
Scaffold new projects or add feature modules following the Lidge Standard (Feature-based + Colocation + Barrel Export + devlog). Language-agnostic — auto-detects project type from config files. Also audits existing projects for structural compliance. Triggers: scaffold, new project, new feature, init project, audit structure, scaffolding, add module, project setup.
Turn Notion specs into implementation plans, tasks, and progress tracking; use when implementing PRDs/feature specs and creating Notion plans + tasks from them.
Manage issues, projects & team workflows in Linear. Use when the user wants to read, create or updates tickets in Linear.
A CLI tool for making authenticated requests to the X (Twitter) API. Use this skill when you need to post tweets, reply, quote, search, read posts, manage followers, send DMs, upload media, or interact with any X API v2 endpoint.
Evaluation framework for agent sessions implementing eval-driven development (EDD) principles.
Use when the user asks to generate or edit images via the OpenAI Image API (for example: generate image, edit/inpaint/mask, background removal or replacement, transparent background, product shots, concept art, covers, or batch variants); run the bundled CLI (`scripts/image_gen.py`) and require `OPENAI_API_KEY` for live calls.
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.
Pattern for progressively refining context retrieval in multi-agent workflows.
Kotlin Coroutines and Flow patterns for Android and KMP — structured concurrency, Flow operators, StateFlow, error handling, and testing.
Java coding standards for Spring Boot services: naming, immutability, Optional usage, streams, exceptions, generics, and project layout.
Ktor server patterns including routing DSL, plugins, authentication, Koin DI, kotlinx.serialization, WebSockets, and testApplication testing.
Idiomatic Kotlin patterns, best practices, and conventions for building robust, efficient, and maintainable Kotlin applications with coroutines, null safety, and DSL builders.
Production-grade frontend with distinctive aesthetics. Detects stack and applies specialized rules. Modular: SKILL.md orchestrator + references/ for deep guidance. Injected when role=frontend.
SVG diagrams, charts, and interactive visualizations for chat UI
iOS 26 Liquid Glass design system — dynamic glass material with blur, reflection, and interactive morphing for SwiftUI, UIKit, and WidgetKit.
HWP/HWPX create, read, edit, review, template-fill, QA. Triggers: 한글, .hwp, .hwpx, HWP, HWPX, Korean documents, 한컴오피스, OWPML.
Remotion video create, render, preview. Triggers: video, Remotion, animation, mp4, render video, slides to video.
Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.
Manage Apple Reminders via remindctl CLI (list, add, edit, complete, delete). Supports lists, date filters, and JSON/plain output.
Work with Obsidian vaults (plain Markdown notes) and automate via obsidian-cli.
Manage Trello boards, lists, and cards via the Trello REST API.
Extract frames or short clips from videos using ffmpeg.
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
PABCD orchestration workflow. Structured 5-phase development with user checkpoints. Injected during orchestration mode.
Query Google Places API (New) via the goplaces CLI for text search, place details, resolve, and reviews. Use for human-friendly place lookup or JSON output for scripts.
Manage Apple Notes via the `memo` CLI on macOS (create, view, edit, delete, search, move, and export notes). Use when a user asks OpenClaw to add a note, list notes, search notes, or manage note folders.
Google Workspace CLI for Gmail, Calendar, Drive, Contacts, Sheets, and Docs.
Goal execution guidelines with PABCD integration, verification tiers, documentation workflow, and AI-driven planning
CLI to manage emails via IMAP/SMTP. Use `himalaya` to list, read, write, reply, forward, search, and organize emails from the terminal. Supports multiple accounts and message composition with MML (MIME Meta Language).
Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification
Generate or edit images via Gemini 3 Pro Image (Nano Banana Pro).
Notion API for creating and managing pages, databases, and blocks.
React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.
Search guidance and output contract for the Research employee. Read-only codebase exploration, uncertainty reduction, structured reports.
Manage Things 3 via the `things` CLI on macOS (add/update projects+todos via URL scheme; read/search/list from the local Things database). Use when a user asks OpenClaw to add a task to Things, list inbox/today/upcoming, search tasks, or inspect projects/areas/tags.
Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions "deck," "slides," "presentation," or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.
Use when implementing any feature or bugfix, before writing implementation code
Use this skill any time a spreadsheet file is the primary input or output (.xlsx, .xlsm, .csv, .tsv). This includes: creating, reading, editing, analyzing, or formatting spreadsheets; cleaning messy tabular data; converting between formats; and data visualization with charts. Also use for pandas-based data analysis when the deliverable is a spreadsheet. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration.
