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FerroxLabs

@ferroxlabs source repo

4,845 published skills · page 8 of 49

  1. ▌
    Training Program Periodization 2 · ferroxlabs
    Designs long-term training program structures using linear, undulating, and block periodization frameworks with macrocycle, mesocycle, and microcycle planning. Produces a multi-month program architecture with volume and intensity wave patterns, peaking protocols, and transition phases. Use when the user asks about long-term program design, periodization models, macrocycle planning, peaking for an event, or structuring training across months. Do NOT use for single workout design, beginner programs (use beginner-strength-training), or sport-specific conditioning (use sports-specific-conditioning).
    37 repo stars
  2. ▌
    Sport Skill Progression Planner 2 · ferroxlabs
    Builds a sport-agnostic skill progression plan using assessment, skill decomposition, drill progression, milestone marking, and reassessment cycles. Gathers the user's chosen sport, current level, and goals to produce a structured skill ladder with drills, practice schedules, and measurable milestones. Use when the user asks about improving at a specific sport, building a practice plan for athletic skills, creating a skill development roadmap, or structuring deliberate practice for any sport. Do NOT use for team coaching or managing other athletes, professional/competitive training periodization, injury rehabilitation programs, or general fitness without a sport-specific skill focus (use health-wellness skills instead).
    37 repo stars
  3. ▌
    Event Driven Architecture 2 · ferroxlabs
    Guides expert-level event-driven architecture implementation: backend and microservices decision frameworks, production-ready patterns, and concrete templates for event driven architecture workflows. Use when the user asks about event-driven architecture, event driven architecture configuration, or architecture best practices for event-driven projects. Do NOT use when the user needs a different architecture design capability -- check sibling skills in the architecture design subcategory.
    37 repo stars
  4. ▌
    Java Concurrency Patterns 2 · ferroxlabs
    Guides expert-level Java concurrency: virtual threads decision tree, CompletableFuture composition, ExecutorService selection, reactive patterns with Reactor, and structured concurrency. Use when the user asks about Java concurrency, virtual threads, CompletableFuture, ExecutorService, Project Loom, Reactor, structured concurrency. Do NOT use when the user asks about Java modern idioms (use `java-modern-idioms`), Java performance (use `java-performance`), Java Spring (use `java-spring-patterns`).
    37 repo stars
  5. ▌
    Legacy Code Archaeologist 2 · ferroxlabs
    Expertise in understanding unfamiliar and legacy codebases through reverse engineering, documentation recovery, behavior characterization, dependency mapping, safe refactoring techniques, and systematic knowledge extraction from undocumented systems. Use when the user asks about legacy code archaeologist, legacy code archaeologist best practices, or needs guidance on legacy code archaeologist implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
    37 repo stars
  6. ▌
    Monolith To Microservices 2 · ferroxlabs
    Guides expert-level monolith to microservices migration implementation: refactoring and backend decision frameworks, production-ready patterns, and concrete templates for monolith to microservices workflows. Use when the user asks about monolith to microservices migration, monolith to microservices configuration, or architecture best practices for monolith projects. Do NOT use when the user needs a different architecture design capability -- check sibling skills in the architecture design subcategory.
    37 repo stars
  7. ▌
    Typescript Runtime Safety 2 · ferroxlabs
    Guides runtime type validation in TypeScript with Zod: schema design, branded types, type guards, runtime validation at application boundaries, and parse-not-validate patterns. Use when the user asks about Zod schemas, runtime validation, branded types, type guards, parse-not-validate, API boundary validation. Do NOT use when the user asks about TypeScript type system features (use `typescript-type-patterns`), project setup (use `typescript-project-setup`), testing (use `javascript-testing-patterns`).
    37 repo stars
  8. ▌
    Environmental Policy Researcher 2 · ferroxlabs
    Teaches the process of researching and evaluating environmental policy at local, state, and federal levels. Provides a structured research framework for identifying active legislation, understanding policy mechanisms, evaluating stakeholder positions, and forming evidence-based personal positions. Teaches HOW to research and evaluate policy, not which policies to support. Use when the user asks about researching environmental legislation, understanding environmental policy mechanisms, evaluating environmental proposals, or engaging with environmental policy as an informed citizen. Do NOT use for recommending specific policy positions, lobbying or campaign strategy, climate science education (use climate-science-explainer), personal sustainability actions (use other sustainability skills), or business regulatory compliance.
    37 repo stars
  9. ▌
    Sustainable Agriculture Advisor 2 · ferroxlabs
    Regenerative farming practices, permaculture design principles, local food systems, soil health management, and small-scale growing strategies for sustainable food production Use when the user asks about sustainable agriculture advisor, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of sustainable agriculture advisor or requires a different specialized skill.
    37 repo stars
  10. ▌
    Accessibility Champion Program 2 · ferroxlabs
    Organizational accessibility culture building expertise covering champion network design, accessibility training curricula, audit cadence and methodology, KPI definition and tracking, executive buy-in strategies, embedding accessibility in development workflows, and sustaining long-term accessibility commitment across teams. Use when the user asks about accessibility champion program, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of accessibility champion program or requires a different specialized skill.
    37 repo stars
  11. ▌
    Model Evaluation Specialist 2 · ferroxlabs
    Advanced model evaluation covering LLM benchmarks, evaluation frameworks (lm-evaluate-harness, HELM, RAGAS), leaderboard interpretation, custom metrics design, human evaluation protocols, automated LLM-as-judge patterns, and evaluation pipeline architecture for both traditional ML and generative AI systems. Use when the user asks about model evaluation specialist, model evaluation specialist best practices, or needs guidance on model evaluation specialist implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
    37 repo stars
  12. ▌
    Competitive Position Analyzer 2 · ferroxlabs
    Competitive positioning assessment evaluating market position, competitive advantages, SWOT factors, and strategic moat strength to produce an actionable competitive analysis scorecard. Use when the user asks about competitive position analyzer, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of competitive position analyzer or requires a different specialized skill.
