External

Frameworks for building a profitable, sustainable business based on The Minimalist Entrepreneur.

Streamline your documentation process with tools for API specs, diagrams, and tutorials.

Create professional Mermaid diagrams for various applications including flowcharts and ERDs.

Master API documentation with AI-powered tools and OpenAPI 3.1 standards.

Generates comprehensive technical references and API documentation for developers.

Document and manage significant technical decisions with Architecture Decision Records (ADRs).

Generates comprehensive technical documentation from codebases, focusing on architecture and design patterns.

Transforms complex technical concepts into engaging, hands-on tutorials.

Generate and maintain OpenAPI 3.1 specifications from code and design-first specs.

Automate changelog generation from commits, PRs, and releases using industry standards.

When the user wants to plan, evaluate, or build a free tool for marketing purposes — lead generation, SEO value, or brand awareness. Also use when the user mentions "engineering as marketing," "free tool," "marketing tool," "calculator," "generator," "interactive tool," "lead gen tool," "build a tool for leads," or "free resource." This skill bridges engineering and marketing — useful for founders and technical marketers.

Integrate with the X (Twitter) API via Xquik to search tweets, extract followers, and monitor accounts.

Apply Anthropic's official brand colors and typography to enhance your artifacts.

When the user wants to optimize, improve, or increase conversions on any marketing page — including homepage, landing pages, pricing pages, feature pages, or blog posts. Also use when the user says "CRO," "conversion rate optimization," "this page isn't converting," "improve conversions," or "why isn't this page working." For signup/registration flows, see signup-flow-cro. For post-signup activation, see onboarding-cro. For forms outside of signup, see form-cro. For popups/modals, see popup-cro.

When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," or "hypothesis." For tracking implementation, see analytics-tracking.

When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google Analytics," "conversion tracking," "event tracking," "UTM parameters," "tag manager," "GTM," "analytics implementation," or "tracking plan." For A/B test measurement, see ab-test-setup.

Master AI product development with LLM integration patterns and cost optimization strategies.

Build focused AI products that leverage APIs like OpenAI and Anthropic to solve specific problems.

Agile product ownership toolkit for effective backlog management and sprint execution.

When the user wants to optimize post-signup onboarding, user activation, first-run experience, or time-to-value. Also use when the user mentions "onboarding flow," "activation rate," "user activation," "first-run experience," "empty states," "onboarding checklist," "aha moment," or "new user experience." For signup/registration optimization, see signup-flow-cro. For ongoing email sequences, see email-sequence.

When the user wants to apply psychological principles, mental models, or behavioral science to marketing. Also use when the user mentions 'psychology,' 'mental models,' 'cognitive bias,' 'persuasion,' 'behavioral science,' 'why people buy,' 'decision-making,' or 'consumer behavior.' This skill provides 70+ mental models organized for marketing application.

Orchestrates the creation of full-stack applications from natural language requests.

Launch small SaaS products quickly with a focus on validation and sustainable revenue.

When the user needs marketing ideas, inspiration, or strategies for their SaaS or software product. Also use when the user asks for 'marketing ideas,' 'growth ideas,' 'how to market,' 'marketing strategies,' 'marketing tactics,' 'ways to promote,' or 'ideas to grow.' This skill provides 140 proven marketing approaches organized by category.

When the user wants to edit, review, or improve existing marketing copy. Also use when the user mentions 'edit this copy,' 'review my copy,' 'copy feedback,' 'proofread,' 'polish this,' 'make this better,' or 'copy sweep.' This skill provides a systematic approach to editing marketing copy through multiple focused passes.

When the user wants help with pricing decisions, packaging, or monetization strategy. Also use when the user mentions 'pricing,' 'pricing tiers,' 'freemium,' 'free trial,' 'packaging,' 'price increase,' 'value metric,' 'Van Westendorp,' 'willingness to pay,' or 'monetization.' This skill covers pricing research, tier structure, and packaging strategy.

Strategic toolkit for Heads of Product to drive vision and alignment across teams.

A comprehensive toolkit for product managers featuring prioritization frameworks, interview analysis, and PRD templates.

When the user wants to create or optimize popups, modals, overlays, slide-ins, or banners for conversion purposes. Also use when the user mentions "exit intent," "popup conversions," "modal optimization," "lead capture popup," "email popup," "announcement banner," or "overlay." For forms outside of popups, see form-cro. For general page conversion optimization, see page-cro.

When the user wants to create or optimize in-app paywalls, upgrade screens, upsell modals, or feature gates. Also use when the user mentions "paywall," "upgrade screen," "upgrade modal," "upsell," "feature gate," "convert free to paid," "freemium conversion," "trial expiration screen," "limit reached screen," "plan upgrade prompt," or "in-app pricing." Distinct from public pricing pages (see page-cro) — this skill focuses on in-product upgrade moments where the user has already experienced value.