Get current weather and forecasts via wttr.in or Open-Meteo. Use when: user asks about weather, temperature, or forecasts for any location. NOT for: historical weather data, severe weather alerts, or detailed meteorological analysis. No API key needed.
Accessibility checks and remediation for Office documents. Alt-text validation, color contrast, reading order, heading hierarchy, and WCAG 2.1 AA compliance.
CJK (Korean/Japanese/Chinese) text handling overlay for OfficeCLI. Ensures correct fonts, language tags, line-break rules, and encoding for East Asian documents.
Use this skill when the user wants to build a financial model, 3-statement model, DCF valuation, cap table, scenario analysis, or financial projections in Excel. Trigger on: 'financial model', '3-statement model', 'DCF', 'cap table', 'pro forma', 'projections', 'sensitivity analysis', 'waterfall', 'debt schedule', 'break-even', 'discounted cash flow', 'capitalization table', 'fundraising model', 'WACC calculation', 'scenario analysis model'. Input is a text prompt with assumptions. Output is a single .xlsx file with formula-driven, interconnected statement sheets.
Use this skill when the user wants to create a pitch deck, investor presentation, product launch deck, sales presentation, or business proposal in PowerPoint format. Trigger on: 'pitch deck', 'investor deck', 'Series A deck', 'product launch presentation', 'sales deck', 'fundraising deck', 'startup pitch', 'business proposal slides', 'seed pitch', 'enterprise sales deck'. Output is always a single .pptx file. This skill does NOT use morph transitions -- for morph-animated presentations, use the morph-ppt skill instead.
PowerPoint PPTX create, read, edit, review. Triggers: PowerPoint, PPTX, presentation, slides, deck.
Use this skill when the user wants to create an academic paper, research paper, white paper, technical report, policy brief, or any formally structured document with TOC, equations, footnotes, endnotes, or scholarly formatting. Trigger on: 'academic paper', 'research paper', 'white paper', 'technical report', 'policy brief', 'journal paper', 'scholarly document', 'paper with equations', 'paper with footnotes', 'paper with TOC', 'manuscript', 'conference paper'. Output is always a single .docx file.
Excel XLSX create, read, edit, analyze. Triggers: Excel, .xlsx, spreadsheet, financial model, data analysis, pivot, chart.
Use this skill when the user wants to create a data dashboard, analytics dashboard, KPI dashboard, or executive summary from CSV/tabular data in Excel format. Trigger on: 'dashboard', 'KPI report', 'analytics summary', 'data visualization', 'CSV to Excel dashboard', 'executive dashboard', 'metrics dashboard'. Output is always a single .xlsx file.
Authoritative security guidance for backend, frontend touchpoints, agentic AI, and production hardening. Read for auth, validation, secrets, reviews, and pre-deploy verification.
Data engineering and analysis guide for orchestrated sub-agents. Data pipelines, ETL/ELT design, data quality validation, SQL optimization, and analysis patterns. Injected when role=data.
Systematic debugging methodology for all orchestrated sub-agents. 4-phase root cause analysis: investigate → analyze → hypothesize → implement. Injected when encountering errors or during debugging phase.
Persistent long-term memory across sessions. Search, read, and save durable knowledge in the current instance; use dashboard memory only for explicit read-only cross-instance lookup.
Testing guide for orchestrated sub-agents. Covers strategy selection, backend/API harnesses, contract verification, Playwright E2E, CI pipelines, TDD enforcement, security scanning, and coverage gates. Inject when testing or regression verification is required.
Common development guidelines for all orchestrated sub-agents. Enforces modular development, systematic debugging, verification-before-completion, change logging, and code quality standards. Always injected by orchestrator.
Unified desktop + browser automation. Routes DOM targets to CDP (cli-jaw browser), desktop apps to Computer Use, hybrid combos to both. Codex desktop/CLI + macOS required for Computer Use.
Backend engineering guide for orchestrated sub-agents. Framework-agnostic API design, clean architecture, database optimization, security hardening, systematic debugging. Modular: SKILL.md orchestrator + references/ for deep guidance. Injected when role=backend.
Code review guide for all orchestrated sub-agents. Review process, quality thresholds, antipattern detection, giving/receiving feedback. Available to any agent regardless of role — read this SKILL.md when performing or receiving code reviews.
Chrome browser control: open pages, take ref snapshots, click, type, screenshot. Requires cli-jaw server running.
Production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. Includes TOC/drum-buffer-rope, SMED, OEE analysis, disruption response frameworks, and ERP/MES interaction patterns.
Example project-specific skill template based on a real production application — use as a starting point for your own project skills.
Provides guidance for property-based testing across multiple languages and smart contracts. Use when writing tests, reviewing code with serialization/validation/parsing patterns, designing features, or when property-based testing would provide stronger coverage than example-based tests.
Python testing strategies using pytest, TDD methodology, fixtures, mocking, parametrization, and coverage requirements.
Structured browser web-ai workflow for ChatGPT, Gemini, and Grok in cli-jaw.
Draft, rewrite, or condense emails with target tone, length, and audience; use for cold outreach, replies, status updates, or escalations where clarity and brevity matter.
Idiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications.
JPA/Hibernate patterns for entity design, relationships, query optimization, transactions, auditing, indexing, pagination, and pooling in Spring Boot.
--- name: laravel-verification description: Verification loop for Laravel projects: env checks, linting, static analysis, tests with coverage, security scans, and deployment readiness. --- # Laravel Verification Loop Run before PRs, after major changes, and pre-deploy. ## When to Use - Before opening a pull request for a Laravel project - After major refactors or dependency upgrades - Pre-deployment verification for staging or production - Running full lint -> test -> security -> deploy read
Transcribe audio lectures into structured markdown notes using LLM-based STT (Gemini 3 Flash Preview) with contextual prompting. Supports PDF slide guides, domain-aware term hints, and local Whisper fallback. Triggers: "강의 전사", "STT", "lecture transcription", "오디오 전사", "강의 녹음", "audio to text", "lecture notes", "음성 변환", "녹음 텍스트", "전사해줘", "transcribe", "whisper"
Explain lint errors and propose fixes. Use when a junior developer needs help resolving common lint or format warnings.
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. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.
Docker and Docker Compose patterns for local development, container security, networking, volume strategies, and multi-service orchestration.
Use up-to-date library and framework docs via Context7 MCP instead of training data. Activates for setup questions, API references, code examples, or when the user names a framework.
Create and review Cloudflare Durable Objects. Use when building stateful coordination (chat rooms, multiplayer games, booking systems), implementing RPC methods, SQLite storage, alarms, WebSockets, or reviewing DO code for best practices. Covers Workers integration, wrangler config, and testing with Vitest.
Electricity and gas procurement, tariff optimization, demand charge management, renewable PPA evaluation, and multi-facility energy cost management. Includes market structure analysis, hedging strategies, load profiling, and sustainability reporting frameworks. Use when procuring energy, optimizing tariffs, managing demand charges, evaluating PPAs, or developing energy strategies.
Operate long-lived agent workloads with observability, security boundaries, and lifecycle management.
Explain compiler/runtime errors in plain language. Use when a junior developer needs help understanding an error message.
Neural search via Exa MCP for web, code, and company research.
AI media via fal.ai — image editing, image/video/audio generation. Triggers: edit image, remove object, change background, apply style, generate image, create video, text to speech, make thumbnail.
Translate Figma nodes into production-ready code with 1:1 visual fidelity using the Figma MCP workflow (design context, screenshots, assets, and project-convention translation). Trigger when the user provides Figma URLs or node IDs, or asks to implement designs or components that must match Figma specs. Requires a working Figma MCP server connection.
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.
Apple FoundationModels framework for on-device LLM — text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS 26+.
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.
GitHub operations via `gh` CLI: issues, PRs, CI runs, code review, API queries, PR comment handling, CI debugging, auto-fix issue workflows, and stage→commit→push→PR (yeet). Use when interacting with GitHub. NOT for: local git operations (use git directly), non-GitHub repos, or complex browser flows.
Go testing patterns including table-driven tests, subtests, benchmarks, fuzzing, and test coverage. Follows TDD methodology with idiomatic Go practices.
Convert HTML slides into native PowerPoint elements. Triggers: HTML to PPTX, convert HTML slides, html2pptx.
Execute Hugging Face Hub operations using the `hf` CLI. Use when the user needs to download models/datasets/spaces, upload files to Hub repositories, create repos, manage local cache, or run compute jobs on HF infrastructure. Covers authentication, file transfers, repository creation, cache operations, and cloud compute.
Add and manage evaluation results in Hugging Face model cards. Supports extracting eval tables from README content, importing scores from Artificial Analysis API, and running custom model evaluations with vLLM/lighteval. Works with the model-index metadata format.
Train/fine-tune LLMs using TRL on Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO, reward modeling, GGUF conversion, dataset validation, hardware selection, cost estimation, Trackio monitoring, and model persistence. Invoke for cloud GPU training or GGUF conversion.