    37 repo stars
  13. ▌
    Healthcare Innovation Planner 2 · ferroxlabs
    Plan and execute healthcare pilot programs, gather evidence, navigate implementation science, and bring innovations from concept to sustainable practice. Use when the user asks about healthcare innovation planner, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of healthcare innovation planner or requires a different specialized skill.
    37 repo stars
  14. ▌
    Partnership Agreement Outline 2 · ferroxlabs
    Creates a non-legal partnership discussion guide covering roles, equity split, decision rights, vesting, compensation, intellectual property, exit provisions, and dispute resolution for co-founders and business partners. Use when the user asks about partnership agreements, co-founder agreements, equity splits, co-founder terms, or business partnership structure. Do NOT use for legal contract drafting (recommend an attorney), incorporation decisions (use incorporation-comparison), or investor term sheets (use fundraising-narrative).
    37 repo stars
  15. ▌
    Infrastructure Maturity Assessment 2 · ferroxlabs
    Cloud infrastructure maturity evaluation assessing automation, resilience, security, observability, and cost optimization to produce a maturity level scorecard with a roadmap. Use when the user asks about infrastructure maturity assessment, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of infrastructure maturity assessment or requires a different specialized skill.
    37 repo stars
  16. ▌
    Age Appropriate Activities 2 · ferroxlabs
    Generates activity ideas organized by age band (0-2, 2-5, 5-8, 8-12, 12+) with developmental rationale for each activity. Produces categorized activity lists with materials needed, time estimates, and the specific developmental skills each activity supports. Use when the user asks about activities for children, age-appropriate play ideas, developmental activities, or things to do with kids of a specific age. Do NOT use for clinical developmental assessment, occupational therapy exercises, or school curriculum planning (use education skills instead).
    37 repo stars
  17. ▌
    Family Budget Conversation 2 · ferroxlabs
    Provides conversation frameworks for discussing money within families, including shared financial goal setting, household budget conversations, teaching children about money, and navigating financial disagreements. Produces structured conversation guides with opening scripts and shared goal templates. Use when the user asks about having money conversations with a partner, family, or children, setting shared financial goals, or discussing a household budget together. Do NOT use for financial advice, investment guidance, debt management strategies, or individual budget creation (use personal-finance skills).
    37 repo stars
  18. ▌
    Family Meeting Facilitator 2 · ferroxlabs
    Structured family meeting guide with agenda templates, age-appropriate participation strategies, conflict resolution frameworks, goal setting, calendar coordination, financial discussions, and gratitude sharing practices. Use when the user asks about family meeting facilitator, or needs help with structured family meeting guide with agenda templates, age-appropriate participation strategies, conflict resolution frameworks, goal setting, calendar coordination, financial discussions, and gratitude sharing practices. Do NOT use when the request requires professional specialized advice or falls outside the scope of family meeting facilitator.
    37 repo stars
  19. ▌
    Long Distance Relationship 2 · ferroxlabs
    Guide for maintaining and strengthening long-distance romantic relationships through communication strategies, visit planning, trust building, and creating a shared timeline toward closing the distance Use when the user asks about long distance relationship, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of long distance relationship or requires a different specialized skill.
    37 repo stars
  20. ▌
    Love Language Practitioner 2 · ferroxlabs
    Guide for discovering your love language and your partner's, applying them in daily life, adapting when languages differ, and building deeper understanding through intentional expressions of care Use when the user asks about love language practitioner, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of love language practitioner or requires a different specialized skill.
    37 repo stars
  21. ▌
    Senior Resource Navigation 2 · ferroxlabs
    Produces a structured guide for finding and accessing community resources for seniors including Area Agency on Aging services, senior center programs, PACE programs, transportation services, meal delivery, and benefit enrollment assistance. Teaches how to identify and connect with local equivalents of national resource types. Use when the user asks about finding senior services, community resources for aging parents, or navigating the senior care system. Do NOT use for specific facility recommendations by name, medical care guidance, or Medicare/Medicaid claims processing.
    37 repo stars
  22. ▌
    Collectible Authentication Guide 2 · ferroxlabs
    Provides authentication criteria and provenance verification processes for collectible items including stamps, coins, trading cards, art, and memorabilia. Covers physical examination points, red flags for counterfeits, documentation verification, and professional authentication service options by collectible type. Use when the user asks about verifying the authenticity of a collectible, identifying counterfeits, checking provenance, or understanding authentication grading services. Do NOT use for determining the monetary value of collectibles (use collection-valuation-guide), cataloguing and inventory management (use collection-inventory-builder), forensic analysis or legal evidence examination, or authentication of fine art for museum or institutional purposes.
    37 repo stars
  23. ▌
    Video Game Strategy Guide Writer 2 · ferroxlabs
    Provides an intermediate framework for writing structured video game strategy guides: mechanic explanation patterns, progression charts, decision tree formats for branching content, boss encounter breakdowns, and resource optimization tables. Produces a reusable guide structure template adaptable to any game genre. Use when the user wants to write a strategy guide for a video game, needs a framework for explaining game mechanics, wants to create progression charts or decision trees, or needs to structure guide content for readability. Do NOT use for board game selection (use board-game-selection-guide), tabletop RPG campaigns (use tabletop-rpg-campaign-builder), or game streaming setup (use game-streaming-setup-guide).
