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- ▌ Plotly · tools-only bundleInteractive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use matplotlib or scientific-visualization.
- ▌ Imaging Data Commons · tools-only bundleQuery and download public cancer imaging data from NCI Imaging Data Commons using idc-index. Use for accessing large-scale radiology (CT, MR, PET) and pathology datasets for AI training or research. No authentication required. Query by metadata, visualize in browser, check licenses.
- ▌ Deeptools · tools-only bundleNGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for ChIP-seq, RNA-seq, ATAC-seq visualization.
- ▌ Seaborn · tools-only bundleStatistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For interactive plots use plotly; for publication styling use scientific-visualization.
- ▌ Scikit Learn · tools-only bundleMachine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hyperparameter tuning, preprocessing, or building ML pipelines. Provides comprehensive reference documentation for algorithms, preprocessing techniques, pipelines, and best practices.
- ▌ Anndata · tools-only bundleData structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for probabilistic models use scvi-tools; for population-scale queries use cellxgene-census.
- ▌ Pyopenms · tools-only bundleComplete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identification, protein quantification, and complex LC-MS/MS pipelines. Supports extensive file formats and algorithms. Best for proteomics, comprehensive MS data processing. For simple spectral comparison and metabolite ID use matchms.
- ▌ Transactions · tools-only bundleMonitor database transactions with real-time alerting for performance and...
- ▌ Practice Scout · tools-only bundleGather modern best practices and pitfalls for the requested change.
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- ▌ Diagnose · tools-only bundleInteractive diagnostic agent that guides users through Azure resource health assessment, issue identification, and remediation planning. Uses approval-first execution for safety, analyzes single resources, and saves reports to agent-output/{project}/.
- ▌ Plan Reviewer · tools-only bundleValidate a plan before implementation. Use before exiting Plan mode. Pass the plan file path and any additional context files. Returns JSON with findings and score (must reach 9+ to proceed).
- ▌ Geepers Caddy · tools-only bundleAgent for ALL Caddy configuration changes, port allocation, and routing setup
- ▌ Geepers Flask · tools-only bundleFlask application specialist. Use when building, reviewing, or debugging Fl...
- ▌ Geepers Scout · tools-only bundleAgent for project reconnaissance, quick fixes, and generating improvement...
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- ▌ LLM Architect · tools-only bundleUse when designing LLM systems for production, implementing fine-tuning or RAG architectures, optimizing inference serving infrastructure, or managing multi-model deployments. Specifically:\n\n<example>\nContext: A startup needs to deploy a custom LLM application with sub-200ms latency, fine-tuned on domain-specific data\nuser: "Design a production LLM architecture that supports our use case with sub-200ms P95 latency, includes fine-tuning capability, and optimizes for cost"\nassistant: "I'll design an end-to-end LLM system using quantized models with vLLM serving, implement LoRA-based fine-tuning pipeline, add context caching for repeated queries, and configure load balancing with multi-region deployment. Expected: 187ms P95 latency, 127 tokens/s throughput, 60% cost reduction vs baseline."\n<commentary>\nInvoke the llm-architect when building comprehensive LLM systems from scratch that require architecture design, serving infrastructure decisions, and fine-tuning pipeline setup. This differentiates from pro
- ▌ Elixir Expert · tools-only bundleUse this agent when you need to build fault-tolerant, concurrent systems leveraging OTP patterns, GenServer architectures, and Phoenix framework for real-time applications. Specifically:\n\n<example>\nContext: Building a real-time chat application with WebSocket support, process supervision, and multi-node clustering.\nuser: "I need to create a Phoenix LiveView chat app with custom GenServer state management, WebSocket channels, and the ability to cluster across multiple nodes. What's the best approach?"\nassistant: "I'll invoke elixir-expert to: design a supervision tree with GenServer for message routing, implement Phoenix Channels for WebSocket communication, set up LiveView for real-time UI updates, and configure libcluster for multi-node distribution with fault tolerance."\n<commentary>\nUse elixir-expert when building distributed, real-time applications that require OTP process management, Phoenix framework integration, and multi-node clustering. This agent specializes in designing supervision trees, im
- ▌ Prd Architect · tools-only bundleUse this agent when you need to create, update, or refine a Product Requirements Document (PRD) for use with Task Master. This includes developing new PRDs, enhancing existing documents, and capturing significant architectural decisions.
- ▌ Bash Reviewer · tools-only bundleExpert Bash/Shell script reviewer specializing in quoting correctness, POSIX compliance, security, and robustness patterns
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- ▌ Debug Commit Searcher · tools-only bundleSearches git history for commits that introduced or fixed a bug
- ▌ Adapter Expert · tools-only bundleAdapter Layer 전문가. CommandAdapter(persist만, JpaRepository 1:1), QueryAdapter(4개 메서드, QueryDslRepository 1:1), AdminQueryAdapter(Join 허용, DTO Projection), LockQueryAdapter(6개 Lock 메서드). 필드 2개만(Repository + Mapper). @Component 필수. @Transactional 절대 금지.
- ▌ Add Domain Entity · tools-only bundleCreate domain layer components: models, repository interfaces, marshallers, and implementations. Use when: (1) adding domain model in internal/domain/model/, (2) creating repository interface in internal/domain/repository/, (3) implementing repository with marshaller in internal/infrastructure/{db}/. This is Step 2 of CRUD workflow (after add-database-table, before add-api-endpoint).
- ▌ Parquet Files · tools-only bundleThis describes how to create Parquet files in C#, including updating and multi threaded creation
- ▌ Database Optimizer · tools-only bundleUse when investigating slow queries, analyzing execution plans, or optimizing database performance. Invoke for index design, query rewrites, configuration tuning, partitioning strategies, lock contention resolution.
- ▌ Ra Aid · tools-only bundleRA.Aid (pronounced "raid") is a standalone autonomous software development assistant built on LangGraph's agent-based task execution framework. It implements a three-stage architecture (Research,...
- ▌ Compliance Tracker · tools-only bundleTrack regulatory compliance for construction projects. Monitor permits, certifications, inspections, and regulatory requirements with automated alerts and reporting.
- ▌ Azure Mgmt Fabric Py · tools-only bundleAzure Fabric Management SDK for Python. Use for managing Microsoft Fabric capacities and resources. Triggers: "azure-mgmt-fabric", "FabricMgmtClient", "Fabric capacity", "Microsoft Fabric", "Power BI capacity".
- ▌ Bio Flow Cytometry Cytometry Qc · tools-only bundleComprehensive quality control for flow cytometry and CyTOF data. Covers flow rate stability, signal drift, margin events, dead cell exclusion, and batch QC. Use when assessing acquisition quality or identifying problematic samples before analysis.
- ▌ Logistics Exception Management · tools-only bundleCodified expertise for handling freight exceptions, shipment delays, damages, losses, and carrier disputes. Informed by logistics professionals with 15+ years operational experience. Includes escalation protocols, carrier-specific behaviours, claims procedures, and judgment frameworks. Use when handling shipping exceptions, freight claims, delivery issues, or carrier disputes.
- ▌ Gamma Core Workflow A · tools-only bundleImplement core Gamma workflow for AI presentation generation. Use when creating presentations from prompts, documents, or structured content with AI assistance. Trigger with phrases like "gamma generate presentation", "gamma AI slides", "gamma from prompt", "gamma content to slides", "gamma automation".
- ▌ Dspy Simba Optimizer · tools-only bundleThis skill should be used when the user asks to "optimize with SIMBA", "use Bayesian optimization", "optimize agents with custom feedback", mentions "SIMBA optimizer", "mini-batch optimization", "statistical optimization", "lightweight optimizer", or needs an alternative to MIPROv2/GEPA for programs with rich feedback signals.
- ▌ Juicebox Core Workflow A · tools-only bundleExecute Juicebox people search workflow. Use when building candidate sourcing pipelines, searching for professionals, or implementing talent discovery features. Trigger with phrases like "juicebox people search", "find candidates juicebox", "juicebox talent search", "search professionals juicebox".
- ▌ Databricks Migration Deep Dive · tools-only bundleExecute comprehensive platform migrations to Databricks from legacy systems. Use when migrating from on-premises Hadoop, other cloud platforms, or legacy data warehouses to Databricks. Trigger with phrases like "migrate to databricks", "hadoop migration", "snowflake to databricks", "legacy migration", "data warehouse migration".
- ▌ CD Pipeline Generator · tools-only bundleGenerate GitHub Actions deployment workflows for automated deployment to staging and production environments on cloud platforms (AWS, GCP, Azure). Use when setting up continuous deployment pipelines, creating deployment automation, or configuring multi-environment deployment strategies. Includes templates for environment-specific deployments with approval gates, secrets management, and rollback capabilities.
- ▌ Integrating Secrets Managers · tools-only bundleManage this skill enables AI assistant to seamlessly integrate with various secrets managers like hashicorp vault and aws secrets manager. it generates configurations and setup code, ensuring best practices for secure credential management. use this skill when... Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.
- ▌ Posthog CI Integration · tools-only bundleConfigure PostHog CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating PostHog tests into your build process. Trigger with phrases like "posthog CI", "posthog GitHub Actions", "posthog automated tests", "CI posthog".
- ▌ Compile Compcert · tools-only bundleGuide for building CompCert, the formally verified C compiler, from source. This skill should be used when compiling, building, or installing CompCert, or when working with Coq-based software that has strict dependency version requirements. Covers OCaml/opam setup, Coq version compatibility, memory management, and common build pitfalls.
- ▌ Recall Conversations · tools-only bundleThis skill should be used when the user asks to recall, search, or continue past conversations. Triggers on "what did we discuss", "continue where we left off", "remember when", "as I mentioned", "you suggested", "we decided", "search my conversations", "find the conversation where", "what did we work on". Also triggers on implicit signals like past-tense references ("the bug we fixed"), possessives without context ("my project"), or assumptive questions ("do you remember").
- ▌ Lokalise CI Integration · tools-only bundleConfigure Lokalise CI/CD integration with GitHub Actions and automated sync. Use when setting up automated translation sync, configuring CI pipelines, or integrating Lokalise into your build process. Trigger with phrases like "lokalise CI", "lokalise GitHub Actions", "lokalise automated sync", "CI lokalise", "lokalise pipeline".
- ▌ Finishing A Development Branch · tools-only bundleUse when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup
- ▌ Instantly CI Integration · tools-only bundleConfigure Instantly CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Instantly tests into your build process. Trigger with phrases like "instantly CI", "instantly GitHub Actions", "instantly automated tests", "CI instantly".
- ▌ M365 Admin · tools-only bundleUse when automating Microsoft 365 administrative tasks including Exchange Online mailbox provisioning, Teams collaboration management, SharePoint site configuration, license lifecycle management, and Graph API-driven identity automation. Specifically:\n\n<example>\nContext: Enterprise onboarding new employees across departments with Exchange mailbox creation, Teams team membership, SharePoint site permissions, and license assignment\nuser: "We need to automate onboarding so when a new employee is added to our HR system, they automatically get an Exchange mailbox with forwarding rules, added to their department's Teams channel, granted appropriate SharePoint site permissions, and assigned the correct M365 licenses based on their role."\nassistant: "I'll create a comprehensive onboarding automation workflow: Connect to Exchange Online to provision mailbox with specific retention/forwarding settings, use Microsoft Graph to create/manage Teams membership and channel assignments, configure SharePoint site access w
- ▌ Fnd R Sizing Markets · tools-only bundleCalculates TAM/SAM/SOM and assesses market timing. Use when sizing markets, estimating addressable opportunity, analyzing market timing, or validating opportunity scale.
- ▌ Payment Integration · tools-only bundleIntegrate payments with SePay (VietQR), Polar, Stripe, Paddle (MoR subscriptions), Creem.io (licensing). Checkout, webhooks, subscriptions, QR codes, multi-provider orders.
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- ▌ Distribution · tools-only bundleAutomatically publish and distribute content across YouTube, TikTok, Twitter, LinkedIn, and blog platforms with platform-specific optimization
- ▌ Teleprompter · tools-only bundleConvert video scripts to teleprompter format with auto-scroll, timing marks,...
- ▌ Video Editor · tools-only bundleAI-assisted video editing via DaVinci Resolve API with automatic cuts, color...
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- ▌ Orchestrator · tools-only bundleMaster coordinator for complex multi-step tasks. Use PROACTIVELY when a task involves 2+ modules, requires delegation to specialists, needs architectural planning, or involves GitHub PR workflows. MUST BE USED for open-ended requests like "improve", "enhance", "build", "scale", "refactor", "add feature", "system design", "architecture", "complex task", or when implementing features from GitHub issues.
- ▌ Ml LLM As Judge · tools-only bundleComprehensive guide to LLM-as-judge evaluation patterns including Prometheus 2 models, G-Eval framework, pairwise/pointwise/reference-guided methods, bias mitigation, and uncertainty quantification
- ▌ Adr Generator · tools-only bundleExpert agent for creating comprehensive Architectural Decision Records (ADRs) with structured formatting optimized for AI consumption and human readability.
