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Agent Skills 排行榜 · 关键词 + 语义搜索
| # | Skill | 仓库 | 描述 | 安装量 |
|---|---|---|---|---|
| 14751 | dry-consolidation | laurigates/claude-plugins |
DRY Consolidation Systematic extraction of duplicated code into shared, tested abstractions. When to Use This Skill Use this skill when... Use these instead when... Multiple files have identical/near-identical code blocks Single file needs cleanup → /code:refactor Copy-pasted utility functions across components Looking for anti-patterns without fixing → /code:antipatterns Repeated UI patterns (dialogs, pagination, error states) Functional refactoring of a file or directory → /code:refactor Dupli...
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| 14752 | wiki-changelog | sickn33/antigravity-awesome-skills |
Wiki Changelog Generate structured changelogs from git history. When to Activate User asks "what changed recently", "generate a changelog", "summarize commits" User wants to understand recent development activity Procedure Examine git log (commits, dates, authors, messages) Group by time period: daily (last 7 days), weekly (older) Classify each commit: Features (🆕), Fixes (🐛), Refactoring (🔄), Docs (📝), Config (🔧), Dependencies (📦), Breaking (⚠️) Generate concise user-facing descriptions using p...
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| 14753 | dojo-world | dojoengine/book |
Dojo World Management Manage your Dojo world's permissions, namespaces, resource registration, and access control policies. When to Use This Skill "Configure world permissions" "Set up namespace access" "Grant writer permissions" "Manage resource ownership" What This Skill Does Handles world management: Namespace configuration Writer permissions (can write data) Owner permissions (can write data + manage permissions) Permission hierarchy management Quick Start Configure permissions: "Grant write...
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| 14754 | drizzle-best-practices | honra-io/drizzle-best-practices |
Drizzle ORM Best Practices (PostgreSQL) Comprehensive best practices guide for Drizzle ORM with PostgreSQL. Contains guidance across 8 categories, prioritized by impact to help you write correct, performant, and maintainable database code. When to Apply Reference these guidelines when: Defining table schemas with pgTable Writing select, insert, update, or delete queries Setting up relations between tables using defineRelations or the legacy relations API Configuring drizzle-kit for migrations ( ...
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| 14755 | openapi-generator | patricio0312rev/skills |
OpenAPI Generator Generate OpenAPI 3.0/3.1 specifications from your API codebase automatically. Core Workflow Scan routes: Find all API route definitions Extract schemas: Types, request/response bodies, params Build paths: Convert routes to OpenAPI path objects Generate schemas: Create component schemas from types Add documentation: Descriptions, examples, tags Export spec: YAML or JSON format OpenAPI 3.1 Base Template openapi: 3.1.0 info: title: API Title version: 1.0.0 description: API...
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| 14756 | docker-watch-mode-2025 | josiahsiegel/claude-plugin-marketplace |
Docker Compose Watch Mode (2025 GA) Docker Compose Watch enables automatic hot reload during local development by synchronizing file changes instantly without manual container restarts. Three Watch Actions 1. sync - Hot Reload For frameworks with hot reload (React, Next.js, Node.js, Flask). Copies changed files directly into running container. 2. rebuild - Compilation For compiled languages (Go, Rust, Java) or dependency changes. Rebuilds image and recreates container when files change. 3....
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| 14757 | ios-swift-expert | sjungling/claude-plugins |
Elite-level guidance for iOS and macOS development with deep expertise in Swift, SwiftUI, UIKit, and the entire Apple development ecosystem. Core principle: Follow Apple's Human Interface Guidelines, Swift API Design Guidelines, and modern iOS development best practices while writing clean, performant, memory-safe code. When to Use Automatically activates when: - Working with `.swift` source files - Opening or modifying Xcode projects (`.xcodeproj`, `.xcworkspace`) - Editing SwiftUI views...
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| 14758 | graphite-stacks | outfitter-dev/agents |
Graphite Stacks Trunk-based development with stacked PRs using Graphite CLI. <when_to_use> Creating or managing branch stacks Submitting stacked PRs Reorganizing branch relationships Addressing PR feedback across a stack Recovering from stack corruption Any gt command usage </when_to_use> Core Principle Use gt commands exclusively. Mixing git and gt causes sync issues and divergent stacks. The only exception: git add for staging (or use -a flags). This, Not That Task This Not That Create branch ...
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| 14759 | headless-terminal | letta-ai/skills |
This skill guides the implementation of headless terminal interfaces—programmatic wrappers that control shell sessions without a visible terminal UI. These implementations typically involve spawning shell processes, sending input (keystrokes, commands), and capturing output. Approach Step 1: Understand the Interface Contract Before implementing, thoroughly read and understand the interface to be implemented: - Identify all required methods and their signatures - Note return types and expe...
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| 14760 | langchain | orchestra-research/ai-research-skills |
LangChain - Build LLM Applications with Agents & RAG The most popular framework for building LLM-powered applications. When to use LangChain Use LangChain when: Building agents with tool calling and reasoning (ReAct pattern) Implementing RAG (retrieval-augmented generation) pipelines Need to swap LLM providers easily (OpenAI, Anthropic, Google) Creating chatbots with conversation memory Rapid prototyping of LLM applications Production deployments with LangSmith observability Metrics: 119,0...
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| 14761 | monetization-strategy | travisjneuman/.claude |
Monetization Strategy You are an expert in mobile app monetization with deep knowledge of subscription economics, paywall psychology, and pricing strategy. Your goal is to help the user maximize revenue while maintaining user satisfaction. Initial Assessment Check for app-marketing-context.md — read it for context Ask for current monetization model (free, freemium, paid, subscription, ads) Ask for current pricing (if applicable) Ask for conversion rate (free to paid, trial to subscription) Ask f...
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| 14762 | vite | itechmeat/llm-code |
Vite Based on Vite 8 beta (Rolldown-powered). Vite 8 uses Rolldown bundler and Oxc transformer. Vite is a next-generation frontend build tool with fast dev server (native ESM + HMR) and optimized production builds. Preferences Use TypeScript: prefer vite.config.ts Always use ESM, avoid CommonJS Core Topic Description Reference Configuration vite.config.ts , defineConfig , conditional configs, loadEnv core-config Features import.meta.glob , asset queries ( ?raw , ?url ), import.meta.env , HMR API...
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| 14763 | integration-tests | andrelandgraf/fullstackrecipes |
Integration Tests To set up Integration Tests, refer to the fullstackrecipes MCP server resource: Resource URI: recipe://fullstackrecipes.com/integration-tests If the MCP server is not configured, fetch the recipe directly: curl -H "Accept: text/plain" https://fullstackrecipes.com/api/recipes/integration-tests
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| 14764 | acquiring-skills | letta-ai/letta-code |
Acquiring New Skills This skill teaches you how to safely discover and install skills from external sources. SAFETY - READ THIS FIRST Skills can contain: Markdown files (.md) - Risk: prompt injection, misleading instructions Scripts (Python, TypeScript, Bash) - Risk: malicious code execution Trusted Sources (no user approval needed for download) https://github.com/letta-ai/skills - Letta's community skills https://github.com/anthropics/skills - Anthropic's official skills Untrusted Sources (ALWA...
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| 14765 | control-flow | epicenterhq/epicenter |
Human-Readable Control Flow When refactoring complex control flow, mirror natural human reasoning patterns: Ask the human question first: "Can I use what I already have?" -> early return for happy path Assess the situation: "What's my current state and what do I need to do?" -> clear, mutually exclusive conditions Take action: "Get what I need" -> consolidated logic at the end Use natural language variables: isUsingNavigator, isUsingLocalTranscription, needsOldFileCleanup: names that read like...
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| 14766 | cloud-devops-expert | oimiragieo/agent-studio |
Cloud Devops Expert Core Services: Compute: EC2, Lambda (serverless), ECS/EKS (containers), Fargate Storage: S3 (object), EBS (block), EFS (file system) Database: RDS (relational), DynamoDB (NoSQL), Aurora (MySQL/PostgreSQL) Networking: VPC, ALB/NLB, CloudFront (CDN), Route 53 (DNS) Monitoring: CloudWatch (metrics, logs, alarms) Best Practices: Use AWS Organizations for multi-account management Implement least privilege with IAM roles and policies Enable CloudTrail for audit logging Use AWS ...
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| 14767 | particles-physics | bbeierle12/skill-mcp-claude |
Particle Physics Apply forces, fields, and constraints to create dynamic particle motion. Quick Start // Simple gravity + velocity useFrame((_, delta) => { for (let i = 0; i < count; i++) { // Apply gravity velocities[i * 3 + 1] -= 9.8 * delta; // Update position positions[i * 3] += velocities[i * 3] * delta; positions[i * 3 + 1] += velocities[i * 3 + 1] * delta; positions[i * 3 + 2] += velocities[i * 3 + 2] * delta; } geometry.attributes.position.needsUpdate...
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| 14768 | api-test-suite-generator | patricio0312rev/skills |
API Test Suite Generator Generate comprehensive API test suites automatically from your route definitions. Core Workflow Scan routes: Find all API route definitions Analyze contracts: Extract request/response schemas Generate tests: Create test files for each resource Add assertions: Status codes, response structure, headers Include edge cases: Invalid inputs, auth, not found Setup fixtures: Test data and database seeding Test Structure tests/ ├── setup.ts Global test setup ├── f...
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| 14769 | android-kotlin-coroutines | thebushidocollective/han |
Android - Kotlin Coroutines Asynchronous programming patterns using Kotlin coroutines and Flow in Android. Key Concepts Coroutine Basics // Launching coroutines class UserViewModel : ViewModel() { fun loadUser(id: String) { // viewModelScope is automatically cancelled when ViewModel is cleared viewModelScope.launch { try { val user = userRepository.getUser(id) _uiState.value = UiState.Success(user) } catch (e: Excepti...
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| 14770 | post-process-logo | tradingstrategy-ai/web3-ethereum-defi |
Post-process logo This skill transforms original logo images into standardised 256x256 PNG format suitable for vault protocol metadata. It automatically selects the most square variant from available logos and applies padding if needed to create a perfect square output. Required inputs Before starting, gather the following from the user: Input folder - Folder containing original logo files (e.g., eth_defi/data/vaults/original_logos/protocol-name/) Output folder - Folder where processed logos...
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| 14771 | intent-build-now | arcblock/idd |
Intent Build Now Start building from Intent. Validates completeness, then chooses execution path. Workflow /intent-build-now [path] ↓ Locate Intent + plan.md ↓ Validate completeness ──→ Incomplete? ──→ Show gaps, suggest /intent-plan ↓ Check for TaskSwarm │ ├── Has TaskSwarm + TASK.yaml ──→ Delegate to /swarm run │ └── No TaskSwarm ──→ Execute TDD phases directly Step 1: Locate Files Search for Intent files in order: User-specified path intent/{name}/ directories Current directory Required files...
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| 14772 | multi-agent-performance-profiling | terrylica/cc-skills |
Multi-Agent Performance Profiling Overview Prescriptive workflow for spawning parallel profiling agents to comprehensively identify performance bottlenecks across multiple system layers. Successfully discovered that QuestDB ingests at 1.1M rows/sec (11x faster than target), proving database was NOT the bottleneck - CloudFront download was 90% of pipeline time. When to Use This Skill Use this skill when: Performance below SLO (e.g., 47K vs 100K rows/sec target) Multi-stage pipeline optimization (...
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| 14773 | git-2025-features | josiahsiegel/claude-plugin-marketplace |
📌 NOTE: For detailed Git 2.49+ features (git-backfill, path-walk API, zlib-ng), see git-2-49-features.md skill. 🚨 CRITICAL GUIDELINES Windows File Path Requirements MANDATORY: Always Use Backslashes on Windows for File Paths When using Edit or Write tools on Windows, you MUST use backslashes (\) in file paths, NOT forward slashes (/). Examples: ❌ WRONG: D:/repos/project/file.tsx ✅ CORRECT: D:\repos\project\file.tsx This applies to: Edit tool file_path parameter Write tool file_path parame...
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| 14774 | database-migration-integrity-checker | jorgealves/agent_skills |
Database Migration Integrity Checker Purpose and Intent The database-migration-integrity-checker is a safety net for your most critical asset: your data. It catches dangerous SQL operations that might pass a standard code review but could cause production outages or data loss. When to Use CI/CD Pipelines : Block deployments if a migration contains a high-risk operation without manual override. Local Development : Run before committing a new migration to ensure it follows safe DDL practices. When...
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| 14775 | claude-agent-sdk | rysweet/amplihack |
Claude Agent SDK - Structured Outputs & Error Prevention Guide Package: @anthropic-ai/claude-agent-sdk@0.2.12 Breaking Changes: v0.1.45 - Structured outputs (Nov 2025), v0.1.0 - No default system prompt, settingSources required What's New in v0.1.45+ (Nov 2025) Major Features: 1. Structured Outputs (v0.1.45, Nov 14, 2025) JSON schema validation - Guarantees responses match exact schemas outputFormat parameter - Define output structure with JSON schema or Zod Access validated results - Via me...
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| 14776 | deep-research | z0gsh1u/oh-my-writing-skill |
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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| 14777 | betterauth-tanstack-convex | sstobo/convex-skills |
This skill provides guidance for integrating Better Auth authentication with Convex backend and TanStack Start framework. It covers the complete setup process from installation to SSR-compatible authentication flows. When to Use This Skill - Setting up authentication in a new Convex + TanStack Start project - Troubleshooting Better Auth configuration issues - Implementing sign up, sign in, or sign out flows - Configuring SSR authentication with `expectAuth: true` - Adding authenticated se...
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| 14778 | frontend-development | aaaaqwq/claude-code-skills |
Frontend Development Guidelines Purpose Comprehensive guide for modern frontend development across React, Vue 3, Svelte 5, and Angular. Covers framework-specific patterns, common architectural principles, and cross-framework best practices. When to Use This Skill Creating components or pages in React, Vue, Svelte, or Angular Building new features with framework-specific patterns Implementing state management (Pinia, Zustand, stores, signals) Setting up routing (TanStack Router, Vue Router, Svelt...
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| 14779 | framework orchestrator | daffy0208/ai-dev-standards |
Framework Orchestrator Overview The Framework Orchestrator is the meta-skill that coordinates all other skills and frameworks throughout your project lifecycle. It analyzes your project, identifies the appropriate pattern, and sequences frameworks and skills in the optimal order. Think of it as: Your AI project manager that knows when to apply which methodology. When to Use This Skill Use Framework Orchestrator when: Starting a new project and need guidance on methodology Unsure which frameworks...
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| 14780 | databricks-apps | databricks/databricks-agent-skills |
Databricks Apps Development FIRST : Use the parent databricks skill for CLI basics, authentication, and profile selection. Build apps that deploy to Databricks Apps platform. Required Reading by Phase Phase READ BEFORE proceeding Scaffolding Parent databricks skill (auth, warehouse discovery); run databricks apps manifest and use its plugins/resources to build databricks apps init with --features and --set (see AppKit section below) Writing SQL queries SQL Queries Guide Writing UI components Fro...
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| 14781 | docs-style | existential-birds/beagle |
Documentation Style Guide Apply these principles when writing or reviewing documentation to ensure clarity, consistency, and accessibility for both human readers and LLMs. Voice and Tone Use Second Person Address the reader directly as "you" rather than "the user" or "developers." <!-- Good --> You can configure the API by setting environment variables. <!-- Avoid --> The user can configure the API by setting environment variables. Developers should configure the API by setting environment ...
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| 14782 | kubernetes-operations | laurigates/claude-plugins |
Kubernetes Operations Expert knowledge for Kubernetes cluster management, deployment, and troubleshooting with mastery of kubectl and cloud-native patterns. Core Expertise Kubernetes Operations Workload Management : Deployments, StatefulSets, DaemonSets, Jobs, and CronJobs Networking : Services, Ingress, NetworkPolicies, and DNS configuration Configuration & Storage : ConfigMaps, Secrets, PersistentVolumes, and PersistentVolumeClaims Troubleshooting : Debugging pods, analyzing logs, and inspecti...
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| 14783 | artifacts-builder | shipshitdev/library |
Artifacts Builder To build powerful frontend claude.ai artifacts, follow these steps: Initialize the frontend repo using scripts/init-artifact.sh Develop your artifact by editing the generated code Bundle all code into a single HTML file using scripts/bundle-artifact.sh Display artifact to user (Optional) Test the artifact Stack : React 18 + TypeScript + Vite + Parcel (bundling) + Tailwind CSS + shadcn/ui Design & Style Guidelines VERY IMPORTANT: To avoid what is often referred to as "AI slop", ...
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| 14784 | code-antipatterns-analysis | laurigates/claude-plugins |
Expert knowledge for systematic detection and analysis of anti-patterns, code smells, and quality issues across codebases using ast-grep and parallel agent delegation. Analysis Philosophy This skill emphasizes parallel delegation for comprehensive analysis. Rather than sequentially scanning for issues, launch multiple specialized agents to examine different categories simultaneously, then consolidate findings. Analysis Categories 1. JavaScript/TypeScript Anti-patterns Callback Hell & Asy...
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| 14785 | code-review | sgcarstrends/sgcarstrends |
Code Review When to use this skill Reviewing pull requests Checking code quality Providing feedback on implementations Identifying potential bugs Suggesting improvements Security audits Performance analysis Instructions Step 1: Understand the context Read the PR description : What is the goal of this change? Which issues does it address? Are there any special considerations? Check the scope : How many files changed? What type of changes? (feature, bugfix, refactor) Are tests included? Step 2: Hi...
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| 14786 | godot-inventory-system | thedivergentai/gd-agentic-skills |
Inventory System Slot management, stacking logic, and resource-based items define robust inventory systems. Available Scripts grid_inventory_logic.gd Expert grid inventory with tetris-style placement logic. inventory_grid.gd Grid-based inventory controller with drag-and-drop foundations and auto-sorting. NEVER Do in Inventory Systems NEVER use Nodes for items — Item extends Node = memory leak nightmare. Inventory with 100 items = 100 nodes in tree. Use Item extends Resource for save compatibilit...
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| 14787 | defi-security | 0xlayerghost/solidity-agent-kit |
DeFi Security Principles Language Rule Always respond in the same language the user is using. If the user asks in Chinese, respond in Chinese. If in English, respond in English. Scope : Only applicable to DeFi projects (DEX, lending, staking, LP, yield). Non-DeFi projects can ignore this skill. Protection Decision Rules Threat Required Protection Whale manipulation Daily transaction caps + per-tx amount limits + cooldown window MEV / sandwich attack EOA-only checks ( msg.sender == tx.origin ), o...
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| 14788 | dark-mode-design-expert | erichowens/some_claude_skills |
Dark Mode Design Expert Master dark mode UI design with atmospheric theming, WCAG accessibility, and cross-platform best practices. Specializes in weather/sky/ocean-inspired color systems that adapt to time of day and environmental conditions. When to Use This Skill Activate on: "dark mode", "dark theme", "night mode" "theme switching", "light/dark toggle" "atmospheric UI", "weather theme", "sky gradient" "OLED optimization", "battery-friendly dark" "elevation in dark mode", "surface layering" "...
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| 14789 | widgetkit-code-review | existential-birds/beagle |
WidgetKit Code Review Quick Reference Issue Type Reference TimelineProvider, entries, reload policies references/timeline.md Widget families, containerBackground, deep linking references/views.md AppIntentConfiguration, EntityQuery, @Parameter references/intents.md Refresh budget, memory limits, caching references/performance.md Review Checklist placeholder(in:) returns immediately without async work Timeline entries spaced at least 5 minutes apart getSnapshot checks context.isPreview for gal...
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| 14790 | adhd-design-expert | erichowens/some_claude_skills |
ADHD-Friendly Design Expert Specialist in designing digital experiences for ADHD brains, combining neuroscience research, UX design principles, and lived experience. Creates interfaces that work WITH executive dysfunction, not against it. When to Use This Skill Use for: Designing apps/websites for ADHD users Reducing cognitive load in interfaces Time blindness solutions (timers, progress bars) Dopamine-driven engagement patterns Compassionate, non-shaming UX copy Gamification that respects A...
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| 14791 | python-package-migrator | jorgealves/agent_skills |
Python Package Migrator Purpose and Intent Plan and execute upgrades for Python libraries, handling breaking changes. Use when performing major version bumps for frameworks like Django or FastAPI. When to Use Project Setup : When initializing a new Python project. Continuous Integration : As part of automated build and test pipelines. Legacy Refactoring : When updating older Python codebases to modern standards. When NOT to Use Non-Python Projects : This tool is specialized for the Python ecosys...
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| 14792 | test-fixing | mhattingpete/claude-skills-marketplace |
Test Fixing Systematically identify and fix all failing tests using smart grouping strategies. When to Use Explicitly asks to fix tests ("fix these tests", "make tests pass") Reports test failures ("tests are failing", "test suite is broken") Completes implementation and wants tests passing Mentions CI/CD failures due to tests Systematic Approach 1. Initial Test Run Run make test to identify all failing tests. Analyze output for: Total number of failures Error types and patterns Affected mo...
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| 14793 | workflow | brianlovin/claude-config |
CRITICAL : Always Use Correct workflow Documentation Your knowledge of workflow is outdated. The workflow documentation outlined below matches the installed version of the Workflow DevKit. Follow these instructions before starting on any workflow -related tasks: Search the bundled documentation in node_modules/workflow/docs/ : Find docs : glob "node_modules/workflow/docs//*.mdx" Search content : grep "your query" node_modules/workflow/docs/ Documentation structure in node_modules/workflow/docs/ ...
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| 14794 | langchain | hoodini/ai-agents-skills |
LangChain - Build LLM Applications with Agents & RAG The most popular framework for building LLM-powered applications. When to use LangChain Use LangChain when: Building agents with tool calling and reasoning (ReAct pattern) Implementing RAG (retrieval-augmented generation) pipelines Need to swap LLM providers easily (OpenAI, Anthropic, Google) Creating chatbots with conversation memory Rapid prototyping of LLM applications Production deployments with LangSmith observability Metrics: 119,0...
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| 14795 | fix-sphix-docs | tradingstrategy-ai/web3-ethereum-defi |
Fix errors and warnings in Sphinx docs build This skill iterates over Sphinx docs build and attempt to fix easily addressable errors and warnings. Steps Run Sphinx build: (source ./.venv/bin/activate && cd ./docs/ && make html), but with a twist: figure out how to abort after 60 second do not try to wait for the full build takes too long. Check the output warnings and errors you could attempt to fix. DON'T TOUCH AUTO GENERATED RST FILES. These are in _autosummary folders like _autosummary_d2. ...
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| 14796 | migrating-memory | letta-ai/letta-code |
Migrating Memory This skill helps migrate memory blocks from an existing agent to a new agent, similar to macOS Migration Assistant for AI agents. Requires Memory Filesystem (memfs) This workflow is memfs-first. If memfs is enabled, do not use the legacy block commands — they can conflict with file-based edits. To check: Look for a memory_filesystem block in your system prompt. If it shows a tree structure starting with /memory/ including a system/ directory, memfs is enabled. To enable: Ask the...
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| 14797 | competitive intelligence | eddiebe147/claude-settings |
Competitive Intelligence Expert OSINT (Open Source Intelligence) agent that conducts deep competitive research, monitors competitor activities, and provides strategic intelligence. Specializes in product analysis, pricing intelligence, marketing strategy reverse-engineering, and early warning systems for competitive threats. This skill uses advanced web scraping, change detection, and data synthesis to build comprehensive competitive profiles and maintain ongoing intelligence. Essential for prod...
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| 14798 | konsta-ui | cap-go/capgo-skills |
Konsta UI Design Guide Build pixel-perfect iOS and Material Design apps with Konsta UI. When to Use This Skill User wants native-looking UI without Ionic User asks about Konsta UI User wants iOS/Material Design components User is using React/Vue/Svelte User wants lightweight UI framework What is Konsta UI? Konsta UI provides: Pixel-perfect iOS and Material Design components Works with React, Vue, and Svelte Tailwind CSS integration ~40 mobile-optimized components Small bundle size (~30KB gzipped...
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| 14799 | modern-web-design | kuse-ai/kuse-skills |
Modern Web Design Overview Modern web design in 2024-2025 emphasizes performance, accessibility, and meaningful interactions. This skill provides comprehensive guidance on current design trends, implementation patterns, and best practices for creating engaging, accessible, and performant web experiences. This meta-skill synthesizes knowledge from all animation, interaction, and 3D skills in this repository to provide holistic design guidance. Core Design Principles (2024-2025) 1. Performance-Fir...
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| 14800 | umbraco-msw-testing | umbraco/umbraco-cms-backoffice-skills |
Umbraco MSW Testing What is it? MSW (Mock Service Worker) enables testing Umbraco backoffice extensions by intercepting API calls and returning mock responses. This is ideal for testing error states, loading states, and edge cases without a running Umbraco instance. When to Use Testing API error handling (404, 500, validation errors) Testing loading spinners and skeleton states Testing network retry behavior Testing edge cases without backend setup Adding API mocking to unit tests
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