When the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X, or other ad platforms. Also use when the user mentions 'PPC,' 'paid media,' 'ad copy,' 'ad creative,' 'ROAS,' 'CPA,' 'ad campaign,' 'retargeting,' or 'audience targeting.' This skill covers campaign strategy, ad creation, audience targeting, and optimization.

Executive leadership guidance for strategic decision-making and organizational development.

Multi-channel demand generation and paid media optimization for Series A+ startups.

Create SEO-optimized marketing content with a consistent brand voice using advanced tools.

When the user wants to write, rewrite, or improve marketing copy for any page — including homepage, landing pages, pricing pages, feature pages, about pages, or product pages. Also use when the user says "write copy for," "improve this copy," "rewrite this page," "marketing copy," "headline help," or "CTA copy." For email copy, see email-sequence. For popup copy, see popup-cro.

When the user wants to create competitor comparison or alternative pages for SEO and sales enablement. Also use when the user mentions 'alternative page,' 'vs page,' 'competitor comparison,' 'comparison page,' '[Product] vs [Product],' '[Product] alternative,' or 'competitive landing pages.' Covers four formats: singular alternative, plural alternatives, you vs competitor, and competitor vs competitor. Emphasizes deep research, modular content architecture, and varied section types beyond feature tables.

Apply Anthropic's official brand colors and typography to enhance visual identity.

Guidance for CTOs on technical leadership, team scaling, and technology strategy.

Extract and analyze competitors' ads from major platforms to enhance your own ad campaigns.

Enhance your writing process with collaborative research and feedback.

When the user wants to create SEO-driven pages at scale using templates and data. Also use when the user mentions "programmatic SEO," "template pages," "pages at scale," "directory pages," "location pages," "[keyword] + [city] pages," "comparison pages," "integration pages," or "building many pages for SEO." For auditing existing SEO issues, see seo-audit.

When the user wants to plan a product launch, feature announcement, or release strategy. Also use when the user mentions 'launch,' 'Product Hunt,' 'feature release,' 'announcement,' 'go-to-market,' 'beta launch,' 'early access,' 'waitlist,' or 'product update.' This skill covers phased launches, channel strategy, and ongoing launch momentum.

Identify high-quality leads for your business with actionable strategies.

When the user wants to audit, review, or diagnose SEO issues on their site. Also use when the user mentions "SEO audit," "technical SEO," "why am I not ranking," "SEO issues," "on-page SEO," "meta tags review," or "SEO health check." For building pages at scale to target keywords, see programmatic-seo. For adding structured data, see schema-markup.

When the user wants to add, fix, or optimize schema markup and structured data on their site. Also use when the user mentions "schema markup," "structured data," "JSON-LD," "rich snippets," "schema.org," "FAQ schema," "product schema," "review schema," or "breadcrumb schema." For broader SEO issues, see seo-audit.

Master the essentials of SEO including E-E-A-T, Core Web Vitals, and Google algorithms.

Expert guidance for optimizing website content and improving search engine rankings.

When the user wants to create, optimize, or analyze a referral program, affiliate program, or word-of-mouth strategy. Also use when the user mentions 'referral,' 'affiliate,' 'ambassador,' 'word of mouth,' 'viral loop,' 'refer a friend,' or 'partner program.' This skill covers program design, incentive structure, and growth optimization.

Build viral generator tools that engage users and encourage sharing, including quizzes, name generators, and personality tests.

When the user wants to optimize signup, registration, account creation, or trial activation flows. Also use when the user mentions "signup conversions," "registration friction," "signup form optimization," "free trial signup," "reduce signup dropoff," or "account creation flow." For post-signup onboarding, see onboarding-cro. For lead capture forms (not account creation), see form-cro.

Comprehensive toolkit for optimizing mobile app performance on app stores.

Comprehensive playbook for product marketing, positioning, and go-to-market strategies.

When the user wants to create or optimize an email sequence, drip campaign, automated email flow, or lifecycle email program. Also use when the user mentions "email sequence," "drip campaign," "nurture sequence," "onboarding emails," "welcome sequence," "re-engagement emails," "email automation," or "lifecycle emails." For in-app onboarding, see onboarding-cro.

When the user wants to optimize any form that is NOT signup/registration — including lead capture forms, contact forms, demo request forms, application forms, survey forms, or checkout forms. Also use when the user mentions "form optimization," "lead form conversions," "form friction," "form fields," "form completion rate," or "contact form." For signup/registration forms, see signup-flow-cro. For popups containing forms, see popup-cro.

When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, Facebook, or other platforms. Also use when the user mentions 'LinkedIn post,' 'Twitter thread,' 'social media,' 'content calendar,' 'social scheduling,' 'engagement,' or 'viral content.' This skill covers content creation, repurposing, and platform-specific strategies.

Quick-start templates for scaffolding new applications across various tech stacks.

Master email systems to achieve high deliverability and maximize ROI from your marketing efforts.