- ▌ Todo Signin UI · tools-only bundleGenerate a premium, black-background, pink glassmorphic sign-in experience for a todo app with a distinct page layout, strong hierarchy, and refined UX flow. Styling must exactly match the signup skill.
- ▌ Geepers Links · tools-only bundleAgent for link validation, broken link detection, URL enrichment, and res...
- ▌ As Built · tools-only bundleGenerates Step 7 as-built documentation suite after successful deployment. Reads all prior artifacts (Steps 1-6) and deployed resource state to produce comprehensive workload documentation: design document, operations runbook, cost estimate, compliance matrix, backup/DR plan, resource inventory, and documentation index.
- ▌ Bicep Plan · tools-only bundleExpert Azure Bicep Infrastructure as Code planner that creates comprehensive, machine-readable implementation plans. Consults Microsoft documentation, evaluates Azure Verified Modules, and designs complete infrastructure solutions with architecture diagrams.
- ▌ Media Processing · tools-only bundleProcess multimedia files with FFmpeg (video/audio encoding, conversion, streaming, filtering, hardware acceleration) and ImageMagick (image manipulation, format conversion, batch processing, effects, composition). Use when converting media formats, encoding videos with specific codecs (H.264, H.265, VP9), resizing/cropping images, extracting audio from video, applying filters and effects, optimizing file sizes, creating streaming manifests (HLS/DASH), generating thumbnails, batch processing images, creating composite images, or implementing media processing pipelines. Supports 100+ formats, hardware acceleration (NVENC, QSV), and complex filtergraphs.
- ▌ Microsim Matcher · tools-only bundleThis skill analyzes diagram, chart, or simulation specifications and returns a ranked list of the most suitable MicroSim generator skills to use. It compares the specification against capabilities of all available microsim generators (p5.js, ChartJS, Plotly, Mermaid, vis-network, timeline, map, Venn, bubble) and provides match scores (0-100) with detailed reasoning for each recommendation. Use this skill when a user has a diagram specification and needs guidance on which MicroSim generator skill to use.
- ▌ Data Researcher · tools-only bundleUse this agent when you need to discover, collect, and validate data from multiple sources to fuel analysis and decision-making. Invoke this agent for identifying data sources, gathering raw datasets, performing quality checks, and preparing data for downstream analysis or modeling. Specifically:\n\n<example>\nContext: A data scientist needs access to customer behavior data across multiple sources. The data scientist asked you to find and compile raw customer interaction logs, transaction history, and engagement metrics from APIs, databases, and web sources.\nuser: "We need a comprehensive customer dataset combining transaction logs, user engagement, and demographic data from all our sources. Can you find, collect, and validate this data?"\nassistant: "I'll identify all available customer data sources including your transaction database, engagement tracking system, and third-party demographic APIs. I'll collect raw data from each source, validate completeness and accuracy, check for duplicates and inconsisten
- ▌ Error Detective · tools-only bundleUse this agent when you need to diagnose why errors are occurring in your system, correlate errors across services, identify root causes, and prevent future failures. Specifically:\n\n<example>\nContext: Production system is experiencing intermittent failures across multiple microservices with unclear root cause.\nuser: "We have 50+ errors per minute in production with timeout exceptions in the API gateway, database connection errors, and queue failures. The incidents started after a deployment 2 hours ago but we can't figure out what's causing the cascade."\nassistant: "I'll analyze the error patterns across all services to find the correlation. I'll examine error frequency, timing, service dependencies, recent deployments, and resource metrics to identify what triggered the cascade. Once I find the root cause, I'll explain the failure chain and recommend immediate mitigation and long-term prevention strategies."\n<commentary>\nInvoke error-detective when production is experiencing failures and you need syst
- ▌ Context Manager · tools-only bundleUse for managing shared state, information retrieval, and data synchronization when multiple agents need coordinated access to context and metadata. Specifically:\n\n<example>\nContext: A multi-agent workflow is underway with 5 specialized agents (code-reviewer, test-automator, security-auditor, performance-monitor, documentation-engineer) working on different aspects of a pull request. Each agent needs consistent access to the same codebase state, previous findings, and shared insights.\nuser: "We're coordinating 5 agents on a complex pull request review. Agent A found a security vulnerability, Agent B discovered performance issues, and Agent C has refactoring suggestions. The agents need synchronized access to findings and the ability to build on each other's work without conflicts."\nassistant: "I'll establish a context management system to store and synchronize findings across all 5 agents. This includes: (1) Shared context storage for code state and test results with versioning to track changes, (2) Fast
- ▌ Build Auth System · tools-only bundleBuild comprehensive API authentication and authorization system
- ▌ Generate API Docs · tools-only bundleGenerate comprehensive OpenAPI/Swagger documentation from existing APIs
- ▌ Mcpjam Inspector Local Development And Testing Tool For MCP · tools-only bundleMCPJam Inspector is a comprehensive local development and testing tool for MCP servers, ChatGPT apps, and MCP Apps (ext-apps/SEP-1865). It provides a full widget emulator for ChatGPT and Claude app...
- ▌ Next JS Developer · tools-only bundleExpert Next.js development assistant with 10+ years experience. Automatically audits, generates, and fixes Next.js applications using latest versions (Next.js 14+, React 19+, Tailwind CSS 3+). Use when working with Next.js projects for code generation, security audits, performance optimization, component creation, authentication implementation, or comprehensive project analysis. Handles Server/Client components, API routes, middleware, and ensures production-ready, secure code.
- ▌ Nextjs Developer · tools-only bundleUse when building Next.js 14+ applications with App Router, server components, or server actions. Invoke for full-stack features, performance optimization, SEO implementation, production deployment.
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- ▌ Mapping Codebases · tools-only bundleGenerate navigable code maps for unfamiliar codebases. Extracts exports/imports via AST (tree-sitter) to create _MAP.md files per directory showing classes, functions, methods with signatures and line numbers. Use when exploring repositories, understanding project structure, analyzing unfamiliar code, or before modifications. Triggers on "map this codebase", "explore repo", "understand structure", "what does this project contain", or when starting work on an unfamiliar repository.
- ▌ Prompt Engineer · tools-only bundleUse when designing prompts for LLMs, optimizing model performance, building evaluation frameworks, or implementing advanced prompting techniques like chain-of-thought, few-shot learning, or structured outputs.
- ▌ Add Dependency · tools-only bundleAdd a dependency to a Lean project's lakefile. Use when adding requires, dependencies, or imports to a project.
- ▌ Concept Classifier · tools-only bundleCreate an interactive classification quiz MicroSim using p5.js where students read scenarios and classify them into the correct category from multiple choice options. Uses a data.json file for easy question editing. Ideal for teaching students to recognize patterns, identify types, or categorize examples across any subject domain.
- ▌ Microsim Add Icons · tools-only bundleAdd clickable Creative Commons license and fullscreen icons to an existing MicroSim's control region. Use this skill when enhancing a MicroSim with navigation icons in the lower right corner. Adds approximately 40 lines of code for icon functionality.
- ▌ Making Waffles · tools-only bundleGenerates WAFFLES Declarations for social media posts — preemptive lists of what a post does NOT say. Use when users mention WAFFLES, ask for clarifications on their post, want to prevent misinterpretation, or request disclaimers for controversial/nuanced takes.
- ▌ Maven To Gradle · tools-only bundleMigrate Maven projects to Gradle Kotlin DSL (KTS) with version catalogs (libs.versions.toml). Handles single-module and multi-module projects, Spring Boot parent POM conversion, Maven profile equivalents, and plugin mapping. Use when the user wants to convert a Maven project (pom.xml) to Gradle, migrate from Maven to Gradle, generate build.gradle.kts from pom.xml, set up version catalogs, or convert Maven multi-module projects to Gradle conventions. Also triggered by requests to "switch to Gradle", "convert my build", or "modernize my build system". Supports dual-build overlay mode where Gradle is added alongside Maven without removing it — triggered by "add Gradle to my Maven project", "run both Maven and Gradle", "dual build", or "keep both build systems".
- ▌ 1k Coding Patterns · tools-only bundleCoding patterns and best practices for OneKey development. Use when writing React components, handling promises, error handling, or following code conventions. Triggers on react, component, hooks, promise, async, await, error, pattern, convention, typescript.
- ▌ Moving Rainbow · tools-only bundleGenerate MicroPython programs for the Moving Rainbow LED strip educational project using Raspberry Pi Pico with NeoPixel strips and button controls.
- ▌ Celebration Animation Generator · tools-only bundleThis skill generates self-contained p5.js celebration animations for educational MicroSims. Use this skill when users request creating new celebration animations, particle effects, reward animations, or visual feedback for student achievements. The skill creates a new animation JavaScript file in /docs/sims/shared/animations/ and integrates it with the animation-lib-tester MicroSim for testing.
- ▌ Web Testing · tools-only bundleWeb testing with Playwright, Vitest, k6. E2E/unit/integration/load/security/visual/a11y testing. Use for test automation, flakiness, Core Web Vitals, mobile gestures, cross-browser.
- ▌ Afferent Reactive Universe Levels · tools-only bundleFix universe level mismatch errors when defining Lean 4 structures containing Reactive.Event or Reactive.Dynamic types in Afferent/Canopy widgets. Use when: (1) compiler error "Type 1 of sort Type 2 but expected Type of sort Type 1", (2) WidgetM won't accept your result structure, (3) structure contains Reactive.Event Spider or Reactive.Dynamic Spider fields. The fix is to place `open Reactive Reactive.Host` BEFORE structure definitions.
- ▌ 1k Date Formatting · tools-only bundleGuides proper date and time formatting in OneKey app. Use when displaying dates/times in UI, formatting timestamps, or when dates need to follow app locale settings. Date, time, locale, formatDate, dateUtils.
- ▌ Comparison Table Generator · tools-only bundleThis skill generates interactive comparison table MicroSims for educational content. Use this skill when users need to create side-by-side comparisons of items with star ratings (1-5 scale), difficulty badges (Easy/Medium/Hard), logos, hover tooltips, and description columns. The skill creates a complete MicroSim package with HTML, CSS, logos directory, index.md documentation, and metadata.json, then updates mkdocs.yml navigation.
- ▌ Adding Animations · tools-only bundleAdd micro-interactions and animations using Framer Motion. Use when user asks about animations, transitions, hover effects, or motion design. MANDATORY for every component.
- ▌ Web Frontend · tools-only bundleSuite 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.
- ▌ Playwright Expert · tools-only bundleUse when writing E2E tests with Playwright, setting up test infrastructure, or debugging flaky browser tests. Invoke for browser automation, E2E tests, Page Object Model, test flakiness, visual testing.
- ▌ Discover Codebase Enhancements · tools-only bundleUse when the user asks for a deep codebase analysis to identify and rank improvements, optimizations, architectural enhancements, or potential bugs aligned to developer, end-user, and agent jobs-to-be-done.
- ▌ Controlplan · tools-only bundleGenerate AIAG-format Control Plans linked to PFMEAs with proper inspection methods, frequencies, and reaction plans. Supports Prototype/Pre-launch/Production phases. USE WHEN user says 'control plan', 'CP', 'inspection plan', 'process control', 'sampling frequency', 'reaction plan', or 'special characteristics'. Integrates with PFMEA, AutomotiveManufacturing, and MSA skills.
- ▌ Refactor For Determinism · tools-only bundleDesign or refactor skills by separating deterministic and non-deterministic steps. Use when creating or improving skills, especially to move repeatable workflows into scripts/ and update SKILL.md to call them.
- ▌ Analyzer · tools-only bundleComprehensive codebase analysis methodology for existing projects. Use when onboarding to a new codebase, doing periodic health checks, or before refactoring.
- ▌ Orchestrating Agents · tools-only bundleOrchestrates parallel API instances, delegated sub-tasks, and multi-agent workflows with streaming and tool-enabled delegation patterns. Use for parallel analysis, multi-perspective reviews, or complex task decomposition.
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- ▌ Tornado · tools-only bundleTornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed (acquired by Facebook in 2009). By using non-blocking network I/O, Tornado can scale to tens...
- ▌ Compact · tools-only bundleCompact current session memory into structured text for session recovery, extracting objective/plan/files/decisions/constraints/state, and save via MCP core_memory tool
- ▌ HTML Table Generator · tools-only bundleThis skill generates interactive HTML table MicroSims with clickable cells that reveal detailed information in a sliding panel. Use this skill for matrix comparisons, framework analyses, or any tabular data where cells contain summary values but need expandable explanations. Creates a complete MicroSim package with separated HTML, CSS, JavaScript, and JSON data files.
- ▌ Find Arbitrage · tools-only bundleFind arbitrage opportunities across CEX/DEX with real-time detection
- ▌ Optimize Yield · tools-only bundleFind and optimize DeFi yield farming opportunities across multiple protocols