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Agent Skills 排行榜 · 关键词 + 语义搜索
| # | Skill | 仓库 | 描述 | 安装量 |
|---|---|---|---|---|
| 9051 | trpc | mindrally/skills |
tRPC Best Practices You are an expert in tRPC v11, TypeScript, and Next.js development. tRPC enables end-to-end typesafe APIs, allowing you to build and consume APIs without schemas, code generation, or runtime errors. Requirements TypeScript >= 5.7.2 Strict TypeScript mode enabled Project Structure src/ pages/ _app.tsx createTRPCNext setup api/ trpc/ [trpc].ts tRPC HTTP handler server/ routers/ _app.ts Main router [feature].ts Feature-specific routers...
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| 9052 | framer-motion | dylantarre/animation-principles |
Framer Motion / Motion Animation Guidelines You are an expert in Framer Motion (now Motion), React, and TypeScript. Follow these guidelines when creating animations. Core Principles Import from the Correct Package Use import { motion } from "motion/react" for React projects (not "framer-motion" - this is outdated) The library was renamed from Framer Motion to Motion Always use the latest Motion API Performance-First Approach Animate transform properties (x, y, scale, rotate) and opacity for be...
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559 |
| 9053 | chrome-extension-ui | pproenca/dot-skills |
Comprehensive UX/UI design guide for Chrome Extensions, optimized for Manifest V3. Contains 42 rules across 8 categories, prioritized by impact to guide extension UI development and code review. When to Apply Reference these guidelines when: - Building new Chrome extension user interfaces - Choosing between popup, side panel, or content script UI - Implementing accessible, keyboard-navigable interfaces - Designing loading states, error handling, and feedback patterns - Creating options p...
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558 |
| 9054 | prompt-engineering | davila7/claude-code-templates |
Prompt Engineering Overview Use this skill to design prompt systems that are clear, testable, and reusable. It covers prompt drafting, optimization, evaluation, and production-oriented patterns for few-shot prompting, reasoning workflows, templates, and system prompts. Keep the main workflow in this file and load the targeted reference files only for the pattern you are applying. When to Use Use this skill when: A user asks to write, rewrite, or improve a prompt A prompt needs better structure, ...
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558 |
| 9055 | tong-jincheng-relationship-skill | aradotso/trending-skills |
童锦程.skill Skill by ara.so — Daily 2026 Skills collection. 一个基于童锦程(深情祖师爷)20万字一手素材蒸馏的 Claude Code Skill,用他直白、反心灵鸡汤的人性洞察框架帮你分析关系问题。不是复读语录,是用他看世界的方式帮你分析问题。 安装 npx skills add hotcoffeeshake/tong-jincheng-skill 安装后在 Claude Code 中用以下任意触发词激活: > 童锦程 > 深情祖师爷 > 用童锦程的方式 > 从童锦程视角 > 景辰怎么看 核心思维框架 9条决策启发式 启发式 核心判断 不确定即不喜欢 如果你不确定她喜不喜欢你,那她就是不喜欢你 人性不可考验 与其测试,不如给他条件让他表现好 吸引力 > 讨好 没有人会因为你喜欢他而喜欢你,只会因为你吸引他而喜欢你 给台阶 人需要一个能说服自己的理由,你的工作是给他这个理由 炫耀即暴露不安全感 越缺什么越想炫耀什么 遇到瓶颈 读书或健身,永远不喝酒 生气无用 生气解决不了问题,想解决办法才是正路 成功前后是两个世界 没钱时的"好人...
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| 9056 | static-analysis | mohitmishra786/low-level-dev-skills |
Static Analysis Purpose Guide agents through selecting, running, and triaging static analysis tools for C/C++ — clang-tidy, cppcheck, and scan-build — including suppression strategies and CI integration. Triggers "How do I run clang-tidy on my project?" "What clang-tidy checks should I enable?" "cppcheck is reporting false positives — how do I suppress them?" "How do I set up scan-build for deeper analysis?" "My build is noisy with static analysis warnings" "How do I generate compile_commands.js...
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558 |
| 9057 | ralph | yeachan-heo/oh-my-claudecode |
ralph (Ouroboros) — Specification-First AI Development Stop prompting. Start specifying. "The beginning is the end, and the end is the beginning." The serpent doesn't repeat — it evolves. When to use this skill Before writing any code — expose hidden assumptions with Socratic interviewing Long-running tasks that need autonomous iteration until verified Vague requirements — crystallize them into an immutable spec (Ambiguity ≤ 0.2) Tasks requiring guaranteed completion — loop until verification pa...
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| 9058 | logging-best-practices | aj-geddes/useful-ai-prompts |
Logging Best Practices Skill Version: 1.0.0 Purpose This skill provides guidelines for implementing effective logging in applications. It focuses on wide events (also called canonical log lines) - a pattern where you emit a single, context-rich event per request per service, enabling powerful debugging and analytics. When to Apply Apply these guidelines when: Writing or reviewing logging code Adding console.log, logger.info, or similar Designing logging strategy for new services Setting up...
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| 9059 | database-schema-designer | alirezarezvani/claude-skills |
Database Schema Designer Design production-ready database schemas with best practices built-in. Quick Start Just describe your data model: design a schema for an e-commerce platform with users, products, orders You'll get a complete SQL schema like: CREATE TABLE users ( id BIGINT AUTO_INCREMENT PRIMARY KEY , email VARCHAR ( 255 ) UNIQUE NOT NULL , created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP ) ; CREATE TABLE orders ( id BIGINT AUTO_INCREMENT PRIMARY KEY , user_id BIGINT NOT NULL REFERENCES use...
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| 9060 | yt-dlp-downloader | mapleshaw/yt-dlp-downloader-skill |
yt-dlp Video Downloader Download videos from thousands of websites using yt-dlp. Prerequisites Before downloading, verify dependencies are installed: Check yt-dlp which yt-dlp || echo "yt-dlp not installed. Install with: pip install yt-dlp" Check ffmpeg (required for audio extraction and format merging) which ffmpeg || echo "ffmpeg not installed. Install with: brew install ffmpeg" If not installed, install them first: pip install yt-dlp brew install ffmpeg macOS Quick Start Basic Do...
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| 9061 | code-tour | github/awesome-copilot |
Code Tour Create CodeTour .tour files for codebase walkthroughs that open directly to real files and line ranges. Tours live in .tours/ and are meant for the CodeTour format, not ad hoc Markdown notes. A good tour is a narrative for a specific reader: what they are looking at why it matters what path they should follow next Only create .tour JSON files. Do not modify source code as part of this skill. When to Use Use this skill when: the user asks for a code tour, onboarding tour, architecture w...
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| 9062 | product-analytics | alirezarezvani/claude-skills |
Product Analytics Define, track, and interpret product metrics across discovery, growth, and mature product stages. When To Use Use this skill for: Metric framework selection (AARRR, North Star, HEART) KPI definition by product stage (pre-PMF, growth, mature) Dashboard design and metric hierarchy Cohort and retention analysis Feature adoption and funnel interpretation Workflow Select metric framework AARRR for growth loops and funnel visibility North Star for cross-functional strategic alignment...
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558 |
| 9063 | seo-best-practices | mindrally/skills |
SEO Best Practices You are an expert in SEO (Search Engine Optimization) for modern web applications. Apply these guidelines when building web applications to ensure optimal search engine visibility and ranking. Core SEO Principles Write semantic HTML to improve accessibility and SEO Implement proper metadata and structured data Optimize for Core Web Vitals (LCP, CLS, FID) Use server-side rendering (SSR) for better crawlability Create meaningful, descriptive URLs Metadata Implementation Next.j...
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558 |
| 9064 | hyva-create-module | hyva-themes/hyva-ai-tools |
Create Magento 2 Module This utility skill creates new Magento 2 modules in app/code/. It is designed to be called by other skills that need module scaffolding. Command execution: For commands that need to run inside the development environment (e.g., bin/magento), use the hyva-exec-shell-cmd skill to detect the environment and determine the appropriate command wrapper. Parameters When invoking this skill, the calling skill should provide: Parameter Required Description vendor Yes Vendor na...
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| 9065 | cx-observability-setup | coralogix/cx-cli |
Observability Setup Skill Use this skill when setting up or configuring the observability stack - saved views, webhook integrations, notification channels, and external integrations. This is the "day 1 setup" skill for onboarding a new service or reconfiguring notification pipelines. CLI Commands Views Show more Installs 489 Repository coralogix/cx-cli GitHub Stars 105 First Seen May 4, 2026 Security Audits Gen Agent Trust Hub Pass Socket Pass Snyk Pass
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| 9066 | firecrawl-build-map | firecrawl/skills |
Firecrawl Build Map Use this when the product knows the site but not the exact URLs. Use This When the feature starts with a domain or site section you need URL discovery before extraction the product should inspect site structure without doing a full crawl yet Guidance Use /map before /crawl when URL discovery itself is the main job. Combine /map with /scrape when you only need a filtered subset of pages. Keep this as lighter coverage than /scrape , /search , and /interact unless the feature is...
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557 |
| 9067 | firecrawl-build-crawl | firecrawl/skills |
Firecrawl Build Crawl Use this when the product needs many pages from the same site, not just one. Use This When the feature targets a docs section, blog, or help center you need bulk extraction with path or depth boundaries the product should ingest or refresh a site section at once Guidance Keep crawl scope narrow with path, depth, or page-count constraints. Prefer /crawl over many manual /scrape calls when the site structure is stable. Treat this as secondary to /scrape , /search , and /inter...
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557 |
| 9068 | bb-browser-openclaw | epiral/bb-browser |
bb-browser sites — The web as CLI 36 platforms, 103 commands. One-liner structured data from any website using your login state. All commands use --openclaw to run through OpenClaw's browser. No Chrome extension or daemon needed. Quick Start First time: pull community adapters bb-browser site update See what's available bb-browser site list See which adapters match your browsing habits bb-browser site recommend Run any adapter via OpenClaw's browser bb-browser site reddit/hot --openclaw bb-b...
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557 |
| 9069 | novel-revision | jwynia/agent-skills |
Novel Revision: Multi-Level Change Management Skill You help writers manage revisions across multiple levels of abstraction while preventing unintended consequences from cascading through the narrative. Your role is to implement systematic change management that maintains story coherence. Core Principle: Cascade Awareness Any change at one level potentially affects all other levels. Changes propagate both upward (prose discoveries revealing structural problems) and downward (structural change...
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557 |
| 9070 | docker-development | alirezarezvani/claude-skills |
Docker Development Smaller images. Faster builds. Secure containers. No guesswork. Opinionated Docker workflow that turns bloated Dockerfiles into production-grade containers. Covers optimization, multi-stage builds, compose orchestration, and security hardening. Not a Docker tutorial — a set of concrete decisions about how to build containers that don't waste time, space, or attack surface. Slash Commands Command What it does /docker:optimize Analyze and optimize a Dockerfile for size, speed, a...
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557 |
| 9071 | chinese-code-review | jnmetacode/superpowers-zh |
中文代码审查规范 概述 国内团队做 Code Review 常遇到两个极端:要么过度客气导致关键问题被放过,要么照搬西方直白风格让同事下不来台。本技能帮你找到平衡点—— 既不回避问题,又让人愿意接受反馈 。 核心原则: 用"建议"代替"命令",用"提问"代替"否定",但绝不因为面子而放过 bug。 审查反馈的表达方式 用建议代替命令 避免(命令式) 推荐(建议式) 你必须改成 X 建议考虑用 X,因为 Y 这里写错了 这里可能存在一个问题,是否考虑过 Z 的情况? 不要用这个方法 这个方法在 A 场景下可能有性能问题,可以看看 B 方案 这段代码不行 这段逻辑我理解得对吗?如果输入为空的话会怎样? Show more
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| 9072 | financial-deep-research | eng0ai/eng0-template-skills |
Financial Deep Research Core System Instructions Purpose: Deliver citation-backed, verified financial research reports through 8-phase pipeline (Scope > Plan > Retrieve > Triangulate > Synthesize > Critique > Refine > Package) with financial source credibility scoring, regulatory compliance tracking, and progressive context management. Financial Focus: This skill specializes in: Market analysis and investment research Due diligence and competitive benchmarking Regulatory compliance and risk a...
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557 |
| 9073 | personal-tool-builder | sickn33/antigravity-awesome-skills |
Personal Tool Builder Role: Personal Tool Architect You believe the best tools come from real problems. You've built dozens of personal tools - some stayed personal, others became products used by thousands. You know that building for yourself means you have perfect product-market fit with at least one user. You build fast, iterate constantly, and only polish what proves useful. Capabilities Personal productivity tools Scratch-your-own-itch methodology Rapid prototyping for personal use CLI t...
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557 |
| 9074 | beautifulsoup-parsing | mindrally/skills |
BeautifulSoup HTML Parsing You are an expert in BeautifulSoup, Python HTML/XML parsing, DOM navigation, and building efficient data extraction pipelines for web scraping. Core Expertise BeautifulSoup API and parsing methods CSS selectors and find methods DOM traversal and navigation HTML/XML parsing with different parsers Integration with requests library Handling malformed HTML gracefully Data extraction patterns and best practices Memory-efficient processing Key Principles Write concise, tec...
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557 |
| 9075 | pulumi-cdk-to-pulumi | pulumi/agent-skills |
CRITICAL SUCCESS REQUIREMENTS The migration output MUST meet all of the following: Complete Resource Coverage Every CloudFormation resource synthesized by CDK MUST: Be represented in the Pulumi program OR Be explicitly justified in the final report. Successful Deployment The produced Pulumi program must be structurally valid and capable of a successful pulumi up (assuming proper config). Final Migration Report Always output a formal migration report suitable for a Pull Request. Include: CDK → Pu...
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557 |
| 9076 | function-creator | get-convex/agent-skills |
Convex Function Creator Generate secure, type-safe Convex functions following all best practices. When to Use Creating new query functions (read data) Creating new mutation functions (write data) Creating new action functions (external APIs, long-running) Adding API endpoints to your Convex backend Function Types Queries (Read-Only) Can only read from database Cannot modify data or call external APIs Cached and reactive Run in transactions import { query } from "./_generated/server" ; import { v...
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556 |
| 9077 | web-design-guidelines | davila7/claude-code-templates |
Web Interface Guidelines Review files for compliance with Web Interface Guidelines. How It Works Fetch the latest guidelines from the source URL below Read the specified files (or prompt user for files/pattern) Check against all rules in the fetched guidelines Output findings in the terse file:line format Guidelines Source Fetch fresh guidelines before each review: https://raw.githubusercontent.com/vercel-labs/web-interface-guidelines/main/command.md Use WebFetch to retrieve the latest rules. Th...
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556 |
| 9078 | create-pr | charon-fan/agent-playbook |
create-pr Overview This guide covers best practices for creating pull requests in the warp repository, including merging master, running presubmit checks, linking Linear tasks, ensuring appropriate test coverage, and structuring your PR for effective review.
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556 |
| 9079 | google-image-search | glebis/claude-skills |
Google Image Search Skill Search for images using Google Custom Search API with intelligent scoring and LLM-based selection. When to Use Finding images to illustrate technical articles or research Adding visuals to presentations Enriching Obsidian notes with relevant images Batch image search for multiple topics Generating image search configs from plain text lists Requirements Google Custom Search API key and Search Engine ID OpenRouter API key (for LLM selection) llm CLI installed at /opt/ho...
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556 |
| 9080 | postgresql | sickn33/antigravity-awesome-skills |
PostgreSQL Table Design Use this skill when Designing a schema for PostgreSQL Selecting data types and constraints Planning indexes, partitions, or RLS policies Reviewing tables for scale and maintainability Do not use this skill when You are targeting a non-PostgreSQL database You only need query tuning without schema changes You require a DB-agnostic modeling guide Instructions Capture entities, access patterns, and scale targets (rows, QPS, retention). Choose data types and constraints that e...
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556 |
| 9081 | java-quarkus-development | mindrally/skills |
Java Quarkus Development Best Practices Core Principles Write clean, efficient, and well-documented Java code using Quarkus best practices Focus on fast startup and minimal memory footprint via GraalVM native builds Leverage Quarkus extensions for common functionality Design for containerized and serverless deployments Follow SOLID principles and microservices architecture patterns Development Workflow Quarkus Dev Mode Use quarkus dev for rapid iteration with live reload Leverage continuous test...
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556 |
| 9082 | hyva-ui-component | hyva-themes/hyva-ai-tools |
Hyva UI Component Applies Hyva UI template-based (non-CMS) components to a Hyvä theme by copying files from {hyva_ui_path}/components/ to app/design/frontend/{Vendor}/{Theme}/. Path variable: {hyva_ui_path} = vendor/hyva-themes/hyva-ui (default) or user-provided custom path. Command execution: For any commands that need to run inside the development environment (e.g., bin/magento commands), use the hyva-exec-shell-cmd skill to detect the environment and determine the appropriate command wrapp...
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| 9083 | golang-linter | samber/cc-skills-golang |
No SKILL.md available for this skill. View on GitHub Installs 603 Repository samber/cc-skills-golang GitHub Stars 2.1K First Seen Mar 22, 2026
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556 |
| 9084 | assemble-panel | camacho/ai-skills |
Assemble Panel Centralizes reviewer selection and loop governance. Returns a panel + policy to the caller; the caller dispatches. This skill produces data — it never dispatches agents or modifies files. Integration Contract Callers provide: scope : a plan file path OR a git diff (the artifact under review) overrides (optional): { include: [], exclude: [] } Returns (structured text the caller parses): panel : ordered list of reviewer agent names policy : gate, cap, and the algebra below Fallback ...
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| 9085 | validate | camacho/ai-skills |
Run the full validation suite: pnpm validate If any step fails, report the failure clearly with the exact error output.
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| 9086 | gws-reseller | googleworkspace/cli |
reseller (v1) PREREQUISITE: Read ../gws-shared/SKILL.md for auth, global flags, and security rules. If missing, run gws generate-skills to create it. gws reseller < resource > < method > [ flags ] API Resources customers get — Gets a customer account. Use this operation to see a customer account already in your reseller management, or to see the minimal account information for an existing customer that you do not manage. For more information about the API response for existing customers, see ret...
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| 9087 | product-manager-toolkit | davila7/claude-code-templates |
Product Manager Toolkit Essential tools and frameworks for modern product management, from discovery to delivery. Quick Start For Feature Prioritization python scripts/rice_prioritizer.py sample Create sample CSV python scripts/rice_prioritizer.py sample_features.csv --capacity 15 For Interview Analysis python scripts/customer_interview_analyzer.py interview_transcript.txt For PRD Creation Choose template from references/prd_templates.md Fill in sections based on discovery work Review with stak...
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| 9088 | parlor-on-device-ai | aradotso/trending-skills |
Parlor On-Device AI Skill by ara.so — Daily 2026 Skills collection. Parlor is a real-time, on-device multimodal AI assistant. It combines Gemma 4 E2B (via LiteRT-LM) for speech and vision understanding with Kokoro TTS for voice output. Everything runs locally — no API keys, no cloud calls, no cost per request. Architecture Browser (mic + camera) │ │ WebSocket (audio PCM + JPEG frames) ▼ FastAPI server ├── Gemma 4 E2B via LiteRT-LM (GPU) → understands speech + vision └── Kokoro TTS (MLX on Mac...
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| 9089 | powershell-master | josiahsiegel/claude-plugin-marketplace |
PowerShell Master 🚨 CRITICAL GUIDELINES Windows File Path Requirements MANDATORY: Always Use Backslashes on Windows for File Paths When using Edit or Write tools on Windows, you MUST use backslashes (\) in file paths, NOT forward slashes (/). Examples: ❌ WRONG: D:/repos/project/file.tsx ✅ CORRECT: D:\repos\project\file.tsx This applies to: Edit tool file_path parameter Write tool file_path parameter All file operations on Windows systems Documentation Guidelines NEVER create new documenta...
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| 9090 | threat-detection | alirezarezvani/claude-skills |
Threat Detection Threat detection skill for proactive discovery of attacker activity through hypothesis-driven hunting, IOC analysis, and behavioral anomaly detection. This is NOT incident response (see incident-response) or red team operations (see red-team) — this is about finding threats that have evaded automated controls. Table of Contents Overview Threat Signal Analyzer Threat Hunting Methodology IOC Analysis Anomaly Detection MITRE ATT&CK Signal Prioritization Deception and Honeypot Integ...
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555 |
| 9091 | antd | ant-design/antd-skill |
Ant Design CLI You have access to @ant-design/cli — a local CLI tool with bundled antd metadata for v3/v4/v5/v6. Use it to query component knowledge, analyze projects, and guide migrations. All data is offline, no network needed. Setup Before first use, check if the CLI is installed. If not, install it automatically: which antd || npm install -g @ant-design/cli After running any command, if the output contains an "Update available" notice, run npm install -g @ant-design/cli to update before cont...
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555 |
| 9092 | biomedical-search | yorkeccak/scientific-skills |
Biomedical Search Search across all major biomedical databases (PubMed, bioRxiv, medRxiv, ClinicalTrials.gov, FDA drug labels) simultaneously using natural language queries powered by Valyu's semantic search API. Why This Skill is Powerful No API Parameter Parsing: Just pass natural language queries directly - no need to construct complex search parameters Semantic Search: Understands the meaning of your query, not just keyword matching Full-Text Access: Returns complete content from literatur...
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555 |
| 9093 | powersync | powersync-ja/agent-skills |
PowerSync Skills Best practices and expertise for building applications with PowerSync. Architecture flowchart LR subgraph BACKEND ["Your Backend"] direction TB DB[ "Backend Database (Postgres | MongoDB | MySQL | Supabase | …)" ] API ["Backend API (Your server / cloud functions)"] API -- "Applies writes" --> DB end subgraph PS_SERVICE ["PowerSync Service"] direction TB SYNC ["Partial Sync (sync rules filter data per user)"] end subgraph APP ["Your App"] direction TB SDK ["PowerSync SDK"] SQLITE ...
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| 9094 | observability-designer | alirezarezvani/claude-skills |
../../../engineering/observability-designer/SKILL.md
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| 9095 | ftd-detector | tradermonty/claude-trading-skills |
FTD Detector Skill Purpose Detect Follow-Through Day (FTD) signals that confirm a market bottom, using William O'Neil's proven methodology. Generates a quality score (0-100) with exposure guidance for re-entering the market after corrections. Complementary to Market Top Detector: Market Top Detector = defensive (detects distribution, rotation, deterioration) FTD Detector = offensive (detects rally attempts, bottom confirmation) When to Use This Skill English: User asks "Is the market bottoming?"...
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555 |
| 9096 | alva | alva-ai/skills |
Alva What is Alva Alva is an agentic finance platform. It provides unified access to 250+ financial data sources spanning crypto, equities, ETFs, macroeconomic indicators, on-chain analytics, and social sentiment -- including spot and futures OHLCV, funding rates, company fundamentals, price targets, insider and senator trades, earnings estimates, CPI, GDP, Treasury rates, exchange flows, DeFi metrics, news feeds, social media and more! What Alva Skills Enables The Alva skill connects any AI age...
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| 9097 | biome | bobmatnyc/claude-mpm-skills |
Biome - Fast All-in-One Toolchain Overview Biome is a fast, all-in-one toolchain for web projects written in Rust. It replaces both ESLint and Prettier with a single tool that's 100x faster and provides zero-config defaults. Key Features: Single tool for linting and formatting 100x faster than ESLint Zero configuration by default Built-in import sorting TypeScript-first design Partial Prettier compatibility Native monorepo support VS Code integration Installation: npm install --save-dev @bi...
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| 9098 | cheerio-parsing | mindrally/skills |
Cheerio HTML Parsing You are an expert in Cheerio, Node.js HTML parsing, DOM manipulation, and building efficient data extraction pipelines for web scraping. Core Expertise Cheerio API and jQuery-like syntax CSS selector optimization DOM traversal and manipulation HTML/XML parsing strategies Integration with HTTP clients (axios, got, node-fetch) Memory-efficient processing of large documents Data extraction patterns and best practices Key Principles Write clean, modular extraction functions Us...
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555 |
| 9099 | python-testing | mindrally/skills |
Python Testing Patterns Comprehensive testing strategies for Python applications using pytest, TDD methodology, and best practices. When to Activate Writing new Python code (follow TDD: red, green, refactor) Designing test suites for Python projects Reviewing Python test coverage Setting up testing infrastructure Core Testing Philosophy Test-Driven Development (TDD) Always follow the TDD cycle: RED : Write a failing test for the desired behavior GREEN : Write minimal code to make the test pass R...
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| 9100 | hyva-render-media-image | hyva-themes/hyva-ai-tools |
Hyvä Render Image Generate responsive <picture> elements for Hyvä Theme templates using the \Hyva\Theme\ViewModel\Media view model. When to Use Adding images to Hyvä PHTML templates Creating responsive images with different sources for mobile/desktop Implementing hero banners, product images, or CMS content images Optimizing images for Core Web Vitals (LCP, CLS) Workflow 1. Gather Image Requirements The user may provide image data in one of these ways: Option A: Direct values - Ask the user ...
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