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michaelschecht

@michaelschecht source repo

403 published skills · page 1 of 5

  1. ▌
    PPTX 2 · michaelschecht bundle
    Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions "deck," "slides," "presentation," or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.
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  2. ▌
    PDF 2 · michaelschecht bundle
    Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill.
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  3. ▌
    Matlab 2 · michaelschecht bundle
    MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential equations, optimization, statistics, or creating scientific visualizations. Also use when the user needs help with MATLAB syntax, functions, or wants to convert between MATLAB and Python code. Scripts can be executed with MATLAB or the open-source GNU Octave interpreter.
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  4. ▌
    Scanpy 2 · michaelschecht bundle
    Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory scRNA-seq analysis with established workflows. For deep learning models use scvi-tools; for data format questions use anndata.
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  5. ▌
    DOCX 2 · michaelschecht bundle
    Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.
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  6. ▌
    MCP Builder 2 · michaelschecht bundle
    Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
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  7. ▌
    Copy Editing 2 · michaelschecht
    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.
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  8. ▌
    Doc Coauthoring 2 · michaelschecht
    Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.
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  9. ▌
    MCP Integration 2 · michaelschecht bundle
    This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides comprehensive guidance for integrating Model Context Protocol servers into Claude Code plugins for external tool and service integration.
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  10. ▌
    Brand Guidelines 2 · michaelschecht
    Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
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  11. ▌
    Humanizer 2 · michaelschecht bundle
    Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases.
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  12. ▌
    Gh Fix CI 2 · michaelschecht
    Inspect GitHub PR checks with gh, pull failing GitHub Actions logs, summarize failure context, then create a fix plan and implement after user approval. Use when a user asks to debug or fix failing PR CI/CD checks on GitHub Actions and wants a plan + code changes; for external checks (e.g., Buildkite), only report the details URL and mark them out of scope.
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  13. ▌
    Theme Factory 2 · michaelschecht
    Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.
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  14. ▌
    Popular Web Designs 2 · michaelschecht
    54 real-world design systems ready for use when generating HTML/CSS. Each template captures a site's complete visual language: color palette, typography hierarchy, component styles, spacing system, shadows, responsive behavior, and practical agent prompts with exact CSS values.
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  15. ▌
    Git Pushing 2 · michaelschecht bundle
    Stage, commit, and push git changes with conventional commit messages. Use when user wants to commit and push changes, mentions pushing to remote, or asks to save and push their work. Also activates when user says "push changes", "commit and push", "push this", "push to github", or similar git workflow requests.
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  16. ▌
    Commit Smart 2 · michaelschecht
    Analyze staged/unstaged changes and create semantic conventional commits with context about WHY, not just WHAT. Auto-detects commit type and scope from the diff. Supports optional type/scope arguments. Usage - /commit-smart, /commit-smart fix, /commit-smart refactor api
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  17. ▌
    Skill Creator 3 · michaelschecht bundle
    Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
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  18. ▌
    Agent Development 2 · michaelschecht bundle
    This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent colors", "autonomous agent", or needs guidance on agent structure, system prompts, triggering conditions, or agent development best practices for Claude Code plugins.
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  19. ▌
    Canvas Design 2 · michaelschecht bundle
    Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.
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  20. ▌
    Content Research Writer · michaelschecht
    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.
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  21. ▌
    Sora 2 · michaelschecht bundle
    Use when the user asks to generate, remix, poll, list, download, or delete Sora videos via OpenAI’s video API using the bundled CLI (`scripts/sora.py`), including requests like “generate AI video,” “Sora,” “video remix,” “download video/thumbnail/spritesheet,” and batch video generation; requires `OPENAI_API_KEY` and Sora API access.
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  22. ▌
    Manim 2 · michaelschecht bundle
    Comprehensive guide for Manim Community - Python framework for creating mathematical animations and educational videos with programmatic control
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  23. ▌
    Notebooklm 2 · michaelschecht bundle
    Use this skill to query your Google NotebookLM notebooks directly from Claude Code for source-grounded, citation-backed answers from Gemini. Browser automation, library management, persistent auth. Drastically reduced hallucinations through document-only responses.
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  24. ▌
    Copywriting 3 · michaelschecht
    Write persuasive marketing copy including landing pages, product descriptions, email campaigns, CTAs, taglines, and brand messaging. Use when writing to persuade, convert, or sell rather than inform. Also trigger for 'landing page copy', 'product description', 'marketing copy', 'email campaign', 'CTA', 'tagline', 'ad copy', 'sales page', or 'conversion copy'.
