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. 79 354 files from 1 739 authors, of which 61 713 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.
Python best practices, FastAPI, Pandas ve veri bilimi kütüphaneleri kullanımı.
Expert Python developer specializing in modern Python 3.11+ with deep expertise in type safety, async programming, testing, and production-grade code. Invoke for Pythonic patterns, type hints, pytest, async/await, dataclasses.
Ship öncesi son kontrol, deliverable validation, compliance. ⚠️ Son kalite kontrolü için kullan. Kod inceleme için → code-review.
Design LLM applications using the LangChain framework with agents, memory, and tool integration patterns. Use when building LangChain applications, implementing AI agents, or creating complex LLM workflows.
Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.
Redis caching stratejileri, Pub/Sub ve veri yapıları (Streams, Lists, Hashes).
Common refactoring patterns - Extract, Rename, Move ve code smell çözümleri.
React specialist for production-grade web applications. Invoke for component architecture, hooks, state management, Server Components, performance. Keywords: React, JSX, hooks, useState, useEffect, use(), Suspense, RSC.
Safe refactoring süreci - test-first, incremental changes ve güvenlik ağı.
Regular expression oluşturma, test etme, debug ve açıklama rehberi.
Executive rapor, stakeholder presentation ve comprehensive documentation oluşturma rehberi.
Araştırma bulgularını özetleme, insight çıkarma ve actionable recommendations oluşturma rehberi.
Implementation roadmap, timeline oluşturma, risk yönetimi ve kaynak planlaması rehberi.
Build responsive, mobile-first layouts using fluid containers, flexible units, media queries, and touch-friendly design that works across all screen sizes. Use this skill when creating or modifying UI layouts, responsive grids, breakpoint styles, mobile navigation, or any interface that needs to adapt to different screen sizes. Apply when working with responsive CSS, media queries, viewport settings, flexbox/grid layouts, mobile-first styling, breakpoint definitions (mobile, tablet, desktop), touch target sizing, relative units (rem, em, %), image optimization for different screens, or testing layouts across multiple devices. Use for any task involving multi-device support, responsive design patterns, or adaptive layouts.
Rust systems programming, memory safety, Axum/Tokio ve WebAssembly rehberi.
Comprehensive Scrum Master assistant for sprint planning, backlog grooming, retrospectives, capacity planning, and daily standups with intelligent context-aware reporting
Bilimsel metod, hipotez, kanıt değerlendirme, bias analizi. ⚠️ Araştırma/analiz için kullan. Mimari karar için → ultrathink-core.
Comprehensive SecOps skill for application security, vulnerability management, compliance, and secure development practices. Includes security scanning, vulnerability assessment, compliance checking, and security automation. Use when implementing security controls, conducting security audits, responding to vulnerabilities, or ensuring compliance requirements.
Performs technical SEO audits covering site speed, crawlability, indexability, mobile-friendliness, security, and structured data. Identifies technical issues preventing optimal search performance.
Evaluates agent skills against Anthropic's best practices. Use when asked to review, evaluate, assess, or audit a skill for quality. Analyzes SKILL.md structure, naming conventions, description quality, content organization, and identifies anti-patterns. Produces actionable improvement recommendations.
SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Spec doğrulama, implementation karşılaştırma ve completeness kontrolü rehberi.
State persistence patterns for autonomous-dev including JSON persistence, atomic writes, file locking, crash recovery, and state versioning. Use when implementing stateful libraries or features requiring persistent state.
Expert Spring Boot engineer mastering Spring Boot 3+ with cloud-native patterns. Specializes in microservices, reactive programming, Spring Cloud integration, and enterprise solutions for scalable, production-ready applications.
Implement Stripe payment processing for robust, PCI-compliant payment flows including checkout, subscriptions, and webhooks. Use when integrating Stripe payments, building subscription systems, or implementing secure checkout flows.
Guides implementation of Next.js 15 App Router features with Supabase SSR. Helps choose between Server/Client Components, select correct Supabase client, and follow security patterns. Use when building pages, components, or API routes.
