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adding-api-sources

Use when implementing a new data source adapter for metapyle, before writing any source code

majiayu000
majiayu000
11819

adding-animations

Add micro-interactions and animations using Framer Motion. Use when user asks about animations, transitions, hover effects, or motion design. MANDATORY for every component.

majiayu000
majiayu000
11819

adding-a-new-app-route

Fully wires up a new route with required boilerplate, following this repo's conventions for subapps. Use when user wants to add a new route or app or subapp or page or screen.

majiayu000
majiayu000
11819

add-ws-action

Add a new outgoing WebSocket action with typed payload and API exposure

majiayu000
majiayu000
11819

add-workflow

Guide for adding a new RolloutWorkflow to AReaL. Use when user wants to create a new workflow.

majiayu000
majiayu000
11819

add-wikipedia-references

Add Wikipedia reference links to concepts that don't have one. Searches for relevant Wikipedia articles and adds them to the references array.

majiayu000
majiayu000
11819

add-video-to-collection

Manually add individual YouTube URLs to a custom collection CSV. Use when adding one-off videos to folders like library-of-minds or random, not from a channel extraction.

majiayu000
majiayu000
11819

add-vault-protocol

Add support for a new ERC-4626 vault protocol. Use when the user wants to integrate a new vault protocol like IPOR, Plutus, Morpho, etc. Requires vault smart contract address, protocol name, and protocol slug as inputs.

majiayu000
majiayu000
11819

academic-writing-cs

Comprehensive toolkit for writing high-quality computer science research papers (conference, journal, thesis). Provides narrative construction guidance, sentence-level clarity principles (Gopen & Swan), academic phrasebank, CS-specific conventions, and section-by-section quality checklists. Use when assisting with academic paper writing, revision, or structure planning across all stages from drafting to submission.

majiayu000
majiayu000
11819

academic-writing-standards

Expert knowledge of academic writing standards for peer-reviewed papers, including citation integrity, style compliance, clarity, and scientific writing best practices. Use when reviewing or editing academic manuscripts, papers, or research documentation.

majiayu000
majiayu000
11819

academic-writing-style

Personalized academic writing assistant for university assignments in Chinese and English. Use when users need help writing/revising academic reports, project docs, technical analyses, research reviews, or case studies. Produces natural prose avoiding AI markers. Triggers: academic writing, assignment, report, technical analysis, research review, case study. | 个性化学术写作助手,适用于中英文大学作业。触发词:学术写作、作业、报告、技术分析、研究综述、案例研究、项目文档。

majiayu000
majiayu000
11819

acc-adr-knowledge

Action-Domain-Responder pattern knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for ADR (web-specific MVC alternative) audits.

majiayu000
majiayu000
11819

acc-adr-template

Generates Architecture Decision Records (ADR) for PHP projects. Creates structured decision documentation with context, decision, and consequences.

majiayu000
majiayu000
11819

acc-analyze-coupling-cohesion

Analyzes coupling and cohesion metrics in PHP codebases. Calculates Afferent/Efferent coupling (Ca/Ce), LCOM metrics, instability index, and abstractness. Identifies highly coupled modules and low cohesion classes.

majiayu000
majiayu000
11819

acc-analyze-solid-violations

Analyzes PHP codebase for SOLID principle violations. Detects God classes (SRP), type switches (OCP), broken contracts (LSP), fat interfaces (ISP), and concrete dependencies (DIP). Generates actionable reports with severity levels and remediation recommendations.

majiayu000
majiayu000
11819

70-close-task-150

[70] CLOSE. Manage task lifecycle with correct statuses and no duplicates. Ensure each task has one status, artifacts match claims, and no task appears in multiple places. Use when managing task lists, updating progress, or ensuring task tracking integrity across systems.

majiayu000
majiayu000
11819

replicates-incorporation

This skill manages experimental reproducibility, pooling, and consensus strategies. This skill operates in two distinct modes based on the input state. (1) Pre-Peak Calling (BAM Mode): It merges all BAMs, generate the merge BAM file to prepare for track generation and (if provided with >3 biological replicates) splits them into 2 balanced "pseudo-replicates" to prepare for peak calling. (2) Post-Peak Calling (Peak Mode): If provided with peak files (only support two replicates, derived from either 2 true replicates or 2 pseudo-replicates), it performs IDR (Irreproducible Discovery Rate) analysis, filters non-reproducible peaks, and generates a final "conservative" or "optimal" consensus peak set. Trigger this skill when you need to handle more than two replicates (creating pseudo-reps) OR when you need to merge peak lists.

