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- ▌ Og Image · tools-only bundleGenerate social media preview images (Open Graph) and configure meta tags. Creates a screenshot-optimized page using the project's existing design system, captures it at 1200x630, and sets up all social sharing meta tags.
- ▌ Pandas Pro · tools-only bundleUse when working with pandas DataFrames, data cleaning, aggregation, merging, or time series analysis. Invoke for data manipulation, missing value handling, groupby operations, or performance optimization.
- ▌ Big Data Analysis · tools-only bundleAnalyze large-scale construction datasets. Process thousands of projects for patterns, benchmarks, and predictive insights.
- ▌ Openai PDF · tools-only bundleUse when tasks involve reading, creating, or reviewing PDF files where rendering and layout matter; prefer visual checks by rendering pages (Poppler) and use Python tools such as `reportlab`, `pdfplumber`, and `pypdf` for generation and extraction. Originally from OpenAI's curated skills catalog.
- ▌ PDF Processing Openai · tools-only bundleToolkit for comprehensive PDF reading, reviwing, and creation with visual quality control. Use to work with PDFs (.pdf files) for: (1) Reading or extracting content from existing PDFs, (2) Creating new PDF documents with professional formatting, (3) Generating reports, documents, or layouts that require precise typography and design, or any other PDF reading or generation tasks.
- ▌ Forecasting Reverso · tools-only bundleZero-shot univariate time series forecasting using the Reverso foundation model (NumPy/Numba CPU-only inference). Activate when users provide time series data and request forecasts, predictions, or extrapolations. Supports Reverso Small (550K params). Triggers on "forecast", "predict", "time series", "Reverso", or when tabular data with a temporal dimension needs future-value estimation.
- ▌ Analyzing Time Series · tools-only bundleComprehensive diagnostic analysis of time series data. Use when users provide CSV time series data and want to understand its characteristics before forecasting - stationarity, seasonality, trend, forecastability, and transform recommendations.
- ▌ Code To Diagram · tools-only bundleGenerate architecture diagrams, ER diagrams, sequence diagrams, flowcharts, and class diagrams from codebases using Mermaid.js. Use when users ask to visualize code structure, draw architecture diagrams, create ER diagrams from database models, generate sequence diagrams from API flows, or produce any diagram from source code. Triggers on: 'draw architecture', 'generate diagram', 'visualize code', 'ER diagram', 'sequence diagram', 'class diagram', 'flowchart from code', 'module dependency graph'.
- ▌ Pytorch Model Recovery · tools-only bundleGuidance for recovering PyTorch model architectures from state dictionaries, retraining specific layers, and saving models in TorchScript format. This skill should be used when tasks involve reconstructing model architectures from saved weights, fine-tuning specific layers while freezing others, or converting models to TorchScript format.
- ▌ Safety Inspection · tools-only bundleDigital safety inspection system for construction sites. Checklists, hazard tracking, incident reporting, and compliance documentation.
- ▌ React Components · tools-only bundleConverts Stitch designs into modular Vite and React components using system-level networking and AST-based validation.
- ▌ Setup Timescaledb Hypertables · tools-only bundleUse this skill when creating database schemas or tables for Timescale, TimescaleDB, TigerData, or Tiger Cloud, especially for time-series, IoT, metrics, events, or log data. Use this to improve the performance of any insert-heavy table. **Trigger when user asks to:** - Create or design SQL schemas/tables AND Timescale/TimescaleDB/TigerData/Tiger Cloud is available - Set up hypertables, compression, retention policies, or continuous aggregates - Configure partition columns, segment_by, order_by, or chunk intervals - Optimize time-series database performance or storage - Create tables for sensors, metrics, telemetry, events, or transaction logs **Keywords:** CREATE TABLE, hypertable, Timescale, TimescaleDB, time-series, IoT, metrics, sensor data, compression policy, continuous aggregates, columnstore, retention policy, chunk interval, segment_by, order_by Step-by-step instructions for hypertable creation, column selection, compression policies, retention, continuous aggregates, and indexes.
- ▌ Bio Splicing Pipeline · tools-only bundleEnd-to-end alternative splicing analysis from FASTQ to differential splicing results. Aligns with STAR 2-pass mode, performs junction QC, runs rMATS-turbo for differential analysis, and generates sashimi visualizations. Use when performing comprehensive splicing analysis from raw RNA-seq data.
- ▌ Migrate Postgres Tables To Hypertables · tools-only bundleUse this skill to migrate identified PostgreSQL tables to Timescale/TimescaleDB hypertables with optimal configuration and validation. **Trigger when user asks to:** - Migrate or convert PostgreSQL tables to hypertables - Execute hypertable migration with minimal downtime - Plan blue-green migration for large tables - Validate hypertable migration success - Configure compression after migration **Prerequisites:** Tables already identified as candidates (use find-hypertable-candidates first if needed) **Keywords:** migrate to hypertable, convert table, Timescale, TimescaleDB, blue-green migration, in-place conversion, create_hypertable, migration validation, compression setup Step-by-step migration planning including: partition column selection, chunk interval calculation, PK/constraint handling, migration execution (in-place vs blue-green), and performance validation queries.
- ▌ Bio Genome Assembly Short Read Assembly · tools-only bundleDe novo genome assembly from Illumina short reads using SPAdes. Covers bacterial, fungal, and small eukaryotic genome assembly, as well as metagenome and transcriptome assembly modes. Use when assembling genomes from Illumina reads.
- ▌ Find Hypertable Candidates · tools-only bundleUse this skill to analyze an existing PostgreSQL database and identify which tables should be converted to Timescale/TimescaleDB hypertables. **Trigger when user asks to:** - Analyze database tables for hypertable conversion potential - Identify time-series or event tables in an existing schema - Evaluate if a table would benefit from Timescale/TimescaleDB - Audit PostgreSQL tables for migration to Timescale/TimescaleDB/TigerData - Score or rank tables for hypertable candidacy **Keywords:** hypertable candidate, table analysis, migration assessment, Timescale, TimescaleDB, time-series detection, insert-heavy tables, event logs, audit tables Provides SQL queries to analyze table statistics, index patterns, and query patterns. Includes scoring criteria (8+ points = good candidate) and pattern recognition for IoT, events, transactions, and sequential data.
- ▌ Bio Methylation Calling · tools-only bundleExtract methylation calls from Bismark BAM files using bismark_methylation_extractor. Generates per-cytosine reports for CpG, CHG, and CHH contexts. Use when extracting methylation levels from aligned bisulfite sequencing data for downstream analysis.
- ▌ Analyzing Nft Rarity · tools-only bundleCalculate NFT rarity scores and rank tokens by trait uniqueness. Use when analyzing NFT collections, checking token rarity, or comparing NFTs. Trigger with phrases like "check NFT rarity", "analyze collection", "rank tokens", "compare NFTs".
- ▌ Multi Source Data Merger · tools-only bundleThis skill provides guidance for merging data from multiple heterogeneous sources (CSV, JSON, Parquet, XML, etc.) into unified output formats with conflict detection and resolution. Use when tasks involve combining data from different file formats, field mapping between schemas, priority-based conflict resolution, or generating merged datasets with conflict reports.
- ▌ Change Order Analysis · tools-only bundleAnalyze and predict construction change orders using ML. Classify change order types, predict costs and schedule impacts, identify patterns, and optimize approval workflows.
- ▌ Preprocessing Data With Automated Pipelines · tools-only bundleProcess automate data cleaning, transformation, and validation for ML tasks. Use when requesting "preprocess data", "clean data", "ETL pipeline", or "data transformation". Trigger with relevant phrases based on skill purpose.
- ▌ Csharpener · tools-only bundleC# static analysis tool for call graphs, unused code detection, impact analysis, HTML documentation generation, and Graphviz diagram export
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- ▌ Pr Reviewer · tools-only bundleUse this agent when user asks to "review a PR", "review pull request", "review this pr", "code review this PR", "check PR #N", or provides a GitHub PR URL for review. Examples:\n\n<example>\nContext: User wants to review the PR for the current branch\nuser: "review this pr"\nassistant: "I'll use the pr-reviewer agent to find and review the PR associated with the current branch."\n<commentary>\nNo PR number given, agent should auto-detect PR from current branch.\n</commentary>\n</example>\n\n<example>\nContext: User wants to review a specific PR by number\nuser: "Review PR #123 in ultralytics/ultralytics"\nassistant: "I'll use the pr-reviewer agent to analyze the pull request and provide a detailed code review."\n<commentary>\nUser explicitly requests PR review with number and repo, trigger pr-reviewer agent.\n</commentary>\n</example>\n\n<example>\nContext: User provides a GitHub PR URL\nuser: "Can you review https://github.com/owner/repo/pull/456"\nassistant: "I'll launch the pr-reviewer agent to analyze thi
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- ▌ Migrate API · tools-only bundleMigrate API to new version with compatibility layers and automated scripts
- ▌ Geepers API · tools-only bundleAgent for API design review, REST compliance auditing, endpoint documenta...
- ▌ Geepers Prd · tools-only bundleProduct Requirements Document generator that creates detailed PRDs based on...
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- ▌ API Builder · tools-only bundleAPI design specialist for RESTful and GraphQL APIs with best practices
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- ▌ Docs Writer · tools-only bundleTechnical documentation specialist. Use for creating README files, API documentation, architecture docs, inline comments, user guides, changelogs, migration guides, release notes, FAQs, and troubleshooting docs. MUST BE USED when documentation is needed or when code changes require doc updates.
- ▌ Design · tools-only bundleStep 3 - Design Artifacts. Generates architecture diagrams and Architecture Decision Records (ADRs) for Azure infrastructure. Uses azure-diagrams skill for visual documentation and azure-adr skill for formal decision records. Optional step - users can skip to Implementation Planning.
- ▌ Typo3 Extension Upgrade Php84 · tools-only bundleExtension upgrade patterns for PHP 8.4. Rector rules, PHPStan configuration, and compatibility fixes.
- ▌ Typo3 Security Php84 · tools-only bundlePHP 8.4 security considerations for TYPO3. New security features and potential vulnerabilities.
- ▌ Typo3 SEO Php84 · tools-only bundlePHP 8.4 patterns for TYPO3 SEO services. Modern code patterns for meta tag handling and sitemap generation.
- ▌ Typo3 Conformance Php84 · tools-only bundlePHP 8.4 coding standards for TYPO3 extension conformance. Property hooks, visibility, and modern patterns.
- ▌ Signup Flow Cro · tools-only bundleWhen the user wants to optimize a signup or registration flow -- including field selection, social auth, single-step vs multi-step forms, or mobile signup. Also use when the user says "signup conversion," "registration form," "reduce signup friction," "signup A/B test," or "signup drop-off." For post-signup onboarding, see product-onboarding. For activation measurement, see activation-metrics.
- ▌ Pennylane · tools-only bundleHardware-agnostic quantum ML framework with automatic differentiation. Use when training quantum circuits via gradients, building hybrid quantum-classical models, or needing device portability across IBM/Google/Rigetti/IonQ. Best for variational algorithms (VQE, QAOA), quantum neural networks, and integration with PyTorch/JAX/TensorFlow. For hardware-specific optimizations use qiskit (IBM) or cirq (Google); for open quantum systems use qutip.
- ▌ Code Review Checklist · tools-only bundleSystematic code review checklist covering correctness, security, performance, maintainability, and style. Use when reviewing PRs, doing code audits, or before merging changes.
- ▌ Paywall Upgrade Cro · tools-only bundleWhen the user wants to optimize in-app paywalls, upgrade screens, or upgrade prompts -- including feature locks, usage limit walls, trial expiration screens, or context-triggered upsells. Also use when the user says "paywall design," "upgrade conversion," "upgrade modal," or "upsell prompt." For feature gating strategy, see feature-gating. For in-product messaging, see in-product-messaging.
- ▌ Pylabrobot · tools-only bundleVendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, plate readers, pumps) or needing unified programming across different vendors. Best for complex workflows, multi-vendor setups, simulation. For Opentrons-only protocols with official API, opentrons-integration may be simpler.
- ▌ Zarr Python · tools-only bundleChunked N-D arrays for cloud storage. Compressed arrays, parallel I/O, S3/GCS integration, NumPy/Dask/Xarray compatible, for large-scale scientific computing pipelines.
- ▌ 0 Preflight · tools-only bundlePerforms preflight validation, config merging, TU enumeration, and work directory setup for zeroize-audit. Produces merged-config.yaml, preflight.json, and orchestrator-state.json.
- ▌ Doc Updater · tools-only bundleDocumentation and codemap specialist for Next.js/Supabase projects. Use PROACTIVELY after feature implementations to update CLAUDE.md, architecture maps, and guides. Analyzes project structure and generates accurate docs. Trigger phrases: 'update the docs', 'document this feature', 'update CLAUDE.md', 'refresh the codemap'. Do NOT use for creating unsolicited README.md files — the user finds them noisy. <example> Context: User asks to update documentation after completing a feature user: "Update the docs now that the notifications feature is done — make sure CLAUDE.md reflects the new routes and server actions." assistant: "I'll analyze the notifications feature structure and update CLAUDE.md with the new routes, server actions, loaders, and database tables." <commentary>Triggers on 'update the docs' — the user wants documentation refreshed after a feature change.</commentary> </example> <example> Context: User asks to refresh CLAUDE.md to match current codebase user: "Refresh CLAUDE.md — it's out of date wit
- ▌ Sdist Reference Overview · tools-only bundleNavigation guide to comprehensive documentation for Hatchling's source distribution build target, including configuration options, file selection, metadata versions, and advanced features
- ▌ AI Ml Engineer · tools-only bundleCopilot agent that assists with machine learning model development, training, evaluation, deployment, and MLOps Trigger terms: machine learning, ML, AI, model training, MLOps, model deployment, feature engineering, model evaluation, neural network, deep learning Use when: User requests involve ai ml engineer tasks.
- ▌ Devops · tools-only bundleDeploy to Cloudflare (Workers, R2, D1), Docker, GCP (Cloud Run, GKE), Kubernetes (kubectl, Helm). Use for serverless, containers, CI/CD, GitOps, security audit.
- ▌ Laravel Specialist · tools-only bundleUse when building Laravel 10+ applications requiring Eloquent ORM, API resources, or queue systems. Invoke for Laravel models, Livewire components, Sanctum authentication, Horizon queues.
- ▌ Devops Engineer · tools-only bundleUse when setting up CI/CD pipelines, containerizing applications, or managing infrastructure as code. Invoke for pipelines, Docker, Kubernetes, cloud platforms, GitOps.
- ▌ 1k Dev Commands · tools-only bundleDevelopment commands for OneKey monorepo. Use when running dev servers, building apps, linting, testing, or troubleshooting build issues. Triggers on yarn, dev, build, lint, test, desktop, mobile, web, extension, ios, android, compile, bundle.
- ▌ Flutter Expert · tools-only bundleUse when building cross-platform applications with Flutter 3+ and Dart. Invoke for widget development, Riverpod/Bloc state management, GoRouter navigation, platform-specific implementations, performance optimization.
- ▌ 1k Architecture · tools-only bundleOneKey monorepo architecture and code organization. Use when understanding project structure, package relationships, import rules, or component organization. Triggers on architecture, structure, packages, imports, hierarchy, dependencies, monorepo, organization.
- ▌ Agentmd Creator · tools-only bundleCreate AI agent configuration files (AGENTS.md, CLAUDE.md, .cursorrules, etc.) for general-purpose and business-domain agents through guided briefing process. Use when user wants to create agent configuration file, set up AI assistant for specific role or domain, configure agent for business workflows, generate AGENTS.md or CLAUDE.md, customize AI behavior for organization, or define agent boundaries and guidelines. Trigger on phrases like create agent config, setup AI assistant, make AGENTS.md, configure agent for role, AI agent for business domain, or help me configure Claude/Cursor/Windsurf.
- ▌ Msoffice · tools-only bundleCreate MS Word and PowerPoint documents on any topic. USE WHEN user wants: documents, reports, word docs, presentations, slides, powerpoint, decks.
- ▌ Agent Coordination · tools-only bundleCoordinate multiple specialized Skills and Task Agents through parallel, sequential, swarm, hybrid, or iterative execution strategies. CRITICAL - Skills use Skill tool (rust-code-quality, architecture-validation, plan-gap-analysis), Task Agents use Task tool (code-reviewer, test-runner, debugger, loop-agent). Use this when orchestrating multi-worker workflows, managing dependencies, or optimizing complex task execution with quality gates.
- ▌ 1k Cross Platform · tools-only bundleCross-platform development patterns for OneKey. Use when writing platform-specific code, handling platform differences, or understanding platform extensions. Triggers on platform, native, web, desktop, extension, mobile, ios, android, electron, react native.
- ▌ Hlbpa · tools-only bundleYour perfect AI chat mode for high-level architectural documentation and review. Perfect for targeted updates after a story or researching that legacy system when nobody remembers what it's supposed to be doing.
- ▌ Codex · tools-only bundleSend work to Codex CLI in non-interactive mode. Use when the user wants to run prompts, pipe content, or parse output through `codex exec`.
- ▌ Track Wallet · tools-only bundleTrack crypto wallets across multiple chains with real-time balance and...
- ▌ Sales Engineer · tools-only bundleUse this agent when you need to conduct technical pre-sales activities including solution architecture, proof-of-concept development, and technical demonstrations for complex sales deals. Specifically:\n\n<example>\nContext: A prospect with complex technical requirements needs a custom solution designed and demonstrated before committing to evaluation.\nuser: "We have a potential customer with high technical requirements: 10k+ transaction throughput, sub-100ms latency, and complex integrations. They want to see this works before signing an evaluation agreement."\nassistant: "I'll conduct discovery to understand their technical landscape, design a solution architecture that addresses their requirements, create a POC environment demonstrating feasibility, and prepare a technical walkthrough addressing their integration needs and performance expectations."\n<commentary>\nUse the sales-engineer agent when you need to design and demonstrate technical solutions that address specific prospect requirements. This agen
- ▌ Geepers Corpus · tools-only bundleAgent for corpus linguistics projects, language dataset management, compu...
- ▌ Chaos Engineer · tools-only bundleUse when designing chaos experiments, implementing failure injection frameworks, or conducting game day exercises. Invoke for chaos experiments, resilience testing, blast radius control, game days, antifragile systems.
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- ▌ Microsim Utils · tools-only bundleUtility tools for MicroSim management including quality validation, screenshot capture, icon management, and index page generation. Routes to the appropriate utility based on the task needed.
- ▌ Quoteestimator · tools-only bundleRough cycle time and cost estimation for CNC machined parts. Uses MNMUK plant capabilities and standard estimating factors. USE WHEN user says 'quote', 'estimate', 'cycle time', 'how long', 'cost estimate', 'pricing', 'how much to make', or describes a part needing a rough quote.
- ▌ Fnd Researcher · tools-only bundleRuns startup discovery phase. Sizes markets, defines customer segments, validates problems, analyzes competitors. Populates Canvas sections 03-06. Use for market research, customer segmentation, problem validation, competitive analysis, or when user mentions "discovery", "TAM", "segments", "ICP", "target market", or "validate assumptions".
- ▌ Recordsmanager · tools-only bundleExpert record keeping system with paperless-ngx integration, country-specific taxonomies, and intelligent document management. USE WHEN upload document, store file, organize records, find document, search papers, tag documents, delete records, retention check, archive documents, add entity, create trust, validate trust, workflow create, FTE check, connection test, system status, check status.
- ▌ Web Frameworks · tools-only bundleBuild modern full-stack web applications with Next.js (App Router, Server Components, RSC, PPR, SSR, SSG, ISR), Turborepo (monorepo management, task pipelines, remote caching, parallel execution), and RemixIcon (3100+ SVG icons in outlined/filled styles). Use when creating React applications, implementing server-side rendering, setting up monorepos with multiple packages, optimizing build performance and caching strategies, adding icon libraries, managing shared dependencies, or working with TypeScript full-stack projects.
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- ▌ UX Researcher · tools-only bundleUse this agent when you need to conduct user research, analyze user behavior, or generate actionable insights to validate design decisions and uncover user needs. Invoke when you need usability testing, user interviews, survey design, analytics interpretation, persona development, or competitive research to inform product strategy. Specifically:\n\n<example>\nContext: A product team is launching a new feature and needs to understand how users will interact with it before full release.\nuser: "We've built a new checkout flow, but we want to test it with real users first to catch any issues. Can you plan and conduct usability testing?"\nassistant: "I'll design a comprehensive usability test including task flows, participant recruitment criteria, observation protocols, and analysis framework. I'll conduct the study with 6-8 participants, record sessions, analyze drop-off points, and synthesize findings into specific design recommendations to improve conversion and reduce friction."\n<commentary>\nInvoke ux-resea
- ▌ Marketing Skills Pricing · tools-only bundlePricing strategy, packaging, value metrics, and monetization for SaaS and digital products.
- ▌ Setup Copilot · tools-only bundleUniversal Claude Copilot setup. Auto-detects context and routes to the appropriate setup command.
- ▌ Board Meeting · tools-only bundleFull Board of Directors deliberation with 5 expert directors assessing, discussing, and voting.
- ▌ Pimcore Expert · tools-only bundleExpert Pimcore development assistant specializing in CMS, DAM, PIM, and E-Commerce solutions with Symfony integration
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- ▌ Builder · tools-only bundleFocused engineering agent that executes ONE task at a time. Use when implementation work needs to be done — writing code, creating files, modifying existing code, running commands. Key capabilities: skill-aware (dynamically loads postgres-expert, server-action-builder, react-form-builder, etc.), follows project patterns, runs verification. Do NOT use for planning or coordination — use architect or team lead instead. <example> Context: Team lead delegates a specific implementation task from a plan user: "Implement the notifications database migration — create the table with RLS policies and account_id scoping." assistant: "I'll invoke the postgres-expert skill, read the reference migration, then create the notifications table with proper RLS policies." <commentary>Triggers because the user is delegating a concrete implementation task. The builder loads the appropriate skill and executes.</commentary> </example> <example> Context: User asks to implement one task from an existing plan user: "Build the Notificati
- ▌ Adr · tools-only bundleExpert agent for creating comprehensive Architectural Decision Records (ADRs) with structured formatting optimized for AI consumption and human readability.
- ▌ Timezone · tools-only bundleGet current time, timezone info, and meeting scheduler for any location...
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- ▌ Hoshinkanri · tools-only bundleStrategic policy deployment system for automotive manufacturing. Cascades Group-level targets to shop floor through X-Matrix, catchball process, and bowling chart tracking. USE WHEN user says 'hoshin', 'x-matrix', 'catchball', 'bowling chart', 'strategy deployment', 'cascade objectives', 'breakthrough objectives', 'strategic planning', 'policy deployment', or requests help with annual planning integration. Integrates with IATF 16949 quality systems and AutomotiveManufacturing skill for work instruction cascade.
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- ▌ Skill Seekers · tools-only bundleGenerate LLM skills from documentation, codebases, and GitHub repositories
- ▌ Context Scout · tools-only bundleToken-efficient codebase exploration using RepoPrompt codemaps and slices. Use when you need deep codebase understanding without bloating context.
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- ▌ Generate Map · tools-only bundleAnalyze codebase and generate a comprehensive project-map.md overview
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- ▌ Task Planner · tools-only bundleStrategic task planning and breakdown specialist for complex development work
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- ▌ UI UX Expert · tools-only bundleUI/UX specialist for accessibility, responsive design, and user experience
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- ▌ Build Logger · tools-only bundleAutomatically document your entire build process by analyzing git commits,...
- ▌ Electron Pro · tools-only bundleUse this agent when building Electron desktop applications that require native OS integration, cross-platform distribution, security hardening, and performance optimization. Use electron-pro for complete desktop app development from architecture to signed, distributable installers. Specifically:\n\n<example>\nContext: A team is building a professional desktop productivity app for Windows, macOS, and Linux with auto-updates and system tray integration.\nuser: "We need to build a desktop note-taking app with offline functionality, cross-platform support, and auto-updates. It needs to integrate with the system tray and have native menus."\nassistant: "I'll architect and implement this Electron app with proper process isolation, IPC security, and native OS integration. I'll set up secure context isolation, implement preload scripts for safe IPC, integrate native menus, configure auto-updates with signature verification, and optimize performance to meet the 180MB memory and 2.5s startup targets. The app will be co
- ▌ Iot Engineer · tools-only bundleUse when designing and deploying IoT solutions requiring expertise in device management, edge computing, cloud integration, and handling challenges like massive device scale, complex connectivity scenarios, or real-time data pipelines. Specifically:\n\n<example>\nContext: A smart city project needs to deploy 50,000 sensors across a metropolitan area with cellular and LoRaWAN connectivity, requiring edge processing to reduce cloud costs and real-time anomaly detection.\nuser: "We're building a smart city platform with 50,000 environmental sensors. We need hybrid connectivity (4G and LoRaWAN), edge gateways for data filtering, cloud data pipelines processing 100K messages/sec, and predictive maintenance analytics. How do we architect this?"\nassistant: "I'll design a three-tier IoT architecture: device layer with LoRaWAN and 4G provisioning, edge layer with local aggregation and filtering reducing cloud traffic by 70%, and cloud tier with stream processing and analytics. I'll implement AWS IoT Core with device
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- ▌ Cpp Reviewer · tools-only bundleExpert C++ code reviewer specializing in memory safety, undefined behavior, modern C++ idioms, and concurrency
- ▌ Nix Reviewer · tools-only bundleExpert Nix code reviewer specializing in reproducibility, flake hygiene, NixOS module design, and security
- ▌ Phase Review · tools-only bundleRun post-execution quality gate - verifies all deliverables before marking a track complete
- ▌ Debug Report Generator · tools-only bundleGenerates a plain-text debug report for the Linux kernel mailing list