Multi-file sync - atomic changes, dependency tracking ve conflict resolution.
Tailwind CSS v4, design tokens, responsive patterns ve utility-first CSS best practices.
Comprehensive Test Driven Development guide. Master testing, debugging, fixing bugs, QA workflows, unit tests, integration tests, and coverage analysis.
Senior Terraform engineer for infrastructure as code, multi-cloud provisioning, and modular architecture. Invoke for Terraform modules, state management, provider configuration, and enterprise IaC patterns.
TypeScript 5+ advanced patterns, type utilities ve best practices rehberi.
Kapsamlı test stratejileri ve 2025 test araçları. Unit, integration, e2e ve visual testing.
Derin analiz protokolü - meta-planlama, hipotez üretimi ve kritik değerlendirme.
Kullanıcı araştırma metodları, interview teknikleri, persona oluşturma ve usability testing rehberi.
React, Tailwind, shadcn/ui ile karmaşık web artifacts oluşturma rehberi.
Vue 3 specialist for reactive, performant applications. Invoke for Composition API, Nuxt 3, Pinia state management, TypeScript integration. Keywords: Vue 3, Composition API, Nuxt, reactive, composables, Pinia.
Modern JavaScript/TypeScript testing with Vitest including mocking and coverage.
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
WebSocket specialist for real-time communication systems. Invoke for Socket.IO, WebSocket servers, bidirectional messaging, presence systems. Keywords: WebSocket, Socket.IO, real-time, pub/sub, Redis.
Production-tested setup for Zustand state management in React. Includes patterns for persistence, devtools, and TypeScript patterns. Prevents hydration mismatches and render loops.
Byreal DEX (Solana) all-in-one CLI: query pools/tokens/TVL, analyze pool APR & risk, open/close/claim CLMM positions, token swap, wallet & balance management. Use when user mentions Byreal, LP, liquidity, pools, DeFi positions, token swap, or Solana DEX operations.
> Rewrites text to remove AI writing patterns and inject human voice. Use this skill whenever the user asks to "humanize", "de-AI", "make this sound human", "remove AI tells", "fix AI slop", "make it less ChatGPT-y", "rewrite this so it doesn't sound like a bot", or shares text and asks for it to sound more natural, more like them, or less like a press release. Also use proactively when the user is reviewing copy that will be public-facing (blog posts, marketing pages, social posts, emails, READMEs) and you can see obvious AI tells — em-dash overuse, "stands as a testament to", rule-of-three lists, sycophantic openers, generic "in conclusion" wrap-ups. The skill identifies specific patterns from Wikipedia's "Signs of AI writing" page and rewrites them while preserving meaning and tone.
> Activates evidence-grounded behavioral constraints that minimize hallucination. Use this skill when the user invokes /factual-mode, or when they ask for "factual mode", "grounded mode", "no guessing", "only use what's in front of you", "don't hallucinate", "stick to the facts", "evidence-based only", or any variation requesting that the assistant restrict itself to verifiable claims. Also appropriate when the user is about to analyze documents, audit code, review contracts, or perform any task where accuracy matters more than creativity.
Draft a commit message strictly for the work done in THIS session, identifying exactly which files belong in the commit. Ignores pre-existing dirty files.
> Adversarial code/plan/design review by a senior dev who hates what you built. Use this skill whenever the user asks for a hostile, brutal, or adversarial review — phrases like "tear this apart", "what's wrong with this", "pretend you hate this", "roast my code", "devil's advocate", "worst-case critique", "what am I missing", "what would a critic say", or "stress-test this plan" should all trigger it. Also use proactively when the user seems too confident about a piece of code or a design decision and would benefit from someone pushing back hard. The output is severity-ranked criticisms with concrete fixes — not a PR checklist, but a genuine attempt to break the thing before reality does.