When the user wants to create, plan, or optimize a lead magnet for email capture or lead generation. Also use when the user mentions "lead magnet," "gated content," "content upgrade," "downloadable," "ebook," "cheat sheet," "checklist," "template download," "opt-in," "freebie," "PDF download," "resource library," "content offer," "email capture content," "Notion template," "spreadsheet template," or "what should I give away for emails." Use this for planning what to create and how to distribute it. For interactive tools as lead magnets, see free-tool-strategy. For writing the actual content, see copywriting. For the email sequence after capture, see email-sequence.

Access over 800,000 economic time series from the FRED API for comprehensive economic analysis.

Scanpy is a powerful toolkit for single-cell RNA-seq analysis, enabling comprehensive data exploration and visualization.

Efficiently manage and manipulate spreadsheet files with ease.

Access the NIH Metabolomics Workbench via REST API for metabolomics research and biomarker discovery.

Access the European Nucleotide Archive to retrieve DNA/RNA sequences and genome assemblies via API/FTP.

Access NCBI GEO for gene expression and genomics data, enabling comprehensive searches and downloads of datasets.

Create and edit Obsidian Flavored Markdown with advanced syntax features.

Create and manage Obsidian Bases (.base files) for structured note organization.

Extract clean markdown content from web pages using Defuddle CLI to save tokens and enhance readability.

Manage and enhance your Obsidian vault with specialized skills for Markdown, Bases, and Canvas files.

Interact with Obsidian vaults via command line for note management and plugin development.

Create and edit JSON Canvas files (.canvas) for visual representations like mind maps and flowcharts.

When the user wants to optimize signup, registration, account creation, or trial activation flows. Also use when the user mentions "signup conversions," "registration friction," "signup form optimization," "free trial signup," "reduce signup dropoff," "account creation flow," "people aren't signing up," "signup abandonment," "trial conversion rate," "nobody completes registration," "too many steps to sign up," or "simplify our signup." Use this whenever the user has a signup or registration flow that isn't performing. For post-signup onboarding, see onboarding-cro. For lead capture forms (not account creation), see form-cro.

A curated collection of 33 resources from coreyhaines31/marketingskills

When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google Analytics," "conversion tracking," "event tracking," "UTM parameters," "tag manager," "GTM," "analytics implementation," "tracking plan," "how do I measure this," "track conversions," "attribution," "Mixpanel," "Segment," "are my events firing," or "analytics isn't working." Use this whenever someone asks how to know if something is working or wants to measure marketing results. For A/B test measurement, see ab-test-setup.

When the user wants to reduce churn, build cancellation flows, set up save offers, recover failed payments, or implement retention strategies. Also use when the user mentions 'churn,' 'cancel flow,' 'offboarding,' 'save offer,' 'dunning,' 'failed payment recovery,' 'win-back,' 'retention,' 'exit survey,' 'pause subscription,' 'involuntary churn,' 'people keep canceling,' 'churn rate is too high,' 'how do I keep users,' or 'customers are leaving.' Use this whenever someone is losing subscribers or wants to build systems to prevent it. For post-cancel win-back email sequences, see email-sequence. For in-app upgrade paywalls, see paywall-upgrade-cro.

When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," or "how long should I run this test." Use this whenever someone is comparing two approaches and wants to measure which performs better. For tracking implementation, see analytics-tracking. For page-level conversion optimization, see page-cro.

When the user wants to create or optimize popups, modals, overlays, slide-ins, or banners for conversion purposes. Also use when the user mentions "exit intent," "popup conversions," "modal optimization," "lead capture popup," "email popup," "announcement banner," "overlay," "collect emails with a popup," "exit popup," "scroll trigger," "sticky bar," or "notification bar." Use this for any overlay or interrupt-style conversion element. For forms outside of popups, see form-cro. For general page conversion optimization, see page-cro.

When the user wants to create SEO-driven pages at scale using templates and data. Also use when the user mentions "programmatic SEO," "template pages," "pages at scale," "directory pages," "location pages," "[keyword] + [city] pages," "comparison pages," "integration pages," "building many pages for SEO," "pSEO," "generate 100 pages," "data-driven pages," or "templated landing pages." Use this whenever someone wants to create many similar pages targeting different keywords or locations. For auditing existing SEO issues, see seo-audit. For content strategy planning, see content-strategy.

When the user wants to create, optimize, or analyze a referral program, affiliate program, or word-of-mouth strategy. Also use when the user mentions 'referral,' 'affiliate,' 'ambassador,' 'word of mouth,' 'viral loop,' 'refer a friend,' 'partner program,' 'referral incentive,' 'how to get referrals,' 'customers referring customers,' or 'affiliate payout.' Use this whenever someone wants existing users or partners to bring in new customers. For launch-specific virality, see launch-strategy.

When the user wants to edit, review, or improve existing marketing copy. Also use when the user mentions 'edit this copy,' 'review my copy,' 'copy feedback,' 'proofread,' 'polish this,' 'make this better,' 'copy sweep,' 'tighten this up,' 'this reads awkwardly,' 'clean up this text,' 'too wordy,' or 'sharpen the messaging.' Use this when the user already has copy and wants it improved rather than rewritten from scratch. For writing new copy, see copywriting.

When the user wants to write, rewrite, or improve marketing copy for any page — including homepage, landing pages, pricing pages, feature pages, about pages, or product pages. Also use when the user says "write copy for," "improve this copy," "rewrite this page," "marketing copy," "headline help," "CTA copy," "value proposition," "tagline," "subheadline," "hero section copy," "above the fold," "this copy is weak," "make this more compelling," or "help me describe my product." Use this whenever someone is working on website text that needs to persuade or convert. For email copy, see email-sequence. For popup copy, see popup-cro. For editing existing copy, see copy-editing.

When the user wants to create or optimize an email sequence, drip campaign, automated email flow, or lifecycle email program. Also use when the user mentions "email sequence," "drip campaign," "nurture sequence," "onboarding emails," "welcome sequence," "re-engagement emails," "email automation," "lifecycle emails," "trigger-based emails," "email funnel," "email workflow," "what emails should I send," "welcome series," or "email cadence." Use this for any multi-email automated flow. For cold outreach emails, see cold-email. For in-app onboarding, see onboarding-cro.

When the user wants to optimize any form that is NOT signup/registration — including lead capture forms, contact forms, demo request forms, application forms, survey forms, or checkout forms. Also use when the user mentions "form optimization," "lead form conversions," "form friction," "form fields," "form completion rate," "contact form," "nobody fills out our form," "form abandonment," "too many fields," "demo request form," or "lead form isn't converting." Use this for any non-signup form that captures information. For signup/registration forms, see signup-flow-cro. For popups containing forms, see popup-cro.

When the user wants to plan, evaluate, or build a free tool for marketing purposes — lead generation, SEO value, or brand awareness. Also use when the user mentions "engineering as marketing," "free tool," "marketing tool," "calculator," "generator," "interactive tool," "lead gen tool," "build a tool for leads," "free resource," "ROI calculator," "grader tool," "audit tool," "should I build a free tool," or "tools for lead gen." Use this whenever someone wants to build something useful and give it away to attract leads or earn links. For downloadable content lead magnets (ebooks, checklists, templates), see lead-magnets.

When the user wants to plan a product launch, feature announcement, or release strategy. Also use when the user mentions 'launch,' 'Product Hunt,' 'feature release,' 'announcement,' 'go-to-market,' 'beta launch,' 'early access,' 'waitlist,' 'product update,' 'how do I launch this,' 'launch checklist,' 'GTM plan,' or 'we're about to ship.' Use this whenever someone is preparing to release something publicly. For ongoing marketing after launch, see marketing-ideas.

When the user needs marketing ideas, inspiration, or strategies for their SaaS or software product. Also use when the user asks for 'marketing ideas,' 'growth ideas,' 'how to market,' 'marketing strategies,' 'marketing tactics,' 'ways to promote,' 'ideas to grow,' 'what else can I try,' 'I don't know how to market this,' 'brainstorm marketing,' or 'what marketing should I do.' Use this as a starting point whenever someone is stuck or looking for inspiration on how to grow. For specific channel execution, see the relevant skill (paid-ads, social-content, email-sequence, etc.).

When the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X, or other ad platforms. Also use when the user mentions 'PPC,' 'paid media,' 'ROAS,' 'CPA,' 'ad campaign,' 'retargeting,' 'audience targeting,' 'Google Ads,' 'Facebook ads,' 'LinkedIn ads,' 'ad budget,' 'cost per click,' 'ad spend,' or 'should I run ads.' Use this for campaign strategy, audience targeting, bidding, and optimization. For bulk ad creative generation and iteration, see ad-creative. For landing page optimization, see page-cro.

When the user wants to optimize post-signup onboarding, user activation, first-run experience, or time-to-value. Also use when the user mentions "onboarding flow," "activation rate," "user activation," "first-run experience," "empty states," "onboarding checklist," "aha moment," "new user experience," "users aren't activating," "nobody completes setup," "low activation rate," "users sign up but don't use the product," "time to value," or "first session experience." Use this whenever users are signing up but not sticking around. For signup/registration optimization, see signup-flow-cro. For ongoing email sequences, see email-sequence.

When the user wants to plan, map, or restructure their website's page hierarchy, navigation, URL structure, or internal linking. Also use when the user mentions "sitemap," "site map," "visual sitemap," "site structure," "page hierarchy," "information architecture," "IA," "navigation design," "URL structure," "breadcrumbs," "internal linking strategy," "website planning," "what pages do I need," "how should I organize my site," or "site navigation." Use this whenever someone is planning what pages a website should have and how they connect. NOT for XML sitemaps (that's technical SEO — see seo-audit). For SEO audits, see seo-audit. For structured data, see schema-markup.

When the user wants to optimize, improve, or increase conversions on any marketing page — including homepage, landing pages, pricing pages, feature pages, or blog posts. Also use when the user says "CRO," "conversion rate optimization," "this page isn't converting," "improve conversions," "why isn't this page working," "my landing page sucks," "nobody's converting," "low conversion rate," "bounce rate is too high," "people leave without signing up," or "this page needs work." Use this even if the user just shares a URL and asks for feedback — they probably want conversion help. For signup/registration flows, see signup-flow-cro. For post-signup activation, see onboarding-cro. For forms outside of signup, see form-cro. For popups/modals, see popup-cro.

When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, Facebook, or other platforms. Also use when the user mentions 'LinkedIn post,' 'Twitter thread,' 'social media,' 'content calendar,' 'social scheduling,' 'engagement,' 'viral content,' 'what should I post,' 'repurpose this content,' 'tweet ideas,' 'LinkedIn carousel,' 'social media strategy,' or 'grow my following.' Use this for any social media content creation, repurposing, or scheduling task. For broader content strategy, see content-strategy.

When the user wants to apply psychological principles, mental models, or behavioral science to marketing. Also use when the user mentions 'psychology,' 'mental models,' 'cognitive bias,' 'persuasion,' 'behavioral science,' 'why people buy,' 'decision-making,' 'consumer behavior,' 'anchoring,' 'social proof,' 'scarcity,' 'loss aversion,' 'framing,' or 'nudge.' Use this whenever someone wants to understand or leverage how people think and make decisions in a marketing context.

When the user wants to create or optimize in-app paywalls, upgrade screens, upsell modals, or feature gates. Also use when the user mentions "paywall," "upgrade screen," "upgrade modal," "upsell," "feature gate," "convert free to paid," "freemium conversion," "trial expiration screen," "limit reached screen," "plan upgrade prompt," "in-app pricing," "free users won't upgrade," "trial to paid conversion," or "how do I get users to pay." Use this for any in-product moment where you're asking users to upgrade. Distinct from public pricing pages (see page-cro) — this focuses on in-product upgrade moments where the user has already experienced value. For pricing decisions, see pricing-strategy.

When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content strategy," "what should I write about," "content ideas," "blog strategy," "topic clusters," "content planning," "editorial calendar," "content marketing," "content roadmap," "what content should I create," "blog topics," "content pillars," or "I don't know what to write." Use this whenever someone needs help deciding what content to produce, not just writing it. For writing individual pieces, see copywriting. For SEO-specific audits, see seo-audit. For social media content specifically, see social-content.

When the user wants to create or update their product marketing context document. Also use when the user mentions 'product context,' 'marketing context,' 'set up context,' 'positioning,' 'who is my target audience,' 'describe my product,' 'ICP,' 'ideal customer profile,' or wants to avoid repeating foundational information across marketing tasks. Use this at the start of any new project before using other marketing skills — it creates `.agents/product-marketing-context.md` that all other skills reference for product, audience, and positioning context.

When the user wants help with revenue operations, lead lifecycle management, or marketing-to-sales handoff processes. Also use when the user mentions 'RevOps,' 'revenue operations,' 'lead scoring,' 'lead routing,' 'MQL,' 'SQL,' 'pipeline stages,' 'deal desk,' 'CRM automation,' 'marketing-to-sales handoff,' 'data hygiene,' 'leads aren't getting to sales,' 'pipeline management,' 'lead qualification,' or 'when should marketing hand off to sales.' Use this for anything involving the systems and processes that connect marketing to revenue. For cold outreach emails, see cold-email. For email drip campaigns, see email-sequence. For pricing decisions, see pricing-strategy.

When the user wants to create sales collateral, pitch decks, one-pagers, objection handling docs, or demo scripts. Also use when the user mentions 'sales deck,' 'pitch deck,' 'one-pager,' 'leave-behind,' 'objection handling,' 'deal-specific ROI analysis,' 'demo script,' 'talk track,' 'sales playbook,' 'proposal template,' 'buyer persona card,' 'help my sales team,' 'sales materials,' or 'what should I give my sales reps.' Use this for any document or asset that helps a sales team close deals. For competitor comparison pages and battle cards, see competitor-alternatives. For marketing website copy, see copywriting. For cold outreach emails, see cold-email.

When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone needs to produce ad copy at scale or iterate on existing ads. For campaign strategy and targeting, see paid-ads. For landing page copy, see copywriting.

When the user wants to add, fix, or optimize schema markup and structured data on their site. Also use when the user mentions "schema markup," "structured data," "JSON-LD," "rich snippets," "schema.org," "FAQ schema," "product schema," "review schema," "breadcrumb schema," "Google rich results," "knowledge panel," "star ratings in search," or "add structured data." Use this whenever someone wants their pages to show enhanced results in Google. For broader SEO issues, see seo-audit. For AI search optimization, see ai-seo.

