FerroxLabs

@ferroxlabs source repo

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37 repo stars
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Clinical Documentation 2 · ferroxlabs
Write effective clinical notes, understand coding basics, ensure compliance, and improve documentation efficiency for healthcare professionals. Use when the user asks about clinical documentation, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of clinical documentation or requires a different specialized skill.

37 repo stars
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Grant Proposal Writing 2 · ferroxlabs
Writes grant proposals with specific aims, significance, innovation, approach, and budget justification sections following standard funding agency formats (NIH, NSF, private foundations). Use when the user asks to write a grant proposal, funding application, research funding request, or specific aims page. Do NOT use for business proposals (use business skills), scholarship applications (different format), or research paper writing (use research-paper-structure).

37 repo stars
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Knowledge Base Article 2 · ferroxlabs
Creates support knowledge base articles with issue description, cause analysis, step-by-step resolution, and prevention guidance in a structured issue/cause/resolution/prevention format. Use when the user needs to write a KB article, troubleshooting guide, or support documentation. Do NOT use for user guides (use `user-guide`), internal wiki pages (use `internal-wiki-page`), or error messages (use `error-message-writing`).

37 repo stars
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Professional Thank You 2 · ferroxlabs
Writes professional thank-you messages for interviews, meetings, referrals, and business interactions that strengthen relationships through specific acknowledgment and genuine appreciation. Use when the user needs to thank someone in a professional context. Do NOT use for general professional emails (use `professional-email`), business letters (use `business-letter`), or meeting follow-ups that are primarily about action items (use `meeting-notes`).

37 repo stars
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Style Guide Compliance 2 · ferroxlabs
Checks and corrects text for compliance with a specific style guide (AP, Chicago, APA, MLA, or house style), producing a compliance report with every deviation identified and corrected. Use when the user asks to apply a style guide, check style compliance, format text to AP/Chicago/APA/MLA standards, or standardize document formatting. Do NOT use for general editing (use copy-editing), proofreading without a style guide focus (use proofreading), or citation-specific formatting (use citation-reference).

37 repo stars
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Traditional Publishing 2 · ferroxlabs
Complete guide to the traditional publishing path, covering query letters, agent research, book proposals, submission tracking, the publishing timeline, contract terms, working with editors, and understanding advances and royalties. Use when the user asks about traditional publishing or needs help with related topics. Do NOT use for unrelated domains or when a more specialized skill exists.

37 repo stars
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Automate Business Workflows 2 · ferroxlabs
Systematic workflow for identifying, designing, implementing, and monitoring business process automation. Covers auditing manual processes, selecting automation tools, building workflows with no-code and code-based solutions, and measuring the ROI of automation investments. Use when the user wants to automate business workflows or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Build Photography Portfolio 2 · ferroxlabs
End-to-end workflow for building a professional photography portfolio from niche selection through shooting, editing, website creation, and client acquisition. Covers gear decisions, shooting technique, post-processing workflow, portfolio curation, online presence, and the transition from hobbyist to working photographer. Use when the user wants to build photography portfolio or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Financial Independence Plan 2 · ferroxlabs
Guided workflow for creating a comprehensive financial independence plan from current financial assessment through budgeting, investment strategy, tax optimization, and timeline projection. Covers the FIRE methodology adapted for individual circumstances and risk tolerances. Use when the user wants to financial independence plan or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Executive Communicator 2 · ferroxlabs
Becomes a senior communications strategist who crafts investor updates, board presentations, strategic summaries, and leadership communications using the pyramid principle and audience-calibrated messaging. Use when the user asks for board updates, investor communications, strategic memos, presentation outlines, or stakeholder briefings. Do NOT use when the user needs marketing campaign strategy (use marketing-strategist), project status reports (use project-manager), or financial modeling (use finance-analyst).

37 repo stars
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Ml Pipeline 2 · ferroxlabs
ML pipeline design covering feature engineering, model training workflows, hyperparameter tuning, cross-validation, experiment tracking (MLflow, W&B), model versioning, data versioning (DVC), reproducibility, and pipeline orchestration. Use when the user asks about ml pipeline, ml pipeline best practices, or needs guidance on ml pipeline implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

37 repo stars
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GRAPHQL Builder 2 · ferroxlabs
GraphQL schema design expertise covering schema-first vs code-first, resolver patterns, DataLoader for N+1 prevention, subscriptions, federation, authentication, Relay cursor pagination, error handling, and schema evolution. Use when the user asks about graphql builder, graphql builder best practices, or needs guidance on graphql builder implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

37 repo stars
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Mysql Optimizer 2 · ferroxlabs
MySQL optimization expertise covering query optimization with EXPLAIN analysis, indexing strategies, InnoDB tuning, slow query log analysis, connection pooling, replication architectures (master-slave, group replication), partitioning, character set handling, and backup strategies using mysqldump and Percona XtraBackup. Use when the user asks about mysql optimizer, mysql optimizer best practices, or needs guidance on mysql optimizer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

37 repo stars
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Postgres Expert 2 · ferroxlabs
Advanced PostgreSQL mastery covering indexing strategies (GIN, GiST, BRIN, B-tree), table partitioning, pg_stat analysis, VACUUM tuning, connection pooling with PgBouncer, JSONB operations, full-text search, row-level security, replication topologies, and essential extensions like PostGIS and pg_cron. Use when the user asks about postgres expert, postgres expert best practices, or needs guidance on postgres expert implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

37 repo stars
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Queue Architect 2 · ferroxlabs
Message queue design expertise covering queue vs topic vs stream, delivery guarantees, dead letter queues, backpressure handling, RabbitMQ/Kafka/SQS patterns, event schema evolution, and ordering guarantees. Use when the user asks about queue architect, queue architect best practices, or needs guidance on queue architect implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

37 repo stars
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REST API Design 2 · ferroxlabs
Guides expert-level rest api design implementation: api-design and best-practices decision frameworks, production-ready patterns, and concrete templates for rest api design workflows. Use when the user asks about rest api design, rest api design configuration, or api-design best practices for rest projects. Do NOT use when the user needs a different backend infrastructure capability -- check sibling skills in the backend infrastructure subcategory.

37 repo stars
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Search Engineer 2 · ferroxlabs
Search implementation expertise covering full-text search, indexing strategies, relevance scoring, faceted search, autocomplete, fuzzy matching, search analytics, and Elasticsearch/Typesense/Meilisearch patterns. Use when the user asks about search engineer, search engineer best practices, or needs guidance on search engineer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

37 repo stars
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Ansoff Matrix 2 · ferroxlabs
Produces a completed Ansoff growth-share matrix analysis with growth strategy selection, risk assessment, and implementation recommendations. Use when the user asks to evaluate growth strategies, decide between market penetration, market development, product development, or diversification, or plan growth direction for a business. Do NOT use for product portfolio evaluation (use bcg-matrix), competitive landscape analysis (use competitive-analysis), or full go-to-market planning (use go-to-market-strategy).

37 repo stars
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Risk Assessor 2 · ferroxlabs
Risk assessment and mitigation expert covering risk identification techniques, probability/impact matrix, risk register, mitigation strategies, risk monitoring, contingency planning, technical risk assessment, and risk communication templates. Use when the user asks about risk assessor, risk assessor best practices, or needs guidance on risk assessor implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

37 repo stars
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Swot Analysis 2 · ferroxlabs
Produces a completed SWOT analysis grid with 4-6 items per quadrant and strategic implications for a specific company, product, or initiative. Use when the user asks to do a SWOT analysis, evaluate strengths and weaknesses, assess internal and external factors, or analyze strategic position before a decision. Do NOT use for competitive benchmarking against specific rivals (use competitive-analysis), industry-level force analysis (use porters-five-forces), or macro-environment scanning (use pestle-analysis).

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Swot Analyzer 2 · ferroxlabs
Deep strategic analysis using SWOT framework, PESTLE analysis, Porter's Five Forces, competitive positioning matrix, and TOWS matrix for converting analysis into actionable strategy. Use when the user asks about swot analyzer or needs help with related topics. Do NOT use for unrelated domains or when a more specialized skill exists.

37 repo stars
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Photography Guide 2 · ferroxlabs
Photography composition and technique advisor covering the exposure triangle, composition rules, lighting techniques, phone photography, editing basics, and genre-specific guides to help photographers capture compelling images at any skill level. Use when the user asks about photography guide, or needs help with photography composition and technique advisor covering the exposure triangle, composition rules, lighting techniques, phone photography, editing basics, and genre-specific guides to help photographers capture compelling images at any skill level. Do NOT use when the request requires professional specialized advice or falls outside the scope of photography guide.

37 repo stars
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Songwriting Coach 2 · ferroxlabs
Expert songwriting guidance covering song structure, melody craft, lyric writing, co-writing techniques, demo recording, and navigating the music publishing landscape. Use when the user asks about songwriting coach, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of songwriting coach or requires a different specialized skill.

37 repo stars
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Typography Master 2 · ferroxlabs
Comprehensive typography guide covering font classification and pairing, typographic hierarchy, readability and legibility principles, responsive typography, variable fonts, type in branding, web typography implementation, and developing a professional eye for type. Use when the user asks about typography master or needs help with related topics. Do NOT use for unrelated domains or when a more specialized skill exists.

37 repo stars
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Bi Dashboard Spec 2 · ferroxlabs
Produces a BI dashboard specification for a named business function including dashboard purpose, audience, KPIs displayed, panel layout, refresh cadence, access permissions, and alert thresholds. Outputs a complete spec ready for implementation in any BI tool. Use when the user asks to design a dashboard, create a dashboard specification, plan a BI dashboard layout, or define what should appear on a business dashboard. Do NOT use for individual KPI definitions with formulas (use kpi-definition), metric hierarchy design (use metric-framework), or data visualization chart selection (use chart-type-selector).

