an expert in Nest.js with deep knowledge of enterprise-grade Node.js application architecture, dependency injection patterns, decorators, middleware, guards, interceptors, pipes, testing strategies, database integration, and authentication systems. When invoked: If a more specialized expert fits better, recommend switching and stop: Pure TypeScript type issues → typescript-type-expert Database query optimization → database-expert Node.js runtime issues → nodejs-expert Fron...
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460 |
| 4810 | maestro | xenitv1/claude-code-maestro |
MAESTRO: THE ARCHITECTURAL GOVERNANCE FRAMEWORK Maestro is not a tool; it is a Governance Protocol that transforms an AI agent from a reactive coder into a proactive Elite Software Architect. It enforces discipline, maintains project continuity, and orchestrates specialized expertise. � The Prime Directives (Mandatory) Law of Initiation (Mandatory Priority): Architectural continuity is non-negotiable. You MUST initiate every session by reading files in this strict sequence: 1. SKILL.md (Govern...
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460 |
| 4811 | azure-functions | sickn33/antigravity-awesome-skills |
Azure Functions Patterns Isolated Worker Model (.NET) Modern .NET execution model with process isolation Node.js v4 Programming Model Modern code-centric approach for TypeScript/JavaScript Python v2 Programming Model Decorator-based approach for Python functions Anti-Patterns ❌ Blocking Async Calls ❌ New HttpClient Per Request ❌ In-Process Model for New Projects ⚠️ Sharp Edges Issue Severity Solution Issue high Use async pattern with Durable Functions Issue high Use IHttpClientFactory (R...
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460 |
| 4812 | news-summary | zjfls/zhoujie-claude-skills |
News Summary Overview Fetch and summarize news from trusted international sources via RSS feeds. RSS Feeds BBC (Primary) World news curl -s "https://feeds.bbci.co.uk/news/world/rss.xml" Top stories curl -s "https://feeds.bbci.co.uk/news/rss.xml" Business curl -s "https://feeds.bbci.co.uk/news/business/rss.xml" Technology curl -s "https://feeds.bbci.co.uk/news/technology/rss.xml" Reuters World news curl -s "https://www.reutersagency.com/feed/?best-regions=world&post_type=best" NPR (US perspe...
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460 |
| 4813 | dynamics-crm | membranedev/application-skills |
Microsoft Dynamics 365 Microsoft Dynamics 365 is a suite of CRM and ERP applications used by businesses to manage customer relationships, sales, marketing, and operations. It helps sales, marketing, and service teams to streamline their processes and improve customer engagement. Think of it as a competitor to Salesforce. Official docs: https://learn.microsoft.com/en-us/dynamics365/ Microsoft Dynamics 365 Overview Account Contact Lead Opportunity Use action names and parameters as needed. Working...
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460 |
| 4814 | inngest-middleware | inngest/inngest-skills |
Inngest Middleware Master Inngest middleware to handle cross-cutting concerns like logging, error tracking, dependency injection, and data transformation. Middleware runs at key points in the function lifecycle, enabling powerful patterns for observability and shared functionality. These skills are focused on TypeScript. For Python or Go, refer to the Inngest documentation for language-specific guidance. Core concepts apply across all languages. What is Middleware? Middleware allows code to run ...
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460 |
| 4815 | pitch-deck | ailabs-393/ai-labs-claude-skills |
Pitch Deck Generator Overview Generate professional PowerPoint pitch decks following industry best practices. This skill creates structured presentations for fundraising, sales, and business development using a proven 10-slide format. When to Use This Skill Activate this skill when users request: Investor pitch decks for fundraising Sales or business development presentations Product launch presentations Startup pitch competition decks Any structured business presentation following standard ...
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460 |
| 4816 | identify-assumptions-existing | phuryn/pm-skills |
Identify Assumptions (Existing Product) Devil's advocate analysis to surface risky assumptions across four risk areas. Context You are stress-testing a feature idea for $ARGUMENTS . If the user provides files (designs, PRDs, research), read them first. Instructions The user will describe their product, objective, market segment, and feature idea. Work through these steps: Think from three perspectives about why this feature might fail: Product Manager perspective : Business viability, market fit...
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460 |
| 4817 | north-star-metric | phuryn/pm-skills |
North Star Metric Identify a North Star Metric and 3-5 Input Metrics that form a metrics constellation. Classifies the business game being played and validates against criteria for an effective North Star. Use when defining key metrics, setting up a metrics framework, or choosing what to measure. Domain Context NSM is NOT : multiple metrics, a revenue/LTV metric (must be customer-centric), an OKR (that's a goal-setting technique), or a strategy (but choosing the right NSM is a strategic choice)....
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460 |
| 4818 | reflexion:critique | neolabhq/context-engineering-kit |
Work Critique Command The review is report-only - findings are presented for user consideration without automatic fixes. Your Workflow Phase 1: Context Gathering Before starting the review, understand what was done: Identify the scope of work to review : If arguments provided: Use them to identify specific files, commits, or conversation context If no arguments: Review the recent conversation history and file changes Ask user if scope is unclear: "What work should I review? (recent changes, spec...
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460 |
| 4819 | customaize-agent:context-engineering | neolabhq/context-engineering-kit |
Context Engineering Fundamentals Context is the complete state available to a language model at inference time. It includes everything the model can attend to when generating responses: system instructions, tool definitions, retrieved documents, message history, and tool outputs. Understanding context fundamentals is prerequisite to effective context engineering. Core Concepts Context comprises several distinct components, each with different characteristics and constraints. The attention mechan...
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460 |
| 4820 | tdd:fix-tests | neolabhq/context-engineering-kit |
Fix Tests User Arguments User can provide to focus on specific tests or modules: $ARGUMENTS If nothing is provided, focus on all tests. Context After business logic changes, refactoring, or dependency updates, tests may fail because they no longer match the current behavior or implementation. This command orchestrates automated fixing of all failing tests using specialized agents. Goal Fix all failing tests to match current business logic and implementation. Important Constraints Focus on fixing...
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460 |
| 4821 | open-graph | kostja94/marketing-skills |
SEO On-Page: Open Graph Guides implementation of Open Graph meta tags for social media previews (Facebook, LinkedIn, Slack, Discord, etc.). Pages with proper OG tags get 2–3× more clicks than bare URL links. When invoking : On first use , if helpful, open with 1–2 sentences on what this skill covers and why it matters, then provide the main output. On subsequent use or when the user asks to skip, go directly to the main output. Scope (Social Sharing) Open Graph : Facebook-originated protocol; co...
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460 |
| 4822 | sred-project-organizer | getsentry/skills |
SRED Project Organization SRED expects projects to be presented in a particular format. Take the list of projects that have been worked on in the past year, and summarize them into the format expected by SRED, with the supporting evidence. Outputs a Notion document with a child document for each SREDable project. Prerequisites Before starting make sure that Github, Notion and Linear can be accessed. Notion and Linear should be connected using an MCP. Github can be connected with an MCP, but if y...
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460 |
| 4823 | react-native-animations | pluginagentmarketplace/custom-plugin-react-native |
React Native Animations Skill Learn high-performance animations using Reanimated 3, Gesture Handler, and layout animations. Prerequisites React Native basics Understanding of JavaScript closures Familiarity with transforms and styles Learning Objectives After completing this skill, you will be able to: Create smooth 60fps animations with Reanimated Handle complex gestures with Gesture Handler Implement layout entering/exiting animations Optimize animations for performance Combine gestur...
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459 |
| 4824 | slack-bot-builder | sickn33/antigravity-awesome-skills |
Slack Bot Builder Patterns Bolt App Foundation Pattern The Bolt framework is Slack's recommended approach for building apps. It handles authentication, event routing, request verification, and HTTP request processing so you can focus on app logic. Key benefits: Event handling in a few lines of code Security checks and payload validation built-in Organized, consistent patterns Works for experiments and production Available in: Python, JavaScript (Node.js), Java When to use: ['Starting any ne...
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459 |
| 4825 | retro | phuryn/pm-skills |
Sprint Retrospective Facilitator Run a structured retrospective that surfaces insights and produces actionable improvements. Context You are facilitating a retrospective for $ARGUMENTS . If the user provides files (sprint data, velocity charts, team feedback, or previous retro notes), read them first. Instructions Choose a retro format based on context (or let the user pick): Format A — Start / Stop / Continue : Start : What should we begin doing? Stop : What should we stop doing? Continue : Wha...
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459 |
| 4826 | logo-generator | kostja94/marketing-skills |
Components: Logo Guides logo placement and implementation for brand recall and navigation. Logo placement affects user orientation and conversion. When invoking : On first use , if helpful, open with 1-2 sentences on what this skill covers and why it matters, then provide the main output. On subsequent use or when the user asks to skip, go directly to the main output. Initial Assessment Check for product marketing context first: If .claude/product-marketing-context.md or .cursor/product-marketin...
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459 |
| 4827 | pricing-strategy | kostja94/marketing-skills |
Pricing Strategy You are an expert in SaaS pricing and monetization strategy. Your goal is to help design pricing that captures value, drives growth, and aligns with customer willingness to pay. Before Starting Check for product marketing context first: If .agents/product-marketing-context.md exists (or .claude/product-marketing-context.md in older setups), read it before asking questions. Use that context and only ask for information not already covered or specific to this task. Gather this con...
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459 |
| 4828 | mcp | vercel-labs/json-render |
@json-render/mcp MCP Apps integration that serves json-render UIs as interactive MCP Apps inside Claude, ChatGPT, Cursor, VS Code, and other MCP-capable clients. Quick Start Server (Node.js) import { createMcpApp } from "@json-render/mcp" ; import { defineCatalog } from "@json-render/core" ; import { schema } from "@json-render/react/schema" ; import { shadcnComponentDefinitions } from "@json-render/shadcn/catalog" ; import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js...
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459 |
| 4829 | ssh | dicklesworthstone/agent_flywheel_clawdbot_skills_and_integrations |
SSH Skill Use SSH for secure remote access, file transfers, and tunneling. Basic Connection Connect to server: ssh user@hostname Connect on specific port: ssh -p 2222 user@hostname Connect with specific identity: ssh -i ~/.ssh/my_key user@hostname SSH Config Config file location: ~/.ssh/config Example config entry: Host myserver HostName 192.168.1.100 User deploy Port 22 IdentityFile ~/.ssh/myserver_key ForwardAgent yes Then connect with just: ssh myserver ...
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458 |
| 4830 | prioritize-assumptions | phuryn/pm-skills |
Prioritize Assumptions Triage assumptions using an Impact × Risk matrix and suggest targeted experiments. Context You are helping prioritize assumptions for $ARGUMENTS . If the user provides files with assumptions or research data, read them first. Domain Context ICE works well for assumption prioritization: Impact (Opportunity Score × Customers) × Confidence (1–10) × Ease (1–10). Opportunity Score = Importance × (1 − Satisfaction), normalized to 0–1 (Dan Olsen). RICE splits Impact into Reach ×...
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458 |
| 4831 | xml-sitemap | kostja94/marketing-skills |
SEO Technical: Sitemap Guides sitemap creation, auditing, and optimization for search engine discovery. When invoking : On first use , if helpful, open with 1–2 sentences on what this skill covers and why it matters, then provide the main output. On subsequent use or when the user asks to skip, go directly to the main output. Scope (Technical SEO) Sitemap : Create XML sitemap; submit to Google Search Console URL discovery : Help search engines find pages; especially important for large sites or ...
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458 |
| 4832 | homepage-generator | kostja94/marketing-skills |
Pages: Homepage Guides homepage content, structure, and conversion optimization. When invoking : On first use , if helpful, open with 1-2 sentences on what this skill covers and why it matters, then provide the main output. On subsequent use or when the user asks to skip, go directly to the main output. Initial Assessment Check for product marketing context first: If .claude/product-marketing-context.md or .cursor/product-marketing-context.md exists, read it for product, audience, and value prop...
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458 |
| 4833 | java-maven | pluginagentmarketplace/custom-plugin-java |
Java Maven Skill Master Apache Maven for Java project builds and dependency management. Overview This skill covers Maven configuration including POM structure, lifecycle phases, plugin configuration, dependency management with BOMs, and multi-module projects. When to Use This Skill Use when you need to: Configure Maven POM files Manage dependencies with BOMs Set up build plugins Create multi-module projects Troubleshoot build issues Quick Reference <?xml version="1.0" encoding="UTF-8"?> <p...
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457 |
| 4834 | photos-camera-media | dpearson2699/swift-ios-skills |
Photos, Camera & Media Modern patterns for photo picking, camera capture, image loading, and media permissions targeting iOS 26+ with Swift 6.2. Patterns are backward-compatible to iOS 16 unless noted. See references/photospicker-patterns.md for complete picker recipes and references/camera-capture.md for AVCaptureSession patterns. Contents PhotosPicker (SwiftUI, iOS 16+) Privacy and Permissions Camera Capture Basics Image Loading and Display Common Mistakes Review Checklist References PhotosPic...
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457 |
| 4835 | fetch | browserbase/skills |
Browserbase Fetch API Fetch a page and return its content, headers, and metadata — no browser session required. Prerequisites Get your API key from: https://browserbase.com/settings export BROWSERBASE_API_KEY = "your_api_key" When to Use Fetch vs Browser Use Case Fetch API Browser Skill Static page content Yes Overkill Check HTTP status/headers Yes No JavaScript-rendered pages No Yes Form interactions No Yes Page behind bot detection Possible (with proxies) Yes (stealth mode) Simple scraping Yes...
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| 4836 | browserbase-cli | browserbase/skills |
Browserbase CLI Use the official bb CLI for Browserbase platform operations, Functions workflows, and Fetch API calls. Setup check Before using the CLI, verify it is installed: which bb || npm install -g @browserbasehq/cli bb --help For authenticated commands, set the API key: export BROWSERBASE_API_KEY = "your_api_key" If using bb functions dev or bb functions publish , also set: export BROWSERBASE_PROJECT_ID = "your_project_id" When to use this skill Use this skill when the user wants to: run ...
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457 |
| 4837 | clawdstrike | cantinaxyz/clawdstrike |
Clawstrike Security Audit Goal Audit an OpenClaw deployment for misconfigurations and real-world attack paths. Produce a deterministic OK/VULNERABLE report with severity, evidence, and fixes. Non-negotiable safety rules Verified mode is required. Execute scripts/collect_verified.sh immediately (no consent prompt). Verified mode uses only the strict allowlist; do not run any command outside it. Never run remote content (no curl|bash, wget, Invoke-WebRequest, installers, package managers, update s...
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457 |
| 4838 | github-search | parcadei/continuous-claude-v3 |
GitHub Search Skill When to Use Search code across repositories Find issues or PRs Look up repository information Instructions uv run python -m runtime.harness scripts/mcp/github_search.py \ --type "code" \ --query "your search query" Parameters --type: Search type - code, repos, issues, prs --query: Search query (supports GitHub search syntax) --owner: (optional) Filter by repo owner --repo: (optional) Filter by repo name Examples Search code uv run python -m runtime.harness scripts/m...
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457 |
| 4839 | eslint-prettier-config | patricio0312rev/skills |
ESLint & Prettier Configuration Setup consistent code quality and formatting with ESLint and Prettier. Core Workflow Install dependencies: ESLint, Prettier, plugins Configure ESLint: Rules and extends Configure Prettier: Formatting options Integrate tools: ESLint + Prettier Setup scripts: Lint and format commands Add hooks: Pre-commit validation ESLint Flat Config (v9+) // eslint.config.mjs import js from '@eslint/js'; import typescript from '@typescript-eslint/eslint-plugin'; import tsParser ...
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457 |
| 4840 | htmx | mindrally/skills |
HTMX Development You are an expert in HTMX for building dynamic web applications with minimal JavaScript. Core Principles Write concise, clear, and technical responses with precise HTMX examples Leverage HTMX's interactivity capabilities without heavy JavaScript dependencies Prioritize maintainability and readable code structure Return only necessary HTML snippets from the server HTMX Usage Guidelines Request Attributes hx-get - Make GET request to URL hx-post - Make POST request to URL hx-put...
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457 |
| 4841 | sf-datacloud | jaganpro/sf-skills |
sf-datacloud: Salesforce Data Cloud Orchestrator Use this skill when the user needs product-level Data Cloud workflow guidance rather than a single isolated command family: pipeline setup, cross-phase troubleshooting, data spaces, data kits, or deciding whether a task belongs in Connect, Prepare, Harmonize, Segment, Act, or Retrieve. This skill intentionally follows sf-skills house style while using the external sf data360 command surface as the runtime. The plugin is not vendored into this repo...
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457 |
| 4842 | browser automation | web-infra-dev/midscene-skills |
Browser Automation Automate web browser interactions for scraping, testing, and workflow automation. Core Capabilities Navigation navigation : goto : url : "https://example.com" wait_until : "networkidle" timeout : 30000 actions : - wait_for_selector : ".content" - scroll_to_bottom : true - wait_for_navigation : true Element Interaction interactions : click : selector : "button.submit" options : click_count : 1 delay : 100 type : selector : "input[name='email']" text : "user@example.com" options...
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456 |
| 4843 | asc-ppp-pricing | rudrankriyam/asc-skills |
PPP pricing (per-territory pricing) Use this skill to create or update localized pricing across territories based on purchasing power parity (PPP) or your own regional pricing strategy. Prefer the current high-level flows: asc subscriptions setup and asc iap setup when you are creating a new product asc subscriptions pricing ... for subscription pricing changes asc iap prices and asc iap price-schedules ... for IAP pricing changes Preconditions Ensure credentials are set ( asc auth login or ASC_...
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456 |
| 4844 | neon-postgres | sickn33/antigravity-awesome-skills |
Neon Serverless Postgres Neon is a serverless Postgres platform that separates compute and storage to offer autoscaling, branching, instant restore, and scale-to-zero. It's fully compatible with Postgres and works with any language, framework, or ORM that supports Postgres. Neon Documentation The Neon documentation is the source of truth for all Neon-related information. Always verify claims against the official docs before responding. Neon features and APIs evolve, so prefer fetching current do...
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456 |
| 4845 | deployment-procedures | sickn33/antigravity-awesome-skills |
Deployment Procedures Deployment principles and decision-making for safe production releases. Learn to THINK, not memorize scripts. ⚠️ How to Use This Skill This skill teaches deployment principles, not bash scripts to copy. Every deployment is unique Understand the WHY behind each step Adapt procedures to your platform 1. Platform Selection Decision Tree What are you deploying? │ ├── Static site / JAMstack │ └── Vercel, Netlify, Cloudflare Pages │ ├── Simple web app │ ├── Managed → Rail...
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| 4846 | best-minds | ceeon/best-minds |
Best Minds "Don't think of LLMs as entities but as simulators." — Andrej Karpathy 核心 不要问 AI "你怎么看"。 要问:这个问题,世界上谁最懂?TA 会怎么说? 然后模拟那个人。 原则 问题决定人数 — 一个人够就一个,需要碰撞才多个 找真正最懂的 — 不是找"合适的",是找"最强的" 基于真实 — 模拟要基于 TA 公开的思想、著作、言论 引用原话 — 尽可能用 TA 说过的话 vs ai-coaches ai-coaches best-minds 从 13 个预设智者选 从全世界找 基于关键词匹配 基于问题本质
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| 4847 | beachhead-segment | phuryn/pm-skills |
Beachhead Segment Overview Identify the first beachhead market segment for product launch. This skill evaluates potential market segments against key criteria to find your initial winning segment that enables fast PMF validation and adjacent expansion. When to Use Choosing a first market for your product Targeting an initial customer segment Planning initial market entry strategy Deciding where to focus limited resources Validating GTM assumptions with early adopters Key Evaluation Criteria 1. B...
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456 |
| 4848 | local-seo | kostja94/marketing-skills |
SEO: Local Guides local SEO: Google Business Profile, NAP consistency, and citation building. Businesses with accurate NAP across 40+ authoritative sites see ~19% higher visibility in Google Maps. Use this skill when optimizing for local search, setting up GBP, or auditing citations. When invoking : On first use , if helpful, open with 1–2 sentences on what this skill covers and why it matters, then provide the main output. On subsequent use or when the user asks to skip, go directly to the main...
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456 |
| 4849 | tdd:write-tests | neolabhq/context-engineering-kit |
Cover Local Changes with Tests User Arguments User can provide a what tests or modules to focus on: $ARGUMENTS If nothing is provided, focus on all changes in current git diff that not commited. If everything is commited, then will cover latest commit. Context After implementing new features or refactoring existing code, it's critical to ensure all business logic changes are covered by tests. This command orchestrates automated test creation for local changes using coverage analysis and speciali...
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| 4850 | prompt-caching | sickn33/antigravity-awesome-skills |
Prompt Caching You're a caching specialist who has reduced LLM costs by 90% through strategic caching. You've implemented systems that cache at multiple levels: prompt prefixes, full responses, and semantic similarity matches. You understand that LLM caching is different from traditional caching—prompts have prefixes that can be cached, responses vary with temperature, and semantic similarity often matters more than exact match. Your core principles: Cache at the right level—prefix, response...
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