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20,000
总 Skills
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# Skill 仓库 描述 安装量
9651 utm-builder manojbajaj95/claude-gtm-plugin
UTM Builder Generate consistent, well-organized UTM tracking links for marketing campaigns. UTM Parameters Parameter Required Purpose Example utm_source Yes Traffic source google, linkedin, newsletter utm_medium Yes Marketing medium cpc, email, social, organic utm_campaign Yes Campaign name spring-sale-2025 utm_term No Paid search keywords project+management utm_content No Differentiate variants cta-button, hero-image Naming Conventions Recommended Format utm_source: {platform} utm_medium: ...
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9652 figma-automation composiohq/awesome-claude-skills
Figma Automation via Rube MCP Automate Figma operations through Composio's Figma toolkit via Rube MCP. Prerequisites Rube MCP must be connected (RUBE_SEARCH_TOOLS available) Active Figma connection via RUBE_MANAGE_CONNECTIONS with toolkit figma Always call RUBE_SEARCH_TOOLS first to get current tool schemas Setup Get Rube MCP : Add https://rube.app/mcp as an MCP server in your client configuration. No API keys needed — just add the endpoint and it works. Verify Rube MCP is available by confirmin...
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9653 ph-content-recycling manojbajaj95/claude-gtm-plugin
Product Hunt Content Recycling This skill helps you repurpose Product Hunt launch content across multiple channels to extend your launch impact. When to Use This Skill After your PH launch Maximizing content ROI Building your content library Extending launch visibility Creating evergreen materials The Content Recycling Framework What You Created for PH LAUNCH ASSETS: ├── Tagline ├── Description (short + long) ├── Maker comment ├── Gallery images (4-6) ├── Video demo ├── Thumbnail/GIF ├── Email t...
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9654 rendering-animate-svg theorcdev/8bitcn-ui
Animate SVG Wrapper Instead of SVG Element Many browsers don't have hardware acceleration for CSS3 animations on SVG elements. Wrap SVG in a <div> and animate the wrapper instead. Important for 8-bit components with pixel art icons and animations. Incorrect (animating SVG directly - no hardware acceleration): function PixelSpinner() { return ( <svg className="animate-spin" viewBox="0 0 16 16" > <rect x="2" y="2" width="4" height="4" fill="currentColor" /> </svg...
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9655 cloudflare-d1 alinaqi/claude-bootstrap
Cloudflare D1 Database Status: Production Ready ✅ Last Updated: 2026-01-20 Dependencies: cloudflare-worker-base (for Worker setup) Latest Versions: wrangler@4.59.2, @cloudflare/workers-types@4.20260109.0 Recent Updates (2025): Nov 2025: Jurisdiction support (data localization compliance), remote bindings GA (wrangler@4.37.0+), automatic resource provisioning Sept 2025: Automatic read-only query retries (up to 2 attempts), remote bindings public beta July 2025: Storage limits increased (250GB ...
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9656 bitbucket-automation composiohq/awesome-claude-skills
Bitbucket Automation via Rube MCP Automate Bitbucket operations including repository management, pull request workflows, branch operations, issue tracking, and workspace administration through Composio's Bitbucket toolkit. Toolkit docs : composio.dev/toolkits/bitbucket Prerequisites Rube MCP must be connected (RUBE_SEARCH_TOOLS available) Active Bitbucket connection via RUBE_MANAGE_CONNECTIONS with toolkit bitbucket Always call RUBE_SEARCH_TOOLS first to get current tool schemas Setup Get Rube M...
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9657 instagram-content-generation eachlabs/skills
Instagram Content Generation Generate engaging Instagram content using each::sense. This skill creates images and videos optimized for Instagram's various placements, formats, and visual best practices. Features Feed Posts : Square 1:1 images for maximum compatibility Stories & Reels : Vertical 9:16 content for immersive full-screen experiences Carousel Posts : Multiple cohesive images for storytelling Quote Graphics : Typography-focused content for engagement Product Showcases : E-commerce and ...
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9658 paperclip-create-agent paperclipai/paperclip
Paperclip Create Agent Skill Use this skill when you are asked to hire/create an agent. Preconditions You need either: board access, or agent permission can_create_agents=true in your company If you do not have this permission, escalate to your CEO or board. Workflow Confirm identity and company context. curl -sS " $PAPERCLIP_API_URL /api/agents/me" \ -H "Authorization: Bearer $PAPERCLIP_API_KEY " Discover available adapter configuration docs for this Paperclip instance. curl -sS " $PAPERCLIP_AP...
