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# Skill 仓库 描述 安装量
28051 design-exploration yunshu0909/yunshu_skillshub
用户有一个模糊的想法，想做一个新功能或新模块，但还没想清楚具体要什么。通过结构化的探索流程，帮助用户从模糊想法收敛到明确的设计方案，并产出完整的设计参考文档。 核心原则 不猜，多问 — 没确认范围不出图，没设计规范就问，拿不准就让用户选 ASCII 先行 — 先对齐信息结构和布局逻辑，逻辑对了再投入 HTML 一次多方案 — 批量出 5-8 个方案让用户选方向，不要一个个试 全状态是必须的 — 正常态只是起点，异常态、边界情况、交互反馈必须穷举 决策要落纸 — 对话中确认的每个决策都写进需求总结，不能只存在对话上下文里 输出物 每次探索产出 3 个文件 ，归档到 设计/v{版本号}-{模块名}/ 目录下： 文件 内容 用途 需求总结.md 背景、目标、功能范围、关键决策、技术约束 PRD 阶段的输入，讲清楚"为什么做、做什么" {模块名}-设计稿.html 主界面 HTML mockup PRD + 前端开发的视觉参考 {模块名}-全状态设计参考.html 所有页面状态、Toast、边界情况、交互规则表 前端开发直接对照实现 版本号和模块名由用户决定，必须问用户确认。 工作流程 第 1...
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28052 repository-module-architecture tencentblueking/bk-ci
Repository 代码库管理模块架构指南 模块定位: Repository 是 BK-CI 的代码库管理模块，负责对接各种代码托管平台（Git、SVN、GitHub、GitLab、TGit、P4），管理代码库的认证、授权、Webhook 等功能。 一、模块整体结构 1.1 子模块划分 src/backend/ci/core/repository/ ├── api-repository/ API 接口定义层 │ └── src/main/kotlin/com/tencent/devops/repository/ │ ├── api/ REST API 接口（30+ 文件） │ │ ├── github/ GitHub 专用接口 │ │ └── scm/ SCM 通用接口 │ ├── constant/ 常量和消息码 │ ├── pojo/ 数据对象（40+...
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28053 claude-domain-skills miles990/claude-domain-skills
Claude Domain Skills 讓 AI 具備各領域專業知識的 skill 集合 概述 這是一個非技術領域的專業知識庫，設計用於： 搭配 /evolve skill 使用，自動識別任務所需領域 透過 skillpkg 按需載入特定領域知識 提供各領域的框架、方法論、最佳實踐 可用領域 (18) 💰 Finance (金融) 領域 觸發詞 說明 finance/quant-trading 量化, backtest, 策略 量化交易策略開發 finance/investment-analysis 財報, 投資, 估值, ROE 投資分析與估值 finance/strategy-optimization 策略優化, 勝率, 報酬, 回測 交易策略優化方法論 💼 Business (商業) 領域 觸發詞 說明 business/marketing 行銷, SEO, 漏斗, CAC 數位行銷策略 business/sales 銷售, 電商, CRM 銷售與電商營運 business/product-management PRD, OKR, 路線圖 產品管理 business/p...
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28054 odoo-frontend ahmed-lakosha/odoo-upgrade-skill
Odoo Frontend Development Skill v6.0 Overview This skill provides advanced Odoo frontend development capabilities with: 🎨 /create-theme Command : Generate complete production-ready theme modules with all files 🔧 Theme Feature Activation : theme.utils model with _theme_xxx_post_copy() for template configuration 📋 Complete Dynamic Page Reference : All 11 headers, 9 footers, shop, product, blog templates with XML IDs 🎯 Design Workflow : Figma → Odoo template matching → configuration → enhancement m...
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28055 box-automation davepoon/buildwithclaude
Box Automation via Rube MCP Automate Box operations including file upload/download, content search, folder management, collaboration, metadata queries, and sign requests through Composio's Box toolkit. Toolkit docs : composio.dev/toolkits/box Prerequisites Rube MCP must be connected (RUBE_SEARCH_TOOLS available) Active Box connection via RUBE_MANAGE_CONNECTIONS with toolkit box Always call RUBE_SEARCH_TOOLS first to get current tool schemas Setup Get Rube MCP : Add https://rube.app/mcp as an MCP...
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28056 code-review-small breaking-brake/cc-wf-studio
Code Review Small Overview Lightweight review for small PRs under 100 lines changed. Checks Code style and formatting Naming conventions Obvious bugs and typos Basic logic errors Output Brief review summary with any issues found
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28057 sendgrid-automation davepoon/buildwithclaude
SendGrid Automation via Rube MCP Automate SendGrid email delivery workflows including marketing campaigns (Single Sends), contact and list management, sender identity setup, and email analytics through Composio's SendGrid toolkit. Toolkit docs : composio.dev/toolkits/sendgrid Prerequisites Rube MCP must be connected (RUBE_SEARCH_TOOLS available) Active SendGrid connection via RUBE_MANAGE_CONNECTIONS with toolkit sendgrid Always call RUBE_SEARCH_TOOLS first to get current tool schemas Setup Get R...
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28058 git-multibranch letta-ai/skills
This skill provides guidance for setting up Git-based deployment systems where multiple branches (e.g., main, dev) automatically deploy to different web server locations via post-receive hooks. It covers SSH configuration, Git repository setup, web server configuration, and automated deployment workflows. Prerequisites Verification Before starting, verify all required tools and configurations: - Check for required packages: `git`, `openssh-server`, `sshpass` (for testing), web server (nginx/...
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28059 hook-stack-evaluator nicepkg/ai-workflow
You are The Hook Evaluator, a sharp-eyed sparring partner who evaluates and sharpens content hooks using The Hook Stack™ framework. What This Does Evaluates any hook (headline, opening line, video intro, carousel opener) against a 5-layer framework and provides actionable scoring and refinement. When to Use - "Evaluate this hook" - "Run this through the hook stack" - "Score my headline" - "Rate this opening" - "Help me sharpen this hook" - When the newsletter-writer agent needs headli...
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28060 excalidraw bahayonghang/my-claude-code-settings
Excalidraw Diagrams Overview Generate .excalidraw JSON files and export to PNG/SVG. Two export options: Kroki API ( curl ) — zero install, SVG output only excalidraw-brute-export-cli — local Firefox-based, PNG + SVG Supported formats: PNG (local CLI only), SVG (both options). PDF is NOT supported. When to Use Explicit triggers: user says "画图", "diagram", "visualize", "flowchart", "draw", "架构图", "流程图" Show more Installs 652 Repository agents365-ai/365-skills GitHub Stars 8 First Seen May 6, 2026 ...
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28061 parcel teachingai/full-stack-skills
Use this skill whenever the user wants to: - [待完善：根据具体工具添加使用场景] How to use this skill [待完善：根据具体工具添加使用指南] Best Practices [待完善：根据具体工具添加最佳实践] Keywords [待完善：根据具体工具添加关键词]
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28062 worker-integration ruvnet/claude-flow
Worker-Agent Integration Skill Intelligent coordination between background workers and specialized agents. Quick Start View agent recommendations for a trigger npx agentic-flow workers agents ultralearn npx agentic-flow workers agents optimize View performance metrics npx agentic-flow workers metrics View integration stats npx agentic-flow workers stats --integration Agent Mappings Workers automatically dispatch to optimal agents based on trigger type: Trigger Primary Agents Fallback Pipeline...
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28063 release-notes duc01226/easyplatform
Release Notes Generator Transform technical tickets, PRDs, or internal changelogs into polished, user-facing release notes. Context You are writing release notes for $ARGUMENTS . If the user provides files (JIRA exports, Linear tickets, PRDs, Git logs, or internal changelogs), read them first. If they mention a product URL, use web search to understand the product and audience. Instructions Gather raw material : Read all provided tickets, changelogs, or descriptions. Extract: What changed (featu...
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28064 codex cexll/myclaude
Codex Skill Guide Running a Task Default to gpt-5.2 model. Ask the user (via AskUserQuestion ) which reasoning effort to use ( xhigh , high , medium , or low ). User can override model if needed (see Model Options below). Select the sandbox mode required for the task; default to --sandbox read-only unless edits or network access are necessary. Assemble the command with the appropriate options: -m, --model <MODEL> --config model_reasoning_effort="<high|medium|low>" --sandbox <read-only|workspace-...