Detects fail-open insecure defaults (hardcoded secrets, weak auth, permissive security) that allow apps to run insecurely in production. Use when auditing security, reviewing config management, or analyzing environment variable handling.
Demand forecasting, safety stock optimization, replenishment planning, and promotional lift estimation at multi-location retailers. Includes forecasting method selection, ABC/XYZ analysis, seasonal transition management, and vendor negotiation frameworks. Use when forecasting demand, setting safety stock, planning replenishment, managing promotions, or optimizing inventory levels.
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.
Use when the user asks to create, scaffold, or edit Jupyter notebooks (`.ipynb`) for experiments, explorations, or tutorials; prefer the bundled templates and run the helper script `new_notebook.py` to generate a clean starting notebook.
JetBrains Exposed ORM patterns including DSL queries, DAO pattern, transactions, HikariCP connection pooling, Flyway migrations, and repository pattern.
Kotlin testing patterns with Kotest, MockK, coroutine testing, property-based testing, and Kover coverage. Follows TDD methodology with idiomatic Kotlin practices.
Laravel architecture patterns, routing/controllers, Eloquent ORM, service layers, queues, events, caching, and API resources for production apps.
Laravel security best practices for authn/authz, validation, CSRF, mass assignment, file uploads, secrets, rate limiting, and secure deployment.
Test-driven development for Laravel with PHPUnit and Pest, factories, database testing, fakes, and coverage targets.
Freight exception handling: shipment delays, damages, losses, carrier disputes. Includes escalation protocols, carrier-specific behaviors, claims procedures, and judgment frameworks.
Summarize noisy logs into likely causes and next steps. Use when a junior developer needs help interpreting logs.
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.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Deploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify, including preview and production deploys.
Next.js 16+ and Turbopack — incremental bundling, FS caching, dev speed, and when to use Turbopack vs webpack.
Capture conversations and decisions into structured Notion pages; use when turning chats/notes into wiki entries, how-tos, decisions, or FAQs with proper linking.
Prepare meeting materials with Notion context and Codex research; use when gathering context, drafting agendas/pre-reads, and tailoring materials to attendees.
Research across Notion and synthesize into structured documentation; use when gathering info from multiple Notion sources to produce briefs, comparisons, or reports with citations.
Process, convert, OCR, extract, redact, sign, and fill documents using the Nutrient DWS API. Works with PDFs, DOCX, XLSX, PPTX, HTML, and images.
Nuxt 4 app patterns for hydration safety, performance, route rules, lazy loading, and SSR-safe data fetching with useFetch and useAsyncData.
Pandas DataFrame → Excel pipeline. Export CSV/TSV from pandas, import with officecli, then format and validate. Supports CJK headers, number formatting, conditional formatting, and charts.
Use when the user asks how to build with OpenAI products or APIs and needs up-to-date official documentation with citations (for example: Codex, Responses API, Chat Completions, Apps SDK, Agents SDK, Realtime, model capabilities or limits); prioritize OpenAI docs MCP tools and restrict any fallback browsing to official OpenAI domains.
Control Philips Hue lights and scenes via the OpenHue CLI.
Use when tasks involve reading, creating, editing, or reviewing PDF files. Visual layout checks via Poppler (pdftoppm). Python tools: reportlab (create), pdfplumber/pypdf (extract), nano-pdf (natural-language page editing). Also covers DOCX→PDF conversion via soffice.
Modern Perl 5.36+ idioms, best practices, and conventions for building robust, maintainable Perl applications.
PDF RAG pipeline: text extraction + Apple Vision OCR + API embedding + cosine search. Triggers: "pdf 읽기", "pdf rag", "문서 검색", "pdf 분석", "pdf 청크", "pdf-expert", "pdf 임베딩"
Write-time code quality enforcement using Plankton — auto-formatting, linting, and agent-powered fixes on every file edit via hooks.
Execute read-only SQL queries against multiple PostgreSQL databases. Use when: (1) querying PostgreSQL databases, (2) exploring database schemas/tables, (3) running SELECT queries for data analysis, (4) checking database contents. Supports multiple database connections with descriptions for intelligent auto-selection. Blocks all write operations (INSERT, UPDATE, DELETE, DROP, etc.) for safety.
PostgreSQL database patterns for query optimization, schema design, indexing, and security.
Perl testing patterns using Test2::V0, Test::More, prove runner, mocking, coverage with Devel::Cover, and TDD methodology.
Transcribe audio files to text with optional diarization and known-speaker hints. Use when a user asks to transcribe speech from audio/video, extract text from recordings, or label speakers in interviews or meetings.
Deploy applications and websites to Vercel using the bundled `scripts/deploy.sh` claimable-preview flow. Use when the user asks to deploy to Vercel, wants a preview URL, or says to push a project live on Vercel.
Translate visa application documents (images) to English and create a bilingual PDF with original and translation.
Remote-control tmux sessions for interactive CLIs by sending keystrokes and scraping pane output.
Text-to-speech with edge-tts (primary, high-quality neural voices) and macOS say (fallback). Supports Korean, English, Japanese, and 40+ languages. Includes Telegram voice delivery workflow.
UX research toolkit: data-driven persona generation, customer journey mapping, usability testing frameworks, research synthesis. Use when planning user research, creating personas, mapping journeys, or validating designs.
See, Understand, Act on video and audio. Ingest from local files, URLs, RTSP/live feeds, or desktop capture. Extract frames, build visual/semantic/temporal indexes, search moments with timestamps and auto-clips. Transcode, timeline edit (subtitles, overlays, branding, audio, dubbing), generate media assets, and create real-time alerts from live streams.
Download videos using yt-dlp. Supports quality selection, format conversion, and audio extraction.
Multi-phase verification system for code changes — build, types, lint, tests, security, diff.
Vision-based coordinate click: screenshot → AI coordinate extraction → mouse click. Codex CLI only.
Use when you have a spec or requirements for a multi-step task, before touching code
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
Design token generation, color palettes, typography scales, component architecture, WCAG accessibility, and developer handoff. Use when creating design systems, maintaining visual consistency, or bridging design-development collaboration.
Build WhatsApp automations with Kapso workflows: configure WhatsApp triggers, edit workflow graphs, manage executions, deploy functions, and use databases/integrations for state. Use when automating WhatsApp conversations and event handling.
Analyzes web performance using Chrome DevTools MCP. Measures Core Web Vitals (FCP, LCP, TBT, CLS, Speed Index), identifies render-blocking resources, network dependency chains, layout shifts, caching issues, and accessibility gaps. Use when asked to audit, profile, debug, or optimize page load performance, Lighthouse scores, or site speed.
X/Twitter API integration for posting tweets, threads, reading timelines, search, and analytics. Covers OAuth auth patterns, rate limits, and platform-native content posting.
Route browser-related requests to the appropriate skill (browser vs dev-testing).
Configures Python projects with modern tooling (uv, ruff, ty). Use when creating projects, writing standalone scripts, or migrating from pip/Poetry/mypy/black.
SwiftUI architecture patterns, state management with @Observable, view composition, navigation, performance optimization, and modern iOS/macOS UI best practices.
Use when completing tasks, implementing major features, or before merging to verify work meets requirements
Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation
Deploy applications to Render by analyzing codebases, generating render.yaml Blueprints, and providing Dashboard deeplinks. Use when the user wants to deploy, host, publish, or set up their application on Render's cloud platform.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Rust testing patterns including unit tests, integration tests, async testing, property-based testing, mocking, and coverage. Follows TDD methodology.
Audit skills and commands for quality. Supports Quick Scan (changed only) and Full Stocktake modes with batch evaluation.
Perform language and framework specific security best-practice reviews and suggest improvements. Trigger only when the user explicitly requests security best practices guidance, a security review/report, or secure-by-default coding help. Trigger only for supported languages (python, javascript/typescript, go). Do not trigger for general code review, debugging, or non-security tasks.
Use when the user asks for text-to-speech narration or voiceover, accessibility reads, audio prompts, or batch speech generation via the OpenAI Audio API; run the bundled CLI (`scripts/text_to_speech.py`) with built-in voices and require `OPENAI_API_KEY` for live calls. Custom voice creation is out of scope.
Use when the user asks to generate, remix, poll, list, download, or delete Sora videos via OpenAI’s video API using the bundled CLI (`scripts/sora.py`), including requests like “generate AI video,” “Sora,” “video remix,” “download video/thumbnail/spritesheet,” and batch video generation; requires `OPENAI_API_KEY` and Sora API access.
Spring Boot architecture patterns, REST API design, layered services, data access, caching, async processing, and logging. Use for Java Spring Boot backend work.
Spring Security best practices for authn/authz, validation, CSRF, secrets, headers, rate limiting, and dependency security in Java Spring Boot services.
Test-driven development for Spring Boot using JUnit 5, Mockito, MockMvc, Testcontainers, and JaCoCo. Use when adding features, fixing bugs, or refactoring.
Parse, analyze, and process SARIF (Static Analysis Results Interchange Format) files. Use when reading security scan results, aggregating findings from multiple tools, deduplicating alerts, extracting specific vulnerabilities, or integrating SARIF data into CI/CD pipelines.
Protocol-based dependency injection for testable Swift code — mock file system, network, and external APIs using focused protocols and Swift Testing.
Swift 6.2 Approachable Concurrency — single-threaded by default, @concurrent for explicit background offloading, isolated conformances for main actor types.
Send voice/photos/documents (and optional text notices) to Telegram. Prefer Bot API first for non-text delivery; use local API for text/status and fallback.
Implement Terraform Provider actions using the Plugin Framework. Use when developing imperative operations that execute at lifecycle events (before/after create, update, destroy).
Guide for HashiCorp Terraform Stacks — creating, modifying, and validating Stack configurations (.tfcomponent.hcl, .tfdeploy.hcl), managing multi-region/multi-environment infrastructure.
Guide for running acceptance tests for a Terraform provider. Use this when asked to run an acceptance test or to run a test with the prefix `TestAcc`.
Word DOCX create, read, edit, review. Triggers: Word doc, .docx, reports, memos, letters, templates.
3D Morph PPT — extends morph-ppt with GLB model insertion, cinematographic camera, model-content layout, and enriched visual design system.
Generate Morph-animated PPTs with officecli
Scan skills to extract cross-cutting principles and distill them into rules — append, revise, or create new rule files.
Idiomatic Rust patterns, ownership, error handling, traits, concurrency, and best practices for building safe, performant applications.
Decision framework for choosing between regex and LLM when parsing structured text — start with regex, add LLM only for low-confidence edge cases.
Returns authorization, receipt and inspection, disposition decisions, refund processing, fraud detection, and warranty claims management. Includes grading frameworks, disposition economics, fraud pattern recognition, and vendor recovery processes.
Screen capture and camera snapshots using macOS built-in tools. Full screen, region, window, webcam, and video recording. Use as default when tool-specific capture (Figma, Playwright, CDP) is unavailable. Prefer cli-jaw browser screenshot for web pages.
Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry API; perform read-only queries with the bundled script and require `SENTRY_AUTH_TOKEN`.
Manual context compaction at logical workflow boundaries to preserve context through task phases.
Repository-grounded threat modeling that enumerates trust boundaries, assets, attacker capabilities, abuse paths, and mitigations, and writes a concise Markdown threat model. Trigger only when the user explicitly asks to threat model a codebase or path, enumerate threats/abuse paths, or perform AppSec threat modeling. Do not trigger for general architecture summaries, code review, or non-security design work.
Terminal Spotify playback/search via spogo (preferred) or spotify_player.
System architecture design, ADRs, dependency analysis, architecture pattern selection (monolith, microservices, CQRS, event sourcing, hexagonal), database and tech stack decision matrices. Use when making architecture decisions or evaluating system design.
Transform monolithic Terraform configurations into reusable, maintainable modules following HashiCorp's module design principles and community best practices.
Azure Verified Modules (AVM) requirements and best practices for developing certified Azure Terraform modules. Use when creating or reviewing Azure modules that need AVM certification.
Generate Terraform HCL code following HashiCorp's official style conventions and best practices. Use when writing, reviewing, or generating Terraform configurations.
Thread-safe data persistence in Swift using actors — in-memory cache with file-backed storage, eliminating data races by design.
Interactive agent picker for composing and dispatching parallel teams from agent persona files.
Analyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export CSV/JSON for graph databases and visualization. Trigger only when the user explicitly wants a security-oriented ownership or bus-factor analysis grounded in git history (for example: orphaned sensitive code, security maintainers, CODEOWNERS reality checks for risk, sensitive hotspots, or ownership clusters). Do not trigger for general maintainer lists or non-security ownership questions.
Runs CodeQL static analysis for security vulnerability detection using interprocedural data flow and taint tracking. Applicable when finding vulnerabilities, running a security scan, performing a security audit, running CodeQL, building a CodeQL database, selecting query rulesets, creating data extension models, or processing CodeQL SARIF output. NOT for writing custom QL queries or CI/CD pipeline setup.
Implement Terraform Provider resources and data sources using the Plugin Framework. Use when developing CRUD operations, schema design, state management, and acceptance testing for provider resources.
Verification loop for Spring Boot projects: build, static analysis, tests with coverage, security scans, and diff review before release or PR.