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9659 shiki-code-blocks andrelandgraf/fullstackrecipes
Shiki Code Blocks Syntax highlight code blocks with Shiki. Supports server-side rendering in RSC and automatic light/dark theme switching. curl -H "Accept: text/markdown" https://fullstackrecipes.com/api/recipes/shiki-code-blocks
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9660 scrum-master borghei/claude-skills
Scrum Master Expert Advanced agile practitioner specializing in data-driven team development, psychological safety facilitation, and high-performance sprint execution. Combines traditional Scrum mastery with modern analytics, behavioral science, and continuous improvement methodologies for sustainable team excellence. Table of Contents Capabilities Input Requirements Analysis Tools Methodology Templates & Assets Reference Frameworks Implementation Workflows Assessment & Measurement Best Practice...
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9661 stripe-implementer shipshitdev/library
Stripe Implementer Expert in comprehensive Stripe integrations including payment processing, subscriptions, webhooks, and customer management for Next.js and NestJS. When to Use This Skill Use when you're: Integrating Stripe payments Implementing subscription billing Setting up Stripe webhooks Managing Stripe customers Handling payment intents or checkout sessions Implementing Stripe Connect or marketplace features Quick Setup npm install stripe @stripe/stripe-js STRIPE_SECRET_KEY=sk_test_....
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9662 eachlabs-fashion-ai eachlabs/skills
EachLabs Fashion AI Generate AI fashion model imagery, virtual try-on experiences, runway content, and campaign visuals using EachLabs models. Authentication Header: X-API-Key: <your-api-key> Set the EACHLABS_API_KEY environment variable. Get your key at eachlabs.ai . Recommended Models Image Generation & Editing Task Model Slug Fashion model generation GPT Image v1.5 gpt-image-v1-5-text-to-image Virtual try-on (best) Kolors Virtual Try-On kling-v1-5-kolors-virtual-try-on Virtual try-on (alt) ID...
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9663 cloud-create-project elastic/agent-skills
Create Serverless Project Create Elastic Cloud Serverless projects using the Serverless REST API. Use the cloud-manage-project skill for day-2 operations like listing, updating, or deleting projects. Prerequisites and permissions Ensure EC_API_KEY is configured. If not, run cloud-setup skill first. Creating projects requires a Cloud API key with Admin or Organization owner role. This skill does not perform a separate role pre-check. Attempt the requested operation and let the API enforce authori...
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9664 nextjs-turborepo samhvw8/dot-claude
Next.js + Turborepo Skill Comprehensive guide for building modern full-stack web applications using Next.js, Turborepo, and RemixIcon. Overview This skill group combines three powerful tools for web development: Next.js - React framework with SSR, SSG, RSC, and optimization features Turborepo - High-performance monorepo build system for JavaScript/TypeScript RemixIcon - Icon library with 3,100+ outlined and filled style icons When to Use This Skill Group Building new full-stack web applicat...
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9665 jobs-to-be-done pmprompt/claude-plugin-product-management
Purpose Systematically explore what customers are trying to accomplish (functional, social, emotional jobs), the pains they experience, and the gains they seek. Use this framework to uncover unmet needs, validate product ideas, and ensure your solution addresses real motivations—not just surface-level feature requests. This is not a survey—it's a structured lens for understanding why customers "hire" your product and what would make them "fire" it. Key Concepts The Jobs-to-be-Done Framework Infl...
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9666 text-to-sql oimiragieo/agent-studio
Text-to-SQL Skill Identity Text-to-SQL - Converts natural language queries to SQL using database schema context and query patterns. Capabilities Query Generation: Convert natural language to SQL Schema Awareness: Uses database schema for accurate queries Query Optimization: Generates optimized SQL queries Parameterized Queries: Creates safe, parameterized queries Usage Basic SQL Generation When to Use: Database queries from natural language Data analysis requests Reporting queries Ad-hoc dat...
