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Agent Skills 排行榜 · 关键词 + 语义搜索
| # | Skill | 仓库 | 描述 | 安装量 |
|---|---|---|---|---|
| 13051 | home assistant integration knowledge | home-assistant/core |
File Locations Integration code : ./homeassistant/components/<integration_domain>/ Integration tests : ./tests/components/<integration_domain>/ Integration Templates Standard Integration Structure homeassistant/components/my_integration/ ├── __init__.py Entry point with async_setup_entry ├── manifest.json Integration metadata and dependencies ├── const.py Domain and constants ├── config_flow.py UI configuration flow ├── coordinator.py Data update coordin...
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| 13052 | github-workflow | mindrally/skills |
GitHub Workflow Best Practices You are an expert in GitHub workflows, including pull requests, code reviews, GitHub Actions, issue management, and repository best practices. Core Principles Use pull requests for all code changes to enable review and discussion Automate workflows with GitHub Actions for CI/CD Maintain clear issue tracking and project management Follow security best practices for repository access and secrets Document repositories thoroughly with README and contributing guidelin...
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| 13053 | codebase-cleanup-tech-debt | sickn33/antigravity-awesome-skills |
Technical Debt Analysis and Remediation You are a technical debt expert specializing in identifying, quantifying, and prioritizing technical debt in software projects. Analyze the codebase to uncover debt, assess its impact, and create actionable remediation plans. Use this skill when Working on technical debt analysis and remediation tasks or workflows Needing guidance, best practices, or checklists for technical debt analysis and remediation Do not use this skill when The task is unrelated to ...
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| 13054 | llama-cpp | davila7/claude-code-templates |
llama.cpp Pure C/C++ LLM inference with minimal dependencies, optimized for CPUs and non-NVIDIA hardware. When to use llama.cpp Use llama.cpp when: Running on CPU-only machines Deploying on Apple Silicon (M1/M2/M3/M4) Using AMD or Intel GPUs (no CUDA) Edge deployment (Raspberry Pi, embedded systems) Need simple deployment without Docker/Python Use TensorRT-LLM instead when: Have NVIDIA GPUs (A100/H100) Need maximum throughput (100K+ tok/s) Running in datacenter with CUDA Use vLLM instead ...
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| 13055 | wecom-notify | xueheng-li/openclaw-wechat |
WeCom Notify Send text, image, or file messages to WeCom (企业微信) using scripts/send_wecom.py . Usage Text message python3 scripts/send_wecom.py "消息内容" python3 scripts/send_wecom.py "消息内容" --to LiXueHeng Image message python3 scripts/send_wecom.py --image /path/to/photo.png python3 scripts/send_wecom.py --image /path/to/chart.jpg --to @all File message python3 scripts/send_wecom.py --file /path/to/report.pdf python3 scripts/send_wecom.py --file /path/to/data.xlsx --to LiXueHeng Default recipien...
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| 13056 | recall-reasoning | parcadei/continuous-claude-v3 |
Recall Past Work Search through previous sessions to find relevant decisions, approaches that worked, and approaches that failed. Queries two sources: Artifact Index - Handoffs, plans, ledgers with post-mortems (what worked/failed) Reasoning Files - Build attempts, test failures, commit context When to Use Starting work similar to past sessions "What did we do last time with X?" Looking for patterns that worked before Investigating why something was done a certain way Debugging an issue encoun...
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459 |
| 13057 | scikit-learn-best-practices | mindrally/skills |
Scikit-learn Best Practices Expert guidelines for scikit-learn development, focusing on machine learning workflows, model development, evaluation, and best practices. Code Style and Structure Write concise, technical responses with accurate Python examples Prioritize reproducibility in machine learning workflows Use functional programming for data pipelines Use object-oriented programming for custom estimators Prefer vectorized operations over explicit loops Follow PEP 8 style guidelines Machi...
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| 13058 | git:create-pr | neolabhq/context-engineering-kit |
How to Create a Pull Request Using GitHub CLI This guide explains how to create pull requests using GitHub CLI in our project. Important : All PR titles and descriptions should be written in English. Prerequisites Check if gh is installed, if not follow this instruction to install it: Install GitHub CLI if you haven't already: macOS brew install gh Windows winget install --id GitHub.cli Linux Follow instructions at https://github.com/cli/cli/blob/trunk/docs/install_linux.md Authenticate with...
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| 13059 | customaize-agent:agent-evaluation | neolabhq/context-engineering-kit |
Evaluation Methods for Claude Code Agents Evaluation of agent systems requires different approaches than traditional software or even standard language model applications. Agents make dynamic decisions, are non-deterministic between runs, and often lack single correct answers. Effective evaluation must account for these characteristics while providing actionable feedback. A robust evaluation framework enables continuous improvement, catches regressions, and validates that context engineering cho...
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| 13060 | sadd:do-in-steps | neolabhq/context-engineering-kit |
do-in-steps CRITICAL: You are the orchestrator - you MUST NOT perform the subtasks yourself. Your role is to: Analyze and decompose the task Select optimal models and agents for each subtask Dispatch sub-agents with proper prompts Dispatch judge to verify step completion Iterate if judge fails the step (max 2 retries) Collect outputs and pass context forward Report final results RED FLAGS - Never Do These NEVER: Read implementation files to understand code details (let sub-agents do this) Write ...
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| 13061 | photos-camera-media | dpearson2699/swift-ios-skills |
Photos, Camera & Media Modern patterns for photo picking, camera capture, image loading, and media permissions targeting iOS 26+ with Swift 6.2. Patterns are backward-compatible to iOS 16 unless noted. See references/photospicker-patterns.md for complete picker recipes and references/camera-capture.md for AVCaptureSession patterns. Contents PhotosPicker (SwiftUI, iOS 16+) Privacy and Permissions Camera Capture Basics Image Loading and Display Common Mistakes Review Checklist References PhotosPic...
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| 13062 | add-assets | opusgamelabs/game-creator |
Add Assets Replace basic geometric shapes (circles, rectangles) with pixel art sprites for all game entities. Every character, enemy, item, and projectile gets a recognizable visual identity — all generated as code, no external image files needed. Instructions Analyze the game at $ARGUMENTS (or the current directory if no path given). First, load the game-assets skill to get the full pixel art system, archetypes, and integration patterns. Step 1: Audit Read package.json to identify the engine (P...
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| 13063 | cosmosdb-best-practices | azurecosmosdb/cosmosdb-agent-kit |
Azure Cosmos DB Best Practices Comprehensive performance optimization guide for Azure Cosmos DB applications, containing 45+ rules across 8 categories, prioritized by impact to guide automated refactoring and code generation. When to Apply Reference these guidelines when: Designing data models for Cosmos DB Choosing partition keys Writing or optimizing queries Implementing SDK patterns Reviewing code for performance issues Configuring throughput and scaling Building globally distributed appl...
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| 13064 | dsql | awslabs/mcp |
Amazon Aurora DSQL Skill Aurora DSQL is a serverless, PostgreSQL-compatible distributed SQL database with specific constraints. This skill provides direct database interaction via MCP tools, schema management, migration support, and multi-tenant patterns. Key capabilities: Direct query execution via MCP tools Schema management with DSQL constraints Migration support and safe schema evolution Multi-tenant isolation patterns IAM-based authentication Reference Files Load these files as needed f...
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| 13065 | slack-gif-creator | sickn33/antigravity-awesome-skills |
Slack GIF Creator A toolkit providing utilities and knowledge for creating animated GIFs optimized for Slack. Slack Requirements Dimensions: Emoji GIFs: 128x128 (recommended) Message GIFs: 480x480 Parameters: FPS: 10-30 (lower is smaller file size) Colors: 48-128 (fewer = smaller file size) Duration: Keep under 3 seconds for emoji GIFs Core Workflow from core . gif_builder import GIFBuilder from PIL import Image , ImageDraw 1. Create builder builder = GIFBuilder ( width = 128 , height = 128 , f...
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| 13066 | backend-dev-guidelines | davila7/claude-code-templates |
Backend Development Guidelines (Node.js · Express · TypeScript · Microservices) You are a senior backend engineer operating production-grade services under strict architectural and reliability constraints. Your goal is to build predictable, observable, and maintainable backend systems using: Layered architecture Explicit error boundaries Strong typing and validation Centralized configuration First-class observability This skill defines how backend code must be written , not merely suggestions. 1...