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28065 intercom-automation davepoon/buildwithclaude
Intercom Automation via Rube MCP Automate Intercom operations through Composio's Intercom toolkit via Rube MCP. Toolkit docs : composio.dev/toolkits/intercom Prerequisites Rube MCP must be connected (RUBE_SEARCH_TOOLS available) Active Intercom connection via RUBE_MANAGE_CONNECTIONS with toolkit intercom 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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28066 local-tools netease-youdao/lobsterai
Local Tools Skill When to Use This Skill Use the local-tools skill when you need to: Calendar Management - View, create, update, or delete calendar events Examples of when to use: User: "Show me my schedule for tomorrow" User: "Create a meeting at 3 PM" User: "Search for calendar events containing 'project'" User: "Delete tomorrow's meeting" How It Works ┌──────────┐ Bash/PowerShell ┌─────────────────────────────────────────────────────────────┐ │ Claude │──────────────────────▶│ calend...
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28067 busirocket-supabase busirocket/agents-skills
Service boundary patterns for Supabase projects. When to Use Use this skill only when: - Working in a project that uses Supabase - Creating or refactoring Supabase access code - Enforcing service boundaries for database access Non-Negotiables (MUST) - Never call Supabase directly from components, hooks, utils, or route handlers. - Centralize access in dedicated Supabase service wrappers (e.g. `services/supabase/*`). - Keep wrappers small, focused, and typed. - Never import `@supabase...
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28068 pull-requests gannonh/skills
Pull Request Workflows This skill handles the complete PR lifecycle. Based on context and user intent, follow the appropriate workflow. Context Current git status: ! git status Current branch: ! git branch --show-current PR state (if exists): ! GH_PAGER= gh pr view --json number,title,state 2>/dev/null || echo "No PR for current branch" Arguments: $ARGUMENTS Workflow Selection Determine which workflow to use based on context: Use Creating Workflow when: User asks to "create a PR", "open a PR", "...
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28069 evaluation-harness patricio0312rev/skills
Evaluation Harness Build systematic evaluation frameworks for LLM applications. Golden Dataset Format [ { "id": "test_001", "category": "code_generation", "input": "Write a Python function to reverse a string", "expected_output": "def reverse_string(s: str) -> str:\n return s[::-1]", "rubric": { "correctness": 1.0, "style": 0.8, "documentation": 0.5 }, "metadata": { "difficulty": "easy", "tags": ["python", "strings"] } } ] S...
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28070 qa-web-test delexw/claude-code-misc
QA Web Testing with PinchTab Uses Skill("pinchtab") for all browser interaction — navigation, screenshots, viewport emulation, and DOM inspection. Describe what you need and let pinchtab handle the details. Inputs Raw arguments: $ARGUMENTS Infer from the arguments: TARGET_URL: the URL to test OUT_DIR: output directory for QA report and screenshots, or ./qa-reports if not provided Output Location Creates or updates OUT_DIR/qa-report-{timestamp}.md Screenshots are saved to OUT_DIR/screenshots/ Run...
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28071 vue-component-generator jeremylongshore/claude-code-plugins-plus-skills
Vue Component Generator Purpose This skill provides automated assistance for vue component generator tasks within the Frontend Development domain. When to Use This skill activates automatically when you: Mention "vue component generator" in your request Ask about vue component generator patterns or best practices Need help with frontend skills covering react, vue, css, accessibility, performance optimization, and modern web development patterns. Capabilities Provides step-by-step guidance for vu...
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28072 playwright-bdd-gherkin-syntax thebushidocollective/han
No SKILL.md available for this skill. [View on GitHub ](https://github.com/thebushidocollective/han)
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28073 writing-git-commits zenobi-us/dotfiles
You are mastering the art of semantic commit messages that communicate intent to both humans and machines. Follow the Conventional Commits specification to create commits that enable automated tooling, clear history, and effective collaboration. What is Conventional Commits? Conventional Commits is a lightweight specification for adding human and machine-readable meaning to commit messages. It provides a simple set of rules for creating an explicit commit history that: - Enables automated to...
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28074 skill-creator insforge/agent-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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28075 extract-openapi-from-code speakeasy-api/skills
extract-openapi-from-code Extract an OpenAPI specification from an existing API codebase. Covers eight major frameworks across Python, Java, JavaScript/TypeScript, Ruby, and PHP. Content Guides Framework Language Guide FastAPI Python content/frameworks/fastapi.md Flask Python content/frameworks/flask.md Django REST Framework Python content/frameworks/django.md Spring Boot Java content/frameworks/spring-boot.md NestJS TypeScript content/frameworks/nestjs.md Hono TypeScript content/frameworks/hono...
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28076 save workersio/spec
Save Session as Agent Generate a reusable agent file from the current conversation and save it to .claude/agents/ . Instructions Step 1: Generate the agent file Analyze the entire conversation — the original task, every user correction, every tool call, and the final output — then distill it into a reusable agent file. The agent file is NOT a session log. It is a system prompt that a subagent will receive with no prior context. Key priorities: User corrections are the most important signal. Ever...
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28077 meta-manuscript-assembly htlin222/dotfiles
Meta-Analysis Manuscript Assembly Complete systematic review and meta-analysis manuscripts for journal submission by creating publication-ready tables, figures, and references. When to Use Completing meta-analysis manuscript after analyses are done Creating tables from meta-analysis results Assembling multi-panel figures from forest/funnel plots Generating BibTeX references for systematic reviews Formatting manuscripts for high-impact journals (Lancet, JAMA, NEJM) Prerequisites Before using this...
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28078 istio-service-mesh-config jeremylongshore/claude-code-plugins-plus-skills
Istio Service Mesh Config Purpose This skill provides automated assistance for istio service mesh config tasks within the DevOps Advanced domain. When to Use This skill activates automatically when you: Mention "istio service mesh config" in your request Ask about istio service mesh config patterns or best practices Need help with advanced devops skills covering kubernetes, terraform, advanced ci/cd, monitoring, and infrastructure as code. Capabilities Provides step-by-step guidance for istio se...
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28079 plan duc01226/easyplatform
Generate integration plan (SDK install) Based on what you detected, choose the right SDK and plan the minimal set of changes needed. This skill is nested under LaunchDarkly SDK Install (onboarding) ; the parent Step 2 is plan . Prior: Detect repository stack . Next: Apply code changes . Choose the right SDK Use the SDK recipes reference to match the detected stack to an SDK. Start with Top 10 SDKs (start here) in that file for common stacks; use the (other) sections for less common SDKs. The key...
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28080 error-handling-standardizer patricio0312rev/skills
Error Handling Standardizer Build consistent, debuggable error handling across the application. Error Taxonomy export class AppError extends Error { constructor( public code: string, public message: string, public statusCode: number = 500, public isOperational: boolean = true, public details?: any ) { super(message); Error.captureStackTrace(this, this.constructor); } } export class ValidationError extends AppError { constructor(details: Record<string, strin...
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28081 architecture-patterns romiluz13/cc10x
Architecture Patterns Master proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design to build maintainable, testable, and scalable systems. When to Use This Skill Designing new backend systems from scratch Refactoring monolithic applications for better maintainability Establishing architecture standards for your team Migrating from tightly coupled to loosely coupled architectures Implementing domain-driven design principles Creating t...
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28082 https-certificate-checker jeremylongshore/claude-code-plugins-plus-skills
Https Certificate Checker Purpose This skill provides automated assistance for https certificate checker tasks within the Security Fundamentals domain. When to Use This skill activates automatically when you: Mention "https certificate checker" in your request Ask about https certificate checker patterns or best practices Need help with essential security skills covering authentication, input validation, secure coding practices, and basic vulnerability detection. Capabilities Provides step-by-st...
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28083 ssh-key-manager jeremylongshore/claude-code-plugins-plus-skills
Ssh Key Manager Purpose This skill provides automated assistance for ssh key manager tasks within the DevOps Basics domain. When to Use This skill activates automatically when you: Mention "ssh key manager" in your request Ask about ssh key manager patterns or best practices Need help with foundational devops skills covering version control, containerization, basic ci/cd, and infrastructure fundamentals. Capabilities Provides step-by-step guidance for ssh key manager Follows industry best practi...
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28084 zoom-automation davepoon/buildwithclaude
Zoom Automation via Rube MCP Automate Zoom operations including meeting scheduling, webinar management, cloud recording retrieval, participant tracking, and usage reporting through Composio's Zoom toolkit. Toolkit docs : composio.dev/toolkits/zoom Prerequisites Rube MCP must be connected (RUBE_SEARCH_TOOLS available) Active Zoom connection via RUBE_MANAGE_CONNECTIONS with toolkit zoom Always call RUBE_SEARCH_TOOLS first to get current tool schemas Most features require a paid Zoom account (Pro p...
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28085 angular teachingai/full-stack-skills
Angular You are an Angular, SASS, and TypeScript expert creating scalable, high-performance web applications with strict type safety and Angular's official style guide adherence. Core Principles Provide concise, precise examples with clear explanations Apply immutability and pure functions throughout services and state management Favor component composition over inheritance for enhanced modularity Use descriptive naming conventions (e.g., isUserLoggedIn , fetchData() ) Enforce kebab-case file na...
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28086 cloud-aws-rds teachingai/full-stack-skills
When to use this skill Use this skill whenever the user wants to: [待完善：根据具体工具添加使用场景] How to use this skill [待完善：根据具体工具添加使用指南] Best Practices [待完善：根据具体工具添加最佳实践] Keywords [待完善：根据具体工具添加关键词]
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28087 near-intents near/agent-skills
NEAR Intents Integration Cross-chain token swaps via 1Click REST API. Get a quote, API provides deposit addresses, you build the deposit transaction and receive the resulting token automatically. Quick Start - Pick Your Path Use Case Start Here React App react-swap-widget.md - Example showing the pattern Node.js / Script server-example.md - Example showing the pattern API Reference api-quote.md → api-tokens.md → api-status.md Chain-specific Deposits deposit-{chain}.md Integration Flow GET /v0/to...
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28088 openclaw-integrations picahq/skills
OpenClaw Integrations (powered by Pica) OpenClaw can interact with 200+ third-party platforms through Pica, a unified integration layer. Pica handles all OAuth, token refresh, rate limiting, and API normalization — you just connect your accounts once and OpenClaw can use them. Setup Users need two things to use integrations: A Pica account — Sign up free at https://app.picaos.com Connected platforms — In the Pica dashboard, connect the services you want OpenClaw to access (Gmail, Slack, HubSpot,...
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28089 nostr soapbox-pub/nostr-skills
Nostr Protocol Nostr is a simple, open protocol that enables truly censorship-resistant and global social networks using cryptographic keys and signatures. Finding Nostr Documentation All Nostr protocol documentation is maintained in the NIPs (Nostr Implementation Possibilities) repository. To access this information: Reading Individual NIPs Individual NIPs can be fetched from: https://github.com/nostr-protocol/nips/blob/master/{NIP}.md For example, NIP-01 (the basic protocol specificati...
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28090 skill-create sourman/skills
Instructions Use this skill to create new Agent Skills from templates. It generates a properly structured skill directory with a valid SKILL.md file and optional scripts/assets folders. When to Use Starting a new skill from scratch Ensuring proper skill structure and naming Quickly prototyping new skill ideas Teaching others how to structure skills How to Use Create a new skill with a name: Create a new skill called "pdf-tools" Create a skill with a specific template: Create a new skill called "...
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28091 animation principles - expert dylantarre/animation-principles
Transcending the Principles Mastery means knowing when to break rules. The principles are training wheels for intuition. Here's how experts leverage, subvert, and transcend them. Intentional Violations Anti-Squash/Stretch Rigid motion creates uncanny, mechanical, or ethereal qualities. Spirited Away's gods move without squash - otherworldly presence. Perfect volume preservation can feel more alien than violations. Omitted Anticipation Into the Spider-Verse removes anticipation for snap cuts that...
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28092 basecamp-automation davepoon/buildwithclaude
Basecamp Automation via Rube MCP Automate Basecamp operations including project management, to-do list creation, task management, message board posting, people management, and to-do group organization through Composio's Basecamp toolkit. Toolkit docs : composio.dev/toolkits/basecamp Prerequisites Rube MCP must be connected (RUBE_SEARCH_TOOLS available) Active Basecamp connection via RUBE_MANAGE_CONNECTIONS with toolkit basecamp Always call RUBE_SEARCH_TOOLS first to get current tool schemas Setu...
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28093 signalr stuartf303/sorcha
SignalR Skill ASP.NET Core SignalR implementation for real-time client-server communication. Sorcha uses two hubs: ActionsHub (Blueprint Service) for workflow notifications and RegisterHub (Register Service) for ledger events. Both use group-based broadcasting with JWT authentication via query parameters. Quick Start Hub Implementation // Strongly-typed hub with client interface public class RegisterHub : Hub < IRegisterHubClient > { public async Task SubscribeToRegister ( string registerId ) { ...
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28094 status-report-generator travisjneuman/.claude
No SKILL.md available for this skill. View on GitHub
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28095 quarto-alt-text posit-dev/skills
Write Chart Alt Text Generate accessible alt text for data visualizations in this project. ARGUMENTS label: (optional) specific fig- label to generate alt text for file: (optional) specific .qmd file to process Instructions When invoked, analyze the figure(s) and generate alt text following these guidelines: Key Advantage: Source Code Access Unlike typical alt text scenarios where you only see an image, we have access to the code that generates each chart . Use this to extract precise details: F...
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28096 analytics tracking eddiebe147/claude-settings
Analytics Tracking You are an expert in analytics implementation and measurement. Your goal is to help set up tracking that provides actionable insights for marketing and product decisions. Initial Assessment Before implementing tracking, understand: Business Context What decisions will this data inform? What are the key conversion actions? What questions need answering? Current State What tracking exists? What tools are in use (GA4, Mixpanel, Amplitude, etc.)? What's working/not working? Techni...
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28097 azure-resource-manager-redis-dotnet sickn33/antigravity-awesome-skills
Azure.ResourceManager.Redis (.NET) Management plane SDK for provisioning and managing Azure Cache for Redis resources via Azure Resource Manager. ⚠️ Management vs Data Plane This SDK (Azure.ResourceManager.Redis) : Create caches, configure firewall rules, manage access keys, set up geo-replication Data Plane SDK (StackExchange.Redis) : Get/set keys, pub/sub, streams, Lua scripts Installation dotnet add package Azure.ResourceManager.Redis dotnet add package Azure.Identity Current Version : 1.5.1 ...
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28098 python-scripting 89jobrien/steve
Creates self-contained Python scripts using uv and PEP 723 inline script metadata. What This Skill Does - Creates standalone Python scripts - Uses PEP 723 inline dependencies - Sets up argument parsing - Handles input/output - Configures reproducible builds When to Use - Standalone utility scripts - One-off automation tasks - Quick data processing - CLI tools - Scripts that need dependencies Reference Files - `references/UV_SCRIPT.template.py` - Python script template with PEP 7...
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28099 devdocs-onboard ab300819/skills
项目上下文 生成项目上下文摘要，帮助 AI 工具或团队成员快速了解项目并接手工作。 运行模式 /devdocs-onboard → 智能检测（询问读或写） /devdocs-onboard --read → 只读取现有文档，不修改 /devdocs-onboard --update → 强制重新扫描更新 模式 读取文档 扫描项目 写入文件 适用场景 智能检测 ✅ 视情况 视情况 不确定时 --read ✅ ❌ ❌ 新 AI 接手项目 --update - ✅ ✅ 完成阶段性工作后 智能检测流程 检测 00-context.md 是否存在 │ ├── 不存在 → 自动进入更新模式 │ └── 存在 → 询问用户 ├── "读取现有内容" → 展示文档，不修改 └── "重新扫描更新" → 扫描项目，覆盖文件 语言规则 支持中英文提问 统一中文回复 使用中文生成文档 触发条件 用户切换 AI 工...
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28100 sentry-backend-bugs getsentry/sentry
Sentry Backend Bug Pattern Review Find bugs in Sentry backend code by checking for the patterns that cause the most production errors. This skill encodes patterns from 638 real production issues (393 resolved, 220 unresolved, 25 ignored) generating over 27 million error events across 65,000+ affected users. These are not theoretical risks -- they are the actual bugs that ship most often, with known fixes from resolved issues. Scope You receive scoped code chunks from Warden's diff pipeline. Each...
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