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9667 sentry-ios-swift-setup getsentry/sentry-agent-skills
Install and configure Sentry in iOS projects using Swift and SwiftUI. Invoke This Skill When - User asks to "add Sentry to iOS" or "install Sentry" in a Swift app - User wants error monitoring, tracing, or session replay in iOS - User mentions "sentry-cocoa" or iOS crash reporting Requirements - iOS 13.0+ - Xcode 15.0+ - Swift 5.0+ Install Swift Package Manager (Recommended) - File > Add Package Dependencies - Enter: `https://github.com/getsentry/sentry-cocoa` - Select version r...
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9668 desearch-web-search desearch-ai/desearch-openclaw-skills
Web Search By Desearch Real-time web search returning structured SERP-style results with titles, links, and snippets. Quick Start Get an API key from https://console.desearch.ai Set environment variable: export DESEARCH_API_KEY='your-key-here' Usage Basic web search desearch.py web "quantum computing" Paginated results desearch.py web "quantum computing" --start 10 Options Option Description --start Pagination offset (default: 0). Use to get the next page of results. Response Example desearch....
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9669 linkedin-automation manojbajaj95/claude-gtm-plugin
LinkedIn Automation via Rube MCP Automate LinkedIn operations through Composio's LinkedIn toolkit via Rube MCP. Toolkit docs : composio.dev/toolkits/linkedin Prerequisites Rube MCP must be connected (RUBE_SEARCH_TOOLS available) Active LinkedIn connection via RUBE_MANAGE_CONNECTIONS with toolkit linkedin Always call RUBE_SEARCH_TOOLS first to get current tool schemas Setup Get Rube MCP : Add https://rube.app/mcp as an MCP server in your client configuration. No API keys needed — just add the end...
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9670 ceo-advisor borghei/claude-skills
CEO Advisor Strategic frameworks and tools for chief executive leadership, organizational transformation, and stakeholder management. Keywords CEO, chief executive officer, executive leadership, strategic planning, board governance, investor relations, board meetings, board presentations, financial modeling, strategic decisions, organizational culture, company culture, leadership development, stakeholder management, executive strategy, crisis management, organizational transformation, investo...
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9671 dspy-framework bobmatnyc/claude-mpm-skills
DSPy Framework progressive_disclosure: entry_point: summary: "Declarative framework for automatic prompt optimization treating prompts as code" when_to_use: - "When optimizing prompts systematically with evaluation data" - "When building production LLM systems requiring accuracy improvements" - "When implementing RAG, classification, or structured extraction tasks" - "When version-controlled, reproducible prompts are needed" quick_start: - "pip install dspy-ai" - "Define signature: class QA(dspy...
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9672 context-compressor oimiragieo/agent-studio
Context Compressor Skill Step 1: Identify Compressible Content Content types that can be compressed: Type Compression Strategy Code Keep signatures, summarize implementations Conversations Extract decisions, drop small talk Documentation Keep headings and key points Errors Keep message and location, drop stack frames Logs Keep patterns, drop repetitions Step 2: Apply Compression Techniques Technique 1: Decision Extraction Before: User: Should we use Redis or Memcached? Assistant: Let me analyze ...
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9673 cbb-data machina-sports/sports-skills
College Basketball Data (CBB) Before writing queries, consult references/api-reference.md for endpoints, conference IDs, team IDs, and data shapes. Setup Before first use, check if the CLI is available: which sports-skills || pip install sports-skills If pip install fails with a Python version error, the package requires Python 3.10+. Find a compatible Python: python3 --version check version If < 3.10, try: python3.12 -m pip install sports-skills On macOS with Homebrew: /opt/homebrew/bin/pyth...
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9674 supabase-audit-buckets-public yoanbernabeu/supabase-pentest-skills
Public Bucket Audit 🔴 CRITICAL: PROGRESSIVE FILE UPDATES REQUIRED You MUST write to context files AS YOU GO , not just at the end. Write to .sb-pentest-context.json IMMEDIATELY after each bucket analyzed Log to .sb-pentest-audit.log BEFORE and AFTER each test DO NOT wait until the skill completes to update files If the skill crashes or is interrupted, all prior findings must already be saved This is not optional. Failure to write progressively is a critical error. This skill specifically focuses...
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9675 outlook-calendar-automation composiohq/awesome-claude-skills
Outlook Calendar Automation via Rube MCP Automate Outlook Calendar operations through Composio's Outlook toolkit via Rube MCP. Toolkit docs : composio.dev/toolkits/outlook Prerequisites Rube MCP must be connected (RUBE_SEARCH_TOOLS available) Active Outlook connection via RUBE_MANAGE_CONNECTIONS with toolkit outlook Always call RUBE_SEARCH_TOOLS first to get current tool schemas Setup Get Rube MCP : Add https://rube.app/mcp as an MCP server in your client configuration. No API keys needed — just...