> Behavioral modifier that applies senior PM-level critical evaluation to user requests. Use when the user invokes /critical-mode, or asks for "critical mode", "pm mode", "challenge my assumptions", "push back on this", "be my devil's advocate", or wants the assistant to actively question whether a request is the right thing to do before executing. aggressive (maximum scrutiny). Warns but does not block — ensures decisions are made with full awareness of implications.
Browse and visually inspect webpages using an available browser automation tool, preferably headless Chromium via Puppeteer MCP. Use when you need to see a page, interact with a web UI, extract information that a plain fetch cannot get (JS-rendered content, SPAs, authenticated pages), or when the user wants to show you something in a browser.
Draft git commit messages. Use when asked to create, draft, or prepare a commit message. Analyzes staged/unstaged changes and recent history to match project style.
> Proactive bug-hunting methodology — autonomous codebase reconnaissance to find latent bugs, hidden failure modes, and ticking time bombs BEFORE they detonate in production. Use this skill whenever the user asks to "find bugs", "hunt for issues", "audit this codebase", "what could go wrong", "find what's broken", "stress-test this project", "find landmines", "what will bite me later", or any variation of proactive defect discovery. Also trigger when the user says "scan for problems", "pre-flight check", "what am I missing across the codebase", "find the weak spots", or asks for a proactive quality sweep before a release, merge, or deployment. This is NOT for debugging known errors (use systematic-debugging) or reviewing specific code you're handed (use hostile-review). This is for when there are no known errors yet and you need to go FIND them.
Standards for internationalization and string handling. Apply when touching files with user-facing strings or preparing strings for translation.
Enforces PHP documentation standards for PHPStorm IDE support. Apply when writing or reviewing PHP classes, methods, docblocks, type hints, or magic property annotations.
JavaScript standards and patterns. Apply when writing or modifying JavaScript modules, event handling, lazy loading, scroll behavior, or browser-side utilities.
Query and apply The Website Specification — a platform-agnostic specification of what a good website does, with each item tagged required, recommended, optional, or avoid. Use when the user asks what their site should have, whether something is required, how to audit a URL, what's missing for agent readiness, or anything else where you'd otherwise be guessing at web best practice. Backs answers with primary sources (WHATWG, W3C, IETF RFCs, IANA, WCAG). Available as Markdown over HTTP and as an MCP server with search, list, fetch, checklist, and audit tools.
> The project's institutional memory and decision authority. Acts as an autonomous representative of the project — its goals, architecture, conventions, constraints, and intent. Use this skill whenever the active agent or another skill needs clarification about "ask the ambassador", "check with the ambassador", "what does the project want", "what's the project's stance on", or when any skill produces clarifying questions that the user redirects here. Also triggers when the user says "let the ambassador decide", "the ambassador knows", "don't ask me, ask the project", or similar delegation phrases. Use proactively when you're about to ask the user a question about project intent, conventions, or architecture — consult the ambassador first. If invoked without a prompt, performs a project knowledge audit.
Audit and improve code-agent project configuration. Use when the user wants to review or optimize AGENTS.md, CLAUDE.md, slash commands, settings, permissions, or tool approvals based on observed gaps or chat history patterns. Triggers on requests like "improve my agent instructions", "review my setup", "why does the assistant keep getting X wrong", or provider-specific variants such as "improve my Claude instructions". Do NOT use for general prompt engineering or code review.
> Diagnostic pause when an agent session has gone off-track. Use when the user says things like "wait, what are we doing", "we're lost", "this isn't what I asked for", "let's step back", "where are we", "sanity check this", or when you notice the session has drifted significantly from the original goal. Produces a SITREP (situation report), diagnoses what went wrong, assesses context window health, and proposes corrective actions or a fresh-start prompt if the context is too polluted to recover.
SCSS and CSS architecture standards. Apply when working with CSS, SCSS, styling architecture, component styles, tokens, or compiled stylesheet organization.
Senior Staff Engineer code review with SOLID principles, security analysis, and architecture critique. Use for significant changes, new systems, or when you want ruthless technical feedback.
Answers built from the skills we actually parsed.