When the user wants to optimize content for AI search engines, get cited by LLMs, or appear in AI-generated answers. Also use when the user mentions 'AI SEO,' 'AEO,' 'GEO,' 'LLMO,' 'answer engine optimization,' 'generative engine optimization,' 'LLM optimization,' 'AI Overviews,' 'optimize for ChatGPT,' 'optimize for Perplexity,' 'AI citations,' 'AI visibility,' 'zero-click search,' 'how do I show up in AI answers,' 'LLM mentions,' or 'optimize for Claude/Gemini.' Use this whenever someone wants their content to be cited or surfaced by AI assistants and AI search engines. For traditional technical and on-page SEO audits, see seo-audit. For structured data implementation, see schema-markup.

When the user wants to audit, review, or diagnose SEO issues on their site. Also use when the user mentions "SEO audit," "technical SEO," "why am I not ranking," "SEO issues," "on-page SEO," "meta tags review," "SEO health check," "my traffic dropped," "lost rankings," "not showing up in Google," "site isn't ranking," "Google update hit me," "page speed," "core web vitals," "crawl errors," or "indexing issues." Use this even if the user just says something vague like "my SEO is bad" or "help with SEO" — start with an audit. For building pages at scale to target keywords, see programmatic-seo. For adding structured data, see schema-markup. For AI search optimization, see ai-seo.

When the user wants to create competitor comparison or alternative pages for SEO and sales enablement. Also use when the user mentions 'alternative page,' 'vs page,' 'competitor comparison,' 'comparison page,' '[Product] vs [Product],' '[Product] alternative,' 'competitive landing pages,' 'how do we compare to X,' 'battle card,' or 'competitor teardown.' Use this for any content that positions your product against competitors. Covers four formats: singular alternative, plural alternatives, you vs competitor, and competitor vs competitor. For sales-specific competitor docs, see sales-enablement.

Write B2B cold emails and follow-up sequences that get replies. Use when the user wants to write cold outreach emails, prospecting emails, cold email campaigns, sales development emails, or SDR emails. Also use when the user mentions "cold outreach," "prospecting email," "outbound email," "email to leads," "reach out to prospects," "sales email," "follow-up email sequence," "nobody's replying to my emails," or "how do I write a cold email." Covers subject lines, opening lines, body copy, CTAs, personalization, and multi-touch follow-up sequences. For warm/lifecycle email sequences, see email-sequence. For sales collateral beyond emails, see sales-enablement.

When the user wants help with pricing decisions, packaging, or monetization strategy. Also use when the user mentions 'pricing,' 'pricing tiers,' 'freemium,' 'free trial,' 'packaging,' 'price increase,' 'value metric,' 'Van Westendorp,' 'willingness to pay,' 'monetization,' 'how much should I charge,' 'my pricing is wrong,' 'pricing page,' 'annual vs monthly,' 'per seat pricing,' or 'should I offer a free plan.' Use this whenever someone is figuring out what to charge or how to structure their plans. For in-app upgrade screens, see paywall-upgrade-cro.

Create comprehensive clinical reports with templates and regulatory compliance.

Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and APA-formatted results. Best for academic research reporting, test selection guidance. For implementing specific models programmatically use statsmodels.

Perform Bayesian modeling and inference with PyMC for probabilistic programming.

A library for developing Graph Neural Networks (GNNs) using PyTorch, enabling advanced graph-based machine learning.

Efficiently store and retrieve genomic variant data using TileDB for scalable population genomics.

Access a vast database of protein-protein interactions for systems biology research.

Scikit-learn is a powerful Python library for machine learning, supporting a wide range of algorithms and techniques.

Create visually engaging slide decks for scientific presentations with structured guidance and design templates.

Systematically evaluate scholarly work using the ScholarEval framework for comprehensive quality assessment.

Efficiently look up current research information using intelligent backend routing.

Access and analyze biological pathways using the Reactome REST API for systems biology research.

Pysam is a powerful Python toolkit for genomic data manipulation, enabling efficient handling of alignment and variant files.

Comprehensive mass spectrometry analysis platform for proteomics and metabolomics.

Rowan is a cloud-based quantum chemistry platform with a Python API for advanced molecular simulations.

Access tissue-specific gene expression and eQTL data from the GTEx project.

Write competitive research proposals for major funding agencies with tailored guidance and compliance support.

Access the world's largest chemical database with 110M+ compounds for cheminformatics.

QuTiP is a powerful library for simulating open quantum systems in Python.

Manage Zotero libraries programmatically with the pyzotero Python client.

Integrate with protocols.io to manage scientific protocols efficiently.

Build and analyze phylogenetic trees using advanced tools for evolutionary analysis.

Conduct AI-powered web searches for real-time information using Perplexity models.

Access AI-ready datasets for drug discovery and therapeutic machine learning.

Access PubMed's extensive database via a REST API for advanced literature searches and citation management.

Lightweight library for whole slide image (WSI) tile extraction and preprocessing.

Comprehensive cheminformatics toolkit for molecular analysis and manipulation.

Qiskit is an open-source quantum computing framework for building and executing quantum circuits on IBM Quantum hardware.

Create research posters in PPTX format using HTML/CSS for modern design and easy visual integration.

High-performance genomic interval operations and bioinformatics file I/O on Polars DataFrames.

Create interactive, publication-quality visualizations with Plotly's extensive charting library.

PennyLane is a hardware-agnostic quantum machine learning framework for training quantum circuits.

Structured peer review process for evaluating scientific manuscripts and grant proposals.

Access RCSB PDB for 3D protein and nucleic acid structures, enabling searches and downloads.

Transform academic papers into engaging promotional formats like websites, videos, and posters.

Pymoo is a powerful Python framework for multi-objective optimization, featuring advanced algorithms and customizable solutions.

Streamline your deep learning projects with PyTorch Lightning, a framework that organizes PyTorch code for efficient training.

Manage and manipulate .pptx files effortlessly, from creation to editing and extraction.

Fast in-memory DataFrame library for efficient data processing and ETL pipelines.

Efficiently manage and manipulate PDF files with a comprehensive set of operations.

Comprehensive computational pathology toolkit for advanced WSI analysis and machine learning.

Conduct comprehensive web searches and deep research using the Parallel Web Systems API.

Official Opentrons Protocol API for OT-2 and Flex robots, enabling precise lab automation.

Access comprehensive data for therapeutic target identification and drug discovery.

Query and analyze scholarly literature using the OpenAlex database for comprehensive research insights.

Integrate with OMERO for managing and analyzing microscopy data using Python.

Access comprehensive hedge fund data through the OFR Hedge Fund Monitor API without any authentication.

Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis.

Comprehensive analysis toolkit for Neuropixels neural recordings.

Molfeat provides over 100 molecular featurizers for machine learning applications in cheminformatics.

Matplotlib is a low-level plotting library for creating highly customizable visualizations.

MATLAB and GNU Octave for numerical computing and scientific analysis.

Matchms enables spectral similarity and compound identification for metabolomics.

Convert various file formats to Markdown efficiently.

Create scientific documents and diagrams using markdown and Mermaid for clear, version-controlled documentation.

Create professional research posters in LaTeX with customizable layouts and designs.

Conduct systematic literature reviews across multiple academic databases with verified citations.

Integrate K-Dense Web for advanced AI-driven research workflows.

AnnData is a data structure for annotated matrices, essential for single-cell analysis.

Access gnomAD for allele frequencies, variant scores, and loss-of-function intolerance metrics.

Comprehensive toolkit for analyzing physiological biosignals including ECG, EEG, and EDA.

Comprehensive toolkit for creating, analyzing, and visualizing complex networks in Python.

Query the Monarch Initiative knowledge graph for disease-gene-phenotype associations across species.

Run and analyze molecular dynamics simulations using OpenMM and MDAnalysis for structural biology and biophysics.

Medchem provides advanced medicinal chemistry filters for drug discovery, enabling efficient compound prioritization and library filtering.

Cloud platform for running Python on GPUs and serverless infrastructure, ideal for AI/ML workloads.

Access KEGG's REST API for pathway analysis and gene mapping in biological research.

Create professional infographics quickly with smart iterative refinement and accurate data integration.

Query the NHGRI-EBI GWAS Catalog for SNP-trait associations and genetic epidemiology insights.

Generate comprehensive market research reports in the style of top consulting firms.

High-performance toolkit for genomic interval analysis in Rust with Python bindings.

Search and retrieve preprints from arXiv using the Atom API for various scientific fields.

Integrate with LabArchives to automate electronic lab notebook workflows.

Access JASPAR for transcription factor binding site profiles and analysis.

Manage and execute lab protocols remotely with Ginkgo Cloud Lab's autonomous infrastructure.

GeoPandas is a Python library for geospatial vector data analysis, enabling spatial operations on geometric types.

Framework for high-performance computational fluid dynamics simulations using Python.

Access comprehensive FDA regulatory data for drugs, devices, and more through the openFDA API.

Access over 200 million AI-predicted protein structures for drug discovery and structural biology.

Integrate and deploy bioinformatics workflows using the Latch platform.

LaminDB is an open-source data framework for biology that ensures data is queryable, traceable, reproducible, and FAIR.

Infer gene regulatory networks from gene expression data using scalable algorithms.

Query InterPro for comprehensive protein family, domain, and functional site annotations.

Analyze and engineer protein glycosylation for therapeutic applications.

Detect system resources and generate strategic recommendations for computational tasks.

Comprehensive geospatial science skill for remote sensing, GIS, and spatial analysis.

Generate and edit high-quality images using AI models for various visual content needs.

Conduct thorough exploratory data analysis on over 200 scientific file formats.

ETE Toolkit is a comprehensive phylogenetic tree analysis tool for evolutionary research.

Access and download public cancer imaging data from the NCI Imaging Data Commons effortlessly.

Structured hypothesis formulation from observations to create testable predictions.

Toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems.

gget is a fast CLI/Python tool for querying over 20 bioinformatics databases for gene and protein information.

Geniml enables machine learning on genomic interval data, specifically BED files, for various genomic analyses.

Access and query NCBI Gene data for gene annotation and functional analysis.

Efficiently parse and manipulate Flow Cytometry Standard (FCS) files with FlowIO.

Query the Ensembl genome database REST API for genomic data across 250+ species.

Comprehensive toolkit for protein language models enabling advanced protein design and analysis.

Automate protein testing and validation with Adaptyv's cloud laboratory platform.

Python library for accessing and analyzing SEC EDGAR filings with structured data extraction.

Access comprehensive drug information from the DrugBank database for research and analysis.

Create, read, edit, and manipulate Word documents (.docx files) effortlessly.

Access real-time and historical financial market data via the Alpha Vantage API.

DiffDock predicts protein-ligand binding poses using diffusion models for drug discovery.

Extract cognitive patterns and thinking fingerprints from any text to analyze reasoning styles.

Automate scientific research workflows from data analysis to publication with Denario's multiagent AI system.

DeepChem enables molecular machine learning with diverse featurizers and pre-built datasets for property prediction.

Access and query public statistical data from Data Commons programmatically.

Facilitate diverse perspectives on decisions and creative challenges with the Consciousness Council.

Dask enables distributed computing for larger-than-RAM pandas and NumPy workflows.

Access and query clinical trial data from ClinicalTrials.gov via API v2.

Efficiently manage citations for academic research with automated tools.

Access and query ChEMBL bioactive molecules and drug discovery data for medicinal chemistry.

Access comprehensive cancer genomics data from cBioPortal for research and analysis.

Integrate with the DNAnexus cloud genomics platform for data management and analysis.

Aeon is a Python toolkit for advanced time series machine learning tasks.

Query the Cancer Dependency Map for gene dependency scores and drug sensitivity data.

Comprehensive NGS analysis toolkit for processing and visualizing sequencing data.

Datamol is a Pythonic wrapper around RDKit for efficient cheminformatics tasks in drug discovery.

Access the COSMIC cancer mutation database for comprehensive cancer genomics data.

COBRApy is a Python library for constraint-based metabolic modeling, enabling advanced analysis of metabolic networks.

Access and interpret clinical significance of genetic variants using the NCBI ClinVar database.

Access comprehensive pharmacogenomics data for precision medicine decisions.

Efficiently search and retrieve life sciences preprints from the bioRxiv database.

Generate professional clinical decision support documents for pharmaceutical and clinical research settings.

Programmatically query the CELLxGENE Census with access to over 61 million single-cell data points.

Comprehensive toolkit for computational molecular biology using Python.

Search scientific papers and retrieve structured experimental data from full-text studies.

Cirq is Google's quantum computing framework for designing and simulating quantum circuits.

Access the BRENDA enzyme database via SOAP API for comprehensive enzyme data.

Unified Python interface to 40+ bioinformatics services for seamless data retrieval and analysis.

Access BindingDB to query drug-target binding affinities for drug discovery and analysis.

Integrate with Benchling's R&D platform to automate lab data management.

Automate hypothesis generation and testing on tabular datasets using LLMs.

Access the Human Metabolome Database with over 220K metabolites for metabolomics research.

Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or multi-modal integration (TOTALVI, MultiVI). Best for advanced modeling, batch effects, multimodal data. For standard analysis pipelines use scanpy.

SimPy is a Python framework for discrete-event simulation, ideal for modeling complex systems with processes and resource interactions.

Vendor-agnostic lab automation framework for controlling diverse laboratory equipment.

A comprehensive collection of 170+ scientific skills for AI agents, enabling advanced research workflows.

Efficiently store and manage large N-dimensional arrays with Zarr in Python.

Perform differential gene expression analysis using Python DESeq2 for RNA-seq data.

Access ZINC's repository of over 230M purchasable compounds for drug discovery and virtual screening.

Create high-quality academic papers and research documents with verifiable citations.

Access USPTO APIs for comprehensive patent and trademark data, enabling detailed IP analysis.

Access the UniProt database via a direct REST API for protein searches and data retrieval.

UMAP is a fast and efficient dimensionality reduction technique for high-dimensional data visualization and clustering.

Powerful statistical modeling library for Python, ideal for econometrics and time series analysis.

Production-ready reinforcement learning algorithms with a scikit-learn-like API for efficient training.

Enhance model interpretability and explainability using SHAP for machine learning predictions.

Create attractive statistical visualizations with ease using Seaborn's pandas integration.

Analyze RNA velocity in single-cell RNA-seq data to infer cell state transitions.

Pymatgen is a powerful Python library for materials science analysis and manipulation.

Comprehensive healthcare AI toolkit for developing and deploying machine learning models with clinical data.

Explore uncertain futures with structured What-If scenario analysis.

Efficiently process and analyze large tabular datasets that exceed available RAM.

Comprehensive toolkit for survival analysis and time-to-event modeling in Python.

Core skill for writing scientific manuscripts with precision and clarity.

Create publication-ready figures with multi-panel layouts and specific journal formatting.

Create high-quality scientific diagrams effortlessly with AI-driven refinement.