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9676 book-translation f/awesome-chatgpt-prompts
Book Translation Skill This skill guides translation of book content for The Interactive Book of Prompting at prompts.chat. Overview The book has 25 chapters across 7 parts. Translation requires: MDX content files - Full chapter content in src/content/book/{locale}/ JSON translation keys - UI strings, chapter titles, and descriptions in messages/{locale}.json Prerequisites Before starting, identify: Target locale code (e.g., de , fr , es , ja , ko , zh ) Check if locale exists in messages/ direc...
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9677 reference-builder sickn33/antigravity-awesome-skills
Use this skill when Working on reference builder tasks or workflows Needing guidance, best practices, or checklists for reference builder Do not use this skill when The task is unrelated to reference builder You need a different domain or tool outside this scope Instructions Clarify goals, constraints, and required inputs. Apply relevant best practices and validate outcomes. Provide actionable steps and verification. If detailed examples are required, open resources/implementation-playbook.md . ...
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9678 copywriter eddiebe147/claude-settings
Copywriter Skill You are an expert copywriter and brand voice guardian, specializing in direct, conversion-focused copy that adapts to each project's brand voice and tone. Project Context Discovery Before writing copy, discover the project's brand voice: Scan Project Documentation: Check .agents/SYSTEM/ARCHITECTURE.md for brand guidelines Look for brand voice documentation in project docs Review .agents/SOP/ for copywriting standards Check for existing copy examples Identify Brand Voice: Review ...
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9679 twitter-algorithm-optimizer manojbajaj95/claude-gtm-plugin
Twitter Algorithm Optimizer When to Use This Skill Use this skill when you need to: Optimize tweet drafts for maximum reach and engagement Understand why a tweet might not perform well algorithmically Rewrite tweets to align with Twitter's ranking mechanisms Improve content strategy based on the actual ranking algorithms Debug underperforming content and increase visibility Maximize engagement signals that Twitter's algorithms track What This Skill Does Analyzes tweets against Twitter's core r...
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9680 safe-area-handling cap-go/capgo-skills
Safe Area Handling in Capacitor Handle iPhone notch, Dynamic Island, home indicator, and Android cutouts properly. When to Use This Skill User has layout issues on notched devices User asks about safe areas User sees content under the notch User needs fullscreen layout Content is hidden by home indicator Understanding Safe Areas What Are Safe Areas? Safe areas are the regions of the screen not obscured by: iPhone : Notch, Dynamic Island, home indicator, rounded corners Android : Camera cutouts, ...
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9681 supabase-node alinaqi/claude-bootstrap
*Load with: base.md + supabase.md + typescript.md* Express/Hono patterns with Supabase Auth and Drizzle ORM. Sources: [Supabase JS Client](https://supabase.com/docs/reference/javascript/introduction) | [Drizzle ORM](https://orm.drizzle.team/) Core Principle Drizzle for queries, Supabase for auth/storage, middleware for validation. Use Drizzle ORM for type-safe database access. Use Supabase client for auth verification, storage, and realtime. Express or Hono for the API layer. Project Str...
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9682 vueuse-core-skilld harlan-zw/vue-ecosystem-skills
vueuse/vueuse @vueuse/core Collection of essential Vue Composition Utilities Version: 14.2.1 (Feb 2026) Deps: @types/web-bluetooth@^0.0.21, @vueuse/metadata@14.2.1, @vueuse/shared@14.2.1 Tags: vue2: 2.0.35 (Jul 2020), vue3: 3.0.35 (Jul 2020), demi: 4.0.0-alpha.0 (Jul 2020), alpha: 14.0.0-alpha.3 (Sep 2025), beta: 14.0.0-beta.1 (Sep 2025), latest: 14.2.1 (Feb 2026) References: Docs — API reference, guides API Changes This section documents version-specific API changes — prioritize recent major/mi...
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9683 conlang jwynia/agent-skills
Conlang: Language Generation Skill You generate constructed languages for fiction writers. Your role is to create phonologically consistent language foundations—phoneme inventories, syllable structures, and sample vocabulary—that make names and dialogue feel like they come from a coherent linguistic system. Core Principle Languages fail when names don't sound like they belong together. Good constructed languages create the perception that all words came from the same system—even if the write...
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9684 marimo-pair marimo-team/marimo-pair
marimo Pair Programming Protocol You can interact with a running marimo notebook via bundled scripts or MCP . The bundled scripts are the default — they work everywhere with no extra setup. The workflow is identical either way; only the execution method differs. Prerequisites The marimo server must be started with token and skew protection disabled: marimo edit notebook.py --no-token --no-skew-protection This allows the scripts to talk to the HTTP API without authentication. How to List Sessions...
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9685 fal-upscale sickn33/antigravity-awesome-skills
fal.ai Upscale Upscale and enhance image resolution using state-of-the-art AI models. How It Works User provides image URL and optional scale factor Script selects appropriate upscaling model Sends request to fal.ai API Returns upscaled image URL Finding Models To discover the best and latest upscaling models, use the search API: Search for image upscale models bash /mnt/skills/user/fal-generate/scripts/search-models.sh --query "upscale image" Search for video upscale models bash /mnt/skills/u...
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9686 running-dbt-commands dbt-labs/dbt-agent-skills
Running dbt Commands Preferences Use MCP tools if available ( dbt_build , dbt_run , dbt_show , etc.) - they handle paths, timeouts, and formatting automatically Use build instead of run or test - test doesn't refresh the model, so testing a model change requires build . build does a run and a test of each node (model, seed, snapshot) in the order of the DAG Always use --quiet with --warn-error-options '{"error": ["NoNodesForSelectionCriteria"]}' to reduce output while catching selector typos Alw...
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9687 release-review rshankras/claude-code-apple-skills
Release Review for Apple Platforms Performs a comprehensive pre-release audit of macOS and iOS applications from a senior developer's perspective. Identifies critical issues that could cause rejection, security vulnerabilities, privacy concerns, and UX problems—with actionable fixes. When This Skill Activates Use this skill when the user: Says "review for release", "release review", or "pre-release audit" Asks for "senior developer review" or "critical review" Mentions preparing for "App Sto...
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9688 skill-evolution yonatangross/orchestkit
Enables skills to automatically improve based on usage patterns, user edits, and success rates. Provides version control with safe rollback capability. Overview - Reviewing how skills are performing across sessions - Identifying patterns in user edits to skill outputs - Applying learned improvements to skill templates - Rolling back problematic skill changes - Tracking skill version history and success rates Quick Reference | `/ork:skill-evolution` | Show evolution report for all skil...
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9689 astroflare siviter-xyz/dot-agent
Astroflare Expert guidance for TypeScript, Tailwind, and Astro framework for scalable web development on the Cloudflare platform. Key Principles Write concise, technical responses with accurate Astro examples Prioritize static generation and server-side islands with minimal JavaScript Use descriptive variable names and follow Astro's naming conventions NEVER change the site output without explicit user confirmation - issues are likely elsewhere in configuration, environment variables, or build...
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9690 homebrew-formula-maintenance bobmatnyc/claude-mpm-skills
Homebrew Formula Maintenance Overview Use this workflow to keep Homebrew formulas in sync with PyPI releases for Python CLIs. The pattern in your taps is: update version + sha, refresh resource blocks when needed, run brew install/test/audit, then push the tap update (manually or via CI). Quick Start (manual bump) Verify the PyPI release exists and grab the sdist URL + SHA256. Update the url and sha256 in the formula. Refresh resource stanzas if the formula uses virtualenv_install_with_resourc...
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9691 cloud-manage-project elastic/agent-skills
Manage Serverless Project Perform day-2 operations on Elastic Cloud Serverless projects using the Serverless REST API. Prerequisites and permissions Ensure EC_API_KEY is configured. If not, run cloud-setup skill first. Updating project settings requires Admin or Editor role on the target project. This skill does not perform a separate role pre-check. Attempt the requested operation and let the API enforce authorization. If the API returns an authorization error (for example, 403 Forbidden ), sto...
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9692 dispatching-parallel-agents zixun-github/aisdlc
Dispatching Parallel Agents Overview You delegate tasks to specialized agents with isolated context. By precisely crafting their instructions and context, you ensure they stay focused and succeed at their task. They should never inherit your session's context or history — you construct exactly what they need. This also preserves your own context for coordination work. When you have multiple unrelated failures (different test files, different subsystems, different bugs), investigating them sequen...
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9693 optimise-seo mblode/agent-skills
Optimise SEO No visual redesigns or layout changes. Allowed: metadata, structured data, semantic HTML, internal links, alt text, sitemap/robots, performance tuning. Workflow Inventory routes and index intent Fix crawl/index foundations Implement metadata + structured data Improve semantics, links, and CWV Validate with seo-checklist.md and document changes Must-have Sitemap ( app/sitemap.ts ) and robots ( app/robots.ts ) Canonicals consistent on every page Unique titles + descriptions OpenGraph ...
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9694 axios slanycukr/riot-api-project
Axios HTTP Client Axios is a promise-based HTTP client for the browser and Node.js. It provides a simple API for making HTTP requests and handling responses. Quick Start Basic GET Request import axios from "axios"; // Promise-based axios .get("/user?ID=12345") .then((response) => console.log(response.data)) .catch((error) => console.error(error)); // Async/await async function getUser() { try { const response = await axios.get("/user?ID=12345"); console.log(response.data); ...
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9695 claude-chrome dicklesworthstone/agent_flywheel_clawdbot_skills_and_integrations
Claude in Chrome Skill Control your real Chrome browser with Claude. The extension runs in your authenticated browser session, so Claude can interact with sites you're already logged into - Gmail, Google Docs, Notion, CRMs, and more. Integration Options There are two ways to control Chrome: Claude Code + Chrome Extension - Terminal-based browser control via claude --chrome Chrome DevTools MCP - MCP server providing 26 browser automation tools Both use your real Chrome with existing logins -...
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9696 vercel-automation sickn33/antigravity-awesome-skills
Vercel Automation via Rube MCP Automate Vercel platform operations through Composio's Vercel toolkit via Rube MCP. Prerequisites Rube MCP must be connected (RUBE_SEARCH_TOOLS available) Active Vercel connection via RUBE_MANAGE_CONNECTIONS with toolkit vercel Always call RUBE_SEARCH_TOOLS first to get current tool schemas Setup Get Rube MCP : Add https://rube.app/mcp as an MCP server in your client configuration. No API keys needed — just add the endpoint and it works. Verify Rube MCP is availabl...
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9697 nansen-defi-exposure nansen-ai/nansen-cli
DeFi Exposure Answers: "What DeFi positions does this wallet have across protocols?" ADDR = < address > nansen research portfolio defi --wallet $ADDR → protocol_name, chain, total_value_usd, total_assets_usd, total_debts_usd, total_rewards_usd, tokens nansen research profiler balance --address $ADDR --chain ethereum → token_symbol, token_name, token_amount, value_usd per holding nansen research profiler balance --address $ADDR --chain base Combine DeFi positions (lending, LPs, staking) with sp...
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9698 swift-testing johnrogers/claude-swift-engineering
Swift Testing Swift Testing is the modern testing framework for Swift (Xcode 16+, Swift 6+). Prefer it over XCTest for all new unit tests. Use XCTest only for UI tests, performance benchmarks, and snapshot tests. Contents Basic Tests @Test Traits expect and require @Suite and Test Organization Known Issues Additional Patterns Parameterized Tests In Depth Tags and Suites In Depth Async Testing Patterns Traits In Depth Common Mistakes Test Attachments Exit Testing Review Checklist MCP Integration ...
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9699 create database migration tryghost/ghost
Create Database Migration Instructions Create a new, empty migration file: cd ghost/core && yarn migrate:create <kebab-case-slug> . IMPORTANT: do not create the migration file manually; always use this script to create the initial empty migration file. The slug must be kebab-case (e.g. add-column-to-posts ). The above command will create a new directory in ghost/core/core/server/data/migrations/versions if needed, create the empty migration file with the appropriate name, and bump the core and a...
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9700 scikit-learn-best-practices mindrally/skills
Scikit-learn Best Practices Expert guidelines for scikit-learn development, focusing on machine learning workflows, model development, evaluation, and best practices. Code Style and Structure Write concise, technical responses with accurate Python examples Prioritize reproducibility in machine learning workflows Use functional programming for data pipelines Use object-oriented programming for custom estimators Prefer vectorized operations over explicit loops Follow PEP 8 style guidelines Machi...
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