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Agent Skills 排行榜 · 关键词 + 语义搜索
| # | Skill | 仓库 | 描述 | 安装量 |
|---|---|---|---|---|
| 10701 | skill-creator | bobmatnyc/claude-mpm-skills |
Skill Creator A skill for creating new skills and iteratively improving them. At a high level, the process of creating a skill goes like this: Decide what you want the skill to do and roughly how it should do it Write a draft of the skill Create a few test prompts and run claude-with-access-to-the-skill on them Help the user evaluate the results both qualitatively and quantitatively While the runs happen in the background, draft some quantitative evals if there aren't any (if there are some, you...
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| 10702 | ce:review | everyinc/compound-engineering-plugin |
Review Command <command_purpose> Perform exhaustive code reviews using multi-agent analysis, ultra-thinking, and Git worktrees for deep local inspection. </command_purpose> Introduction Senior Code Review Architect with expertise in security, performance, architecture, and quality assurance Prerequisites Main Tasks 1. Determine Review Target & Setup (ALWAYS FIRST) <review_target> $ARGUMENTS </review_target> Immediate Actions: <task_list> Determine review type: PR number (numeric), GitHub URL, fi...
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| 10703 | mcp integration | davila7/claude-code-templates |
MCP Integration for Claude Code Plugins Overview Model Context Protocol (MCP) enables Claude Code plugins to integrate with external services and APIs by providing structured tool access. Use MCP integration to expose external service capabilities as tools within Claude Code. Key capabilities: Connect to external services (databases, APIs, file systems) Provide 10+ related tools from a single service Handle OAuth and complex authentication flows Bundle MCP servers with plugins for automatic setu...
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367 |
| 10704 | industry-research | rkreddyp/investrecipes |
A comprehensive skill for conducting deep industry research across multiple sectors including consumer, technology, healthcare, and finance industries. Description This skill provides reusable methodologies, frameworks, and best practices for analyzing industry trends, identifying key market players, understanding market dynamics, tracking industry news, and forecasting future outlooks. Core Research Areas 1. Industry Trends Analysis - Current market trends and growth patterns - Emergin...
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367 |
| 10705 | android-architecture | new-silvermoon/awesome-android-agent-skills |
Android Modern Architecture & Modularization Instructions When designing or refactoring an Android application, adhere to the Guide to App Architecture and Clean Architecture principles. 1. High-Level Layers Structure the application into three primary layers. Dependencies must strictly flow inwards (or downwards) to the core logic. UI Layer (Presentation) : Responsibility : Displaying data and handling user interactions. Components : Activities, Fragments, Composables, ViewModels. Dependencies ...
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367 |
| 10706 | meshyai | opusgamelabs/game-creator |
Meshy AI — 3D Model Generation, Rigging & Animation You are an expert at generating custom 3D models with Meshy AI and integrating them into Three.js browser games. Meshy is the preferred source for all 3D game assets — it generates exactly what you need from a text description or reference image, with consistent art style and game-ready topology. Performance Notes Take your time with each step. Quality is more important than speed. Do not skip validation steps — they catch issues early. Read th...
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| 10707 | deep-research | sickn33/antigravity-awesome-skills |
Deep Research Core System Instructions Purpose: Deliver citation-backed, verified research reports through 8-phase pipeline (Scope → Plan → Retrieve → Triangulate → Synthesize → Critique → Refine → Package) with source credibility scoring and progressive context management. Context Strategy: This skill uses 2025 context engineering best practices: Static instructions cached (this section) Progressive disclosure (load references only when needed) Avoid "loss in the middle" (critical info at start...
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367 |
| 10708 | drupal-security | madsnorgaard/agent-resources |
Drupal Security Expert You proactively identify security vulnerabilities while code is being written, not after. When This Activates Writing or editing forms, controllers, or plugins Handling user input or query parameters Building database queries Rendering user-provided content Implementing access control Critical Security Patterns SQL Injection Prevention NEVER concatenate user input into queries: // VULNERABLE - SQL injection $query = "SELECT * FROM users WHERE name = '" . $name . "'"; $...
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| 10709 | alicloud-ai-image-qwen-image | cinience/alicloud-skills |
Category: provider Model Studio Qwen Image Validation mkdir -p output/alicloud-ai-image-qwen-image python -m py_compile skills/ai/image/alicloud-ai-image-qwen-image/scripts/generate_image.py && echo "py_compile_ok" > output/alicloud-ai-image-qwen-image/validate.txt Pass criteria: command exits 0 and output/alicloud-ai-image-qwen-image/validate.txt is generated. Output And Evidence Write generated image URLs, prompts, and metadata to output/alicloud-ai-image-qwen-image/ . Keep at least one sample...
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| 10710 | encore-testing | encoredev/skills |
Testing Encore.ts Applications Instructions Encore.ts uses standard TypeScript testing tools. The recommended setup is Vitest. Setup Vitest npm install -D vitest Add to package.json: { "scripts": { "test": "vitest" } } Test an API Endpoint // api.test.ts import { describe, it, expect } from "vitest"; import { hello } from "./api"; describe("hello endpoint", () => { it("returns a greeting", async () => { const response = await hello(); expect(response.message).toBe("Hello...
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| 10711 | opencli | jackwener/opencli |
opencli CLI tool that turns websites into CLI interfaces, reusing Chrome's login state. Zero credentials needed. Rule: use opencli for supported sites instead of playwright or browser tools. Syntax opencli < site > < command > [ --option value ] [ -f json ] Common flags (all commands): -f json — machine-readable output (preferred for parsing) --limit N — number of results (default varies, usually 20) -f table|json|yaml|md|csv Quick Examples 读取/浏览 opencli bilibili hot --limit 10 -f json opencli ...
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| 10712 | nodejs-backend-patterns | sickn33/antigravity-awesome-skills |
Node.js Backend Patterns Comprehensive guidance for building scalable, maintainable, and production-ready Node.js backend applications with modern frameworks, architectural patterns, and best practices. When to Use This Skill Building REST APIs or GraphQL servers Creating microservices with Node.js Implementing authentication and authorization Designing scalable backend architectures Setting up middleware and error handling Integrating databases (SQL and NoSQL) Building real-time applications ...
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366 |
| 10713 | behavioral-modes | davila7/claude-code-templates |
Behavioral Modes - Adaptive AI Operating Modes Purpose This skill defines distinct behavioral modes that optimize AI performance for specific tasks. Modes change how the AI approaches problems, communicates, and prioritizes. Available Modes 1. 🧠 BRAINSTORM Mode When to use: Early project planning, feature ideation, architecture decisions Behavior: Ask clarifying questions before assumptions Offer multiple alternatives (at least 3) Think divergently - explore unconventional solutions No code...
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| 10714 | academic-researcher | silupanda/academic-researcher |
Academic Researcher You are an academic research assistant with expertise across disciplines for literature reviews, paper analysis, and scholarly writing. When to Apply Use this skill when: Conducting literature reviews Summarizing research papers Analyzing research methodologies Structuring academic arguments Formatting citations (APA, MLA, Chicago, etc.) Identifying research gaps Writing research proposals Paper Analysis Framework When reviewing academic papers, address: 1. Research Question ...
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| 10715 | changelog-maintenance | aj-geddes/useful-ai-prompts |
Changelog Maintenance When to use this skill Before release : organize changes before shipping a version Continuous : update whenever significant changes occur Migration guide : document breaking changes Instructions Step 1: Keep a Changelog format CHANGELOG.md : Changelog All notable changes to this project will be documented in this file. The format is based on [ Keep a Changelog ]( https://keepachangelog.com/en/1.0.0/ ) , and this project adheres to [ Semantic Versioning ]( https://semver.or...
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| 10716 | rate-limiting-implementation | aj-geddes/useful-ai-prompts |
Rate Limiting Implementation Overview Implement rate limiting and throttling mechanisms to protect your services from abuse, ensure fair resource allocation, and maintain system stability under load. When to Use Protecting public APIs from abuse Preventing DOS/DDOS attacks Ensuring fair resource usage across users Implementing API quotas and billing tiers Managing system load and backpressure Enforcing SLA limits Controlling third-party API usage Database connection management Rate Limiting Al...
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| 10717 | error resolver | davila7/claude-code-templates |
Error Resolver A first-principle approach to diagnosing and resolving errors across all languages and frameworks. Core Philosophy The 5-step Error Resolution Process: 1. CLASSIFY -> 2. PARSE -> 3. MATCH -> 4. ANALYZE -> 5. RESOLVE | | | | | What type? Extract key Known Root cause Fix + information pattern? analysis Prevent Quick Start When you encounter an error: Paste the full error (including stack trace if...
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365 |
| 10718 | multi-agent-patterns | sickn33/antigravity-awesome-skills |
No SKILL.md available for this skill. View on GitHub Installs 448 Repository neolabhq/contex…ring-kit GitHub Stars 1.0K First Seen Jan 20, 2026
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365 |
| 10719 | project-session-management | jezweb/claude-skills |
Project Session Management Skill Track progress across work sessions using SESSION.md with git checkpoints and concrete next actions. When to Use Starting projects after project-planning generates IMPLEMENTATION_PHASES.md Resuming work after context clears Mid-phase checkpoints when context is full Phase transitions Tracking Implementation → Verification → Debugging cycle Phases vs Sessions Phases (IMPLEMENTATION_PHASES.md): Units of WORK (e.g., "Database Schema", "Auth API"). Have verificati...
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| 10720 | ce:work | everyinc/compound-engineering-plugin |
Work Plan Execution Command Execute a work plan efficiently while maintaining quality and finishing features. Introduction This command takes a work document (plan, specification, or todo file) and executes it systematically. The focus is on shipping complete features by understanding requirements quickly, following existing patterns, and maintaining quality throughout. Input Document <input_document> $ARGUMENTS </input_document> Execution Workflow Phase 1: Quick Start Read Plan and Clarify Read...
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| 10721 | amazon-product-finder | noemi-paradise/openclaw-skill-amazon-product-finder |
Amazon Product Finder Find the best Amazon products for your affiliate content. Quick Start Search for products @Naomi finde Amazon Produkte "Bio Dünger" Get details for specific ASIN @Naomi Amazon ASIN B08XXXXXXX Find products for problem/solution content @Naomi finde Produkte für "gelbe Blätter" How It Works User provides search keyword or problem description Script queries Amazon (PA API or scraper) Returns top 3 products with: Product name ASIN Price Rating Affiliate link Scripts scripts/...
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364 |
| 10722 | devops-troubleshooter | sickn33/antigravity-awesome-skills |
Use this skill when Working on devops troubleshooter tasks or workflows Needing guidance, best practices, or checklists for devops troubleshooter Do not use this skill when The task is unrelated to devops troubleshooter 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-pl...
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364 |
| 10723 | react-flow-architecture | existential-birds/beagle |
React Flow Architecture When to Use React Flow Good Fit Visual programming interfaces Workflow builders and automation tools Diagram editors (flowcharts, org charts) Data pipeline visualization Mind mapping tools Node-based audio/video editors Decision tree builders State machine designers Consider Alternatives Simple static diagrams (use SVG or canvas directly) Heavy real-time collaboration (may need custom sync layer) 3D visualizations (use Three.js, react-three-fiber) Graph analysis with 10k+...
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| 10724 | dotnet-domain-modeling | wshaddix/dotnet-skills |
dotnet-domain-modeling Domain-Driven Design tactical patterns in C. Covers aggregate roots, entities, value objects, domain events, integration events, domain services, repository contract design, and the distinction between rich and anemic domain models. These patterns apply to the domain layer itself -- the pure C model that encapsulates business rules -- independent of any persistence technology. Out of scope: EF Core configuration and aggregate persistence mapping -- see [skill:dotnet-efcore...
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| 10725 | c4-architecture | davila7/claude-code-templates |
C4 Architecture Documentation Generate software architecture documentation using C4 model diagrams in Mermaid syntax. Workflow Understand scope - Determine which C4 level(s) are needed based on audience Analyze codebase - Explore the system to identify components, containers, and relationships Generate diagrams - Create Mermaid C4 diagrams at appropriate abstraction levels Document - Write diagrams to markdown files with explanatory context C4 Diagram Levels Select the appropriate level based on...
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363 |
| 10726 | codex-review | davila7/claude-code-templates |
Cross-Model Code Review with Codex CLI Cross-model validation using the codex binary directly. Claude writes code, Codex reviews it — different architecture, different training distribution, no self-approval bias. Core insight: Single-model self-review is systematically biased. Cross-model review catches different bug classes because the reviewer has fundamentally different blind spots than the author. Prerequisite: The codex CLI must be installed and authenticated. Verify with codex --help . Us...
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363 |
| 10727 | idempotent-redundancy | parcadei/continuous-claude-v3 |
Idempotent Redundancy When adding redundant paths (fallbacks, belt-and-suspenders), make them idempotent. Pattern Redundancy without idempotency causes loops, churn, or data corruption. DO Use _is_merge: true for Braintrust updates Check if value exists before writing (fallback only if missing) Use atomic write/rename for file operations Make reconciliation steps safe to run repeatedly DON'T Write unconditionally in fallback paths Allow multiple writers to overwrite each other Fire "repair" ...
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363 |
| 10728 | code-documentation | skillcreatorai/ai-agent-skills |
Code Documentation Skill Overview This skill generates professional, comprehensive documentation for software projects, codebases, libraries, and APIs. It follows industry best practices from projects like React, Django, Stripe, and Kubernetes to produce documentation that is accurate, well-structured, and useful for both new contributors and experienced developers. The output ranges from single-file READMEs to multi-document developer guides, always matched to the project's complexity and the u...
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363 |
| 10729 | cookbook-audit | anthropics/claude-cookbooks |
Cookbook Audit Instructions Review the requested Cookbook notebook using the guidelines and rubrics in style_guide.md. Provide a score based on scoring guidelines and recommendations on improving the cookbook. The style guide provides detailed templates and examples for: Problem-focused introductions with Terminal Learning Objectives (TLOs) and Enabling Learning Objectives (ELOs) Prerequisites and setup patterns Core content structure Conclusions that map back to learning objectives IMPORTAN...
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| 10730 | using-superpowers | davila7/claude-code-templates |
IF A SKILL APPLIES TO YOUR TASK, YOU DO NOT HAVE A CHOICE. YOU MUST USE IT. This is not negotiable. This is not optional. You cannot rationalize your way out of this. Instruction Priority Superpowers skills override default system prompt behavior, but user instructions always take precedence : User's explicit instructions (CLAUDE.md, GEMINI.md, AGENTS.md, direct requests) — highest priority Superpowers skills — override default system behavior where they conflict Default system prompt — lowest p...
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| 10731 | docs-architect | sickn33/antigravity-awesome-skills |
Use this skill when Working on docs architect tasks or workflows Needing guidance, best practices, or checklists for docs architect Do not use this skill when The task is unrelated to docs architect 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 . You are a...
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362 |
| 10732 | firebase-auth | jezweb/claude-skills |
Firebase Authentication Status: Production Ready Last Updated: 2026-01-25 Dependencies: None (standalone skill) Latest Versions: firebase@12.8.0, firebase-admin@13.6.0 Quick Start (5 Minutes) 1. Enable Auth Providers in Firebase Console Go to Firebase Console > Authentication > Sign-in method Enable desired providers (Email/Password, Google, etc.) Configure OAuth providers with client ID/secret 2. Initialize Firebase Auth (Client) // src/lib/firebase.ts import { initializeApp } from 'firebase/...
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362 |
| 10733 | google-workspace | supercent-io/skills-template |
Google Workspace APIs Status: Production Ready Last Updated: 2026-01-09 Dependencies: Cloudflare Workers (recommended), Google Cloud Project Skill Version: 1.0.0 Quick Reference API Common Use Cases Reference Gmail Email automation, inbox management gmail-api.md Calendar Event management, scheduling calendar-api.md Drive File storage, sharing drive-api.md Sheets Spreadsheet data, reporting sheets-api.md Docs Document generation docs-api.md Chat Bots, webhooks, spaces chat-api.md Meet Video con...
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362 |
| 10734 | expo-app-design | skillcreatorai/ai-agent-skills |
Expo App Design Build beautiful cross-platform mobile apps with Expo Router, NativeWind, and React Native. When to Use Building mobile apps with Expo Navigation with Expo Router Styling with NativeWind/Tailwind Native tabs and animations Source This skill references patterns from Expo's skills.
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362 |
| 10735 | cloudflare-kv | jezweb/claude-skills |
Cloudflare Workers KV 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): August 2025: Architecture redesign (40x performance gain, <5ms p99 latency, hybrid storage with R2) April 2025: Bulk reads API (retrieve up to 100 keys in single request, counts as 1 operation) January 2025: Namespace limit increased (200 → 1,000 namespaces per account f...
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| 10736 | feishu-automation | aaaaqwq/claude-code-skills |
飞书自动化操作 功能说明 此技能专门用于自动化飞书平台的各种操作,包括: 多维表格(Bitable)的创建和数据管理 发送消息到用户或群组 文档和知识库管理 群组创建和成员管理 云文档权限管理 工作流自动化 使用场景 "在飞书多维表格中添加一条记录" "创建一个飞书群组并邀请成员" "发送消息到飞书群" "搜索飞书文档内容" "自动化飞书审批流程" "批量导入数据到飞书表格" 核心功能模块 1. 多维表格(Bitable) 创建表格:创建新的多维表格和数据表 字段管理:添加、修改字段类型和属性 记录操作:增删改查记录数据 数据查询:使用筛选条件查询数据 批量操作:批量导入导出数据 2. 消息管理 发送消息:文本、富文本、卡片、图片等 群组消息:向群组发送通知 私聊消息:向个人发送消息 消息历史:获取会话历史记录 消息模板:使用卡片模板 3. 文档管理 文档搜索:搜索云文档内容 文档创建:创建新文档 权限管理:添加协作者和设置权限 内容提取:获取文档纯文本内容 4. 群组管理 创建群组:创建新的群聊 成员管理:添加或移除成员 群组列表:获取用户所在群组 群组信息:查询群组详情 5. ...
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| 10737 | grafana-dashboard | aj-geddes/useful-ai-prompts |
Grafana Dashboard Overview Design and implement comprehensive Grafana dashboards with multiple visualization types, variables, and drill-down capabilities for operational monitoring. When to Use Creating monitoring dashboards Building operational insights Visualizing time-series data Creating drill-down dashboards Sharing metrics with stakeholders Instructions 1. Grafana Dashboard JSON { "dashboard": { "title": "Application Performance", "description": "Real-time application metrics"...
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| 10738 | api-reference-documentation | aj-geddes/useful-ai-prompts |
API Reference Documentation Overview Generate professional API documentation that developers can use to integrate with your API, including endpoint specifications, authentication, request/response examples, and interactive documentation. When to Use Documenting REST APIs Creating OpenAPI/Swagger specifications GraphQL API documentation SDK and client library docs API authentication guides Rate limiting documentation Webhook documentation API versioning guides OpenAPI Specification Example open...
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| 10739 | symfony:bootstrap-check | makfly/superpowers-symfony |
$ npx skills add https://github.com/makfly/superpowers-symfony --skill symfony:bootstrap-check<div
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| 10740 | docs-workflow | jezweb/claude-skills |
docs-workflow Last Updated: 2026-01-11 Purpose: Manage project documentation throughout its lifecycle Overview This skill helps you: Initialize documentation for new projects (CLAUDE.md, README.md, docs/) Maintain CLAUDE.md to match actual project state Audit all docs for staleness, broken links, outdated versions Commands Command Purpose /docs Main entry - shows available subcommands /docs-init Create CLAUDE.md + README.md + docs/ structure /docs-update Audit and maintain all documentation ...
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| 10741 | auto-animate | jezweb/claude-skills |
AutoAnimate - Error Prevention Guide Package: @formkit/auto-animate@0.9.0 (current) Frameworks: React, Vue, Solid, Svelte, Preact Last Updated: 2026-01-21 SSR-Safe Pattern (Critical for Cloudflare Workers/Next.js) // Use client-only import to prevent SSR errors import { useState, useEffect } from "react"; export function useAutoAnimateSafe<T extends HTMLElement>() { const [parent, setParent] = useState<T | null>(null); useEffect(() => { if (typeof window !== "undefined" && parent) { ...
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| 10742 | sensitive-browser | napoleond/sensitive-browser |
Execute sensitive browser actions securely by delegating credential handling, payments, and form filling to a dedicated subprocess with isolated context. When to Use - User asks to log into a website with credentials - User needs to fill payment information on a checkout page - User needs to complete forms with personal/sensitive data - Browser automation requires authentication handoff Prerequisites The `ATXP_CONNECTION` environment variable must be defined for LLM access. This provide...
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| 10743 | kpi-dashboard-design | aj-geddes/useful-ai-prompts |
KPI Dashboard Design Comprehensive patterns for designing effective Key Performance Indicator (KPI) dashboards that drive business decisions. When to Use This Skill Designing executive dashboards Selecting meaningful KPIs Building real-time monitoring displays Creating department-specific metrics views Improving existing dashboard layouts Establishing metric governance Core Concepts 1. KPI Framework Level Focus Update Frequency Audience Strategic Long-term goals Monthly/Quarterly Executives Tact...
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| 10744 | context-engineering | mrgoonie/claudekit-skills |
Context Engineering Overview Feed agents the right information at the right time. Context is the single biggest lever for agent output quality — too little and the agent hallucinates, too much and it loses focus. Context engineering is the practice of deliberately curating what the agent sees, when it sees it, and how it's structured. When to Use Starting a new coding session Agent output quality is declining (wrong patterns, hallucinated APIs, ignoring conventions) Switching between different p...
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| 10745 | qa-test-planner | davila7/claude-code-templates |
QA Test Planner A comprehensive skill for QA engineers to create test plans, generate manual test cases, build regression test suites, validate designs against Figma, and document bugs effectively. Activation: This skill is triggered only when explicitly called by name (e.g., /qa-test-planner , qa-test-planner , or use the skill qa-test-planner ). Quick Start Create a test plan: "Create a test plan for the user authentication feature" Generate test cases: "Generate manual test cases for the chec...
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| 10746 | deepspeed | davila7/claude-code-templates |
Deepspeed Skill Comprehensive assistance with deepspeed development, generated from official documentation. When to Use This Skill This skill should be triggered when: Working with deepspeed Asking about deepspeed features or APIs Implementing deepspeed solutions Debugging deepspeed code Learning deepspeed best practices Quick Reference Common Patterns Pattern 1: DeepNVMe Contents Requirements Creating DeepNVMe Handles Using DeepNVMe Handles Blocking File Write Non-Blocking File Write Paral...
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| 10747 | developer-toolbox | jezweb/claude-skills |
Developer Toolbox A collection of essential development workflow agents that integrate seamlessly with Claude Code. What's Included Agents (7) Agent Purpose Triggers On commit-helper Generate conventional commit messages "commit message", "staged changes" build-verifier Verify dist/ matches source after builds "changes not appearing", "verify build" code-reviewer Security audits and code quality reviews "code review", "security audit", "OWASP" debugger Systematic debugging with root cause anal...
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| 10748 | aris-autonomous-ml-research | aradotso/trending-skills |
ARIS — Autonomous ML Research In Sleep Skill by ara.so — Daily 2026 Skills collection ARIS (Auto-Research-In-Sleep) turns Claude Code into an autonomous ML research engine. It chains idea discovery → cross-model review loops → paper writing → compiled PDF into hands-off overnight pipelines. Claude Code drives execution while an external model (Codex/GPT-5.4, GLM, DeepSeek, Kimi, etc.) acts as adversarial reviewer — breaking self-play blind spots that single-model review cannot escape. What It Do...
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| 10749 | stock-evaluator-v3 | sundial-org/awesome-openclaw-skills |
Stock Evaluator (Enhanced) ⚠️ CRITICAL: MANDATORY DELIVERABLES CHECKLIST Every analysis MUST include ALL of these: ☐ Technical Analysis (price action, indicators, key levels, Ichimoku Cloud) ☐ Fundamental Analysis (business, financials, competitive position) ☐ Advanced Financial Metrics (F-Score, Z-Score, M-Score, Max Drawdown, Value Trap Score) ☐ Investor Persona Scores (8 legendary investor frameworks) ☐ Valuation Assessment (multiple methods with margin of safety) ☐ Bull vs. Bear Case (both s...
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| 10750 | api-error-handling | aj-geddes/useful-ai-prompts |
API Error Handling Overview Build robust error handling systems with standardized error responses, detailed logging, error categorization, and user-friendly error messages. When to Use Handling API errors consistently Debugging production issues Implementing error recovery strategies Monitoring error rates Providing meaningful error messages to clients Tracking error patterns Instructions 1. Standardized Error Response Format { "error": { "code": "VALIDATION_ERROR", "message": "Input...
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