Automate browsers and scrape dynamic websites with Puppeteer. Use when a user asks to scrape JavaScript-rendered pages, automate browser interactions, take screenshots of web pages, generate PDFs from URLs, test web UIs, fill out forms programmatically, crawl SPAs, extract data from dynamic sites, automate login flows, or build web scrapers that need a real browser. Covers headless Chrome, page navigation, DOM interaction, network interception, screenshots, PDF generation, and stealth techniques.

Create, edit, and manipulate PowerPoint (.pptx) files programmatically using python-pptx. Use when a user asks to generate a PPTX, modify slides, extract text from a presentation, add charts or tables to PowerPoint, build slides from data, convert content to PPTX, or automate PowerPoint file creation.

Automate online content creation and monetization with AI — blog posts, videos, social media, affiliate marketing, and digital products. Use when: building passive income streams with AI, automating content marketing, scaling content production.

Organize and rename files based on content analysis. Use when a user asks to sort files into folders, rename files by pattern, organize a messy directory, categorize documents by type or content, deduplicate files, or clean up a downloads folder. Handles smart renaming, content-based sorting, and duplicate detection.

Generate complete presentations with AI — from outline to polished slides. Use when a user asks to create a presentation, build slides, make a pitch deck, generate a slide deck, create a keynote, prepare a talk, build a demo presentation, or produce any slide-based content.

Generate professional CVs and resumes from structured YAML data using rendercv. Use when a user asks to create a CV, build a resume, generate a PDF resume, format a curriculum vitae, make a professional CV from their experience, or convert career data into a polished resume document. Supports multiple templates and PDF output.

Parse complex documents with IBM docling. Use when a user asks to parse a document with tables, extract figures from a document, handle multi-column layouts, convert a complex PDF to structured data, extract content from academic papers, or process documents with mixed layouts. Handles tables, figures, headers, footers, and multi-column text.

Parse architectural drawings, floor plans, and building code compliance documents using Vision AI. Extracts building type, occupancy, floor areas, room layouts, dimensions, and code parameters. Use when: reading PDF floor plans, analyzing architectural drawings, extracting building data from images or scanned documents.

Research topics and write content like blog posts, articles, and marketing copy. Use when a user asks to write a blog post, create an article, draft marketing copy, write website content, create a newsletter, produce thought leadership content, or write any long-form or short-form copy.

Refines raw ideas into sharp, actionable concepts through structured divergent and convergent thinking. Use when you have a vague idea that needs sharpening, want to stress-test a plan, or need to explore variations before committing to a direction. Produces a concrete markdown one-pager with problem statement, assumptions, MVP scope, and trade-offs.

Generate diagrams from text with Mermaid.js. Use when a user asks to create flowcharts, sequence diagrams, ERD diagrams, Gantt charts, class diagrams, or embed diagrams in Markdown documentation.

Combine multiple PDFs into one or split a PDF into separate files. Use when a user asks to merge PDFs, combine PDF files, join documents together, split a PDF into pages, extract pages from a PDF, or separate a PDF into parts. Supports page range selection and custom ordering.

Create stunning screen recordings and product demos with OpenScreen — open-source, no watermarks, free for commercial use. Use when: recording product demos, creating tutorial videos, building marketing content, screen recording with post-processing effects.

Turn a PRD into a multi-phase implementation plan using tracer-bullet vertical slices, saved as a local Markdown file in ./plans/. Use when: user wants to break down a PRD, create an implementation plan, plan phases from a PRD, or mentions "tracer bullets".

Brute force directories, files, DNS subdomains, and virtual hosts with Gobuster. Use when a user asks to discover hidden endpoints, enumerate subdomains, find backup files, or perform web content discovery during penetration testing.

Store and retrieve files on IPFS (InterPlanetary File System). Use when a user asks to store files in a decentralized way, pin content on IPFS, upload NFT metadata, or use content-addressed storage.

Research a topic from the last 30 days. Also triggered by 'last30'. Sources: Reddit, X, YouTube, Hacker News, Polymarket, web. Become an expert and write copy-paste-ready prompts.

Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks

Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.

Publish viral X (Twitter) Articles with AI. Long-form content that gets engagement. Proven hook patterns, browser automation. Works with Claude, Cursor, OpenClaw.

Detect and fix AI-generated writing patterns (slop). Comprehensive detection with 45+ patterns, tiered severity scoring, and editor mode.

Compute HEIM diversity and equity metrics from VCF or ancestry data. Generates heterozygosity, FST, PCA plots, and a composite HEIM Equity Score with markdown reports.

