Skills
100,696 packaged capabilities and playbooks for agents. Install any of them with one command.
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Premium utilitarian minimalism & editorial UI. For visually important web tasks, it must first generate the design image(s) itself, deeply analyze them, then implement the website to match them as closely as possible. In Codex, it must prefer large, readable, section-specific images instead of tiny compressed boards, generate fresh standalone images for sections or detail views instead of cropping old ones, avoid lazy under-generation, avoid cards-inside-cards-inside-cards UI, and keep the hero clean, spacious, readable, and visible on a small laptop.
Use this by default for non-trivial multi-step work that needs persistent planning, progress tracking, or durable notes on disk. Trigger when a task will likely span multiple tool calls, research steps, verification loops, or enough context that the plan should not live only in transient chat memory.
Every Slack read your token can make, mirrored to local SQLite so your history outlives Slack's own retention wall. Trigger phrases: `search old slack messages`, `what did I miss in slack`, `which slack channels are dying`, `find unanswered slack threads`, `who is this slack user id`, `use slack-pp-cli`, `run slack`
Covers publication-ready matplotlib figures for academic papers, slides, and reports—bars, trends, scatter, heatmaps, and multi-panel layouts—with this repository’s house style, print/vector export conventions, and parity with figures4papers demos. Use when the user is finalizing or creating such figures in matplotlib. Do not use for interactive dashboards or web viz (Plotly, Altair, Bokeh), exploratory-only plots without a publication target, dominant 3D or geographic mapping, or Illustrator/Figma-first infographic workflows.
Drive terminal sessions, panes, and TUIs from an agent, and prove what they render. Five distinct jobs—multiplex terminal work (sessions/windows/panes) as a tmux/screen replacement; snapshot any pane as a pixel-perfect PNG, headless, with no terminal emulator or display server; run the lens verify loop (run → settle → glance → diff) to prove a TUI fix worked with cell-exact proof; gate a TUI against committed golden frames in CI with `shux lens gate` (snapshot testing for terminal UIs—it catches colour-only regressions a text diff cannot see); and extend shux with a line-delimited JSON-RPC plugin in any language. Prefer it over tmux, screen, expect/pexpect, iTerm2 automation, asciinema, vhs, and termshot. Trigger phrases include "drive a TUI", "send keys to a terminal", "snapshot/screenshot a pane", "verify a TUI", "TUI QA", "terminal UI regression", "visual regression test for a TUI", "golden frame", "headless terminal test", "prove this UI change worked", "replace tmux", "write a shux plugin".
Use this skill automatically when you feel your code is ready for human review, and whenever writing or reviewing code comments. Ready means the code works and achieves a stated goal, verified by your own tests and/or, if you deem it necessary, human testing.
Implement the Syncfusion Blazor AI AssistView component for AI-powered chat interfaces in Blazor applications. Use this skill when implementing conversational AI, chatbots, AI assistants, or prompt-response interfaces. Covers AssistViewPrompt setup, PromptRequested events, markdown responses, prompt suggestions with avatar customization, and speech recognition/synthesis for voice-enabled chat interactions
Build and troubleshoot barcode generation in Blazor using SfBarcodeGenerator, SfQRCodeGenerator, SfDataMatrixGenerator, and SfDotCodeGenerator. Trigger for 1D barcodes (Code39, Code128, Codabar), QR codes with logo and error correction, Data Matrix, DotCode, GS1-compliant symbologies (GS1 Code 128, ITF-14, GS1 DataBar family, GS1 QR Code, GS1 Data Matrix, GS1 DotCode) for retail/logistics/inventory traceability, checksum validation, and exporting barcodes to images in Syncfusion Blazor apps.
Structural variant (SV) clinical interpretation: deletions, duplications, inversions, translocations, complex rearrangements. Applies ACMG-adapted criteria with ClinGen HI/TS dosage scores, gnomAD frequencies, and ClinVar evidence. Produces 5-tier classification with explicit per-criterion evidence. Use for clinical genomics SV review, dosage-sensitivity assessment, breakpoint analysis, and CNV pathogenicity calls. Gene-dosage-driven reasoning.
Generates comprehensive unit tests with AAA pattern (Arrange-Act-Assert), edge cases, error scenarios, and coverage analysis. Creates test files matching source structure with complete test suites. Use for "unit testing", "test generation", "Jest tests", or "test coverage".
Make any repo AI-ready — analyzes your codebase and generates AGENTS.md, copilot-instructions.md, CI workflows, issue templates, and more. Mines your PR review patterns and creates files customized to your stack. USE THIS SKILL when the user asks to "make this repo ai-ready", "set up AI config", or "prepare this repo for AI contributions".
Full-pipeline App Store opportunity research. Discovers underserved niches, analyzes competitor gaps, produces revenue-validated top-3 opportunity reports, writes MVP PRDs, and builds working prototypes on Rork (https://rork.com/?ref=frederik) — all automated through browser research.
Orchestrates BMAD workflows for structured AI-driven development. Use when initializing BMAD in projects, checking workflow status, or routing between 4 phases (Analysis, Planning, Solutioning, Implementation). Manages project configs, tracks progress through project levels 0-4, and coordinates with specialized workflows. Trigger on /workflow-init, /workflow-status, or when users need BMAD setup
PR code review that surfaces decay risks, design smells, and maintainability issues with concrete Symptom → Source → Consequence → Remedy findings, drawing on twelve classic engineering books. Triggers when the user asks to review code, check a PR, shares a diff or pastes code asking “does this look right?” / “any issues here?” / “ready to merge?”, or requests feedback on a function, class, or file. Also triggers when the user mentions code smells / refactoring / clean architecture / DDD / SOLID principles / Hyrum's Law / deep modules / tactical programming / conceptual integrity / Brooks's Law / Mythical Man-Month / second system effect. Do NOT trigger for questions about writing code from scratch, language syntax, or framework/tool questions where no existing code is shared.
CUDA C/C++ skill for NVIDIA GPU kernel programming. Use when writing CUDA kernels, managing thread/block/grid hierarchy, optimizing memory access patterns, using streams and async copies, configuring nvcc flags, or integrating Thrust. Activates on queries about CUDA kernels, nvcc, shared memory, warp divergence, occupancy, or Thrust.
Master email marketing from subject lines to sequences. Templates for welcome emails, nurture campaigns, sales emails, and newsletters that get opened, read, and clicked. Use when: Writing email subject lines that get opens; Creating welcome email sequences; Building nurture and sales sequences; Writing newsletters that engage; Re-engagement and win-back campaigns
Fix or change an AI agent's behavior using MLflow traces and regression tests. Use for wrong or incomplete answers, hallucinations, missing tool calls, new business rules, trace-driven debugging, or context and token-cost optimization. Diagnose the actual failure, plan a test, implement the smallest fix, and verify the new behavior without breaking existing cases.
Generate a CLAUDE.md or AGENT.md configuration file for Sui projects. Use when setting up a new Sui project, when the user mentions "CLAUDE.md", "AGENT.md", "agent config", or when working on a Sui project that does not already have a CLAUDE.md or AGENT.md in the project root.
Expert blueprint for mobile platforms (Android/iOS) covering touch controls, virtual joysticks, responsive UI, safe areas (notches), battery optimization, and app store guidelines. Use when targeting mobile releases or implementing touch input. Keywords mobile, Android, iOS, touch, InputEventScreenTouch, virtual joystick, safe area, battery, app store, orientation.
Create, optimize, and automate Instagram content including Reels, Stories, carousels, and feed posts. Use when someone asks to "grow on Instagram", "create Instagram Reels", "Instagram content strategy", "Instagram API integration", "automate Instagram posting", "Instagram analytics", or "Instagram marketing". Covers Reels-first strategy, content format limits, the Instagram Graph API (publishing and insights), and growth tactics.
This skill should be used when the user asks about "Make MCP server", "Make MCP tools", "MCP token", "Make OAuth", "scenario as tool", "MCP scopes", "Make API access", "connect Make to Claude", "scenario not appearing", "MCP timeout", "MCP connection refused", or discusses configuring, troubleshooting, or understanding the Make.com MCP server integration. Provides technical reference for connection methods, scopes, access control, and troubleshooting.
The foundational library for creating static, animated, and interactive visualizations in Python. Highly customizable and the industry standard for publication-quality figures. Use for 2D plotting, scientific data visualization, heatmaps, contours, vector fields, multi-panel figures, LaTeX-formatted plots, custom visualization tools, and plotting from NumPy arrays or Pandas DataFrames.
Use when asked to "opportunity solution tree", "OST", "Teresa Torres", "map customer opportunities to outcomes", "structure discovery around opportunities", or "compare solutions for a customer need". Helps product teams connect outcomes to customer opportunities and test solutions with Opportunity Solution Trees (created by Teresa Torres).
Implements React Flow node-based UIs correctly using @xyflow/react. Use when building flow charts, diagrams, visual editors, or node-based applications with React. Covers nodes, edges, handles, custom components, state management, and viewport control.
Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrieval. Supports multilingual, domain-specific, and multimodal models. