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ai-anti-patterns

This skill should be used when reviewing AI-generated text, checking for AI writing patterns, detecting undisclosed AI content, or before finalizing any written content. Covers 12 categories of AI writing indicators from Wikipedia's comprehensive guide.

ai-detectionai-writing-patternscontent-verificationplagiarism-detection
edwinhu
edwinhu
0

ds-review

REQUIRED Phase 4 of /ds workflow. Reviews methodology, data quality, and statistical validity.

methodologydata-qualitystatistical-validityworkflow
edwinhu
edwinhu
0

dev-clarify

REQUIRED Phase 3 of /dev workflow. Asks targeted questions based on codebase exploration findings.

codebase-explorationtargeted-questionsdeveloper-guidancedev-workflow
edwinhu
edwinhu
0

dev-design

REQUIRED Phase 4 of /dev workflow. Proposes architecture approaches with trade-offs and gets user approval.

architecturearchitecture-decision-recordtrade-off-analysisuser-approval
edwinhu
edwinhu
0

dev-implement

REQUIRED Phase 5 of /dev workflow. Orchestrates per-task ralph loops with delegated TDD implementation.

devimplementationtddorchestration
edwinhu
edwinhu
0

dev-tdd

Test-Driven Development protocol. RED-GREEN-REFACTOR cycle with mandatory test-first approach.

test-driven-developmentred-green-refactortest-firstdevelopment-process
edwinhu
edwinhu
0

dev-test-chrome

Chrome MCP browser testing. Console/network debugging, JS execution, GIF recording.

chrome-devtoolsbrowser-testingconsole-debuggingnetwork-debugging
edwinhu
edwinhu
0

dev-review

REQUIRED Phase 6 of /dev workflow. Combines spec compliance and code quality checks with confidence scoring.

spec-compliancecode-qualityconfidence-scoringdev-workflow
edwinhu
edwinhu
0

writing-econ

This skill should be used when the user asks to "write an economics paper", "draft a working paper", "edit finance writing", "review my econ paper", "write for a journal", or needs guidance on economics and finance writing. Based on McCloskey's "Economical Writing" with discipline-specific word lists and examples.

academic-writingeconomicsfinanceediting
edwinhu
edwinhu
0

dev-test-linux

Linux desktop E2E testing with ydotool (Wayland), xdotool (X11), grim, and D-Bus.

linuxe2e-testingwaylandx11
edwinhu
edwinhu
0

dev-debug

This skill should be used when the user asks to 'debug', 'fix bug', 'investigate error', 'why is it broken', 'trace root cause', 'find the bug', or needs systematic bug investigation and fixing with verification-driven methodology using ralph loops.

debuggingbug-trackingroot-cause-analysisverification
edwinhu
edwinhu
0

dev-tools

This skill should be used when the user asks "what plugins are available", "list dev tools", "what MCP servers can I use", "enable code intelligence", or needs to discover available development plugins like serena, context7, or playwright.

plugin-managementdevtoolsmcp-sdkdevelopment-plugins
edwinhu
edwinhu
0

ds-brainstorm

REQUIRED Phase 1 of /ds workflow. Uses Socratic questioning to clarify goals, data sources, and constraints.

socratic-dialogueproblem-framinggoal-settingdata-sources
edwinhu
edwinhu
0

ds-tools

This skill should be used when the user asks "what plugins are available", "list data science tools", "what MCP servers can I use", "enable code intelligence", or needs to discover available plugins like serena, context7, or data access skills like wrds and lseg-data.

plugin-hooksmcp-sdkdata-accessds-tools
edwinhu
edwinhu
0

dev-verify

REQUIRED Phase 7 of /dev workflow (final). Requires fresh runtime evidence before claiming completion.

workflowruntime-evidencecompletion-checkdev-workflow
edwinhu
edwinhu
0

ds

Orchestrates 5-phase data analysis workflow with output-first verification.

data-analysisworkflowprocess-managementverification
edwinhu
edwinhu
0

marimo

This skill should be used when the user asks to "use marimo", "create a marimo notebook", "debug a marimo notebook", "inspect cells", "understand reactive execution", "fix marimo errors", "convert from jupyter to marimo", or works with marimo reactive Python notebooks.

reactive-programmingnotebookspythondebugging
edwinhu
edwinhu
0

writing

This skill should be used when the user asks to "write an article", "draft a blog post", "edit prose", "review my writing", "check style", "improve clarity", or needs general writing guidance. Provides Strunk & White's Elements of Style for foundational grammar, usage, and composition principles.