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Help founders close their first customers and build repeatable sales processes. Use when someone is doing founder-led sales, trying to get their first customers, writing cold outreach, running early sales calls, or asking when to hire their first salesperson.

Shell scripting expertise, command-line tools, automation, and cross-platform scripting best practices. Covers shell script development, CLI tool usage, and system automation with bash, zsh, and POSIX shell. Use when user mentions shell scripts, bash, zsh, CLI commands, pipes, command-line automation, or writing portable shell code.

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 ...

Use this skill when writing new features, fixing bugs, or refactoring code. Enforces test-driven development with 80%+ coverage including unit, integration, and E2E tests.

Use when implementing any feature or bugfix, before writing implementation code

Analyze and optimize tweets for maximum reach using Twitter's open-source algorithm insights. Rewrite and edit user tweets to improve engagement and visibility based on how the recommendation system ranks content.

Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative partnership.

Format commit messages using the Conventional Commits specification. Use when creating commits, writing commit messages, or when the user mentions commits, git commits, or commit messages. Ensures commits follow the standard format for automated tooling, changelog generation, and semantic versioning.

Bulk extract content from an entire website or site section. Use this skill when the user wants to crawl a site, extract all pages from a docs section, bulk-scrape multiple pages following links, or says "crawl", "get all the pages", "extract everything under /docs", "bulk extract", or needs content from many pages on the same site. Handles depth limits, path filtering, and concurrent extraction.

Publish one piece of content across MoltX, Twitter/X, Discord, and Telegram with platform-specific formatting.

Create detailed implementation plans with bite-sized tasks for engineers with zero codebase context

Generates rich technical documentation pages with dark-mode Mermaid diagrams, source code citations, and first-principles depth. Use when writing documentation, generating wiki pages, creating tech...

Turn one piece of content into 10+ formats. Transform blog posts, podcasts, videos, or talks into tweets, LinkedIn posts, newsletters, carousels, and more.

RSS feed aggregation and monitoring. Parse RSS/Atom feeds, filter entries, track new items, and integrate with notification channels for automated content monitoring.

Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and transforming technical commits into clear, customer-friendly release notes. Turns hours of manual changelog writing into minutes of automated generation.

Author and maintain knowledge base articles derived from resolved support cases. Activate when documenting a solution from a closed ticket, writing how-to guides, building troubleshooting walkthroughs, creating FAQ entries, publishing known-issue advisories, updating stale documentation, organizing KB taxonomy, or performing content gap analysis to reduce future ticket volume.

Compose professional, empathetic customer-facing messages tailored to context, channel, and urgency. Activate when writing support ticket replies, outage notifications, bug acknowledgments, feature request responses, billing communications, follow-up emails, escalation updates, or any external customer correspondence that needs the right tone and structure.

Author product requirements documents with structured problem framing, user narratives, prioritized requirements, and measurable outcomes. Activate when drafting a PRD, writing a product spec, defining user stories, setting acceptance criteria, scoping MVP requirements, managing feature scope, or documenting what to build and why.

PDF generation from markdown via Pandoc/XeLaTeX. TRIGGERS - markdown for PDF, print document, pandoc

Validate ASCII diagram alignment in markdown. TRIGGERS - diagram alignment, ASCII art, box-drawing diagrams.

Print iTerm2 terminal output to network printer. Also documents AirPrint blank-page workaround for HP LaserJet Pro MFP 3101/3108 family. TRIGGERS - print terminal, terminal PDF, print session output, AirPrint blank page, printer prints blank, lpr no output, HP LaserJet driverless blank, IPP-Everywhere blank page.

Create ASCII diagrams for markdown using graph-easy. TRIGGERS - ASCII diagram, graph-easy, architecture diagram, markdown diagram.

Convert academic PDF papers to GitHub-renderable GFM markdown with math equations. TRIGGERS - PDF, GitHub markdown, math

Create well-formatted GitHub issues with intelligent AI-powered label suggestions and content type detection. Use whenever the user wants to.

Extract MQL5 articles and documentation. TRIGGERS - MQL5 articles, MetaTrader docs, mql5.com resources.

ASCII financial line charts for markdown using plotext dot marker. TRIGGERS - financial chart, line chart, plotext

Validate markdown link portability in skills. TRIGGERS - check links, validate portability, fix broken links, relative paths.