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  25. ▌
    Playwright 2 · michaelschecht bundle
    Use when the task requires automating a real browser from the terminal (navigation, form filling, snapshots, screenshots, data extraction, UI-flow debugging) via `playwright-cli` or the bundled wrapper script.
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  26. ▌
    App Builder 2 · michaelschecht bundle
    Main application building orchestrator. Creates full-stack applications from natural language requests. Determines project type, selects tech stack, coordinates agents.
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  27. ▌
    Plan Writing 2 · michaelschecht
    Structured task planning with clear breakdowns, dependencies, and verification criteria. Use when implementing features, refactoring, or any multi-step work.
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  28. ▌
    Gnomad Database 2 · michaelschecht
    Query gnomAD for population allele frequencies, constraint metrics, and loss-of-function intolerance. Use when interpreting variants, filtering common alleles, or prioritizing genes in rare disease workflows.
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  29. ▌
    Model Selection 2 · michaelschecht
    Recommend model families and validation strategy based on data, constraints, and objective. Use when: (1) choosing algorithms, (2) balancing bias/variance, (3) planning benchmark baselines. NOT for: final legal/compliance sign-off.
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  30. ▌
    Art Direction 2 · michaelschecht
    Define the visual identity of a game including art style, color palettes, character design language, environment aesthetics, and asset pipelines. Use when establishing the look and feel of a game project. Also trigger for "art style", "visual style", "game aesthetics", "color palette", "character art", "pixel art", or "game graphics".
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  31. ▌
    Brainstorming 2 · michaelschecht bundle
    You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.
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  32. ▌
    Github Readme 2 · michaelschecht
    Create professional, visually polished GitHub README files with badges, diagrams, structured sections, and modern markdown design patterns. Use when creating or redesigning a repo's README for maximum GitHub impact.
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  33. ▌
    Release Notes 2 · michaelschecht
    Write release notes, changelogs, migration guides, deprecation notices, and version announcements that communicate changes clearly to users and developers. Use when shipping a new version, deprecating features, or guiding users through breaking changes. Also trigger for 'release notes', 'changelog', 'migration guide', 'breaking changes', 'deprecation notice', 'version update', 'what's new', or 'upgrade guide'.
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  34. ▌
    Skill Creator 2 · michaelschecht bundle
    Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
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  35. ▌
    Causal Inference 2 · michaelschecht
    Frame causal questions and estimate treatment effects with assumption checks. Use when: (1) policy impact analysis, (2) A/B interpretation beyond correlation, (3) confounding diagnostics. NOT for: medical/legal conclusions without experts.
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  36. ▌
    Model Evaluation 2 · michaelschecht
    Evaluate model quality with task-appropriate metrics and systematic error analysis. Use when: (1) comparing models, (2) analyzing failures, (3) setting go/no-go thresholds. NOT for: production monitoring implementation.
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  37. ▌
    Economy Design 2 · michaelschecht
    Design in-game economies including currencies, progression systems, loot tables, monetization, and resource flow. Use when building the economic backbone of a game. Also trigger for "game economy", "loot table", "drop rates", "currency system", "progression design", "monetization strategy", or "reward system".
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  38. ▌
    Game Analytics 2 · michaelschecht
    Design telemetry systems, define KPIs, analyze player behavior data, and set up dashboards for data-driven game design decisions. Use when instrumenting a game for analytics or interpreting player data. Also trigger for "game telemetry", "player analytics", "game metrics", "KPIs", "player retention", "funnel analysis", or "player behavior".
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  39. ▌
    Game Balancing 2 · michaelschecht
    Balance game systems including difficulty curves, stat tuning, economy rates, matchmaking fairness, and player power progression. Use when tuning numbers and systems for fair, engaging gameplay. Also trigger for "game balance", "difficulty tuning", "stat balancing", "nerf", "buff", "power curve", or "difficulty curve".
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  40. ▌
    Odds Modeling 2 · michaelschecht
    Build predictive models for sports and event outcomes using statistical methods, ELO ratings, regression, Monte Carlo simulation, and machine learning. Use when creating power rankings, projecting game outcomes, estimating win probabilities, or building a quantitative edge. Also trigger for 'prediction model', 'ELO rating', 'power rankings', 'win probability', 'Monte Carlo', 'regression model', 'expected goals', or 'predictive analytics'.
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  41. ▌
    File Organizer 2 · michaelschecht
    Intelligently organizes files and folders by understanding context, finding duplicates, and suggesting better organizational structures. Use when user wants to clean up directories, organize downloads, remove duplicates, or restructure projects.
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  42. ▌
    Knowledge Base 2 · michaelschecht
    Build and organize knowledge bases, help centers, FAQ systems, and troubleshooting guides optimized for self-service support and search. Use when creating a structured support documentation system. Also trigger for 'knowledge base', 'help center', 'FAQ', 'troubleshooting guide', 'support docs', 'self-service support', 'help article', or 'support article'.
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  43. ▌
    Report Writing 2 · michaelschecht
    Write business reports including executive summaries, status updates, postmortems, competitive analyses, data analyses, and quarterly reviews. Use when communicating findings, decisions, or status to stakeholders. Also trigger for 'executive summary', 'status report', 'postmortem', 'incident report', 'competitive analysis', 'quarterly review', 'business report', or 'data analysis report'.
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  44. ▌
    Scientific Slides 2 · michaelschecht bundle
    Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design templates, timing guidance, and visual validation. Works with PowerPoint and LaTeX Beamer.
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  45. ▌
    Game Publishing 2 · michaelschecht
    Plan game launches including store page optimization, platform submission, marketing strategy, community building, pricing, and post-launch support. Use when preparing a game for release or managing a live game. Also trigger for "game launch", "Steam page", "app store listing", "game marketing", "game trailer", "wishlist", "game pricing", or "post-launch".
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  46. ▌
    Sports Betting 2 · michaelschecht
    Sports betting fundamentals including spreads, moneylines, totals, parlays, teasers, props, and futures. Use when analyzing sports betting markets, converting odds formats, evaluating bet types, or building a sports betting strategy. Also trigger for 'point spread', 'moneyline', 'over under', 'parlay', 'prop bet', 'teaser', 'sports odds', or 'sportsbook'.
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  47. ▌
    Executing Plans 2 · michaelschecht
    Use when you have a written implementation plan to execute in a separate session with review checkpoints
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  48. ▌
    Skill Developer 2 · michaelschecht bundle
    Create and manage Claude Code skills following Anthropic best practices. Use when creating new skills, modifying skill-rules.json, understanding trigger patterns, working with hooks, debugging skill activation, or implementing progressive disclosure. Covers skill structure, YAML frontmatter, trigger types (keywords, intent patterns, file paths, content patterns), enforcement levels (block, suggest, warn), hook mechanisms (UserPromptSubmit, PreToolUse), session tracking, and the 500-line rule.
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  49. ▌
    Huggingface Gradio 2 · michaelschecht bundle
    Build Gradio web UIs and interactive ML demos in Python. Use when creating or editing Gradio apps, Interface wrappers, Blocks layouts, event listeners, chatbots, or deploying demos to Hugging Face Spaces.
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  50. ▌
    Scholar Evaluation 2 · michaelschecht bundle
    Apply the ScholarEval framework to systematically evaluate scholarly and research work. This skill provides structured evaluation methodology based on peer-reviewed research assessment criteria, enabling comprehensive analysis of academic papers, research proposals, literature reviews, and scholarly writing across multiple quality dimensions.
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  51. ▌
    Scientific Writing 2 · michaelschecht bundle
    Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process: (1) create section outlines with key points using research-lookup, (2) convert to flowing prose. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA), for research papers and journal submissions.
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  52. ▌
    Game Prototyping 2 · michaelschecht
    Plan and execute rapid game prototypes to validate mechanics, test assumptions, and find the fun before committing to full production. Use when building playable proofs-of-concept. Also trigger for "prototype", "game jam", "proof of concept", "find the fun", "playable demo", or "rapid prototype".
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  53. ▌
    Mechanics Design 2 · michaelschecht
    Design and document core game mechanics, systems interactions, feedback loops, and emergent behavior. Use when defining how the game plays at a systems level. Also trigger for "game mechanics", "gameplay systems", "game loop", "game rules", "combat system", "crafting system", or "progression system".
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  54. ▌
    Narrative Design 2 · michaelschecht
    Design game narratives including story structure, world-building, character arcs, dialogue systems, and environmental storytelling. Use when building the story layer of a game. Also trigger for "game story", "game lore", "world building", "dialogue tree", "character backstory", "game narrative", or "branching story".
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  55. ▌
    Persona And Jtbd 2 · michaelschecht
    Synthesize personas and jobs-to-be-done from evidence with confidence levels. Use when: (1) audience segmentation, (2) messaging alignment, (3) feature prioritization inputs. NOT for: stereotype-based profiling.
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  56. ▌
    Wireframing Spec 2 · michaelschecht
    Produce low/mid-fidelity wireframe specifications and annotations for handoff. Use when: (1) early concepting, (2) comparing layout options, (3) PM/engineering alignment. NOT for: high-fidelity branding work.
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  57. ▌
    Futures Trading 2 · michaelschecht
    Understand and trade futures contracts on commodities, indices, crypto, and event outcomes. Covers contract mechanics, margin, settlement, spreads, and risk. Use when analyzing futures markets, understanding contract specs, evaluating margin requirements, or building futures strategies. Also trigger for 'futures contract', 'commodities trading', 'futures margin', 'contract specs', 'futures spread', 'oil futures', 'crypto futures', or 'index futures'.
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  58. ▌
    Concise Planning 2 · michaelschecht
    Use when a user asks for a plan for a coding task, to generate a clear, actionable, and atomic checklist.
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  59. ▌
    Content Strategy 2 · michaelschecht
    Plan documentation systems including information architecture, content audits, taxonomy design, content lifecycle management, and doc-as-code workflows. Use when organizing a documentation set, planning content structure, or designing navigation and discovery. Also trigger for 'information architecture', 'content audit', 'doc structure', 'taxonomy', 'content planning', 'documentation strategy', 'IA design', or 'sitemap'.
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  60. ▌
    Proposal Writing 2 · michaelschecht
    Write business proposals, RFP responses, statements of work, grant applications, and project pitches. Use when creating persuasive documents that secure funding, contracts, or approval. Also trigger for 'business proposal', 'RFP response', 'statement of work', 'SOW', 'grant proposal', 'project pitch', 'bid document', or 'proposal template'.
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  61. ▌
    Feature Engineering 2 · michaelschecht
    Design leakage-safe feature engineering strategies for tabular/time-series datasets. Use when: (1) preparing model-ready features, (2) selecting transformations and encodings, (3) documenting feature lineage. NOT for: model serving or infra provisioning.
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  62. ▌
    Timesfm Forecasting 2 · michaelschecht bundle
    Zero-shot time series forecasting with Google's TimesFM foundation model. Use for any univariate time series (sales, sensors, energy, vitals, weather) without training a custom model. Supports CSV/DataFrame/array inputs with point forecasts and prediction intervals. Includes a preflight system checker script to verify RAM/GPU before first use.
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  63. ▌
    Autoresearch 2 · michaelschecht
    Autonomously runs iterative experiment loops to optimize code against a measurable metric. Use when the user wants to improve execution time, memory usage, test pass rate, or any numeric performance goal across repeated experiments — NOT for one-shot bug fixes or simple code review.
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  64. ▌
    Market Sentiment 2 · michaelschecht
    Analyze betting market sentiment including line movement, sharp vs public money, steam moves, reverse line movement, and market signals. Use when reading line movement to determine where the smart money is going. Also trigger for 'line movement', 'sharp money', 'public money', 'steam move', 'reverse line movement', 'RLM', 'where the money is', or 'wiseguy action'.
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  65. ▌
    Openclaw Action 2 · michaelschecht
    Set up CI security scanning for agent workspaces and skill repositories. Use this when a project needs pull request checks for exposed secrets, prompt injection markers, suspicious shell usage, or data exfiltration patterns in agent files.
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  66. ▌
    API Documentation 2 · michaelschecht
    Write API documentation including endpoint references, OpenAPI/Swagger specs, authentication guides, SDK quickstarts, and interactive code samples. Use when documenting REST APIs, GraphQL schemas, WebSocket interfaces, or SDK libraries. Also trigger for 'API docs', 'endpoint documentation', 'OpenAPI', 'Swagger', 'SDK documentation', 'API reference', or 'REST docs'.
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  67. ▌
    Spreadsheet 2 · michaelschecht bundle
    Use when tasks involve creating, editing, analyzing, or formatting spreadsheets (`.xlsx`, `.csv`, `.tsv`) using Python (`openpyxl`, `pandas`), especially when formulas, references, and formatting need to be preserved and verified.
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  68. ▌
    Invoice Organizer 2 · michaelschecht
    Automatically organizes invoices and receipts for tax preparation by reading messy files, extracting key information, renaming them consistently, and sorting them into logical folders. Turns hours of manual bookkeeping into minutes of automated organization.
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  69. ▌
    Technical Writing 2 · michaelschecht
    Technical writing proficiency covering clarity principles, audience analysis, information structure, editing techniques, and style enforcement. Use when writing or improving any technical content — docs, specs, guides, or explanations. Also trigger for 'technical writing', 'write clearly', 'simplify this', 'rewrite for clarity', 'plain language', 'writing style', or 'editing pass'.
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  70. ▌
    Ml Experiment Design 2 · michaelschecht
    Build reproducible ML experiment plans with hypotheses, metrics, and ablations. Use when: (1) planning experiments, (2) comparing variants, (3) defining acceptance thresholds. NOT for: long-running experiment execution.
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  71. ▌
    Statistical Analysis 2 · michaelschecht bundle
    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.
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  72. ▌
    Interaction Design 2 · michaelschecht bundle
    Design interaction flows, states, and microinteractions for usability and feedback clarity. Use when: (1) defining flows, (2) state/error handling, (3) reducing cognitive load. NOT for: final code implementation.
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  73. ▌
    Multiplayer Design 2 · michaelschecht
    Design multiplayer systems including networking architecture, matchmaking, social features, anti-cheat, and multiplayer game modes. Use when adding online or local multiplayer to a game. Also trigger for "multiplayer", "online play", "co-op design", "PvP design", "matchmaking", "netcode", or "multiplayer architecture".
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  74. ▌
    Arbitrage Scanner 2 · michaelschecht
    Detect and evaluate arbitrage opportunities across sportsbooks and prediction markets. Calculate guaranteed-profit scenarios, middle bets, and cross-platform price discrepancies. Use when comparing odds across books, calculating arb percentages, evaluating middle opportunities, or building odds-comparison workflows. Also trigger for 'arb bet', 'sure bet', 'arbitrage', 'odds comparison', 'middle bet', 'risk-free bet', or 'line shopping'.
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  75. ▌
    New Recipe 2 · michaelschecht
    Process recipe tasks from the Flavor Atlas workspace on ax-gcp MCP server. Pick one recipe task, build it using the FlavorAtlas template, store locally in Artifacts, upload to GitHub AX-CommunityWorkspaces repo, and update tasks/messages. Use when asked to work on recipes, create new recipes, process Flavor Atlas tasks, or build recipe content.
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  76. ▌
    Ab Testing Statistics 2 · michaelschecht
    Design and evaluate A/B tests with power, sample size, and robust metric interpretation. Use when: (1) planning controlled experiments, (2) reading p-values/effects, (3) sequential testing safeguards. NOT for: dark-pattern optimization.
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  77. ▌
    Scientific Schematics 2 · michaelschecht bundle
    Create publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations.
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  78. ▌
    Claude API 2 · michaelschecht bundle
    Build apps with the Claude API or Anthropic SDK. TRIGGER when: code imports `anthropic`/`@anthropic-ai/sdk`/`claude_agent_sdk`, or user asks to use Claude API, Anthropic SDKs, or Agent SDK. DO NOT TRIGGER when: code imports `openai`/other AI SDK, general programming, or ML/data-science tasks.
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  79. ▌
    Scientific Brainstorming · michaelschecht bundle
    Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving.
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  80. ▌
    Document Writer 2 · michaelschecht
    A technical writer who crafts clear, comprehensive documentation. Specializes in README files, API docs, architecture docs, and user guides.
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  81. ▌
    Obsidian Bases 2 · michaelschecht
    Create and edit Obsidian Bases (.base files) with views, filters, formulas, and summaries. Use when working with .base files, creating database-like views of notes, or when the user mentions Bases, table views, card views, filters, or formulas in Obsidian.
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  82. ▌
    Security Best Practices · michaelschecht bundle
    Perform language and framework specific security best-practice reviews and suggest improvements. Trigger only when the user explicitly requests security best practices guidance, a security review/report, or secure-by-default coding help. Trigger only for supported languages (python, javascript/typescript, go). Do not trigger for general code review, debugging, or non-security tasks.
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  83. ▌
    Scientific Critical Thinking · michaelschecht bundle
    Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims.
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  84. ▌
    Obsidian Markdown 2 · michaelschecht
    Create and edit Obsidian Flavored Markdown with wikilinks, embeds, callouts, properties, and other Obsidian-specific syntax. Use when working with .md files in Obsidian, or when the user mentions wikilinks, callouts, frontmatter, tags, embeds, or Obsidian notes.
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  85. ▌
    Polymarket 2 · michaelschecht bundle
    Comprehensive Polymarket skill covering prediction markets, API, trading, market data, and real-time WebSocket data streaming. Build applications with Polymarket services, monitor live trades, and integrate market predictions.
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  86. ▌
    Internal Comms · michaelschecht bundle
    A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).
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  87. ▌
    Kalshi Markets 2 · michaelschecht bundle
    Kalshi prediction market data (prices, odds, orderbooks, trades). Use for prediction markets, Kalshi, betting odds, election and sports betting, market forecasts. Provides real-time market data, event series information, and comprehensive trading analytics.
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  88. ▌
    Github Workflow Automation · michaelschecht
    Automate GitHub workflows with AI assistance. Includes PR reviews, issue triage, CI/CD integration, and Git operations. Use when automating GitHub workflows, setting up PR review automation, creating GitHub Actions, or triaging issues.
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  89. ▌
    Webapp Testing · michaelschecht bundle
    Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
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  90. ▌
    Slack Gif Creator · michaelschecht bundle
    Knowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users request animated GIFs for Slack like "make me a GIF of X doing Y for Slack."
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  91. ▌
    Web Artifacts Builder · michaelschecht bundle
    Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
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  92. ▌
    Mem0 2 · michaelschecht
    Integrates Mem0 Platform SDK for persistent memory in AI applications. Use when building agents or chatbots that need to remember user preferences, past interactions, or personalized context across sessions. Covers Python and TypeScript SDKs, plus LangChain, CrewAI, OpenAI Agents, LlamaIndex, AutoGen, and LangGraph integrations.
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  93. ▌
    Gemini 2 · michaelschecht
    Use the Gemini CLI for one-shot Q&A, summarization, and generation tasks. Trigger when Gemini-specific CLI usage, model selection, or JSON-formatted output is needed.
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  94. ▌
    Tavily 2 · michaelschecht
    AI-optimized web search using the Tavily API for current events, domain-filtered research, answer summaries, and raw content extraction. Use when live web research needs cleaner LLM-ready results than generic search.
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  95. ▌
    XLSX 2 · michaelschecht bundle
    Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like "the xlsx in my downloads") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.
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  96. ▌
    Histolab 2 · michaelschecht bundle
    Lightweight WSI tile extraction and preprocessing. Use for basic slide processing tissue detection, tile extraction, stain normalization for H&E images. Best for simple pipelines, dataset preparation, quick tile-based analysis. For advanced spatial proteomics, multiplexed imaging, or deep learning pipelines use pathml.
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  97. ▌
    Bagman 2 · michaelschecht
    Secure key and secret handling for AI agents, especially agents that interact with wallets, private keys, API credentials, or systems where prompt injection could expose sensitive material.
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  98. ▌
    Find Skills 2 · michaelschecht
    Helps users discover and install agent skills from the open ecosystem. Use when the user asks "how do I do X", "find a skill for X", "is there a skill that can...", or expresses interest in extending Claude's capabilities with a new skill or tool.
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  99. ▌
    Think Tank 2 · michaelschecht bundle
    Run a Virtual Think Tank — a structured multi-persona debate — before planning or making architectural/design/strategic decisions. Use this skill whenever the user is about to plan a system, make a technology choice, evaluate trade-offs, decide on an approach, or faces any decision where multiple perspectives would sharpen the outcome. Also trigger when the user says "think tank", "debate this", "perspectives on", "trade-offs", "should I use X or Y", "help me decide", "before we plan", or asks for pros/cons of competing approaches. This skill should run BEFORE any implementation planning begins — it produces a structured analysis that feeds into better plans.
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  100. ▌
    Mlops Handoff 2 · michaelschecht
    Create deployment-ready handoff docs: model card, inference contract, and monitoring requirements. Use when: (1) transferring from DS to engineering, (2) defining SLIs/SLOs, (3) documenting retraining triggers. NOT for: directly provisioning cloud infra.
    0 repo stars