grammarstyle-guideseditingclarity
edwinhu
edwinhu
0

lseg-data

This skill should be used when the user asks to "access LSEG data", "query Refinitiv", "get market data from Refinitiv", "download fundamentals from LSEG", "access ESG scores", "convert RIC to ISIN", or needs the LSEG Data Library Python API.

market-dataapiRefinitivfinancial-data
edwinhu
edwinhu
0

gemini-batch

This skill should be used when the user asks to "use Gemini Batch API", "process documents at scale", "submit a batch job", "upload files to Gemini", or needs large-scale LLM processing. Includes production gotchas and best practices.

batch-processinglarge-scale-processinggeminiLLM-processing
edwinhu
edwinhu
0

jupytext

This skill should be used when the user asks to "convert notebook to text", "use jupytext", "version control notebooks", "share data between kernels", "set up multi-kernel project", "pair notebooks with Python files", "sync ipynb and py files", or needs multi-kernel projects (Python/R/Stata/SAS) with version-control-friendly notebooks.

jupyter-notebookversion-controlmulti-kernelnotebook-sync
edwinhu
edwinhu
0

exit

Deactivate the sandbox and restore full access to Bash and Write/Edit tools.

bashsandboxingterminalshell
edwinhu
edwinhu
0

notebook-debug

This skill should be used when the user asks to "debug notebook", "inspect notebook outputs", "find notebook error", "read traceback from ipynb", "why did notebook fail", or needs to understand runtime errors in executed Jupyter notebooks from any source (marimo, jupytext, papermill).

notebook-debuggingjupyter-notebooktracebackruntime-errors
edwinhu
edwinhu
0

using-skills

Auto-loaded at session start via SessionStart hook. Teaches skill invocation protocol, tool selection rules (look-at for media, skills for workflows), agent delegation patterns, and enforcement mechanisms. NOT user-triggered - provides foundational skill usage discipline for all sessions.

skill-invocationagent-delegationtool-selectionsession-management
edwinhu
edwinhu
0

dev-test-hammerspoon

macOS desktop E2E testing with Hammerspoon, screencapture, and cliclick.

macose2e-testinghammerspoonautomation
edwinhu
edwinhu
0

dev-explore

REQUIRED Phase 2 of /dev workflow after dev-brainstorm. This skill should be used when you need to 'explore the codebase', 'map architecture', 'find similar features', 'discover test infrastructure', 'trace execution paths', 'identify code patterns', or understand WHERE code lives and HOW it works before implementation. Launches parallel explore agents and returns prioritized key files list.

codebase-explorationarchitecture-mappingexecution-tracingtest-infrastructure
edwinhu
edwinhu
0

dev-ralph-loop

Per-task ralph loop pattern for implementation and debugging. One loop per task, not one loop per feature.

implementation-workflowdebuggingiterative-developmenttask-management
edwinhu
edwinhu
0

writing-brainstorm

This skill should be used when the user asks to "find something to write about", "brainstorm topics", "what should I write about", "find writing ideas", "gather sources for", "pull references on", or needs help discovering topics from their reading highlights. Leverages Readwise MCP to surface patterns and gather references.

brainstormingtopic-discoveryreference-gatheringwriting-ideas
edwinhu
edwinhu
0

wrds

This skill should be used when the user asks to "query WRDS", "access Compustat", "get CRSP data", "pull Form 4 insider data", "query ISS compensation", "download SEC EDGAR filings", "get ExecuComp data", "access Capital IQ", or needs WRDS PostgreSQL query patterns.

financial-datawrdsdata-querycompustat
edwinhu
edwinhu
0

dev-test

Testing tool router. Routes to platform-specific skills: Chrome MCP, Playwright, Hammerspoon, Linux.

testingplatform-routingplaywrightchrome
edwinhu
edwinhu
0

ds-implement

REQUIRED Phase 3 of /ds workflow. Enforces output-first verification at each step.

output-firstverificationphase-3ds-workflow
edwinhu
edwinhu
0

ds-delegate

Subagent delegation for data analysis. Dispatches fresh Task agents with output-first verification.

subagentstask-delegationverificationagent-orchestration
edwinhu
edwinhu
0

ds-verify

REQUIRED Phase 5 of /ds workflow (final). Checks reproducibility and requires user acceptance.

ds-workflowreproducibilityuser-acceptancefinal-phase
edwinhu
edwinhu
0

dev

Orchestrates 7-phase feature implementation workflow with user approval gates and TDD enforcement.