Memory-safe Python script patterns for long-running processes under systemd MemoryMax constraints. Covers allocator purge (mimalloc/glibc malloc_trim), HTTP response lifecycle, DataFrame cleanup, thread-local connection reuse, and periodic GC cadence. Battle-tested through 5 OOM optimization cycles on production GPU workstations. Use this skill proactively whenever writing or reviewing Python scripts that: run under systemd with MemoryMax, process data in loops (downloads, ETL, backfill), use ThreadPoolExecutor, or make repeated HTTP requests. Also use when diagnosing OOM kills, RSS creep, or fd exhaustion in Python services. TRIGGERS - memory optimization, OOM prevention, RSS reduction, malloc_trim, systemd MemoryMax, memory leak, allocator purge, memory-safe script, RSS creep, fd exhaustion, SIGKILL status 9, MemoryHigh, glibc arena, mimalloc purge, requests memory leak, ThreadPoolExecutor cleanup.

Use when user wants to forward, relay, or copy Telegram messages from one chat to another, supporting both single and batch forwarding.

Sales coaching and training — onboarding new reps, skill development, role-play practice, coaching programs, certifications, manager coaching cadences, and measuring coaching impact. Use when new reps ramping too slowly, managers not sure how to coach effectively, role-plays feel awkward or unproductive, no structured way to certify reps, coaching efforts not moving pipeline metrics, or struggling to build a coaching culture. Do NOT use for reviewing specific sales call recordings (use /sales-call-review), Seismic-specific platform help (use /sales-seismic), Allego-specific platform help (use /sales-allego), or sales content creation (use /sales-content).

Ecomswap platform help — boutique sell-side M&A brokerage for profitable Shopify, Amazon FBA, DTC, SaaS, newsletter, and content-site founders, with curated private listings, a 50K+ verified buyer network, free confidential valuation, and end-to-end LOI-to-close support. Use when selling a profitable ecommerce or Shopify business above the $200K net-profit floor, deciding between a self-serve marketplace (Acquire.com, Flippa) and a full-service broker, preparing for a broker-led confidential valuation, understanding the SDE-based profit-multiple methodology Ecomswap uses, figuring out how the curated buyer-sourcing process works, or comparing Ecomswap against Empire Flippers, FE International, Quiet Light, and Motion Invest. Do NOT use for cross-marketplace selection strategy (use /sales-side-project-valuation).

Flippa marketplace help — the largest open marketplace since 2009 for buying/selling SaaS, ecommerce, content sites, apps, domains, and social accounts (39,805+ sold). Covers listing packages (Entry $29, Standard $59-$99, Premium $299-$599, Ultimate $499-$699), tiered success fees (10% under $50K down to 3% over $10M), add-ons (NDA $199, legal $199, M&A report $499, private listing $599), $999 brokered service for $100K+ listings, buyer Premium $49/mo and DD reports $1,500-$2,500, OAuth verification above $50K via Stripe/GA/Shopify/Amazon, and FlippaPay/Escrow.com escrow. Use when listing a business on Flippa, auditing a listing for fraud or inflated revenue, picking between Entry/Standard/Premium/Ultimate packages, budgeting the tiered success fee against Acquire.com or Empire Flippers, or preparing financials for the above-$50K auto-verification badge. Do NOT use for cross-marketplace valuation strategy (use /sales-side-project-valuation).

Acquire.com marketplace help — the curated startup acquisition marketplace (formerly MicroAcquire) with 500K+ verified buyers, $2B+ in verified funds, and $500M+ in closed deal volume. Covers seller listing setup and tier selection, buyer plan comparison (Basic/Premium/Platinum), monthly listing fees and closing commissions (8%/7%/6% sliding by deal size), NDA workflow, LOI and asset purchase agreement templates, Escrow.com integration, customer success manager support, and timeline expectations for SaaS exits. Use when listing a bootstrapped SaaS for sale, deciding between Acquire.com and Flippa or Empire Flippers, figuring out if your MRR qualifies for the platform, preparing a data room for due diligence, reviewing a buyer's LOI, or understanding the new seller fee structure introduced in April 2024. Do NOT use for side project valuation strategy across marketplaces (use /sales-side-project-valuation) or selling content sites/ecommerce stores (use Flippa or Empire Flippers).

Reddily platform help — AI-powered Reddit thread analysis for market research with sentiment, pain point detection, feature requests, competitor mentions, audience demographics, batch processing, Chrome extension, PDF export. Use when Reddily analysis results miss the pain points you see in a thread, you want to run batch analysis across multiple threads but aren't sure how to structure the research, credit costs are adding up and you need to optimize how many analyses you run, the Chrome extension isn't triggering on Reddit pages, you need to turn Reddit threads into a structured market research report, or you're comparing Reddily vs PainOnSocial vs Reddinbox vs SparkToro for Reddit research. Do NOT use for social listening strategy across tools (use /sales-social-listening) or choosing between Reddit monitoring platforms (use /sales-social-listening).