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| 13067 | llamaindex | davila7/claude-code-templates |
LlamaIndex - Data Framework for LLM Applications The leading framework for connecting LLMs with your data. When to use LlamaIndex Use LlamaIndex when: Building RAG (retrieval-augmented generation) applications Need document question-answering over private data Ingesting data from multiple sources (300+ connectors) Creating knowledge bases for LLMs Building chatbots with enterprise data Need structured data extraction from documents Metrics: 45,100+ GitHub stars 23,000+ repositories use Lla...
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| 13068 | typescript-expert | davila7/claude-code-templates |
TypeScript Expert You are an advanced TypeScript expert with deep, practical knowledge of type-level programming, performance optimization, and real-world problem solving based on current best practices. When invoked: If the issue requires ultra-specific expertise, recommend switching and stop: Deep webpack/vite/rollup bundler internals → typescript-build-expert Complex ESM/CJS migration or circular dependency analysis → typescript-module-expert Type performance profiling or compiler internals →...
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| 13069 | qiaomu-opencli-explorer | joeseesun/opencli-skill |
CLI-EXPLORER — 适配器探索式开发完全指南 本文档教你(或 AI Agent)如何为 OpenCLI 添加一个新网站的命令。 从零到发布,覆盖 API 发现、方案选择、适配器编写、测试验证全流程。 [!TIP] 只想为一个具体页面快速生成一个命令? 看 opencli-oneshot skill (~150 行,4 步搞定)。 本文档适合从零探索一个新站点的完整流程。 [!TIP] 想要全自动生成? 直接运行 opencli generate <url> [--goal <goal>] ,内部会自动走完 explore → synthesize → cascade → verify 全流程。 返回 SkillOutput (success / blocked / needs-human-check)。如果自动生成失败或需要人工介入,再按本文档的手动流程继续。 AI Agent 开发者必读:用浏览器探索 Show more Installs 421 Repository joeseesun/qiaom…i-skills GitHub Stars 979 First Seen ...
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| 13070 | go-functions | cxuu/golang-skills |
Go Function Design When this skill does NOT apply : For functional options constructors ( WithTimeout , WithLogger ), see go-functional-options . For error return conventions, see go-error-handling . For naming functions and methods, see go-naming . Function Grouping and Ordering Organize functions in a file by these rules: Functions sorted in rough call order Functions grouped by receiver Exported functions appear first, after struct / const / var definitions NewXxx / newXxx constructors appear...
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| 13071 | sadd:tree-of-thoughts | neolabhq/context-engineering-kit |
tree-of-thoughts Pattern: Tree of Thoughts (ToT) This command implements a six-phase systematic reasoning pattern with adaptive strategy selection: Phase 1: Exploration (Propose Approaches) ┌─ Agent A → Proposals A1, A2 (with probabilities) ─┐ Task ───┼─ Agent B → Proposals B1, B2 (with probabilities) ─┼─┐ └─ Agent C → Proposals C1, C2 (with probabilities) ─┘ │ │ Phase 2: Pruning (Vote for Best 3) │ ┌─ Judge 1 → Votes + Rationale ─┐ │ ├─ Judge 2 → ...
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| 13072 | add-audio | opusgamelabs/game-creator |
Performance Notes Take your time to do this thoroughly Quality is more important than speed Do not skip validation steps Add Audio Add procedural music and sound effects to an existing game. BGM uses a Web Audio API step sequencer for looping patterns. SFX use the Web Audio API directly for true one-shot playback. No audio files or npm packages needed — everything is synthesized in the browser. Instructions Analyze the game at $ARGUMENTS (or the current directory if no path given). First, load t...
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| 13073 | agent-skill-creator | francyjglisboa/agent-skill-creator |
Agent Creator - Meta-Skill This skill teaches Claude Code how to autonomously create complete agents with Claude Skills. When to Use This Skill Claude should automatically activate this skill when the user: ✅ Asks to create an agent "Create an agent for [objective]" "I need an agent that [description]" "Develop an agent to automate [workflow]" ✅ Asks to automate a workflow "Automate this process: [description]" "Every day I do [repetitive task], automate this" "Turn this workflow into an ...
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| 13074 | no-use-effect | alejandrobailo/no-use-effect |
No useEffect Never call useEffect directly. Use derived state, event handlers, data-fetching libraries, or useMountEffect instead. Quick Reference Lint rule: no-restricted-syntax (configured to ban useEffect ) React docs: You Might Not Need an Effect Origin: https://x.com/alvinsng/status/2033969062834045089 Instead of useEffect for... Use Deriving state from other state/props Inline computation (Rule 1) Fetching data useQuery / data-fetching library (Rule 2) Responding to user actions Event hand...
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| 13075 | jest | mindrally/skills |
Jest Testing Best Practices You are an expert in JavaScript, TypeScript, and Jest testing. Core Principles Test Structure Use descriptive test names that clearly explain expected behavior Organize tests using describe blocks for logical grouping Follow the Arrange-Act-Assert (AAA) pattern in each test Keep tests focused on a single behavior or outcome Setup and Teardown Use beforeEach and afterEach for test isolation Use beforeAll and afterAll for expensive setup that can be shared Clean up an...
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457 |
| 13076 | alphaear-sentiment | rkiding/awesome-finance-skills |
AlphaEar Sentiment Skill Overview This skill provides sentiment analysis capabilities tailored for financial texts, supporting both FinBERT (local model) and LLM-based analysis modes. Capabilities Capabilities 1. Analyze Sentiment (FinBERT / Local) Use scripts/sentiment_tools.py for high-speed, local sentiment analysis using FinBERT. Key Methods: analyze_sentiment(text) : Get sentiment score and label using localized FinBERT model. Returns : {'score': float, 'label': str, 'reason': str} . Score ...
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457 |
| 13077 | story-collaborator | jwynia/agent-skills |
Story Collaborator: Active Writing Partner Skill You are a writing collaborator. You actively contribute to the creative work—generating prose, dialogue, ideas, and alternatives while working alongside the human writer. The Collaboration Mindset You believe: The writer is the primary creative voice; you amplify, don't replace Offering options is better than singular solutions Your contributions should feel like their story, not your story Collaboration means building on their vision, not red...
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| 13078 | bitbucket-workflow | mindrally/skills |
Bitbucket Workflow Best Practices You are an expert in Bitbucket workflows, including pull requests, Bitbucket Pipelines, Jira integration, and Atlassian ecosystem best practices. Core Principles Use pull requests for all code changes with proper review processes Implement CI/CD with Bitbucket Pipelines using bitbucket-pipelines.yml Leverage Jira integration for seamless issue tracking Follow branching models like Gitflow for structured development Maintain security through branch permissions ...
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457 |
| 13079 | browser automation | web-infra-dev/midscene-skills |
Browser Automation Automate web browser interactions for scraping, testing, and workflow automation. Core Capabilities Navigation navigation : goto : url : "https://example.com" wait_until : "networkidle" timeout : 30000 actions : - wait_for_selector : ".content" - scroll_to_bottom : true - wait_for_navigation : true Element Interaction interactions : click : selector : "button.submit" options : click_count : 1 delay : 100 type : selector : "input[name='email']" text : "user@example.com" options...
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| 13080 | modular-code | parcadei/continuous-claude-v3 |
Modular Code Organization Write modular Python code with files sized for maintainability and AI-assisted development. File Size Guidelines Lines Status Action 150-500 Optimal Sweet spot for AI code editors and human comprehension 500-1000 Large Look for natural split points 1000-2000 Too large Refactor into focused modules 2000+ Critical Must split - causes tooling issues and cognitive overload When to Split Split when ANY of these apply: File exceeds 500 lines Multiple unrelated concerns in...
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| 13081 | photo-composition-critic | erichowens/some_claude_skills |
Photo Composition Critic Expert photography critic with deep grounding in graduate-level visual aesthetics, computational aesthetics research, and professional image analysis. When to Use This Skill Use for: Evaluating image composition quality Aesthetic scoring with ML models (NIMA, LAION) Photo critique with actionable feedback Analyzing color harmony and visual balance Comparing multiple crop options Understanding photography theory Do NOT use for: Generating images → use Stability AI d...
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| 13082 | use-developer-controlled-wallets | circlefin/skills |
Overview Developer-controlled wallets let your application create and manage wallets on behalf of end users, with full custody of private keys secured through an encrypted entity secret. Circle handles security, transaction monitoring, and blockchain infrastructure while you retain programmatic control via the Wallets SDK. Prerequisites / Setup Installation npm install @circle-fin/developer-controlled-wallets Environment Variables CIRCLE_API_KEY= Circle API key (format: PREFIX:ID:SECRET) E...
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| 13083 | agent-orchestration | parcadei/continuous-claude-v3 |
Agent Orchestration Comprehensive patterns for building and coordinating AI agents -- from single-agent reasoning loops to multi-agent systems and framework selection. Each category has individual rule files in rules/ loaded on-demand. Quick Reference Category Rules Impact When to Use Agent Loops 2 HIGH ReAct reasoning, plan-and-execute, self-correction Multi-Agent Coordination 3 CRITICAL Supervisor routing, agent debate, result synthesis Alternative Frameworks 3 HIGH CrewAI crews, AutoGen teams...
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| 13084 | project-skill-audit | dimillian/skills |
Project Skill Audit Overview Audit the project's real recurring workflows before recommending skills. Prefer evidence from memory, rollout summaries, existing skill folders, and current repo conventions over generic brainstorming. Recommend updates before new skills when an existing project skill is already close to the needed behavior. Workflow Map the current project surface. Identify the repo root and read the most relevant project guidance first, such as AGENTS.md , README.md , roadmap/ledge...
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| 13085 | d3-viz | chrisvoncsefalvay/claude-d3js-skill |
D3.js Visualisation Overview This skill provides guidance for creating sophisticated, interactive data visualisations using d3.js. D3.js (Data-Driven Documents) excels at binding data to DOM elements and applying data-driven transformations to create custom, publication-quality visualisations with precise control over every visual element. The techniques work across any JavaScript environment, including vanilla JavaScript, React, Vue, Svelte, and other frameworks. When to use d3.js Use d3.js for...
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| 13086 | pocketbase-best-practices | greendesertsnow/pocketbase-skills |
PocketBase Best Practices 42 rules across 8 categories for PocketBase v0.36+, prioritized by impact. When to Apply Designing collections and schema structures Implementing API rules for access control Setting up authentication (password, OAuth2, MFA) Using the PocketBase JavaScript SDK Optimizing queries with filtering, sorting, and expansion Implementing realtime subscriptions Handling file uploads and storage Deploying PocketBase to production Categories by Priority Priority Category Impact ...
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| 13087 | app-store-deployment | aj-geddes/useful-ai-prompts |
App Store Deployment Overview Publish mobile applications to official app stores with proper code signing, versioning, testing, and submission procedures. When to Use Publishing apps to App Store and Google Play Managing app versions and releases Configuring signing certificates and provisioning profiles Automating build and deployment processes Managing app updates and rollouts Instructions 1. iOS Deployment Setup Create development and distribution signing certificates Step 1: Generate Cer...
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| 13088 | git-commits | parcadei/continuous-claude-v3 |
Git Commit Rules When the user asks to commit, push, or save changes to git: MUST Use /commit Skill DO NOT run git commit directly. Instead: Skill("commit") The /commit skill: Removes Claude attribution from commits Generates reasoning.md capturing what was tried Clears build attempts for next feature Why This Matters Regular git commit adds "Generated with Claude Code" and Co-Author lines The /commit skill removes these so commits appear user-authored Reasoning capture preserves build hi...
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| 13089 | websocket-development | mindrally/skills |
WebSocket Development You are an expert in WebSocket development and real-time communication systems. Follow these best practices when building WebSocket-based applications. Core Principles Think through the implementation step-by-step before writing code Follow the user's requirements carefully and to the letter Prioritize security, scalability, and maintainability throughout Leave NO todos, placeholders, or missing pieces in the implementation Connection Management Establishing Connections A...
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| 13090 | sadd:judge-with-debate | neolabhq/context-engineering-kit |
judge-with-debate Pattern: Debate-Based Evaluation This command implements iterative multi-judge debate: Phase 0: Setup mkdir -p .specs/reports │ Phase 1: Independent Analysis ┌─ Judge 1 → {name}.1.md ─┐ Solution ┼─ Judge 2 → {name}.2.md ─┼─┐ └─ Judge 3 → {name}.3.md ─┘ │ │ Phase 2: Debate Round (iterative) │ Each judge reads others' reports │ ↓ │ Argue + Defend + Challenge │ ↓ │ Revise if convinced ─────────────┤ ↓ ...
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| 13091 | add-feature | opusgamelabs/game-creator |
Add Feature Add a new feature to your game. Just describe what you want in plain English — for example, "add a double-jump power-up" or "add a high score leaderboard" — and the feature will be built following your game's existing patterns. Instructions The user wants to add: $ARGUMENTS Step 1: Understand the codebase Read package.json to identify the engine (Three.js or Phaser) Read src/core/Constants.js for existing configuration Read src/core/EventBus.js for existing events Read src/core/GameS...
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454 |
| 13092 | patents-search | yorkeccak/scientific-skills |
Patents Search Search the complete global patent database 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 patent information including claims, descriptions, and technical details Image Links: Includes patent diag...
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454 |
| 13093 | gpt-image-1-5 | intellectronica/agent-skills |
GPT Image 1.5 - Image Generation & Editing Generate new images or edit existing ones using OpenAI's GPT Image 1.5 model. Generation: Uses the Responses API with image_generation tool Editing: Uses the Image API for reliable mask-based inpainting Usage Run the script using absolute path (do NOT cd to skill directory first): Generate new image: uv run ~/.claude/skills/gpt-image-1-5/scripts/generate_image.py --prompt "your image description" --filename "output-name.png" [--quality low|medium|h...
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| 13094 | media-processing | mrgoonie/claudekit-skills |
Media Processing Skill Process video, audio, and images using FFmpeg and ImageMagick command-line tools for conversion, optimization, streaming, and manipulation tasks. When to Use This Skill Use when: Converting media formats (video, audio, images) Encoding video with codecs (H.264, H.265, VP9, AV1) Processing images (resize, crop, effects, watermarks) Extracting audio from video Creating streaming manifests (HLS/DASH) Generating thumbnails and previews Batch processing media files Optimizi...
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| 13095 | compose-ui | new-silvermoon/awesome-android-agent-skills |
No SKILL.md available for this skill. View on GitHub
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| 13096 | hono-typescript | mindrally/skills |
Hono TypeScript Development You are an expert in Hono and TypeScript development with deep knowledge of building ultrafast, edge-first APIs that run on Cloudflare Workers, Deno, Bun, and Node.js. TypeScript General Guidelines Basic Principles Use English for all code and documentation Always declare types for variables and functions (parameters and return values) Avoid using any type - create necessary types instead Use JSDoc to document public classes and methods Write concise, maintainable, ...
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| 13097 | cloudbase-guidelines | tencentcloudbase/skills |
CloudBase Development Guidelines 💡 Recommended: MCP Installation For enhanced CloudBase development experience, we recommend installing CloudBase MCP (Model Context Protocol). CloudBase MCP provides essential tools for CloudBase development, including environment management, function deployment, database operations, and more. While not required, installing MCP will significantly improve your development workflow. MCP Configuration Instructions Most Coding Agents support project-level MCP configu...
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| 13098 | git:worktrees | neolabhq/context-engineering-kit |
Git Worktrees Overview Git worktrees enable checking out multiple branches simultaneously in separate directories, all sharing the same repository. Create a worktree instead of stashing changes or cloning separately. Core principle: One worktree per active branch. Switch contexts by changing directories, not branches. Core Concepts Concept Description Main worktree Original working directory from git clone or git init Linked worktree Additional directories created with git worktree add Shared .g...
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| 13099 | kaizen:analyse-problem | neolabhq/context-engineering-kit |
A3 Problem Analysis Apply A3 problem-solving format for comprehensive, single-page problem documentation and resolution planning. Description Structured one-page analysis format covering: Background, Current Condition, Goal, Root Cause Analysis, Countermeasures, Implementation Plan, and Follow-up. Named after A3 paper size; emphasizes concise, complete documentation. Usage /analyse-problem [problem_description] Variables PROBLEM: Issue to analyze (default: prompt for input) OUTPUT_FORMAT: markdo...
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| 13100 | referral-program | sickn33/antigravity-awesome-skills |
Referral & Affiliate Programs You are an expert in viral growth and referral marketing. Your goal is to help design and optimize programs that turn customers into growth engines. Before Starting Check for product marketing context first: If .agents/product-marketing-context.md exists (or .claude/product-marketing-context.md in older setups), read it before asking questions. Use that context and only ask for information not already covered or specific to this task. Gather this context (ask if not...
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