    37 repo stars
  24. ▌
    Portfolio Allocation Framework 2 · ferroxlabs
    Explains asset allocation concepts including equities, bonds, cash, and real assets. Describes common allocation philosophies and helps the user apply a decision framework to their own risk profile and time horizon. Produces a structured analysis the user can use when building their portfolio. Use when the user asks about asset allocation, how to diversify investments, or how to build a portfolio based on their risk tolerance. Do NOT use for choosing specific investment products or funds, assessing risk tolerance (use risk-tolerance-assessment), or understanding account types (use investment-account-types). Never prescribes specific allocation percentages.
    37 repo stars
  25. ▌
    Kotlin Coroutines Patterns 2 · ferroxlabs
    Guides expert-level kotlin coroutines patterns implementation: kotlin and mobile decision frameworks, production-ready patterns, and concrete templates for kotlin coroutines patterns workflows. Use when the user asks about kotlin coroutines patterns, kotlin coroutines patterns configuration, or kotlin best practices for kotlin projects. Do NOT use when the user needs a different languages runtimes capability -- check sibling skills in the languages runtimes subcategory.
    37 repo stars
  26. ▌
    React Native Project Setup 2 · ferroxlabs
    Guides expert-level react native project setup implementation: javascript and frameworks decision frameworks, production-ready patterns, and concrete templates for react native project setup workflows. Use when the user asks about react native project setup, react native project setup configuration, or mobile best practices for react projects. Do NOT use when the user needs a different mobile development capability -- check sibling skills in the mobile development subcategory.
    37 repo stars
  27. ▌
    Real Time Systems Designer 2 · ferroxlabs
    Real-time systems architecture expert covering WebSocket design, Server-Sent Events, CRDTs for conflict-free replication, presence systems, operational transforms, multiplayer state synchronization, pub/sub patterns, and low-latency event-driven architectures. Use when the user asks about real time systems designer, real time systems designer best practices, or needs guidance on real time systems designer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
    37 repo stars
  28. ▌
    Swift Concurrency Patterns 2 · ferroxlabs
    Guides expert-level swift concurrency patterns implementation: swift and mobile decision frameworks, production-ready patterns, and concrete templates for swift concurrency patterns workflows. Use when the user asks about swift concurrency patterns, swift concurrency patterns configuration, or swift best practices for swift projects. Do NOT use when the user needs a different languages runtimes capability -- check sibling skills in the languages runtimes subcategory.
    37 repo stars
  29. ▌
    Business Partnership Navigator 2 · ferroxlabs
    Complete framework for selecting business partners, structuring equity splits, drafting operating agreements, defining roles and decision rights, resolving conflicts, planning exits, and protecting the business and the relationship through every stage. Use when the user asks about business partnership navigator or needs help with related topics. Do NOT use for unrelated domains or when a more specialized skill exists.
    37 repo stars
  30. ▌
    Creative Collaboration Facilitator 2 · ferroxlabs
    Guides creative professionals through co-creation frameworks, equitable credit allocation, collaboration contracts, conflict resolution, and shared ownership models for multi-artist and cross-disciplinary projects. Use when the user asks about creative collaboration facilitator, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of creative collaboration facilitator or requires a different specialized skill.
    37 repo stars
  31. ▌
    Difficult Conversation Prep 2 · ferroxlabs
    Provides structured preparation frameworks for difficult conversations in personal relationships. Produces pre-conversation plans with intent clarification, anticipated responses, setting and timing recommendations, opening scripts, and de-escalation strategies. Use when the user needs to prepare for a difficult conversation with a partner, family member, friend, or other personal relationship. Do NOT use for workplace difficult conversations (use business communication skills), couples therapy preparation, or assessing relationship health.
    37 repo stars
  32. ▌
    Parent Teacher Communicator 2 · ferroxlabs
    Facilitate productive parent-teacher conferences, write effective progress reports, and build collaboration frameworks between families and schools. Use when the user asks about parent teacher communicator, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of parent teacher communicator or requires a different specialized skill.
    37 repo stars
  33. ▌
    Reconnection After Conflict 2 · ferroxlabs
    Provides post-conflict repair sequences with conversation timing guidance, trust rebuilding steps, and incremental reconnection strategies. Produces structured reconnection plans with specific scripts for re-engagement after arguments or periods of distance. Use when the user wants to reconnect after a fight, rebuild after a period of emotional distance, or repair a relationship after a significant disagreement. Do NOT use for reconciliation after separation, assessing whether to continue a relationship, or replacing couples therapy.
    37 repo stars
  34. ▌
    Sibling Conflict Navigation 2 · ferroxlabs
    Provides frameworks for managing sibling conflicts including when to intervene versus when to let children resolve disputes independently. Produces conflict resolution scripts by age, intervention decision trees, and sibling cooperation strategies. Use when the user asks about sibling fighting, rivalry, managing conflicts between children, or helping siblings get along. Do NOT use for assessing psychological dynamics between siblings, diagnosing behavioral disorders, or replacing family therapy.
    37 repo stars
  35. ▌
    Neurodivergent Career Strategist 2 · ferroxlabs
    Strengths-based career guidance for neurodivergent individuals covering career selection aligned with cognitive strengths, workplace accommodations, disclosure decisions, job search strategies, and interview preparation. Use when the user asks about neurodivergent career strategist, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of neurodivergent career strategist or requires a different specialized skill.
    37 repo stars
  36. ▌
    Clean Architecture Patterns 2 · ferroxlabs
    Guides expert-level clean architecture patterns implementation: clean-code and design-patterns decision frameworks, production-ready patterns, and concrete templates for clean architecture patterns workflows. Use when the user asks about clean architecture patterns, clean architecture patterns configuration, or architecture best practices for clean projects. Do NOT use when the user needs a different architecture design capability -- check sibling skills in the architecture design subcategory.
    37 repo stars
  37. ▌
    Javascript Testing Patterns 2 · ferroxlabs
    Guides expert-level JavaScript and TypeScript testing: Vitest vs Jest decision tree, ESM mocking strategies, snapshot testing, coverage configuration, and test runner selection for modern projects. Use when the user asks about JavaScript testing, Vitest, Jest, mocking ESM, snapshot testing, coverage, test runner selection, TypeScript testing. Do NOT use when the user asks about Node.js project setup (use `nodejs-project-setup`), general testing concepts (use `unit-testing-patterns`), E2E testing (use `e2e-testing-patterns`).
    37 repo stars
  38. ▌
    Terminal Productivity Boost 2 · ferroxlabs
    Quick-win terminal productivity guide covering aliases, shell functions, fuzzy finding, tmux basics, prompt customization, and time-saving shell configurations that pay off immediately. Use when the user asks about terminal productivity boost, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of terminal productivity boost or requires a different specialized skill.
    37 repo stars
  39. ▌
    Content Monetization Strategist 2 · ferroxlabs
    Content monetization expertise covering revenue stream diversification, audience building strategies, pricing psychology for digital products, sponsorship and brand deal negotiation, membership and subscription models, passive income from content, and building a sustainable creator business beyond ad revenue. Use when the user asks about content monetization strategist, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of content monetization strategist or requires a different specialized skill.
    37 repo stars
  40. ▌
    Healthcare Compliance Navigator 2 · ferroxlabs
    Navigate HIPAA fundamentals, healthcare regulations, audit preparation, and compliance training to maintain regulatory adherence in healthcare organizations. Use when the user asks about healthcare compliance navigator, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of healthcare compliance navigator or requires a different specialized skill.
    37 repo stars
  41. ▌
    Interview Question Anticipator 2 · ferroxlabs
    Analyzes a job description and company profile to generate the 10-15 most likely interview questions the user will face, categorized by type (behavioral, technical, situational, role-specific) with guidance on what each question is really testing. Produces a prioritized question list with preparation notes. Use when the user wants to predict interview questions, prepare for a specific interview, or understand what interviewers are looking for. Do NOT use for writing STAR answers (use behavioral-interview-prep), technical problem-solving frameworks (use technical-interview-prep), or company research (use company-research-guide).
    37 repo stars
  42. ▌
    Caregiver Burnout Prevention 2 · ferroxlabs
    Produces caregiver burnout assessment frameworks, self-care plans, boundary maintenance strategies, respite care options, and warning sign checklists for family caregivers managing elder care or chronic illness support. Generates personalized burnout prevention plans with concrete scheduling and resource identification. Use when the user asks about caregiver stress, burnout prevention, self-care for caregivers, or managing the emotional toll of caregiving. Do NOT use for mental health diagnosis or therapy (consult a licensed therapist), medical caregiver duties (consult physicians), or care facility evaluation (use care-facility-evaluation).
    37 repo stars
  43. ▌
    Difficult Conversations Kids 2 · ferroxlabs
    Provides age-appropriate language frameworks and conversation guides for discussing difficult topics with children, including divorce, death, major life changes, illness, and family disruptions. Produces structured conversation plans with opening scripts, follow-up responses, and ongoing support strategies. Use when the user needs help talking to a child about a difficult topic such as divorce, death, moving, serious illness, or other major life changes. Do NOT use for grief therapy, clinical assessment of a child's emotional state, or replacing a child psychologist's guidance.
    37 repo stars
  44. ▌
    Marriage Maintenance Planner 2 · ferroxlabs
    Proactive marriage maintenance guidance covering regular check-in rituals, intentional date planning, identifying and interrupting conflict patterns, growing together through life stages, and keeping the partnership vital. Use when the user asks about marriage maintenance planner, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of marriage maintenance planner or requires a different specialized skill.
    37 repo stars
  45. ▌
    Distributed Systems Designer 2 · ferroxlabs
    Distributed systems architecture expert covering CAP theorem application, consensus algorithms (Raft, Paxos, PBFT), partition tolerance strategies, distributed transactions (2PC, saga, outbox pattern), leader election, clock synchronization, CRDTs, and failure mode analysis. Use when the user asks about distributed systems designer, distributed systems designer best practices, or needs guidance on distributed systems designer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
    37 repo stars
  46. ▌
    Notification System Designer 2 · ferroxlabs
    Notification system architecture expert covering multi-channel delivery (email, SMS, push, in-app, Slack), user preference management, throttling and rate limiting, template engines, delivery tracking and analytics, batching/digest strategies, priority routing, and notification center design. Use when the user asks about notification system designer, notification system designer best practices, or needs guidance on notification system designer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
    37 repo stars
  47. ▌
    Email Productivity 2 · ferroxlabs
    Email management mastery covering Inbox Zero methodology, filter and label systems, template libraries, batch processing workflows, unsubscribe strategies, email scheduling, follow-up tracking, and tool recommendations for reclaiming time from email. Use when the user asks about email productivity, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of email productivity or requires a different specialized skill.
    37 repo stars
  48. ▌
    Embedding Engineer 2 · ferroxlabs
    Vector embedding specialist covering embedding model comparison, dimensionality reduction, similarity metrics (cosine, euclidean, dot product), embedding fine-tuning, multi-modal embeddings, embedding visualization, and index optimization. Use when the user asks about embedding engineer, embedding engineer best practices, or needs guidance on embedding engineer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
    37 repo stars
  49. ▌
    Prompt Engineering 2 · ferroxlabs
    Guides expert-level prompt engineering implementation: ai-ml and best-practices decision frameworks, production-ready patterns, and concrete templates for prompt engineering workflows. Use when the user asks about prompt engineering, prompt engineering configuration, or ai-ml best practices for prompt projects. Do NOT use when the user needs a different ai ml engineering capability -- check sibling skills in the ai ml engineering subcategory.
    37 repo stars
  50. ▌
    Spreadsheet Wizard 2 · ferroxlabs
    Advanced Excel and Google Sheets mastery covering lookup functions, pivot tables, conditional formatting, macros and Apps Script, data validation, dashboard creation, and financial modeling techniques for business analysis. Use when the user asks about spreadsheet wizard, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of spreadsheet wizard or requires a different specialized skill.
    37 repo stars
  51. ▌
    Vector DB Engineer 2 · ferroxlabs
    Vector database engineering covering Pinecone, Weaviate, Qdrant, pgvector, Milvus, and Chroma selection and configuration, indexing strategies (HNSW, IVF, PQ), similarity search optimization, hybrid search, filtering, multi-tenancy, scaling patterns, and production operations. Use when the user asks about vector db engineer, vector db engineer best practices, or needs guidance on vector db engineer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
    37 repo stars
  52. ▌
    Authorization Patterns 2 · ferroxlabs
    Guides expert-level authorization patterns implementation: security and design-patterns decision frameworks, production-ready patterns, and concrete templates for authorization patterns workflows. Use when the user asks about authorization patterns, authorization patterns configuration, or security best practices for authorization projects. Do NOT use when the user needs a different backend infrastructure capability -- check sibling skills in the backend infrastructure subcategory.
    37 repo stars
  53. ▌
    Elasticsearch Engineer 2 · ferroxlabs
    Elasticsearch design and operations expertise covering index design, mapping types, custom analyzer configuration, search query construction (bool, multi-match, function_score), aggregations, index lifecycle management, cluster sizing and architecture, performance tuning, and Kibana dashboard creation. Use when the user asks about elasticsearch engineer, elasticsearch engineer best practices, or needs guidance on elasticsearch engineer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
    37 repo stars
  54. ▌
    Event Driven Architect 2 · ferroxlabs
    Event-driven architecture expertise covering event sourcing, CQRS, message brokers (Kafka, RabbitMQ), saga patterns, eventual consistency, idempotency, event schema design, dead letter queues, and building resilient distributed systems. Use when the user asks about event driven architect, event driven architect best practices, or needs guidance on event driven architect implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
    37 repo stars
  55. ▌
    GRAPHQL Implementation 2 · ferroxlabs
    Guides expert-level graphql implementation implementation: api-design and frameworks decision frameworks, production-ready patterns, and concrete templates for graphql implementation workflows. Use when the user asks about graphql implementation, graphql implementation configuration, or api-design best practices for graphql projects. Do NOT use when the user needs a different backend infrastructure capability -- check sibling skills in the backend infrastructure subcategory.
    37 repo stars
  56. ▌
    Message Queue Patterns 2 · ferroxlabs
    Guides expert-level message queue patterns implementation: architecture and automation decision frameworks, production-ready patterns, and concrete templates for message queue patterns workflows. Use when the user asks about message queue patterns, message queue patterns configuration, or backend best practices for message projects. Do NOT use when the user needs a different backend infrastructure capability -- check sibling skills in the backend infrastructure subcategory.
    37 repo stars
  57. ▌
    Microservices Patterns 2 · ferroxlabs
    Guides expert-level microservices implementation patterns implementation: microservices and design-patterns decision frameworks, production-ready patterns, and concrete templates for microservices patterns workflows. Use when the user asks about microservices implementation patterns, microservices patterns configuration, or microservices best practices for microservices projects. Do NOT use when the user needs a different backend infrastructure capability -- check sibling skills in the backend infrastructure subcategory.
    37 repo stars
  58. ▌
    Rate Limiting Patterns 2 · ferroxlabs
    Guides expert-level rate limiting patterns implementation: security and optimization decision frameworks, production-ready patterns, and concrete templates for rate limiting patterns workflows. Use when the user asks about rate limiting patterns, rate limiting patterns configuration, or security best practices for rate projects. Do NOT use when the user needs a different backend infrastructure capability -- check sibling skills in the backend infrastructure subcategory.
    37 repo stars
  59. ▌
    AI Startup Navigator 2 · ferroxlabs
    Strategic guide for AI startups covering product-market fit, data moats, compute cost management, responsible AI practices, fundraising, team building, and navigating the unique challenges of building AI-first companies. Use when the user asks about ai startup navigator, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of ai startup navigator or requires a different specialized skill.
    37 repo stars
  60. ▌
    Brand Health Checker 2 · ferroxlabs
    Brand health assessment evaluating brand perception, consistency, positioning, visual identity, and competitive standing to produce an actionable brand health scorecard. Use when the user asks about brand health checker, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of brand health checker or requires a different specialized skill.
    37 repo stars
  61. ▌
    Photography Business 2 · ferroxlabs
    Complete guide to running a photography business covering portfolio building, pricing packages, contracts and model releases, session workflow, editing turnaround, client gallery delivery, album design, marketing strategy, and specialty comparisons across wedding, portrait, and commercial photography. Use when the user asks about photography business or needs help with related topics. Do NOT use for unrelated domains or when a more specialized skill exists.
    37 repo stars
  62. ▌
    Requirements Analyst 2 · ferroxlabs
    Requirements engineering expert specializing in elicitation techniques, user story mapping, acceptance criteria (Given/When/Then), non-functional requirements, MoSCoW prioritization, traceability matrix, requirements validation, and ambiguity detection. Use when the user asks about requirements analyst, requirements analyst best practices, or needs guidance on requirements analyst implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
    37 repo stars
  63. ▌
    Technical Co Founder 2 · ferroxlabs
    Guidance for finding and partnering with a technical co-founder, covering equity negotiations, role definition, vesting structures, co-founder agreements, red flags, where to find technical partners, evaluating technical ability, and structuring the working relationship. Also covers being a technical co-founder evaluating business partners. Use when the user asks about technical co founder, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of technical co founder or requires a different specialized skill.
    37 repo stars
  64. ▌
    Case Interview Prep 2 · ferroxlabs
    Teaches the standard case interview structure used by consulting and finance firms: clarification, framework selection, analysis, and recommendation. Walks the user through a practice case and produces a structured response template for each case type. Use when the user is preparing for a case interview, applying to consulting firms, or needs to practice structured problem-solving in an interview context. Do NOT use for behavioral interview preparation (use behavioral-interview-prep), technical coding interviews (use technical-interview-prep), or general interview question prediction (use interview-question-anticipator).
    37 repo stars
  65. ▌
    Cold Outreach Email 2 · ferroxlabs
    Writes a personalized cold outreach email to a hiring manager or professional contact, optimized for response rate. Produces a complete email with subject line, body, and call to action that is concise, specific, and avoids generic templates. Use when the user wants to email a hiring manager directly, reach out to a professional contact about opportunities, or write a cold email for job search purposes. Do NOT use for recruiter messages (use recruiter-outreach), networking messages for informational interviews (use networking-message-writer), or post-interview thank-you emails (use thank-you-email-writer).
    37 repo stars
  66. ▌
    Cover Letter Writer 2 · ferroxlabs
    Writes a complete cover letter tailored to a specific job posting, including an attention-grabbing opening hook, 2-3 body paragraphs connecting the user's experience to the role requirements, and a confident closing with call to action. Produces full letter text ready to send. Use when the user wants to write a cover letter, needs help with a job application letter, or wants to tailor a cover letter to a specific posting. Do NOT use for resume writing (use resume-bullet-writer), LinkedIn messages (use linkedin-summary-writer), or cold outreach emails to hiring managers (use cold-outreach-email). Career cover letters live in career-development, not the writing category.
    37 repo stars
  67. ▌
    Interview Prep Plan 2 · ferroxlabs
    Builds a day-by-day preparation plan for an upcoming interview, covering company research, answer preparation, logistics, and mental readiness. Produces a dated checklist the user can follow from 1 to 14 days before the interview. Use when the user has an interview scheduled and wants a structured preparation plan, needs to organize their prep time, or asks how to prepare for an upcoming interview. Do NOT use for writing specific interview answers (use behavioral-interview-prep or technical-interview-prep), predicting questions (use interview-question-anticipator), or company research (use company-research-guide).
    37 repo stars
  68. ▌
    Job Search Strategy 2 · ferroxlabs
    Builds a structured job search plan including target role definition, company tier list, application volume targets, outreach strategy, and a weekly activity schedule. Produces a complete, actionable search plan the user can execute immediately. Use when the user wants to organize their job search, create a job hunt plan, set application targets, or structure their weekly search activities. Do NOT use for resume writing (use resume-bullet-writer), interview preparation (use behavioral-interview-prep or technical-interview-prep), or career pivot planning (use career-pivot-roadmap in career-development).
    37 repo stars
  69. ▌
    Mentorship Outreach 2 · ferroxlabs
    Writes a personalized mentorship request message that is specific, time-respectful, and contains a clear ask. Produces a ready-to-send outreach message. Use when the user wants to reach out to a potential mentor, ask someone for career guidance, or write a message requesting an informational conversation or ongoing mentorship relationship. Do NOT use for cold outreach for job opportunities (use cold-outreach-email), networking event follow-ups (use networking-message-writer), or recruiter messages (use recruiter-outreach).
    37 repo stars
  70. ▌
    Resume Quick Polish 2 · ferroxlabs
    Fast resume optimization - format fixes, keyword injection for ATS systems, achievement quantification, and common mistakes to fix in 30 minutes or less. Use when the user asks about resume quick polish, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of resume quick polish or requires a different specialized skill.
    37 repo stars
  71. ▌
    Architectural Visualizer 2 · ferroxlabs
    Comprehensive architectural visualization guidance covering floor plan creation, 3D rendering basics, mood board development for interiors and exteriors, material and finish selection, space planning principles, presentation board design, client communication workflows, and translating design intent into compelling visual presentations. Use when the user asks about architectural visualizer or needs help with related topics. Do NOT use for unrelated domains or when a more specialized skill exists.
    37 repo stars
  72. ▌
    Music Industry Navigator 2 · ferroxlabs
    Comprehensive guide to the music industry covering distribution, royalty streams, sync licensing, publishing, touring economics, merchandise, and building a sustainable career in modern music. Use when the user asks about music industry navigator, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of music industry navigator or requires a different specialized skill.
    37 repo stars
  73. ▌
    Competitive Intelligence 2 · ferroxlabs
    Produces a competitive intelligence framework: defines the competitors to track, the intelligence dimensions (product, pricing, marketing, hiring), the data sources, the collection cadence, and the comparison format. Use when the user asks to track competitors, build a competitive analysis, monitor competitor activity, create a market comparison, or set up ongoing competitive intelligence gathering. Do NOT use for sentiment analysis of brand mentions (use sentiment-analysis-guide), internal product metric frameworks (use metric-framework or kpi-definition), or general market sizing research (use research-synthesis for source synthesis).
    37 repo stars
  74. ▌
    Data Pipeline Monitoring 2 · ferroxlabs
    Designs a data pipeline monitoring plan with health metrics (latency, error rate, row count variance), alert thresholds, on-call escalation path, and incident response runbook template. Outputs a complete monitoring specification for production data pipelines. Use when the user asks to set up monitoring for data pipelines, define SLAs for data freshness, create alerting rules for ETL failures, or build a runbook for pipeline incidents. Do NOT use for designing the pipeline itself (use etl-pipeline-design), defining data quality rules on the data (use data-quality-rules), or designing dashboards (use bi-dashboard-spec).
    37 repo stars
  75. ▌
    Financial Model Template 2 · ferroxlabs
    Builds a spreadsheet financial model structure with input, calculation, and output sections. Produces the formula architecture with assumption documentation and sensitivity analysis table. Outputs cell-ready formulas, not descriptions of what formulas to use. Use when the user needs to build a financial model, revenue projection, cost analysis, or business case in a spreadsheet. Do NOT use for personal budgeting (use budget-planning in personal-finance), business strategy analysis (use SWOT or financial analysis in business category), or data visualization of financial data (use chart-type-selector).
    37 repo stars
  76. ▌
    Sentiment Analysis Guide 2 · ferroxlabs
    Designs a sentiment analysis approach for text data by selecting the method (lexicon-based vs. model-based), defining sentiment categories, specifying the output format, and producing an interpretation guide for the results. Use when the user asks to analyze sentiment in customer reviews, social media posts, support tickets, employee feedback, or any text corpus for positive, negative, and neutral tone. Do NOT use for manual qualitative coding of interviews (use qualitative-coding), survey question design (use survey-design), or general text mining beyond sentiment (use text-mining-protocol).
    37 repo stars
  77. ▌
    Data Quality Engineer 2 · ferroxlabs
    Data quality engineering covering Great Expectations suite design, data contracts between teams, schema validation at ingestion, statistical anomaly detection, automated data profiling, quality scoring frameworks, SLA monitoring, freshness checks, and remediation workflows for maintaining trustworthy data across the organization. Use when the user asks about data quality engineer, data quality engineer best practices, or needs guidance on data quality engineer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
    37 repo stars
  78. ▌
    Batch Image Generation 2 · ferroxlabs
    Produces batch image generation strategies with prompt templates using variable placeholders, seed management for consistent series, parameter variation approaches, and output organization systems. Use when the user asks to generate multiple images from a template, create image variations systematically, batch-produce AI art, or organize a large generation workflow. Do NOT use for single-image prompting (use model-specific skills), character consistency (use midjourney-consistency), or prompt debugging (use ai-image-prompt-debugging).
    37 repo stars
  79. ▌
    Landscape Photographer 2 · ferroxlabs
    Expert landscape photography guidance covering composition rules, golden hour techniques, long exposure methods, and post-processing workflows for stunning natural scenery Use when the user asks about landscape photographer, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of landscape photographer or requires a different specialized skill.
    37 repo stars
  80. ▌
    Midjourney Consistency 2 · ferroxlabs
    Produces Midjourney consistency strategies using character reference (--cref), style reference (--sref), seed locking, and multi-image coherence techniques for reproducible visual series. Use when the user asks to maintain character consistency, create a series of matching images, use --cref or --sref in Midjourney, or reproduce a specific visual style across multiple generations. Do NOT use for single-image Midjourney prompting (use midjourney-prompting), other model consistency (model-specific), or prompt translation (use prompt-translation).
    37 repo stars
  81. ▌
    Photo Editing Workflow 2 · ferroxlabs
    Produces a priority-ordered photo editing sequence covering white balance, exposure, highlight/shadow recovery, color grading, local adjustments, sharpening, and export settings for the intended output medium. Applicable to any RAW processor or photo editor. Use when the user asks about photo editing, post-processing, color correction, or exporting photos for print or web. Do NOT use for audio editing (use audio-editing-guide), video production (use video-script-writing), or pre-shoot camera settings (use exposure-triangle).
    37 repo stars
  82. ▌
    Youtube Video Strategy 2 · ferroxlabs
    Produces a YouTube video strategy document with title formulas, thumbnail concept specification, description template with timestamps, and tag list for a specific video topic. Use when the user asks to optimize a YouTube video for discovery, plan a YouTube upload, create a thumbnail concept, or write a video description. Do NOT use for writing the actual video script (use video-script-writing), creating a shot list (use video-storyboard), or planning short-form vertical video (use short-form-video-planning).
    37 repo stars
  83. ▌
    Cybersecurity Awareness Test 2 · ferroxlabs
    Practical cybersecurity awareness assessment covering phishing recognition, password hygiene, social engineering awareness, device security, incident reporting, and producing a personalized security improvement plan. Use when the user asks about cybersecurity awareness test, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of cybersecurity awareness test or requires a different specialized skill.
    37 repo stars
  84. ▌
    Leadership Competency Review 2 · ferroxlabs
    Comprehensive leadership assessment scoring vision-setting, influence, execution capability, and team development to identify strengths and growth areas for current and aspiring leaders Use when the user asks about leadership competency review, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of leadership competency review or requires a different specialized skill.
    37 repo stars
  85. ▌
    Manager Readiness Assessment 2 · ferroxlabs
    Evaluate readiness for management roles by assessing leadership competencies, communication ability, delegation skills, emotional intelligence, and team development capacity Use when the user asks about manager readiness assessment, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of manager readiness assessment or requires a different specialized skill.
    37 repo stars
  86. ▌
    Negotiation Skill Assessment 2 · ferroxlabs
    Assess negotiation capabilities across preparation discipline, technique application, emotional management, and outcome achievement to build a targeted improvement plan Use when the user asks about negotiation skill assessment, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of negotiation skill assessment or requires a different specialized skill.
    37 repo stars
  87. ▌
    Parenting Approach Reflector 2 · ferroxlabs
    Reflective assessment of parenting style, communication patterns, consistency, and emotional responsiveness to support intentional parenting growth Use when the user asks about parenting approach reflector, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of parenting approach reflector or requires a different specialized skill.
    37 repo stars
  88. ▌
    Professional Workshop Design 2 · ferroxlabs
    Designs professional development workshops for workplace audiences with agendas, facilitator guides, activities, and measurable outcomes. Produces a complete workshop package for corporate trainers and facilitators -- distinct from academic workshop design. Use when a trainer asks to design a professional workshop, create a corporate training session, or build a team development activity for workplace audiences. Do NOT use for academic or K-12 workshops (use `workshop-design`), for full course design (use `online-course-design`), or for conference presentations (not an education skill).
    37 repo stars
  89. ▌
    School Administrator Toolkit 2 · ferroxlabs
    Manage scheduling, budgeting, staff supervision, compliance, and operational planning for school administrators and educational leaders. Use when the user asks about school administrator toolkit, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of school administrator toolkit or requires a different specialized skill.
    37 repo stars
  90. ▌
    Algorithm Pattern Master 2 · ferroxlabs
    Guides mastery of core algorithmic patterns including sliding window, two pointers, binary search, greedy, and backtracking with complexity analysis Use when the user asks about algorithm pattern master, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of algorithm pattern master or requires a different specialized skill.
    37 repo stars
  91. ▌
    Dao Governance Architect 2 · ferroxlabs
    Decentralized autonomous organization expertise covering governance framework design, voting mechanisms (token-weighted, quadratic, conviction), proposal systems, treasury management strategies, delegation patterns, on-chain vs off-chain governance, multi-sig operations, and organizational structure for web3 communities. Use when the user asks about dao governance architect, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of dao governance architect or requires a different specialized skill.
    37 repo stars
  92. ▌
    Industrial Iot Architect 2 · ferroxlabs
    Industrial IoT architecture expertise covering OPC-UA communication, SCADA system integration, predictive maintenance with vibration and thermal analysis, edge computing deployment, industrial safety standards (IEC 62443, ISA-95), time-series data management, and digital twin implementation for manufacturing environments. Use when the user asks about industrial iot architect, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of industrial iot architect or requires a different specialized skill.
    37 repo stars
  93. ▌
    Smart Contract Developer 2 · ferroxlabs
    Solidity smart contract development expertise covering language fundamentals, design patterns, gas optimization, common vulnerabilities (reentrancy, overflow, front-running), auditing techniques, testing with Foundry and Hardhat, and deployment best practices for EVM-compatible chains. Use when the user asks about smart contract developer, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of smart contract developer or requires a different specialized skill.
    37 repo stars
  94. ▌
    Career Sabbatical 2 · ferroxlabs
    Guide for planning a career break including financial runway calculation, employer negotiation strategies, health insurance bridge options, sabbatical project planning for travel, study, or creative pursuits, re-entry strategy, and building a sabbatical portfolio. Use when the user asks about career sabbatical or needs help with related topics. Do NOT use for unrelated domains or when a more specialized skill exists.
    37 repo stars
  95. ▌
    Child Development 2 · ferroxlabs
    Child development milestone tracking based on CDC guidelines across physical, cognitive, social-emotional, and language domains, with enrichment suggestions, school readiness assessment, and guidance on when to consult a pediatrician. Use when the user asks about child development, or needs help with child development milestone tracking based on cdc guidelines across physical, cognitive, social-emotional, and language domains, with enrichment suggestions, school readiness assessment, and guidance on when to consult a pediatrician. Do NOT use when the request requires professional specialized advice or falls outside the scope of child development.
    37 repo stars
  96. ▌
    Conflict Resolver 2 · ferroxlabs
    Conflict resolution guide using Gottman's Four Horsemen framework, de-escalation techniques, repair attempts, mediation processes, boundary setting, forgiveness processes, and tailored approaches for workplace versus personal conflicts. Use when the user asks about conflict resolver, or needs help with conflict resolution guide using gottman's four horsemen framework, de-escalation techniques, repair attempts, mediation processes, boundary setting, forgiveness processes, and tailored approaches for workplace versus personal conflicts. Do NOT use when the request requires professional specialized advice or falls outside the scope of conflict resolver.
    37 repo stars
  97. ▌
    Divorce Logistics 2 · ferroxlabs
    Produces structured logistics checklists for the practical aspects of divorce including financial separation steps, legal document needs, housing transition planning, and co-parenting logistics frameworks. Focuses exclusively on the organizational and administrative tasks that need to happen during a divorce, not relationship assessment or emotional counseling. Use when the user asks about the practical steps of going through a divorce, separating finances, or organizing co-parenting logistics. Do NOT use for advice on whether to divorce, relationship counseling, custody legal strategy, or emotional processing of divorce.
    37 repo stars
  98. ▌
    Divorce Navigator 2 · ferroxlabs
    Sensitive, comprehensive guide to the divorce process covering mediation vs litigation, financial untangling, co-parenting planning, emotional support resources, housing transition, legal documentation, and rebuilding life after divorce. Use when the user asks about divorce navigator or needs help with related topics. Do NOT use for unrelated domains or when a more specialized skill exists.
    37 repo stars
  99. ▌
    Event Coordinator 2 · ferroxlabs
    Event planning guide covering timeline creation, venue selection, catering, invitations, budget management, vendor coordination, day-of checklists, and post-event follow-up for birthdays, graduations, reunions, holiday parties, and more. Use when the user asks about event coordinator, or needs help with event planning guide covering timeline creation, venue selection, catering, invitations, budget management, vendor coordination, day-of checklists, and post-event follow-up for birthdays, graduations, reunions, holiday parties, and more. Do NOT use when the request requires professional specialized advice or falls outside the scope of event coordinator.
    37 repo stars
  100. ▌
    Home Safety Aging 2 · ferroxlabs
    Produces a comprehensive home safety assessment checklist for aging in place, covering fall prevention, mobility accommodation, bathroom safety, lighting improvements, emergency contact setup, and room-by-room hazard identification. Generates prioritized modification plans with urgency levels and cost estimates. Use when the user asks about making a home safer for an elderly person, fall prevention, or aging-in-place modifications. Do NOT use for care facility evaluation (use care-facility-evaluation), medical assessment of fall risk (consult a physician), or full home renovation planning.
    37 repo stars