Futurepedia platform help — largest independent AI tools directory and education platform (5,700+ tools, 500K+ accounts, 2M+ YouTube subscribers, 400K+ monthly professionals). Covers tool submissions (Basic $247 sold out, Verified $497, Enterprise custom), verified badge program, listing optimization, enterprise sponsorship packages (co-branded webinars, YouTube sponsorships, influencer campaigns), and educational content integration. Use when you want your AI tool listed on Futurepedia, wondering if the verified listing is worth $497, or considering Futurepedia sponsorship packages for visibility. Do NOT use for multi-directory launch coordination (use /sales-launch-directory). Do NOT use for other AI directories like Altern (use /sales-altern) or PitchWall (use /sales-pitchwall).

TinyLaunch platform help — weekly product launch platform for indie makers (Product Hunt alternative). Covers free submission (DR60-71 dofollow backlink for Top 3), $39 premium launch (skip queue, guaranteed dofollow backlink), weekly badge system, newsletter sponsorship ($50/issue to ~11,000 subscribers), featured spot placement ($15-$30/week), submission service (50-100 directories), and feedback/review services. Use when your product isn't getting noticed by indie makers, you want a high-DR backlink but aren't sure if TinyLaunch is worth it, you're torn between free and premium launch on TinyLaunch, or you're wondering how TinyLaunch stacks up against other directories. Do NOT use for multi-directory launch strategy (use /sales-launch-directory). Do NOT use for Product Hunt launches (use /product-hunt-launch).

Megahit platform help — B2B newsletter subscriber enrichment with LinkedIn data to identify sponsorship decision-makers, auto-enrichment of new subscribers, privacy-first architecture on customer-controlled servers, ESP integrations with Beehiiv, Kit, Ghost, Substack, Mailchimp, and more. Use when you want to find potential sponsors hiding in your subscriber list, need to enrich newsletter subscribers with job titles and company data, trying to build a targeted sponsor outreach list from your own audience, wondering how Megahit compares to SponsorGap or Who Sponsors Stuff for finding sponsors, or need help connecting Megahit to your ESP. Do NOT use for general newsletter monetization strategy (use /sales-newsletter) or newsletter sponsorship marketplace transactions (use /sales-paved or /sales-hecto).

Altern platform help — curated AI tools and agents directory (10,000+ tools, 100+ categories, ~5-28K monthly visits). Covers tool submissions (free + featured tiers: Gold/Silver/Bronze), listing optimization, category selection, newsletter inclusion (weekly AI tools + agents digest), alternatives pages, and dofollow backlinks. Use when your AI tool isn't listed on Altern, listing isn't getting visibility, not sure if a featured tier is worth it, or wondering how Altern compares to other AI directories. Do NOT use for multi-directory launch coordination (use /sales-launch-directory). Do NOT use for non-AI product directories (use the platform-specific skill).

StartupBase platform help — community-driven startup discovery directory with free dofollow backlinks (DR39). Covers submission process (social auth, tech startups only), review queue (2-3 months free, 24-hour premium), selection criteria (custom domain, public product, never previously featured), weekly Spark newsletter, market categories, and comparison with other directories. Use when your startup needs more visibility and early adopter traffic, you want the DR39 dofollow backlink from StartupBase, your submission keeps getting rejected, or the review queue is taking too long. Do NOT use for multi-directory launch strategy (use /sales-launch-directory). Do NOT use for Product Hunt launches (use /sales-producthunt).

LaunchCaster platform help — Web3 project discovery directory built on Farcaster ('Product Hunt for Web3'). Covers project submission via Farcaster casts, listing optimization for Web3 audience, voting mechanics (wallet-connected), newsletter exposure (LaunchCaster Weekly), and Farcaster Frame integration. Use when your Web3 project isn't getting noticed on LaunchCaster, listing not getting votes, unsure how Farcaster-based submissions work, or want more visibility in the Web3 builder community. Do NOT use for non-Web3 product launches (use /sales-launch-directory). Do NOT use for Product Hunt (use /sales-producthunt).

Power Query M language for ETL, transformations, and connector authoring. PROACTIVELY activate for: (1) writing Power Query M code, (2) query folding and Native Query verification, (3) data transformations (merge, append, pivot, unpivot, split column), (4) custom connector development, (5) Power Query parameters and dynamic source patterns, (6) performance optimization (folding, query reduction, partition strategy), (7) Table.TransformColumns, List.Generate, Record.Field functions, (8) error handling in M (try/otherwise, error records), (9) mashup engine internals, (10) ETL pipelines from folder/SharePoint/database sources. Provides: M language reference, query-folding diagnosis, transformation recipes, dynamic source patterns, error-handling templates, and performance tuning techniques.

Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelines with decision algorithms). Supports GRADE evidence grading, statistical analysis (hazard ratios, survival curves, waterfall plots), biomarker integration, and regulatory compliance. Outputs publication-ready LaTeX/PDF format optimized for drug development, clinical research, and evidence synthesis.

Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, and pain management. Includes SMART goal frameworks, evidence-based interventions with minimal text citations, regulatory compliance (HIPAA), and professional formatting. Prioritizes brevity and clinical actionability.

Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.

Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks

Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. Automatically detects file type and generates detailed markdown reports with format-specific analysis, quality metrics, and downstream analysis recommendations. Covers chemistry, bioinformatics, microscopy, spectroscopy, proteomics, metabolomics, and general scientific data formats.

Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks

Create publication figures with matplotlib/seaborn/plotly. Multi-panel layouts, error bars, significance markers, colorblind-safe, export PDF/EPS/TIFF, for journal-ready scientific plots.

PDF generation toolkit. Create invoices, reports, certificates, forms, charts, tables, barcodes, QR codes, Canvas/Platypus APIs, for professional document automation.

Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and technical domains. Creates professionally formatted markdown documents and PDFs with verified citations in multiple citation styles (APA, Nature, Vancouver, etc.).

Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.

Foundational plotting library. Create line plots, scatter, bar, histograms, heatmaps, 3D, subplots, export PNG/PDF/SVG, for scientific visualization and publication figures.

Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology. This skill should be used when assessing research papers, evaluating literature reviews, scoring research methodologies, analyzing scientific writing quality, or applying structured evaluation criteria to academic work. Provides comprehensive assessment across multiple dimensions including problem formulation, literature review, methodology, data collection, analysis, results interpretation, and scholarly writing quality.

Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy, visualization (PDF/SVG), for phylogenomics.

Comprehensive framework for deep analysis of articles, papers, and long-form content using 10+ thinking models (SCQA, 5W2H, critical thinking, inversion, mental models, first principles, systems thinking, six thinking hats). Use when users want to: (1) deeply understand complex articles/content, (2) analyze arguments and identify logical flaws, (3) extract actionable insights from reading materials, (4) create study notes or learning summaries, (5) compare multiple sources, (6) transform knowledge into practical applications, or (7) apply specific thinking frameworks. Triggered by phrases like 'analyze this article,' 'help me understand,' 'deep dive into,' 'extract insights from,' 'use [framework name],' or when users provide URLs/long-form content for analysis.

Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows.

Automated hypothesis generation and testing using large language models. Use this skill when generating scientific hypotheses from datasets, combining literature insights with empirical data, testing hypotheses against observational data, or conducting systematic hypothesis exploration for research discovery in domains like deception detection, AI content detection, mental health analysis, or other empirical research tasks.

Write Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to understand Python limitations in n8n Code nodes.

Implement comprehensive testing strategies using Jest, Vitest, and Testing Library for unit tests, integration tests, and end-to-end testing with mocking, fixtures, and test-driven development. Use when writing JavaScript/TypeScript tests, setting up test infrastructure, or implementing TDD/BDD workflows.

Master ES6+ features including async/await, destructuring, spread operators, arrow functions, promises, modules, iterators, generators, and functional programming patterns for writing clean, efficient JavaScript code. Use when refactoring legacy code, implementing modern patterns, or optimizing JavaScript applications.

Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use when writing Python tests, setting up test suites, or implementing testing best practices.

Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when user wants to turn advice, lessons, or educational content into concrete action steps, reps, or a learning quest.

Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative partnership.

Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and transforming technical commits into clear, customer-friendly release notes. Turns hours of manual changelog writing into minutes of automated generation.

Create publication figures with matplotlib/seaborn/plotly. Multi-panel layouts, error bars, significance markers, colorblind-safe, export PDF/EPS/TIFF, for journal-ready scientific plots.

PDF generation toolkit. Create invoices, reports, certificates, forms, charts, tables, barcodes, QR codes, Canvas/Platypus APIs, for professional document automation.

Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and technical domains. Creates professionally formatted markdown documents and PDFs with verified citations in multiple citation styles (APA, Nature, Vancouver, etc.).

Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.

Foundational plotting library. Create line plots, scatter, bar, histograms, heatmaps, 3D, subplots, export PNG/PDF/SVG, for scientific visualization and publication figures.

Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy, visualization (PDF/SVG), for phylogenomics.

Convert markdown documents and chat summaries into formatted EPUB ebook files that can be read on any device or uploaded to Kindle.

Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use when writing Python tests, setting up test suites, or implementing testing best practices.

Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows.