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Claude Skills

The open format is called Agent Skills and works in Claude Code, Codex, Cursor and other agents — most people know it as Claude Skills.

Every Agent Skill we could find on GitHub, deduplicated by content. 79 870 files from 1 769 authors, of which 62 217 are unique — the rest is the same skill repackaged into someone else's repository. For each one: what it weighs in tokens, whether it ships runnable scripts, and which MCP servers it needs.

62 217
unique skills
out of 79 870 files found on GitHub
17 653
are copies
same content, someone else's repository
1 743
tokens, median
what a typical skill costs you in context
7 935
name collisions
two skills with one name cannot sit side by side

23 581–23 640 of 62 217

page 394 of 1 037
Flutter Dart Code Review
by loulanyue

Library-agnostic Flutter/Dart code review checklist covering widget best practices, state management patterns (BLoC, Riverpod, Provider, GetX, MobX, Signals), Dart idioms, performance, accessibility, security, and clean architecture.

6k tokens
Foundation Models On Device
by loulanyue

Apple FoundationModels framework for on-device LLM — text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS 26+.

2k tokens
Frontend Patterns
by loulanyue

Frontend development patterns for React, Next.js, state management, performance optimization, and UI best practices.

4k tokens
Frontend Slides
by loulanyue

Create stunning, animation-rich HTML presentations from scratch or by converting PowerPoint files. Use when the user wants to build a presentation, convert a PPT/PPTX to web, or create slides for a talk/pitch. Helps non-designers discover their aesthetic through visual exploration rather than abstract choices.

4k tokens
Golang Patterns
by loulanyue

Idiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications.

4k tokens
Golang Testing
by loulanyue

Go testing patterns including table-driven tests, subtests, benchmarks, fuzzing, and test coverage. Follows TDD methodology with idiomatic Go practices.

4k tokens
Inventory Demand Planning
by loulanyue

>

6k tokens
Investor Materials
by loulanyue

Create and update pitch decks, one-pagers, investor memos, accelerator applications, financial models, and fundraising materials. Use when the user needs investor-facing documents, projections, use-of-funds tables, milestone plans, or materials that must stay internally consistent across multiple fundraising assets.

750 tokens
Investor Outreach
by loulanyue

Draft cold emails, warm intro blurbs, follow-ups, update emails, and investor communications for fundraising. Use when the user wants outreach to angels, VCs, strategic investors, or accelerators and needs concise, personalized, investor-facing messaging.

603 tokens
Iterative Retrieval
by loulanyue

Pattern for progressively refining context retrieval to solve the subagent context problem

2k tokens
Java Coding Standards
by loulanyue

Java coding standards for Spring Boot services: naming, immutability, Optional usage, streams, exceptions, generics, and project layout.

1k tokens
Jpa Patterns
by loulanyue

JPA/Hibernate patterns for entity design, relationships, query optimization, transactions, auditing, indexing, pagination, and pooling in Spring Boot.

1k tokens
Kotlin Coroutines Flows
by loulanyue

Kotlin Coroutines and Flow patterns for Android and KMP — structured concurrency, Flow operators, StateFlow, error handling, and testing.

2k tokens
Kotlin Exposed Patterns
by loulanyue

JetBrains Exposed ORM patterns including DSL queries, DAO pattern, transactions, HikariCP connection pooling, Flyway migrations, and repository pattern.

6k tokens
Kotlin Ktor Patterns
by loulanyue

Ktor server patterns including routing DSL, plugins, authentication, Koin DI, kotlinx.serialization, WebSockets, and testApplication testing.

5k tokens
Kotlin Patterns
by loulanyue

Idiomatic Kotlin patterns, best practices, and conventions for building robust, efficient, and maintainable Kotlin applications with coroutines, null safety, and DSL builders.

5k tokens
Kotlin Testing
by loulanyue

Kotlin testing patterns with Kotest, MockK, coroutine testing, property-based testing, and Kover coverage. Follows TDD methodology with idiomatic Kotlin practices.

5k tokens
Laravel Patterns
by loulanyue

Laravel architecture patterns, routing/controllers, Eloquent ORM, service layers, queues, events, caching, and API resources for production apps.

3k tokens
Laravel Security
by loulanyue

Laravel security best practices for authn/authz, validation, CSRF, mass assignment, file uploads, secrets, rate limiting, and secure deployment.

2k tokens
Laravel Tdd
by loulanyue

Test-driven development for Laravel with PHPUnit and Pest, factories, database testing, fakes, and coverage targets.

2k tokens
Laravel Verification
by loulanyue

Verification loop for Laravel projects: env checks, linting, static analysis, tests with coverage, security scans, and deployment readiness.

1k tokens
Liquid Glass Design
by loulanyue

iOS 26 Liquid Glass design system — dynamic glass material with blur, reflection, and interactive morphing for SwiftUI, UIKit, and WidgetKit.

2k tokens
Logistics Exception Management
by loulanyue

>

4k tokens
Market Research
by loulanyue

Conduct market research, competitive analysis, investor due diligence, and industry intelligence with source attribution and decision-oriented summaries. Use when the user wants market sizing, competitor comparisons, fund research, technology scans, or research that informs business decisions.

624 tokens
MCP Server Patterns
by loulanyue

Build MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP. Use Context7 or official MCP docs for latest API.

1k tokens
Nanoclaw Repl
by loulanyue

Operate and extend NanoClaw v2, ECC's zero-dependency session-aware REPL built on claude -p.

280 tokens
Nextjs Turbopack
by loulanyue

Next.js 16+ and Turbopack — incremental bundling, FS caching, dev speed, and when to use Turbopack vs webpack.

608 tokens
Nutrient Document Processing
by loulanyue

Process, convert, OCR, extract, redact, sign, and fill documents using the Nutrient DWS API. Works with PDFs, DOCX, XLSX, PPTX, HTML, and images.

2k tokens
Nuxt4 Patterns
by loulanyue

Nuxt 4 app patterns for hydration safety, performance, route rules, lazy loading, and SSR-safe data fetching with useFetch and useAsyncData.

1k tokens
Perl Patterns
by loulanyue

Modern Perl 5.36+ idioms, best practices, and conventions for building robust, maintainable Perl applications.

3k tokens
Perl Security
by loulanyue

Comprehensive Perl security covering taint mode, input validation, safe process execution, DBI parameterized queries, web security (XSS/SQLi/CSRF), and perlcritic security policies.

4k tokens
Perl Testing
by loulanyue

Perl testing patterns using Test2::V0, Test::More, prove runner, mocking, coverage with Devel::Cover, and TDD methodology.

3k tokens
Plankton Code Quality
by loulanyue

Write-time code quality enforcement using Plankton — auto-formatting, linting, and Claude-powered fixes on every file edit via hooks.

2k tokens
Postgres Patterns
by loulanyue

PostgreSQL database patterns for query optimization, schema design, indexing, and security. Based on Supabase best practices.

1k tokens
Production Scheduling
by loulanyue

>

7k tokens
Prompt Optimizer
by loulanyue

>-

4k tokens
Python Patterns
by loulanyue

Pythonic idioms, PEP 8 standards, type hints, and best practices for building robust, efficient, and maintainable Python applications.

4k tokens
Python Testing
by loulanyue

Python testing strategies using pytest, TDD methodology, fixtures, mocking, parametrization, and coverage requirements.

5k tokens
Pytorch Patterns
by loulanyue

PyTorch deep learning patterns and best practices for building robust, efficient, and reproducible training pipelines, model architectures, and data loading.

3k tokens
Quality Nonconformance
by loulanyue

>

8k tokens
Ralphinho Rfc Pipeline
by loulanyue

RFC-driven multi-agent DAG execution pattern with quality gates, merge queues, and work unit orchestration.

451 tokens
Regex Vs LLM Structured Text
by loulanyue

Decision framework for choosing between regex and LLM when parsing structured text — start with regex, add LLM only for low-confidence edge cases.

2k tokens
Returns Reverse Logistics
by loulanyue

>

6k tokens
Rules Distill
by loulanyue

Scan skills to extract cross-cutting principles and distill them into rules — append, revise, or create new rule files

2k tokens
Rust Patterns
by loulanyue

Idiomatic Rust patterns, ownership, error handling, traits, concurrency, and best practices for building safe, performant applications.

3k tokens
Rust Testing
by loulanyue

Rust testing patterns including unit tests, integration tests, async testing, property-based testing, mocking, and coverage. Follows TDD methodology.

3k tokens
Search First
by loulanyue

Research-before-coding workflow. Search for existing tools, libraries, and patterns before writing custom code. Invokes the researcher agent.

2k tokens
Security Review
by loulanyue

Use this skill when adding authentication, handling user input, working with secrets, creating API endpoints, or implementing payment/sensitive features. Provides comprehensive security checklist and patterns.

6k tokens
Security Scan
by loulanyue

Scan your Claude Code configuration (.claude/ directory) for security vulnerabilities, misconfigurations, and injection risks using AgentShield. Checks CLAUDE.md, settings.json, MCP servers, hooks, and agent definitions.

1k tokens
Skill Stocktake
by loulanyue

Use when auditing Claude skills and commands for quality. Supports Quick Scan (changed skills only) and Full Stocktake modes with sequential subagent batch evaluation.

2k tokens
Springboot Patterns
by loulanyue

Spring Boot architecture patterns, REST API design, layered services, data access, caching, async processing, and logging. Use for Java Spring Boot backend work.

3k tokens
Springboot Security
by loulanyue

Spring Security best practices for authn/authz, validation, CSRF, secrets, headers, rate limiting, and dependency security in Java Spring Boot services.

2k tokens
Springboot Tdd
by loulanyue

Test-driven development for Spring Boot using JUnit 5, Mockito, MockMvc, Testcontainers, and JaCoCo. Use when adding features, fixing bugs, or refactoring.

1k tokens
Springboot Verification
by loulanyue

Verification loop for Spring Boot projects: build, static analysis, tests with coverage, security scans, and diff review before release or PR.

2k tokens
Strategic Compact
by loulanyue

Suggests manual context compaction at logical intervals to preserve context through task phases rather than arbitrary auto-compaction.

1k tokens
Swift Actor Persistence
by loulanyue

Thread-safe data persistence in Swift using actors — in-memory cache with file-backed storage, eliminating data races by design.

1k tokens
Swift Concurrency 6 2
by loulanyue

Swift 6.2 Approachable Concurrency — single-threaded by default, @concurrent for explicit background offloading, isolated conformances for main actor types.

2k tokens
Swift Protocol Di Testing
by loulanyue

Protocol-based dependency injection for testable Swift code — mock file system, network, and external APIs using focused protocols and Swift Testing.

2k tokens
Swiftui Patterns
by loulanyue

SwiftUI architecture patterns, state management with @Observable, view composition, navigation, performance optimization, and modern iOS/macOS UI best practices.

2k tokens
Tdd Workflow
by loulanyue

Use this skill when writing new features, fixing bugs, or refactoring code. Enforces test-driven development with 80%+ coverage including unit, integration, and E2E tests.

3k tokens

Claude Skills — questions

Answers built from the skills we actually parsed.

What is a Claude Skill?
A folder with a SKILL.md file: instructions that teach an agent to do one thing well, optionally with scripts and reference files alongside. The format is open and called Agent Skills — Claude Code, Codex and other agents read the same files. It is not a program you run; it is knowledge the agent loads when the task calls for it.
How is a skill different from an MCP server?
A server gives the agent new abilities — it connects to something and exposes tools. A skill gives the agent knowledge: how to use what it already has. They combine, and often literally: 11 541 of the skills here declare which MCP servers they need to work.
Why are there fewer skills here than in other catalogues?
Because we deduplicate by content. Of 79 870 files found on GitHub, 62 217 are unique — the rest is the same skill copied into someone else's repository, word for word. Catalogues that count files rather than skills show every copy as a separate entry.
What does the token count mean?
A skill is loaded into the model's context when it is used, so its size is a running cost on every request that touches it. We measure the whole folder, not just SKILL.md: one official skill is 377 tokens, another drags 83 files of fonts behind it.
How do I install a skill?
Copy the skill folder into ~/.claude/skills for personal use, or into .claude/skills inside a project. The agent picks it up by the name in the SKILL.md header — which is worth checking: 7 935 skills here share a name with another skill, and two of them cannot sit side by side.