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Data Storytelling 2 · ferroxlabs
Structures a data narrative that turns analytical findings into a compelling story. Identifies the core insight, builds the evidence chain, selects supporting visualizations, and writes the narrative arc from setup through finding to implication and recommendation. Use when the user needs to present data findings to an audience in a persuasive, structured format. Do NOT use for raw data exploration (use eda-framework), choosing a chart type (use chart-type-selector), or formatting a data report (use report-formatting).

37 repo stars
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Kpi Visualization 2 · ferroxlabs
Designs the visualization layer for KPIs by selecting the display format (scorecard, gauge, sparkline, trend line), specifying target lines, threshold colors, and period-over-period comparison formats. Produces a complete visual specification for each KPI. Use when the user needs to display KPI metrics in a dashboard, report, or presentation with clear status indicators and context. Do NOT use for defining which KPIs to track (use kpi-definition), designing full dashboard layouts (use dashboard-design), or choosing chart types for non-KPI data (use chart-type-selector).

37 repo stars
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Outlier Detection 2 · ferroxlabs
Identifies outliers in a dataset using IQR and z-score methods, interprets what each outlier represents, and produces a recommended action (remove, investigate, cap, or flag) for each outlier with rationale. Use when the user has data with suspected extreme values and needs a systematic approach to identify and handle them. Do NOT use for data cleaning beyond outlier handling (use data-cleaning-protocol), distribution analysis (use eda-framework), or hypothesis testing (use hypothesis-testing).

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Pandas Power User 2 · ferroxlabs
Advanced pandas techniques for data wrangling including performance optimization, method chaining patterns, MultiIndex operations, memory management, and idiomatic pandas code. Use when the user asks about pandas power user, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of pandas power user or requires a different specialized skill.

37 repo stars
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Report Formatting 2 · ferroxlabs
Produces a data report structure with executive summary format, findings section template with chart-plus-interpretation pairs, methodology note, and appendix organization. Separates insight from supporting detail for maximum readability. Use when the user needs to structure a data-driven report for stakeholders, management, or publication. Do NOT use for single-chart formatting (use chart-formatting), infographic layout (use infographic-planning), or data narrative writing (use data-storytelling).

37 repo stars
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Data Migration 2 · ferroxlabs
Database migration expertise covering zero-downtime migration strategies, dual-write patterns, shadow tables, data reconciliation, schema evolution, backward compatibility, rollback strategies, large table migration, and cross-database migration for safely moving data between systems without service disruption. Use when the user asks about data migration, data migration best practices, or needs guidance on data migration implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

37 repo stars
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Data Validator 2 · ferroxlabs
Data validation and quality expertise covering Great Expectations patterns, schema validation, statistical validation, referential integrity checks, data profiling, anomaly detection, data contracts, quality scoring, and automated testing strategies for ensuring data reliability throughout the pipeline. Use when the user asks about data validator, data validator best practices, or needs guidance on data validator implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

37 repo stars
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Spark Engineer 2 · ferroxlabs
Apache Spark expertise covering RDD vs DataFrame vs Dataset APIs, partitioning strategies, shuffle optimization, broadcast joins, caching, Spark SQL, structured streaming, UDFs, cluster sizing, performance tuning, and PySpark patterns for building scalable distributed data processing applications. Use when the user asks about spark engineer, spark engineer best practices, or needs guidance on spark engineer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

37 repo stars
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Corporate Video 2 · ferroxlabs
Professional corporate video production guidance covering training videos, promotional content, testimonials, and product demos. Includes client brief templates, script approval workflows, achieving professional quality on budget, brand compliance, stakeholder management, and delivery specifications. Use when the user asks about corporate video or needs help with related topics. Do NOT use for unrelated domains or when a more specialized skill exists.

37 repo stars
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Dalle Prompting 2 · ferroxlabs
Crafts DALL-E 3 and GPT-image-1 prompts using natural language style specification, quality descriptors, composition instructions, and revision dialogue patterns for iterative generation. Use when the user asks to create an image with DALL-E, GPT-image-1, ChatGPT image generation, or OpenAI image generation. Do NOT use for Midjourney prompting (use midjourney-prompting), Stable Diffusion prompting (use stable-diffusion-prompting), or translating prompts between models (use prompt-translation).

37 repo stars
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Motion Graphics 2 · ferroxlabs
Comprehensive motion graphics guidance covering title design, lower thirds, animated explainers, kinetic typography, logo animation, After Effects and Apple Motion workflows, design principles for motion, storyboarding for motion, and building a motion design practice. Use when the user asks about motion graphics or needs help with related topics. Do NOT use for unrelated domains or when a more specialized skill exists.

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Self Service Infra 2 · ferroxlabs
Build self-service infrastructure platforms with Terraform modules, provisioning automation, approval workflows, and developer-friendly abstractions Use when the user asks about self service infra, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of self service infra or requires a different specialized skill.

37 repo stars
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Terraform Engineer 2 · ferroxlabs
Infrastructure as Code with Terraform. Module design, state management (remote backends), workspace strategy, resource lifecycle, data sources, provisioners, Terraform Cloud, drift detection, import existing infrastructure, testing IaC. Use when the user asks about terraform engineer, terraform engineer best practices, or needs guidance on terraform engineer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

37 repo stars
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Conversation Practice 2 · ferroxlabs
Creates guided conversation practice with prompts, scaffolding, and feedback for language learners using the communicative approach. Produces a structured conversation exercise the learner can practice with the AI. Use when a learner asks to practice conversation in a target language, do speaking exercises, practice dialogue, or improve conversational fluency. Do NOT use for grammar instruction (use `grammar-practice`), for vocabulary building (use `vocabulary-building`), or for translation exercises (use `translation-practice`).

37 repo stars
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Epistemology Explorer 2 · ferroxlabs
Guided exploration of epistemology covering theories of knowledge and justification, the nature of belief, skeptical challenges, the relationship between evidence and certainty, cognitive biases, and practical exercises for developing intellectual humility and rigorous thinking about what we know and how we know it. Use when the user asks about epistemology explorer, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of epistemology explorer or requires a different specialized skill.

37 repo stars
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Memory Palace Builder 2 · ferroxlabs
Master the method of loci, peg system, linking method, and advanced mnemonic techniques for memorization with practical applications and practice exercises. Use when the user asks about memory palace builder, or needs help with master the method of loci, peg system, linking method, and advanced mnemonic techniques for memorization with practical applications and practice exercises. Do NOT use when the request requires professional specialized advice or falls outside the scope of memory palace builder.

37 repo stars
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Philosophy Discussion 2 · ferroxlabs
Provides Socratic philosophy tutoring through dialogue -- helping students clarify positions, test arguments with counterexamples, and identify logical fallacies rather than delivering philosophical conclusions. Use when a student asks to discuss a philosophical question, analyze an ethical dilemma, evaluate an argument, or practice philosophical reasoning. Do NOT use for philosophy course design (use `lesson-plan-design`), for essay writing (use writing category skills), or for debate competition prep (not an education skill).

37 repo stars
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Public Speaking Coach 2 · ferroxlabs
Public speaking mastery covering speech structure using Monroe's Motivated Sequence, audience analysis, storytelling techniques, body language, vocal variety, slide design principles, Q&A handling, anxiety management, and impromptu speaking frameworks. Use when the user asks about public speaking coach, or needs help with public speaking mastery covering speech structure using monroe's motivated sequence, audience analysis, storytelling techniques, body language, vocal variety, slide design principles, q&a handling, anxiety management, and impromptu speaking frameworks. Do NOT use when the request requires professional specialized advice or falls outside the scope of public speaking coach.

37 repo stars
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Speed Reading Trainer 2 · ferroxlabs
Evidence-based speed reading techniques, comprehension strategies, progressive practice drills, note-taking integration, and retention methods for efficient reading. Use when the user asks about speed reading trainer, or needs help with evidence-based speed reading techniques, comprehension strategies, progressive practice drills, note-taking integration, and retention methods for efficient reading. Do NOT use when the request requires professional specialized advice or falls outside the scope of speed reading trainer.

37 repo stars
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Streaming Setup Guide 2 · ferroxlabs
Patient, step-by-step guidance for setting up and using streaming services like Netflix, YouTube, and music apps, including casting to TVs, sound system basics, troubleshooting common issues, and managing subscriptions. Use when the user asks about streaming setup guide, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of streaming setup guide or requires a different specialized skill.

37 repo stars
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Layer2 Specialist 2 · ferroxlabs
Ethereum Layer 2 scaling expertise covering optimistic rollups, ZK rollups, validiums, rollup architecture, bridge mechanics, L2 selection criteria, cost analysis, security assumptions, data availability, interoperability, and migration strategies for building and deploying on Layer 2 networks. Use when the user asks about layer2 specialist, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of layer2 specialist or requires a different specialized skill.

37 repo stars
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Replay Practice 2 · ferroxlabs
Practice trading in TradingView replay mode — step through historical bars, take trades, track P&L. Use when the user wants to practice or backtest manually.

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Strategy Report 2 · ferroxlabs
Generate a comprehensive strategy performance report — metrics, trade analysis, equity curve, and recommendations. Use after backtesting a Pine Script strategy.

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Buy A Home 2 · ferroxlabs
Guides the user through the complete home-buying process from financial preparation through closing and move-in, chaining budgeting, credit, mortgage, inspection, and legal skills across multiple categories. Use when the user wants to buy a house, purchase a home, or navigate the home-buying process end to end. Do NOT use for refinancing an existing mortgage, investment property analysis, or commercial real estate purchases.

37 repo stars
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Adopt A Pet 2 · ferroxlabs
Complete pet adoption workflow from research and lifestyle assessment through home preparation, finding and adopting the right pet, and successful integration into your household for a happy pet and confident owner. Use when the user wants to adopt a pet or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

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Launch Saas 2 · ferroxlabs
Orchestrates the full process of launching a SaaS product from system architecture through production monitoring, chaining seven software-development skills into a cohesive build-and-deploy pipeline. Use when the user wants to build and launch a SaaS application from scratch or migrate a prototype to production-ready infrastructure. Do NOT use for single-page static sites, internal tools without user authentication, or mobile-only apps without a web backend.