Run Semgrep static analysis scan on a codebase using parallel subagents. Automatically detects and uses Semgrep Pro for cross-file analysis when available. Use when asked to scan code for vulnerabilities, run a security audit with Semgrep, find bugs, or perform static analysis. Spawns parallel workers for multi-language codebases and triage.
Quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing. Includes NCR lifecycle, CAPA systems, SPC interpretation, and audit methodology across FDA, IATF 16949, and AS9100 environments.
PyTorch deep learning patterns and best practices for building robust, efficient, and reproducible training pipelines, model architectures, and data loading.
RFC-driven multi-agent DAG execution pattern with quality gates, merge queues, and work unit orchestration.
Pythonic idioms, PEP 8 standards, type hints, and best practices for building robust, efficient, and maintainable Python applications.
Analyze and optimize prompts for AI coding agents. Decompose tasks into components (skills/commands/agents), detect missing context, and produce ready-to-paste improved prompts. Advisory only — outputs prompts, not code. Triggers: "optimize prompt", "improve my prompt", "rewrite this prompt", "how to write a prompt for", "help me prompt"
Use Oracle CLI for second-model consultation with selected repo files. Trigger when Codex should ask an external model to review architecture, debug hard failures, audit PRDs/plans, compare approaches, or cross-check risky code with file context. Prefer dry-run and manual approval before any API/browser execution.
Use this when scaffolding a new Terraform provider.
Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.
Comprehensive Perl security covering taint mode, input validation, safe process execution, DBI parameterized queries, web security (XSS/SQLi/CSRF), and perlcritic security policies.
Multi-agent orchestration using dmux (tmux pane manager for AI agents). Patterns for parallel agent workflows across Claude Code, Codex, OpenCode, and other harnesses. Use when running multiple agent sessions in parallel or coordinating multi-agent development workflows.
Manage carrier portfolios, negotiate freight rates, track carrier performance, allocate freight, and maintain strategic carrier relationships. Includes scorecarding frameworks, RFP processes, market intelligence, and compliance vetting. Use when managing carriers, negotiating rates, evaluating carrier performance, or building freight strategies.
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.
Explore user intent, requirements, and design before implementation. Recommended before creative work such as new features or component design.
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.
Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, or chat applications. Covers Agent class, state management, callable RPC, Workflows integration, and React hooks.
Anthropic Claude API patterns for Python and TypeScript. Covers Messages API, streaming, tool use, vision, extended thinking, batches, prompt caching, and Claude Agent SDK.
Recommend basic data structures for a task. Use when a junior developer needs help choosing lists, maps, or sets.
Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
Django architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.
Clean Architecture patterns for Android and Kotlin Multiplatform projects — module structure, dependency rules, UseCases, Repositories, and data layer patterns.
Analyze an unfamiliar codebase and generate a structured onboarding guide with architecture map, key entry points, conventions, and a starter CLAUDE.md.
Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates.
Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing.
Persistent REPL sessions with model switching, branching, and export. Manage multi-turn agent conversations as session files.
Engineering operating model for teams where AI agents generate a large share of implementation output.
REST API design review and best practices. Naming conventions, HTTP methods, pagination, error formats, versioning, breaking change detection, rate limiting, HATEOAS. Use when designing or reviewing APIs.
Interactive installer for agent skills and rules across any AI coding agent framework. Guides users through selecting and installing skills and rules to user-level or project-level directories, verifies paths, and optionally optimizes installed files.
Capture architectural decisions made during coding sessions as structured ADRs. Auto-detects decision moments, records context, alternatives considered, and rationale. Maintains an ADR log so future developers understand why the codebase is shaped the way it is.
Patterns and architectures for autonomous Claude Code loops — from simple sequential pipelines to RFC-driven multi-agent DAG systems.
Generate step-by-step construction plans for multi-session engineering projects with self-contained context briefs per step.
Orchestrate multi-agent coding tasks via Claude DevFleet — plan projects, dispatch parallel agents in isolated worktrees, monitor progress, and read structured reports.
Deploy applications and infrastructure to Cloudflare using Workers, Pages, and related platform services. Use when the user asks to deploy, host, publish, or set up a project on Cloudflare.
Guide quick orientation of an unfamiliar codebase with module mapping, entry points, and local run steps. Use when a junior developer needs to get situated fast.
Compose Multiplatform and Jetpack Compose patterns for KMP projects — state management, navigation, theming, performance, and platform-specific UI.
Cache expensive file processing results using SHA-256 content hashes — path-independent, auto-invalidating, with service layer separation.
Audit context window consumption across agents, skills, MCP servers, and rules. Identifies bloat, redundant components, and produces prioritized token-savings recommendations.
This skill should be used when the user asks to "compress context", "summarize conversation history", "implement compaction", "reduce token usage", or mentions context compression, structured summarization, tokens-per-task optimization, or long-running agent sessions exceeding context limits.
Patterns for continuous autonomous agent loops with quality gates, evaluations, and recovery controls.
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents. v2.1 adds project-scoped instincts to prevent cross-project contamination.
C++ coding standards based on the C++ Core Guidelines (isocpp.github.io). Use when writing, reviewing, or refactoring C++ code to enforce modern, safe, and idiomatic practices.
Use only when writing/updating/fixing C++ tests, configuring GoogleTest/CTest, diagnosing failing or flaky tests, or adding coverage/sanitizers.
Customs documentation, tariff classification, duty optimization, restricted party screening, and regulatory compliance across multiple jurisdictions. Includes HS classification logic, Incoterms application, FTA utilization, and penalty mitigation. Use when handling customs clearance, tariff classification, trade compliance, import/export documentation, or duty optimization.
Database migration best practices for schema changes, data migrations, rollbacks, and zero-downtime deployments across PostgreSQL, MySQL, and common ORMs.
Build a fully automated AI-powered data collection agent for any public source — job boards, prices, news, GitHub, sports, anything. Scrapes on a schedule, enriches data with a free LLM (Gemini Flash), stores results in Notion/Sheets/Supabase, and learns from user feedback. Runs 100% free on GitHub Actions. Use when the user wants to monitor, collect, or track any public data automatically.
Provide a systematic debugging checklist. Use when a junior developer is stuck and needs a structured approach.
Guide installation of project dependencies and toolchains. Use when a junior developer is stuck setting up the environment.
macOS-only AppleScript control for the ChatGPT Atlas desktop app. Use only when the user explicitly asks to control Atlas tabs/bookmarks/history on macOS and the "ChatGPT Atlas" app is installed; do not trigger for general browser tasks or non-macOS environments.
Write articles, guides, blog posts, tutorials, newsletter issues, and other long-form content in a distinctive voice derived from supplied examples or brand guidance. Use when the user wants polished written content longer than a paragraph, especially when voice consistency, structure, and credibility matter.
Use when Codex is building or iterating on a web game (HTML/JS) and needs a reliable development + testing loop: implement small changes, run a Playwright-based test script with short input bursts and intentional pauses, inspect screenshots/text, and review console errors with render_game_to_text.
Performs security-focused differential review of code changes (PRs, commits, diffs). Adapts analysis depth to codebase size, uses git history for context, calculates blast radius, checks test coverage, and generates comprehensive markdown reports. Automatically detects and prevents security regressions.
Django security best practices, authentication, authorization, CSRF protection, SQL injection prevention, XSS prevention, and secure deployment configurations.
Bun as runtime, package manager, bundler, and test runner. When to choose Bun vs Node, migration notes, and Vercel support.
Generate user-facing changelogs from git commits. Categorizes changes, filters internal noise, and formats for customers.
Create platform-native content systems for X, LinkedIn, TikTok, YouTube, newsletters, and repurposed multi-platform campaigns. Use when the user wants social posts, threads, scripts, content calendars, or one source asset adapted cleanly across platforms.
Cost optimization patterns for LLM API usage — model routing by task complexity, budget tracking, retry logic, and prompt caching.
Database schema design, normalization (1NF–BCNF), index optimization, migration strategies, partitioning, and database selection guide. Use when designing schemas, optimizing queries, or planning database architecture.
Multi-platform content distribution across X, LinkedIn, Threads, and Bluesky. Adapts content per platform using content-engine patterns. Use when the user wants to distribute content across social platforms.
Deployment workflows, CI/CD pipeline patterns, Docker containerization, health checks, rollback strategies, and production readiness checklists for web applications.
Django testing strategies with pytest-django, TDD methodology, factory_boy, mocking, coverage, and testing Django REST Framework APIs.
Head-to-head comparison of coding agents (Claude Code, Aider, Codex, etc.) on custom tasks with pass rate, cost, time, and consistency metrics
Verification loop for Django projects: migrations, linting, tests with coverage, security scans, and deployment readiness checks before release or PR.
Run autonomous multi-step research via Google Gemini Deep Research Agent. Produces cited reports from web sources.
Automatically extract reusable patterns from agent sessions and save them as learned skills for future use.
Explain a configuration file and its key options. Use when a junior developer is confused by a config file.
ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.