majiayu000
majiayu000
11819

debug

Fix bugs systematically instead of guessing. Use when features break, users report errors, or tests fail. Covers reproducing bugs, gathering diagnostic info, and working with AI tools to fix issues efficiently for non-technical founders.

majiayu000
majiayu000
11819

62-validate-integrity-150

[62] VALIDATE. Final self-check before delivery. Verify goal alignment, completeness, correctness, and identify residual risks. Produces quality score (0-100) and delivery status. Use when completing any significant work, before handoff, or when you need confidence that work is ready.

majiayu000
majiayu000
11819

61-validate-lint-150

[61] VALIDATE. Comprehensive code quality check combining ESLint, TypeScript compilation, and unused code detection. Runs full lint suite with detailed error reporting and fix suggestions. Use before commits, after major changes, or when ensuring code quality standards.

majiayu000
majiayu000
11819

60-validate-tests-150

[60] VALIDATE. Ensure new (staged and unstaged) changes are covered by tests at >70% and the full test suite is green. Use when asked to validate coverage for recent changes, add tests for modified code, or verify nothing else broke.

majiayu000
majiayu000
11819

track-generation

This skill generates normalized BigWig (.bw) tracks (and/or fold-change tracks) from BAM files for ATAC-seq and ChIP-seq visualization. It handles normalization (RPM or fold-change) and Tn5 offset correction automatically. What's more, this skill can help user visualize the signal profiles around TSS or target regions. Use this skill when you have filtered and generated the clean BAM file (e.g. `*.filtered.bam`).

majiayu000
majiayu000
11819

test

Test features before users find bugs. Use when feature is built, before deploying, or when bugs reported. Covers manual testing, edge cases, cross-browser testing, and testing checklists for non-technical founders.

majiayu000
majiayu000
11819

stripe-integration

Guides consistent, correct implementation of Stripe payment processing including payment flows, webhooks, subscriptions, and customer management. Use when integrating Stripe payments, setting up subscriptions, implementing webhooks, or managing customer billing.

majiayu000
majiayu000
11819

acc-analyze-test-coverage

Analyzes PHP codebase for test coverage gaps. Detects untested classes, methods, branches, exception paths, and edge cases. Provides actionable recommendations.

majiayu000
majiayu000
11819

acc-api-doc-template

Generates API documentation for PHP projects. Creates endpoint documentation with parameters, responses, and examples.

majiayu000
majiayu000
11819

acc-architecture-doc-template

Generates ARCHITECTURE.md files for PHP projects. Creates layer documentation, component descriptions, and architectural diagrams.

majiayu000
majiayu000
11819

acc-changelog-template

Generates CHANGELOG.md files following Keep a Changelog format. Creates version history documentation.

majiayu000
majiayu000
11819

acc-check-bounded-contexts

Analyzes bounded context boundaries in DDD projects. Detects cross-context coupling, shared kernel violations, context mapping issues, and ubiquitous language inconsistencies. Generates context map diagrams and boundary recommendations.

majiayu000
majiayu000
11819

acc-check-encapsulation

Analyzes PHP code for encapsulation violations. Detects public mutable state, exposed internals, Tell Don't Ask violations, getter/setter abuse, and information hiding breaches.

majiayu000
majiayu000
11819

acc-check-immutability

Analyzes PHP code for immutability violations. Checks Value Objects, Events, DTOs for readonly properties, no setters, final classes, and wither patterns. Ensures domain objects maintain invariants.

majiayu000
majiayu000
11819

6-build-instructions

Final step in building instruction context for codebase

majiayu000
majiayu000
11819

5whys

Five Whys root cause analysis. Iteratively asks "why" to drill past symptoms to underlying causes. Use for debugging, investigating failures, or understanding why something went wrong.

majiayu000
majiayu000
11819

5w1h-decision

5W1H Decision Framework Tool. Use for: (1) Systematic decision-making before creating todos, (2) Preventing duplicate implementation, (3) Detecting avoidance behavior, (4) Ensuring agile refactor compliance with executor/dispatcher separation

majiayu000
majiayu000
11819

youtube-downloader

Download YouTube videos with customizable quality and format options. Use this skill when the user asks to download, save, or grab YouTube videos. Supports various quality settings (best, 1080p, 720p, 480p, 360p), multiple formats (mp4, webm, mkv), and audio-only downloads as MP3.

majiayu000
majiayu000
11819

playwright-skill

Complete browser automation with Playwright. Auto-detects dev servers, writes clean test scripts to /tmp. Test pages, fill forms, take screenshots, check responsive design, validate UX, test login flows, check links, automate any browser task. Use when user wants to test websites, automate browser interactions, validate web functionality, or perform any browser-based testing.

majiayu000
majiayu000
11819

obsidian-bases

Create and edit Obsidian Bases (.base files) with views, filters, formulas, and summaries. Use when working with .base files, creating database-like views of notes, or when the user mentions Bases, table views, card views, filters, or formulas in Obsidian.

majiayu000
majiayu000
11819

ab-testing

Use when designing experiments for subject lines, offers, cadences, or

majiayu000
majiayu000
11819

52-execute-refactor-150

[52] EXECUTE. Three-stage refactoring workflow: (1) iterative research of refactor/modularization options, (2) plan + risk/edge-case analysis + Scope150 validation, then implement with tests after user confirmation, and (3) apply Scout105 cleanup protocol. Use when asked to refactor, modularize, or restructure code safely.

majiayu000
majiayu000
11819

canvas-design

Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.

majiayu000
majiayu000
11819

acc-check-leaky-abstractions

Detects leaky abstractions in PHP code. Identifies implementation details exposed in interfaces, concrete returns from abstract methods, framework leakage into domain, and infrastructure concerns in application layer.

majiayu000
majiayu000
11819

acc-claude-code-knowledge

Knowledge base for Claude Code formats and patterns. Use when creating or improving commands, agents, skills, or hooks.

majiayu000
majiayu000
11819

acc-clean-arch-knowledge

Clean Architecture knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for Clean Architecture and Hexagonal Architecture audits.

majiayu000
majiayu000
11819

acc-code-examples-template

Generates code examples for PHP documentation. Creates minimal, copy-paste ready examples with expected output.

majiayu000
majiayu000
11819

acc-cqrs-knowledge

CQRS architecture knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for Command Query Responsibility Segregation audits.

majiayu000
majiayu000
11819

acc-create-action

Generates ADR Action classes for PHP 8.5. Creates single-responsibility HTTP endpoint handlers with PSR-7 support. Includes unit tests.

majiayu000
majiayu000
11819

acc-create-aggregate

Generates DDD Aggregates for PHP 8.5. Creates consistency boundaries with root entity, domain events, and invariant protection. Includes unit tests.

majiayu000
majiayu000
11819

51-execute-quality-150

[51] EXECUTE. Commitment to maximum quality work with 150% coverage. Use when you need the highest quality output for critical tasks, complex problems, important decisions, or when standard work isn't enough. Triggers on \"maximum quality\", \"150% mode\", \"full quality\", \"critical task\", or when you explicitly want AI to work at its best.

majiayu000
majiayu000
11819

50-execute-gated-150

[50] EXECUTE. Execute plans step-by-step with confirmation gates. Each step requires user approval before proceeding. Includes change management lifecycle (Pre-Change → During → Post-Change → Rollback). Use when implementing approved plans, deploying changes, or any multi-step execution requiring control and reversibility.

majiayu000
majiayu000
11819

5-styleguide-generation

Fifth step in building instruction context for codebase

majiayu000
majiayu000
11819

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Adoption

Agent Skills are supported by leading AI development tools.

FAQ

Frequently asked questions about Agent Skills.

01

What are Agent Skills?

Agent Skills are reusable, production-ready capability packs for AI agents. Each skill lives in its own folder and is described by a SKILL.md file with metadata and instructions.

02

What does this agent-skills.md site do?

Agent Skills is a curated directory that indexes skill repositories and lets you browse, preview, and download skills in a consistent format.

03

Where are skills stored in a repo?

By default, the site scans the skills/ folder. You can also submit a URL that points directly to a specific skills folder.

04

What is required inside SKILL.md?

SKILL.md must include YAML frontmatter with at least name and description. The body contains the actual guidance and steps for the agent.

05

How can I submit a repo?

Click Submit in the header and paste a GitHub URL that points to a skills folder. We’ll parse it and add any valid skills to the directory.