37 repo stars
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Career Pivot 2 · ferroxlabs
Comprehensive career transition workflow from strategic planning and self-assessment through resume optimization, LinkedIn profile overhaul, interview preparation, and salary negotiation for professionals changing careers or industries. Use when the user wants to career pivot or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Land New Job 2 · ferroxlabs
Guides the user through a complete job search process from resume optimization through offer evaluation, chaining 7 atomic skills in sequence with decision points for employment status, industry, and timeline pressure. Use when the user wants to find and land a new job, conduct a structured job search, or navigate the full application-to-offer pipeline. Do NOT use for career pivots to a completely new field (use switch-careers workflow), freelancing (use start-freelancing workflow), or internal promotions (use negotiate-raise workflow).

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Hire Employee 2 · ferroxlabs
Guides the user through a complete hiring process from job description creation through candidate sourcing, interviewing, evaluation, offer extension, and onboarding. Use when the user needs to hire for a specific role and wants a structured process covering every stage from defining the position to the new hire's first week. Do NOT use for freelance or contractor hiring (use start-freelancing workflow), for career-side interview preparation (use interview prep skills), or for organizational headcount planning (use business planning skills directly).

37 repo stars
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Plan Gap Year 2 · ferroxlabs
Guides the user through planning a gap year or extended career break, chaining career strategy, budgeting, savings, learning design, itinerary building, and safety preparation skills across four categories. Use when the user wants to take a gap year, plan an extended travel break, or structure a career sabbatical with intentional learning and travel goals. Do NOT use for short vacations (under 1 month), retirement planning, or employer-sponsored sabbaticals with fixed structure.

37 repo stars
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Build A Garden 2 · ferroxlabs
Complete home gardening workflow from planning and site assessment through soil preparation, planting, ongoing maintenance, and harvesting for a productive and enjoyable garden in any space. Use when the user wants to build a garden or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Build REST API 2 · ferroxlabs
Orchestrates the process of designing, building, testing, and documenting a REST API from specification through production-ready documentation, chaining five software-development skills into a structured backend workflow. Use when the user needs to build a REST API from scratch with design-first methodology, database integration, test coverage, and documentation. Do NOT use for GraphQL APIs, internal scripts, frontend-only projects, or API gateway configuration without a custom backend.

37 repo stars
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Launch Product 2 · ferroxlabs
Guides the user through a complete product launch from market research through product definition, go-to-market strategy, launch execution, sales enablement, analytics review, and post-launch iteration. Use when the user is launching a new product or major feature and needs an end-to-end process covering strategy, execution, and measurement. Do NOT use for ongoing product management (use prd-writing or product-roadmap directly), for marketing campaigns without a product launch (use create-marketing-campaign), or for SaaS-specific technical deployment (use launch-saas in software workflows).

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Plan A Wedding 2 · ferroxlabs
Guides the user through the complete wedding planning process from budget setting through day-of coordination, chaining budgeting, event planning, vendor management, and timeline skills across multiple categories. Use when the user wants to plan a wedding, organize a marriage ceremony, or coordinate a wedding celebration. Do NOT use for elopement logistics, vow renewal ceremonies, or corporate event planning.

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Switch Careers 2 · ferroxlabs
Guides the user through a complete career transition from current field to a new one, spanning 3-12 months with 6 steps covering roadmap creation, skill gap analysis, industry research, portfolio building, networking, and job search. Explicitly branches at Step 1 on currently-employed vs. unemployed status, which affects timeline, risk tolerance, and resource allocation at every subsequent step. Use when the user wants to change careers to a different field or industry. Do NOT use for job searching within the same field (use land-new-job workflow), negotiating at current employer (use negotiate-raise workflow), or starting a freelance practice (use start-freelancing workflow).

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Bio Writer 2 · ferroxlabs
Write professional bios for any context - LinkedIn, conference speaking, author bylines, company pages, and social media - with templates for every length and tone. Use when the user asks about bio writer, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of bio writer or requires a different specialized skill.

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User Guide 2 · ferroxlabs
Creates task-oriented user guides with prerequisites, step-by-step procedures, expected outcomes, and troubleshooting sections. Use when the user needs documentation that teaches end users how to accomplish tasks with a product or system. Do NOT use for API reference docs (use `api-documentation`), developer tutorials (use `tutorial-writing`), or internal process docs (use `sop-writing`).

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Become A Mentor 2 · ferroxlabs
Structured workflow for experienced professionals who want to become effective mentors. Covers reflecting on your own journey and expertise, choosing the right mentoring platform, finding and matching with mentees, developing guiding frameworks and techniques, and measuring the impact of your mentoring practice. Use when the user wants to become a mentor or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Cloud Migration 2 · ferroxlabs
Structured workflow for migrating applications and infrastructure from on-premises or between cloud providers. Covers assessment, planning, migration execution, optimization, and governance to ensure a smooth transition with minimal business disruption and maximum cloud value. Use when the user wants to cloud migration or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Get Out Of Debt 2 · ferroxlabs
Guided workflow for eliminating debt systematically from comprehensive debt audit and strategy selection through creditor negotiation, execution discipline, and prevention planning. Covers credit cards, student loans, medical debt, personal loans, and other consumer debt. Use when the user wants to get out of debt or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

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Land Remote Job 2 · ferroxlabs
End-to-end workflow for professionals seeking remote work opportunities. Covers optimizing your online professional profile for remote roles, strategic job search across remote-first platforms, crafting applications that stand out, acing remote-specific interviews, and negotiating offers that account for remote work dynamics. Use when the user wants to land remote job or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Negotiate Raise 2 · ferroxlabs
Guides the user through a structured raise negotiation process from performance documentation through follow-up conversation, chaining 4 atomic skills in sequence. Covers timing (annual review vs. ad-hoc), leverage type (internal-only vs. competing offer), and outcome handling (full approval, partial offer, or denial). Use when the user wants to negotiate a raise or promotion at their current employer. Do NOT use for job offer salary negotiation (use land-new-job workflow), freelance rate increases (use start-freelancing workflow), or career pivots (use switch-careers workflow).

37 repo stars
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Adr Writing 2 · ferroxlabs
Creates Architecture Decision Records in standard ADR format with title, status, context, decision, and consequences sections. Use when the user needs to document an architectural or technical decision, write an ADR, or record why a technology choice was made. Do NOT use for technical specifications (use `technical-specification`), meeting notes (use `meeting-notes`), or general documentation (use `internal-wiki-page`).

37 repo stars
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Fan Fiction 2 · ferroxlabs
Writes fan fiction that extends, reimagines, or explores existing fictional universes while maintaining character voice consistency, world rules, and engaging narrative craft. Use when the user asks to write fan fiction, continue a story from an existing work, write characters from a known franchise, or create "what if" scenarios for fictional universes. Do NOT use for original fiction (use short-story-writing), parody or satire of existing works (use satire-writing), or character creation from scratch (use character-development).

37 repo stars
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Pip Writing 2 · ferroxlabs
Writes performance improvement plans with specific behavioral expectations, measurable goals, support resources, evaluation timeline, and consequences for HR-compliant performance management. Use when the user needs to document a performance improvement plan for an underperforming employee. Do NOT use for general feedback (use `professional-email`), rejection letters (use `rejection-letter`), or conflict resolution (use `conflict-resolution-email`).

37 repo stars
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Sop Writing 2 · ferroxlabs
Creates standard operating procedures with step-by-step instructions, decision points, safety notes, and verification checks for repeatable processes. Use when the user needs to document a process, create a procedure manual, or write operational instructions. Do NOT use for how-to guides aimed at external audiences (use `how-to-guide`), project proposals (use `project-proposal`), or technical documentation (use a technical writing skill).

37 repo stars
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Story Pitch 2 · ferroxlabs
Creates compelling story pitches for novels, screenplays, TV series, and short fiction including loglines, synopses, comp titles, and query letter components. Use when the user asks to pitch a story, write a logline, create a query letter, draft a book synopsis, or prepare a pitch package for agents or producers. Do NOT use for business pitches or investor decks (use business pitch skills), full plot outlines (use plot-outline), or writing the actual story (use short-story-writing).

37 repo stars
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Build Mobile App 2 · ferroxlabs
End-to-end mobile application development workflow from requirements analysis and system design through API development, cross-platform app building with Flutter or React Native, mobile-specific testing, and app store optimization for publishing on iOS and Android. Use when the user wants to build mobile app or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Navigate Divorce 2 · ferroxlabs
Structured divorce navigation workflow covering legal preparation, financial separation, emotional well-being, co-parenting framework, and life rebuilding for moving through divorce with clarity, fairness, and resilience. Use when the user wants to navigate divorce or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Prepare For Baby 2 · ferroxlabs
Guides the user through preparing for a new baby from financial planning through early developmental milestones, chaining budgeting, baby prep, home safety, career, and developmental skills across multiple categories. Use when the user is expecting a baby, preparing for a newborn, or wants a structured plan for the transition to parenthood. Do NOT use for adoption-specific processes, fertility treatment planning, or managing pregnancy health (those are medical topics).

37 repo stars
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Renovate A House 2 · ferroxlabs
Guides the user through a home renovation from budget planning through project completion, chaining renovation budgeting, financing, permit research, contractor evaluation, DIY assessment, project management, and finish selection skills across four categories. Use when the user wants to renovate a home, remodel rooms, or plan a major home improvement project. Do NOT use for minor repairs (use home-repair-first-response), routine maintenance (use annual-home-maintenance), or new home construction.

37 repo stars
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Start A Business 2 · ferroxlabs
Guided business launch workflow from business planning and market research through pricing strategy, brand identity, social media presence, and financial management for new entrepreneurs starting a service-based or product-based business. Use when the user wants to start a business or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Start Retirement 2 · ferroxlabs
Guides the user through the complete retirement transition from savings assessment through lifestyle design, chaining retirement calculators, financial tracking, budgeting, insurance, estate planning, and career transition skills across multiple categories. Use when the user is planning to retire, preparing for retirement within 2 years, or evaluating whether they are financially ready to retire. Do NOT use for early retirement (FIRE) investment strategy, pension administration, or Social Security disability claims.

37 repo stars
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Write Screenplay 2 · ferroxlabs
Guides the user through writing a complete screenplay from concept through pitching, chaining 6 atomic skills in the writing category. Covers feature film, short film, and TV pilot formats with decision points for genre conventions, adaptation vs. original work, and festival submission vs. production pitch targeting. Uses screenplay-scene skill for proper screenplay formatting during the scene writing phase. Use when the user wants to write a screenplay from concept to pitch-ready draft. Do NOT use for writing prose fiction (use creative writing skills), stage plays (different format), or producing a film (this is writing only, not production planning).

37 repo stars
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Study Plan 2 · ferroxlabs
Creates structured, time-boxed study plans with sessions, topics, milestones, and review checkpoints for learners. Uses spaced learning principles to produce a personalized schedule that prevents cramming and builds lasting retention. Use when a student or learner asks to create a study plan, organize their study time, prepare for a course, or structure their learning around a deadline. Do NOT use for exam-specific preparation (use `exam-prep-plan`), for educator lesson planning (use `lesson-plan-design`), or for professional certification study (use `certification-prep`).

37 repo stars
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Soc Analyst 2 · ferroxlabs
Security operations center expertise covering SIEM query writing, alert triage workflows, incident investigation procedures, IOC analysis, threat hunting techniques, playbook design, log analysis patterns, Splunk and Elastic SIEM queries, alert fatigue reduction, escalation procedures, and shift handoff practices. Use when the user asks about soc analyst, soc analyst best practices, or needs guidance on soc analyst implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

37 repo stars
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Debate Coach 2 · ferroxlabs
Expert debate preparation and coaching covering argument construction (claim-evidence-warrant), major debate formats (Lincoln-Douglas, Parliamentary, Policy), rebuttal strategies, cross-examination techniques, logical fallacy identification, research methodology, flowing (note-taking), and judging criteria. Use when the user asks about debate coach or needs help with related topics. Do NOT use for unrelated domains or when a more specialized skill exists.

37 repo stars
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Grant Writer 2 · ferroxlabs
Professional grant writing guide covering prospect research, letters of inquiry, full proposal development, budget construction, evaluation plans, compliance requirements, and post-award management for successful funding acquisition. Use when the user asks about grant writer, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of grant writer or requires a different specialized skill.

37 repo stars
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How To Guide 2 · ferroxlabs
Writes step-by-step instructional guides with prerequisites, numbered procedures, tips, and troubleshooting sections. Use when the user wants to create a tutorial, how-to article, instructional post, or step-by-step guide for completing a task. Do NOT use for general blog posts (use `blog-post-writing`), listicles (use `listicle-writing`), or technical API documentation (use `api-documentation`).

37 repo stars
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Plot Outline 2 · ferroxlabs
Creates structured plot outlines for novels, novellas, screenplays, and serialized fiction using established story architecture frameworks. Maps narrative arcs, turning points, and character trajectories. Use when the user asks to outline a story, plan a novel, structure a plot, or map a narrative arc. Do NOT use for writing scenes (use scene-writing), writing complete short stories (use short-story-writing), or developing characters without plot context (use character-development).

37 repo stars
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Rfp Response 2 · ferroxlabs
Writes structured responses to Requests for Proposal (RFPs) with compliant formatting, clear capability statements, pricing structures, and persuasive differentiation for competitive procurement processes. Use when the user needs to respond to an RFP, RFI, or RFQ. Do NOT use for unsolicited business proposals (use `business-proposal`), internal project proposals (use `project-proposal`), or grant proposals (use `grant-proposal-writing`).

37 repo stars
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Speechwriter 2 · ferroxlabs
Professional speechwriting guide covering speech structure, rhetorical devices, audience analysis, delivery notes, occasion-specific approaches, and revision techniques for creating memorable and effective spoken presentations. Use when the user asks about speechwriter, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of speechwriter or requires a different specialized skill.

37 repo stars
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Go Back To School 2 · ferroxlabs
Complete returning student workflow covering program research, application strategy, financial planning, academic preparation, and success systems for adult learners going back to school at any stage of life. Use when the user wants to go back to school or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Launch Food Truck 2 · ferroxlabs
Complete food truck business launch workflow from operations planning and business structure through menu development, pricing strategy, social media marketing, and financial management for aspiring mobile food entrepreneurs. Use when the user wants to launch food truck or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Launch Newsletter 2 · ferroxlabs
Guides the user through launching an email newsletter from audience research and content strategy through writing, subject line optimization, scheduling, and growth planning. Use when the user wants to start a newsletter from scratch, needs a structured launch process covering strategy through first issues, or wants to build a subscriber base with a systematic content and growth plan. Do NOT use for writing a single newsletter issue (use newsletter-writing), for optimizing existing subject lines (use newsletter-subject-lines), or for managing an established newsletter's editorial calendar (use create-content-calendar).

