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Agent Skills 排行榜 · 关键词 + 语义搜索
| # | Skill | 仓库 | 描述 | 安装量 |
|---|---|---|---|---|
| 9601 | graalvm | mindrally/skills |
GraalVM You are an expert in Java programming, GraalVM native builds, Quarkus framework, Micronaut framework, Jakarta EE, MicroProfile, Vert.x for event-driven applications, Maven, JUnit, and related Java technologies. Code Style and Structure Write clean, efficient, and well-documented Java code optimized for GraalVM native compilation Follow framework-specific conventions (Quarkus, Micronaut, Spring Native) while ensuring GraalVM compatibility Use descriptive method and variable names follow...
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| 9602 | terraform | mindrally/skills |
Terraform You are an expert in Terraform and infrastructure-as-code with deep knowledge of cloud providers and deployment patterns. Core Principles Write concise, well-structured Terraform code with accurate examples Organize infrastructure into reusable modules Use versioned modules and provider version locks for consistent deployments Avoid hardcoded values; leverage variables for flexibility Code Structure Structure configurations into logical sections: main.tf - Primary resource definitions ...
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| 9603 | localization-l10n | mindrally/skills |
Localization (l10n) You are an expert in localization for web and mobile applications. Apply these guidelines to adapt internationalized applications for specific regions, languages, and cultures. Core Principles Localization (l10n) builds on internationalization (i18n) Ensure all user-facing text supports localization Adapt content for cultural appropriateness Respect regional conventions for dates, numbers, and currency Design for content that varies significantly between locales Localizatio...
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| 9604 | graphql-development | mindrally/skills |
GraphQL Development You are an expert in GraphQL development with type-safe clients and modern web frameworks. Core Principles Design schemas with clear, consistent naming Use type-safe clients for all GraphQL operations Optimize queries to fetch only necessary data Implement proper error handling Schema Design Types and Fields Use descriptive type names in PascalCase Field names in camelCase Use nullable types appropriately Implement input types for mutations Use enums for fixed value sets Re...
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| 9605 | nosql-injection | yaklang/hack-skills |
SKILL: NoSQL Injection — Expert Attack Playbook AI LOAD INSTRUCTION : NoSQL injection is fundamentally different from SQL injection. Covers MongoDB operator injection, authentication bypass, blind extraction, aggregation pipeline injection, and Redis/CouchDB specific attacks. Very commonly missed by testers who only know SQLi patterns. 1. CORE CONCEPT — OPERATOR INJECTION SQL Injection breaks out of string literals. NoSQL Injection injects query operators that change query logic. MongoDB example...
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| 9606 | seo-drift | agricidaniel/claude-seo |
SEO Drift Monitor (April 2026) Git for your SEO. Capture baselines, detect regressions, track changes over time. Commands Command Purpose /seo drift baseline <url> Capture current SEO state as a "known good" snapshot /seo drift compare <url> Compare current page state to stored baseline /seo drift history <url> Show change history and past comparisons What It Captures Every baseline records these SEO-critical elements: Element Field Source Title tag title parse_html.py Meta description meta_desc...
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| 9607 | memory-manager | learnwy/skills |
Memory Manager Personal Use Only - This skill is configured for wangyang.learnwy's personal AI memory management. Persistent memory system for AI assistants. Load this skill at the start of every session. ⚠️ CRITICAL: File Operation Rules Due to AI IDE sandbox restrictions, NEVER use Write/SearchReplace tools to modify memory files. MUST use RunCommand tool to execute bash scripts: RunCommand: bash {skill_dir}/scripts/write-memory.sh SOUL.md "content" RunCommand: bash {skill_dir}/scripts/append-...
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| 9608 | mongodb-query-and-index-optimize | romiluz13/mongodb-agent-skills |
MongoDB Query and Index Optimization Query patterns and indexing strategies for MongoDB, maintained by MongoDB. Contains 42 rules across 5 categories , prioritized by impact. Indexes are the primary tool for query performance—most slow queries are missing an appropriate index. When to Apply Reference these guidelines when: Writing new MongoDB queries or aggregations Creating or reviewing indexes for collections Debugging slow queries (COLLSCAN, high execution time) Reviewing explain() output See...
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| 9609 | hello-replacer | muku314115/lol |
Hello Replacer Replace all occurrences of the word "hello" (case-insensitive) with "fuckk" across every file in the project. Steps Use Grep to find all files containing the word "hello" (case-insensitive). For each file found, use Read to load its contents. Use Edit with replace_all: true to replace each casing variant: hello → fuckk Hello → Fuckk HELLO → FUCKK Report the list of files modified and the total number of replacements made. Important Skip binary files, images, and lock files (e.g., ...
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| 9610 | senior-security | alirezarezvani/claude-skills |
Senior Security Complete toolkit for senior security with modern tools and best practices. Quick Start Main Capabilities This skill provides three core capabilities through automated scripts: Script 1: Threat Modeler python scripts/threat_modeler.py [options] Script 2: Security Auditor python scripts/security_auditor.py [options] Script 3: Pentest Automator python scripts/pentest_automator.py [options] Core Capabilities 1. Threat Modeler Automated tool for threat modeler tasks. Featu...
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| 9611 | roadmap-strategist | rysweet/amplihack |
Expert strategist managing project roadmaps and strategic direction. Maintain goals, track milestones, ensure work aligns with objectives, and provide strategic recommendations for long-term success. When to Activate - Create or update roadmap - Ask about goals, objectives, milestones - Check if on track for goals - Discuss strategic direction or priorities - Long-term planning Core Responsibilities - Roadmap Management: Document vision, track milestones, update progress, adjust priori...
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| 9612 | microsoft-agent-framework | rysweet/amplihack |
Microsoft Agent Framework Use this skill when working with applications, agents, workflows, or migrations built on Microsoft Agent Framework. Microsoft Agent Framework is the unified successor to Semantic Kernel and AutoGen, combining their strengths with new capabilities. Because it is still in public preview and changes quickly, always ground implementation advice in the latest official documentation and samples rather than relying on stale knowledge. Determine the target language first Choose...
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| 9613 | mcp-management | mrgoonie/claudekit-skills |
MCP Management Skill for managing and interacting with Model Context Protocol (MCP) servers. Overview MCP is an open protocol enabling AI agents to connect to external tools and data sources. This skill provides scripts and utilities to discover, analyze, and execute MCP capabilities from configured servers without polluting the main context window. Key Benefits: Progressive disclosure of MCP capabilities (load only what's needed) Intelligent tool/prompt/resource selection based on task req...
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| 9614 | memory-lancedb-pro | cortexreach/memory-lancedb-pro-skill |
memory-lancedb-pro Plugin Maintenance Guide Overview memory-lancedb-pro is an enhanced long-term memory plugin for OpenClaw . It replaces the built-in memory-lancedb plugin with advanced retrieval capabilities, multi-scope memory isolation, and a management CLI. Repository : https://github.com/win4r/memory-lancedb-pro License : MIT | Language : TypeScript (ESM) | Runtime : Node.js via OpenClaw Gateway Architecture ┌─────────────────────────────────────────────────────────┐ │ in...
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| 9615 | vite-bundle-optimization | patternsdev/skills |
Vite Bundle Optimization Table of Contents When to Use Instructions Details Source Production-ready patterns for optimizing bundle size and build performance in Vite + React applications. These patterns leverage Vite's architecture (native ESM in dev, Rollup in production) to deliver smaller, faster bundles. When to Use Reference these patterns when: Setting up a new Vite + React project for production Analyzing bundle size with npx vite-bundle-visualizer Build times are slow or bundles are unex...
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| 9616 | agentmail-mcp | agentmail-to/agentmail-skills |
AgentMail MCP Server Connect AgentMail to any MCP-compatible AI client. Three setup options available. Prerequisites Get your API key from console.agentmail.to . Option 1: Remote MCP (Simplest) No installation required. Connect directly to the hosted MCP server. URL: https://mcp.agentmail.to Add to your MCP client configuration: { "mcpServers" : { "AgentMail" : { "url" : "https://mcp.agentmail.to" , "env" : { "AGENTMAIL_API_KEY" : "YOUR_API_KEY" } } } } Option 2: Local npm Package Run the MCP se...
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| 9617 | prpl | patternsdev/skills |
PRPL Pattern Making our applications globally accessible can be a challenge! We have to make sure the application is performant on low-end devices and in regions with a poor internet connectivity. In order to make sure our application can load as efficiently as possible in difficult conditions, we can use the PRPL pattern. When to Use Use this when building applications that need to perform well on low-end devices and slow networks This is helpful for optimizing the critical rendering path of we...
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| 9618 | typescript | prowler-cloud/prowler |
TypeScript Code Style Guide Types and Type Safety Avoid explicit type annotations when TypeScript can infer Avoid implicitly any ; explicitly type when necessary Use accurate types: prefer Record<PropertyKey, unknown> over object or any Prefer interface for object shapes (e.g., React props); use type for unions/intersections Prefer as const satisfies XyzInterface over plain as const Prefer @ts-expect-error over @ts-ignore over as any Avoid meaningless null/undefined parameters; design strict fun...
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220 |
| 9619 | nextjs-shadcn-builder | ovachiever/droid-tings |
Next.js + shadcn/ui Builder & Migration Tool Build production-grade Next.js applications or systematically migrate existing frontends to Next.js + shadcn/ui following strict design principles and best practices. Overview This skill handles two primary workflows: Creating New Next.js Applications - Initialize projects with Next.js 15+ (App Router), shadcn/ui, and proper design system setup Migrating Existing Frontends - Analyze any frontend codebase (React, Vue, Angular, vanilla JS) and syste...
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220 |
| 9620 | android-retrofit | new-silvermoon/awesome-android-agent-skills |
Android Networking with Retrofit Instructions When implementing network layers using Retrofit , follow these modern Android best practices (2025). 1. URL Manipulation Retrofit allows dynamic URL updates through replacement blocks and query parameters. Dynamic Paths : Use {name} in the relative URL and @Path("name") in parameters. Query Parameters : Use @Query("key") for individual parameters. Complex Queries : Use @QueryMap Map<String, String> for dynamic sets of parameters. interface SearchServ...
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| 9621 | clerk-auth | davila7/claude-code-templates |
Clerk Authentication Patterns Next.js App Router Setup Complete Clerk setup for Next.js 14/15 App Router. Includes ClerkProvider, environment variables, and basic sign-in/sign-up components. Key components: ClerkProvider: Wraps app for auth context , : Pre-built auth forms : User menu with session management Middleware Route Protection Protect routes using clerkMiddleware and createRouteMatcher. Best practices: Single middleware.ts file at project root Use createRouteMatcher for route groups aut...
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| 9622 | qiskit | davila7/claude-code-templates |
Qiskit Overview Qiskit is the world's most popular open-source quantum computing framework with 13M+ downloads. Build quantum circuits, optimize for hardware, execute on simulators or real quantum computers, and analyze results. Supports IBM Quantum (100+ qubit systems), IonQ, Amazon Braket, and other providers. Key Features: 83x faster transpilation than competitors 29% fewer two-qubit gates in optimized circuits Backend-agnostic execution (local simulators or cloud hardware) Comprehensive a...
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| 9623 | pydeseq2 | davila7/claude-code-templates |
PyDESeq2 Overview PyDESeq2 is a Python implementation of DESeq2 for differential expression analysis with bulk RNA-seq data. Design and execute complete workflows from data loading through result interpretation, including single-factor and multi-factor designs, Wald tests with multiple testing correction, optional apeGLM shrinkage, and integration with pandas and AnnData. When to Use This Skill This skill should be used when: Analyzing bulk RNA-seq count data for differential expression Comp...
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| 9624 | lamindb | davila7/claude-code-templates |
LaminDB Overview LaminDB is an open-source data framework for biology designed to make data queryable, traceable, reproducible, and FAIR (Findable, Accessible, Interoperable, Reusable). It provides a unified platform that combines lakehouse architecture, lineage tracking, feature stores, biological ontologies, LIMS (Laboratory Information Management System), and ELN (Electronic Lab Notebook) capabilities through a single Python API. Core Value Proposition: Queryability: Search and filter data...
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| 9625 | hmdb-database | davila7/claude-code-templates |
HMDB Database Overview The Human Metabolome Database (HMDB) is a comprehensive, freely available resource containing detailed information about small molecule metabolites found in the human body. When to Use This Skill This skill should be used when performing metabolomics research, clinical chemistry, biomarker discovery, or metabolite identification tasks. Database Contents HMDB version 5.0 (current as of 2025) contains: 220,945 metabolite entries covering both water-soluble and lipid-so...
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| 9626 | string-database | davila7/claude-code-templates |
STRING Database Overview STRING is a comprehensive database of known and predicted protein-protein interactions covering 59M proteins and 20B+ interactions across 5000+ organisms. Query interaction networks, perform functional enrichment, discover partners via REST API for systems biology and pathway analysis. When to Use This Skill This skill should be used when: Retrieving protein-protein interaction networks for single or multiple proteins Performing functional enrichment analysis (GO, KE...
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220 |
| 9627 | nosql-expert | davila7/claude-code-templates |
NoSQL Expert Patterns (Cassandra & DynamoDB) Overview This skill provides professional mental models and design patterns for distributed wide-column and key-value stores (specifically Apache Cassandra and Amazon DynamoDB). Unlike SQL (where you model data entities), or document stores (like MongoDB), these distributed systems require you to model your queries first. When to Use Designing for Scale: Moving beyond simple single-node databases to distributed clusters. Technology Selection: Evalu...
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| 9628 | linux production shell scripts | davila7/claude-code-templates |
Linux Production Shell Scripts Purpose Provide production-ready shell script templates for common Linux system administration tasks including backups, monitoring, user management, log analysis, and automation. These scripts serve as building blocks for security operations and penetration testing environments. Prerequisites Required Environment Linux/Unix system (bash shell) Appropriate permissions for tasks Required utilities installed (rsync, openssl, etc.) Required Knowledge Basic bash scripti...
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220 |
| 9629 | neuropixels-analysis | davila7/claude-code-templates |
Neuropixels Data Analysis Overview Comprehensive toolkit for analyzing Neuropixels high-density neural recordings using current best practices from SpikeInterface, Allen Institute, and International Brain Laboratory (IBL). Supports the full workflow from raw data to publication-ready curated units. When to Use This Skill This skill should be used when: Working with Neuropixels recordings (.ap.bin, .lf.bin, .meta files) Loading data from SpikeGLX, Open Ephys, or NWB formats Preprocessing neur...
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220 |
| 9630 | terraform-skill | sickn33/antigravity-awesome-skills |
Terraform Skill for Claude Comprehensive Terraform and OpenTofu guidance covering testing, modules, CI/CD, and production patterns. Based on terraform-best-practices.com and enterprise experience. When to Use This Skill Activate this skill when: Creating new Terraform or OpenTofu configurations or modules Setting up testing infrastructure for IaC code Deciding between testing approaches (validate, plan, frameworks) Structuring multi-environment deployments Implementing CI/CD for infrastructu...
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220 |
| 9631 | blind-spot-detective | jwynia/agent-skills |
Blind Spot Detective Purpose Systematically identify what's missing in non-fiction writing—both blind spots (inherent limitations of your approach) and blank spots (gaps that could be addressed). Provides frameworks for finding omissions, testing assumptions, and ensuring comprehensive coverage. Core Principle What you can't see matters more than what you can. Identifying what's missing is harder than recognizing what's included. Systematic interrogation reveals gaps that casual review misses...
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| 9632 | devcontainer | jwynia/agent-skills |
Devcontainer Diagnostic Diagnose devcontainer and Docker development environment problems. Help create reproducible, fast-starting development environments that work consistently across VS Code, GitHub Codespaces, and team members. When to Use This Skill Use this skill when: Setting up a new devcontainer Container startup is too slow Configuration errors or conflicts Different behavior in VS Code vs Codespaces Multi-service development environment needed Do NOT use this skill when: Writing...
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220 |
| 9633 | website-copy-specialist | ncklrs/startup-os-skills |
Expert website copywriter specializing in SaaS and B2B website pages — from homepage messaging to conversion-focused CTAs across every page type. Philosophy Great website copy does four things: - Answers "What is this?" — Visitors decide in 3-5 seconds if they're in the right place - Creates a clear path — Every page guides toward one primary action - Speaks to the visitor — "You" language, not "we" language - Reduces friction — Anticipates objections and addresses them proactively How ...
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220 |
| 9634 | kanchi-dividend-us-tax-accounting | tradermonty/claude-trading-skills |
Kanchi Dividend Us Tax Accounting Overview Apply a practical US-tax workflow for dividend investors while keeping decisions auditable. Focus on account placement and classification, not legal/tax advice replacement. When to Use Use this skill when the user needs: US dividend tax classification planning (qualified vs ordinary assumptions). Holding-period checks before year-end tax planning. Account-location decisions for stock/REIT/BDC/MLP income holdings. A standardized annual dividend tax memo ...
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220 |
| 9635 | gh-pages-deploy | aviz85/claude-skills-library |
GitHub Pages Deployment Deploy static frontend websites to GitHub Pages using the GitHub CLI. Prerequisites GitHub CLI (gh) installed and authenticated Git installed A frontend project (HTML, CSS, JS) ready to deploy Deployment Workflow 1. Initialize Git Repository (if needed) git init git add . git commit -m "Initial commit" 2. Create GitHub Repository Create public repo (required for free GitHub Pages) gh repo create <repo-name> --public --source=. --push 3. Enable GitHub Pages Enable Gi...
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| 9636 | statistical-distance | jwynia/agent-skills |
Statistical Distance: Cliché Transformation Skill You help writers recognize when their instincts have landed at statistical center (the most common expression of a narrative need) and guide them toward statistical edges (less common but equally functional alternatives). Core Principle First instincts identify correct emotional/functional needs but land at statistical center. Effective storytelling maintains the emotional vector while pushing toward statistical edges. When writers reach for ...
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| 9637 | convex | mindrally/skills |
Convex Use this as the routing skill for Convex work in this repo. If a more specific Convex skill clearly matches the request, use that instead. Start Here If the project does not already have Convex AI guidance installed, or the existing guidance looks stale, strongly recommend installing it first. Preferred: npx convex ai-files install This installs or refreshes the managed Convex AI files. It is the recommended starting point for getting the official Convex guidelines in place and following ...
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| 9638 | prisma-development | mindrally/skills |
Prisma ORM Development You are an expert in Prisma ORM development with TypeScript. TypeScript Fundamentals Basic Principles Always declare explicit types for variables and functions Avoid using 'any' Leverage JSDoc for public APIs Maintain single exports per file Prioritize self-documenting code Naming Conventions PascalCase for classes/interfaces camelCase for variables and methods kebab-case for files/directories UPPERCASE for constants Verb-based boolean names (isLoading, hasError, canDele...
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| 9639 | ts-google | pproenca/dot-skills |
Comprehensive TypeScript style guide based on Google's internal standards, designed for AI agents and LLMs. Contains 45 rules across 8 categories, prioritized by impact to guide automated refactoring and code generation. When to Apply Reference these guidelines when: - Writing new TypeScript code - Organizing modules and imports - Designing type annotations and interfaces - Creating classes and functions - Reviewing code for style consistency - Refactoring existing TypeScript code Rul...
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220 |
| 9640 | monorepo | mindrally/skills |
Monorepo Development You are an expert in TypeScript, React and Next.js, Expo (React Native), Tamagui, Supabase, Zod, Turbo (Monorepo Management), i18next, Zustand, TanStack React Query, Solito, and Stripe. Code Style and Structure Write concise, technical TypeScript code with accurate examples Use functional and declarative programming patterns; avoid classes Prefer iteration and modularization over code duplication Use descriptive variable names with auxiliary verbs (e.g., isLoading, hasErro...
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| 9641 | rev-symbol | p4nda0s/reverse-skills |
rev-symbol - Symbol Recovery Analyze function code characteristics to recover/identify function symbols and names. Pre-check Determine which IDA access method is available: Option A — IDA Pro MCP (preferred if connected): Check if the IDA Pro MCP server is connected (look for an active ida-pro or equivalent MCP connection). If connected, you can query IDA directly via MCP tools — no exported files needed. Proceed with the analysis using MCP. Option B — IDA-NO-MCP exported data: If MCP is not con...
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| 9642 | dt-app-notebooks | dynatrace/dynatrace-for-ai |
Dynatrace Notebook Skill Overview Dynatrace notebooks are JSON documents stored in the Document Store for interactive data analysis, investigation, and documentation. Each notebook contains: Sections : Modular blocks organizing markdown and query content DQL Queries : Executable queries with cached results and visualizations Markdown : Documentation, context, and narrative content Timeframes : Default and section-specific time ranges Metadata : Ownership, versioning, and modification tracking Wh...
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| 9643 | gpd-submission-health | rudrankriyam/app-store-connect-cli-skills |
GPD Submission Health Use this skill to reduce Play Console submission failures and validate readiness. Preconditions Auth configured and package name resolved. Build uploaded and available for the target track. Store listing metadata and assets updated. Pre-submission checklist 1. Validate edit (if using edit lifecycle) gpd publish edit validate EDIT_ID --package com.example.app 2. Confirm release status gpd publish status --package com.example.app --track production Check: Release status is ex...
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| 9644 | frontend-developer-skill | 404kidwiz/claude-supercode-skills |
Frontend Developer Skill Purpose Provides complete frontend development expertise for building production-ready web applications with modern frameworks (React, Vue, Next.js), comprehensive tooling setup, state management patterns, testing infrastructure, and performance optimization strategies. When to Use Building new React, Vue, or Angular applications from scratch Setting up modern frontend tooling (Vite, ESLint, Prettier, testing frameworks) Implementing state management with Redux Toolkit...
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| 9645 | find-skills | evgyur/find-skills |
Find Skills This skill helps you discover and install skills from the open agent skills ecosystem. When to Use This Skill Use this skill when the user: Asks "how do I do X" where X might be a common task with an existing skill Says "find a skill for X" or "is there a skill for X" Asks "can you do X" where X is a specialized capability Expresses interest in extending agent capabilities Wants to search for tools, templates, or workflows Mentions they wish they had help with a specific domain (desi...
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219 |
| 9646 | eve-agent-native-design | incept5/eve-skillpacks |
Agent-Native Design for Eve Horizon Build applications where agents are first-class citizens — not afterthoughts. When to Use Load this skill when: Designing a new application or API on Eve Evaluating whether an existing app is agent-friendly Adding features that agents should be able to use Deciding between putting logic in code vs. in prompts Choosing how to handle inter-agent communication The Four Principles 1. Parity — Agents Can Do Everything Users Can Every user action must have an agent-...
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219 |
| 9647 | nexus-query | haaaiawd/nexus-skills |
nexus-query — 代码结构精准查询 "改之前先算清楚——数字比猜测更有力。" 本 Skill 将 extract_ast.py 、 git_detective.py 、 query_graph.py 三个脚本 封装成一个 开发辅助工具 :按需生成数据、精确回答问题。 📌 和 nexus-mapper 的区别 维度 nexus-mapper nexus-query 目的 为 AI 建立项目持久记忆( .nexus-map/ ) 为开发者回答当下的具体问题 时机 项目初期,一次性全量探测 开发中,随时按需调用 输出 结构化知识库文档 精准文本答案(秒级出结果) 前提 需要运行完整 PROBE 五阶段 仅需 ast_nodes.json 存在即可 nexus-query 是 nexus-mapper 的轻量伴侣 :如果 .nexus-map/ 已存在,直接复用; 如果不存在,先运行 extract_ast.py 生成 ast_nodes.json,再开始查询。 📌 何时调用 场景 调用 「这个文件有哪些类/方法,依赖什么」 ✅ 「改这个接口/模块,哪些文件受影响」 ✅ 「这个改动的...
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| 9648 | study-habits | jackjin1997/clawforge |
Study Habits Learning that sticks—through science, not stubbornness. What it does This skill transforms how you absorb and retain information by combining proven cognitive techniques with persistent session tracking: Study Session Tracking - Logs when you study, what topic, duration, and effectiveness rating for accountability and pattern recognition Technique Suggestions - Recommends study methods based on your learning goal (memorization vs. deep understanding vs. skill practice) Spaced Repeti...
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| 9649 | triage-ci-flake | payloadcms/payload |
Triage CI Failure Overview Systematic workflow for triaging and fixing test failures in CI, especially flaky tests that pass locally but fail in CI. Tests that made it to main are usually flaky due to timing, bundling, or environment differences. CRITICAL RULE: You MUST run the reproduction workflow before proposing any fixes. No exceptions. When to Use CI test fails on main branch after PR was merged Test passes locally but fails in CI Test failure labeled as "flaky" or intermittent E2E or i...
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219 |
| 9650 | tdd-workflows-tdd-red | sickn33/antigravity-awesome-skills |
Write comprehensive failing tests following TDD red phase principles. [Extended thinking: Generates failing tests that properly define expected behavior using test-automator agent.] Use this skill when Starting the TDD red phase for new behavior You need failing tests that capture expected behavior You want edge case coverage before implementation Do not use this skill when You are in the green or refactor phase You only need performance benchmarks Tests must run against production systems Instr...
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