feature-implementationuser-approvaltest-driven-developmentphase-gating
edwinhu
edwinhu
0

look-at

This skill should be used when the user asks to 'look at', 'analyze', 'describe', 'extract from', or 'what's in' media files like PDFs, images, diagrams, screenshots, or charts. Triggers include: 'what does this image show', 'extract the table from this PDF', 'describe this diagram', 'what's in this screenshot', 'analyze this chart', 'read this image', 'get text from this PDF', 'summarize this document', or requests for specific data extraction from visual or document files. Use when analyzed/interpreted content is needed rather than literal file reading (which uses Read tool).

pdfimage-analysisdata-extractiondocument-summarization
edwinhu
edwinhu
0

writing-legal

This skill should be used when the user asks to "write a law review article", "draft a legal paper", "edit legal writing", "review my legal article", "write for a journal", "format footnotes", or needs guidance on academic legal writing. Based on Volokh's "Academic Legal Writing" with law-review-specific structure and evidence handling.

legal-documentsacademic-writingcitationediting
edwinhu
edwinhu
0

dev-delegate

Internal skill used by dev-implement during Phase 5 of /dev workflow. NOT user-facing - should only be invoked by dev-ralph-loop inside each implementation iteration. Handles Task agent spawning with TDD enforcement and two-stage review (spec compliance + code quality).

tddcode-qualitytask-agentinternal-skill
edwinhu
edwinhu
0

ds-plan

REQUIRED Phase 2 of /ds workflow. Profiles data and creates analysis task breakdown.

workflowdata-profilingtask-breakdownproject-planning
edwinhu
edwinhu
0

dev-brainstorm

REQUIRED Phase 1 of /dev workflow. Uses Socratic questioning to understand requirements before exploration.

socratic-questioningrequirements-gatheringproblem-framingexploration
edwinhu
edwinhu
0

dev-test-playwright

Playwright MCP browser testing. Headless E2E, cross-browser, CI/CD automation.

playwrighte2e-testingci-cdcross-browser
edwinhu
edwinhu
0

security-review

보안, 보안 리뷰, 보안 검토, 취약점, 보안 분석 - Use when reviewing code for security vulnerabilities, designing authentication/authorization, or ensuring secure architecture. Provides systematic security analysis based on OWASP guidelines.

security-reviewOWASPvulnerability-assessmentauthentication
aimskr
aimskr
0

testing-strategy

테스트, 테스팅, QA, 테스트 전략, 품질 보증 - Use when designing test strategies, writing test plans, or ensuring quality assurance. Guides systematic testing approach from unit to E2E with proper coverage and scenario design.

test-strategyquality-assurancetest-planningtest-coverage
aimskr
aimskr
0

code-conventions

코드 컨벤션, 코딩 스타일, 코드 스타일, 네이밍, 컨벤션 - Always apply when writing code. Code style, naming rules, function/file size limits for TypeScript, Python, and Java.

code-stylenaming-conventionstypescriptpython
aimskr
aimskr
0

brainstorming

브레인스토밍, 아이디어, 기획, 구상, 아이디어회의 - You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.

brainstormingideationcreative-thinkingplanning
aimskr
aimskr
0

doc-coauthoring

문서 작성, 문서화, 문서, 스펙 작성, 기술 문서, 제안서 - Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content.

coauthoringtechnical-writingcollaborationdocument-automation
aimskr
aimskr
0

architect

아키텍처, 설계, 시스템 설계, 구조 설계, 레이어 설계 - Use when designing systems, layer structures, or module boundaries. Architecture design guide based on Clean Architecture and DDD principles.

software-designclean-architecturedddsystem-design
aimskr
aimskr
0

developer

개발, 구현, 기능 개발, 기능 구현, 코딩 - Use when implementing features. Business logic writing, library utilization, and implementation pattern guides.

coding-patternslibrary-usagebusiness-logicfeature-implementation
aimskr
aimskr
0

frontend-design

프론트엔드, 프론트, 웹 디자인, UI 개발, 웹 개발 - Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications.

frontendweb-developmentui-designhtml-css
aimskr
aimskr
0

code-reviewer

코드 리뷰, 코드리뷰, 리뷰, PR 리뷰, 검토 - Expert at reviewing code for quality, adherence to architectural principles, security, and performance. Use this to ensure code meets project standards before merging or after implementation.

code-reviewpull-requestscode-qualitysecurity
aimskr
aimskr
0

debug-specialist

디버깅, 디버그, 버그, 에러, 오류, 버그 수정 - Specialized in identifying root causes of bugs, analyzing error logs, and providing robust fixes. Use this when the user reports an error, unexpected behavior, or needs performance troubleshooting.

error-handlingbugfixroot-cause-analysislogs
aimskr
aimskr
0

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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.