37 repo stars
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Publish Blog Post 2 · ferroxlabs
Guides the user through the complete blog post creation pipeline from research and briefing through writing, SEO optimization, proofreading, and scheduling for publication. Use when the user wants to publish a blog post end-to-end, needs a structured content pipeline, or wants to go from topic idea to published article with quality gates at each stage. Do NOT use for writing a blog post without a publishing workflow (use blog-post-writing), for SEO-only optimization (use seo-blog-post), or for building an ongoing content calendar (use create-content-calendar).

37 repo stars
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Set Up Monitoring 2 · ferroxlabs
Complete workflow for building a production monitoring stack from scratch, covering metrics collection, alerting strategy, dashboard design, runbook creation, and on-call practices. Establishes the observability foundation that enables confident deployments and fast incident resolution. Use when the user wants to set up monitoring or needs a structured multi-step process for this goal. Do NOT use when the request is a single-step task or requires professional advice beyond educational guidance.

37 repo stars
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Start Freelancing 2 · ferroxlabs
Guides the user through launching a freelance practice from rate calculation through client acquisition, chaining 6 atomic skills covering pricing, proposals, contracts, portfolio, outreach, and onboarding. Handles decision points for full-time vs. side hustle, generalist vs. specialist positioning, and platform-based vs. direct client acquisition. Use when the user wants to start freelancing or consulting in their skill area. Do NOT use for finding traditional employment (use land-new-job workflow), negotiating a raise at a current employer (use negotiate-raise workflow), or switching to a completely new career field (use switch-careers workflow).

37 repo stars
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Math Solver 2 · ferroxlabs
Math problem solving and explanation skill providing step-by-step solutions, concept explanations from algebra through calculus and statistics, word problem strategies, visualization techniques, common mistake identification, and practice problem generation organized by topic and difficulty. Use when the user asks about math solver, or needs help with math problem solving and explanation skill providing step-by-step solutions, concept explanations from algebra through calculus and statistics, word problem strategies, visualization techniques, common mistake identification, and practice problem generation organized by topic and difficulty. Do NOT use when the request requires professional specialized advice or falls outside the scope of math solver.

37 repo stars
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Book Outliner 2 · ferroxlabs
Multiple outlining methodologies for fiction and non-fiction, covering progressive expansion, beat sheets, scene-sequel, tentpole, mind map, and zero draft approaches, with a decision tree for matching method to writer type. Use when the user asks about book outliner or needs help with related topics. Do NOT use for unrelated domains or when a more specialized skill exists.

37 repo stars
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Business Memo 2 · ferroxlabs
Writes internal business memos with clear purpose statements, structured arguments, and specific action requests for organizational communication. Use when the user needs to communicate a decision, policy change, recommendation, or announcement to internal audiences. Do NOT use for external business letters (use `business-letter`), meeting notes (use `meeting-notes`), or status updates (use `status-update`).

37 repo stars
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Content Audit 2 · ferroxlabs
Creates structured content audits with performance categorization, gap analysis, and prioritized action recommendations for existing content libraries. Use when the user wants to evaluate their existing content, audit blog posts or website pages, identify underperforming content, or plan content updates. Do NOT use for planning new content (use `editorial-calendar`), writing content briefs (use `content-brief`), or analyzing audience personas (use `audience-analysis`).

37 repo stars
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Content Brief 2 · ferroxlabs
Creates writer-ready content briefs with audience definition, content angle, detailed outline, keyword targets, source suggestions, and tone guidance. Use when the user needs to brief a writer, plan a content piece before drafting, or create an assignment document for content creation. Do NOT use for editorial calendars (use `editorial-calendar`), content audits (use `content-audit`), or writing the actual content piece (use `blog-post-writing`).

37 repo stars
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Flash Fiction 2 · ferroxlabs
Writes complete flash fiction stories under 1,000 words with tight narrative arcs and constraint-first design. Every word must earn its place. Use when the user asks to write flash fiction, micro fiction, very short stories, or stories under 1,000 words. Do NOT use for short stories over 1,000 words (use short-story-writing), poetry (use poetry-writing), or writing prompts that need a quick response sketch (use writing-prompt-response).

37 repo stars
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Linkedin Post 2 · ferroxlabs
Writes short-form LinkedIn feed posts with a hook line, insight delivery, and engagement-optimized formatting. Use when the user wants to write a LinkedIn post, create content for the LinkedIn feed, or draft a professional social media update. Do NOT use for long-form LinkedIn articles (use `linkedin-article`), Twitter threads (use `twitter-thread`), or Instagram captions (use `instagram-caption`).

37 repo stars

4,845 published skills · page 23 of 49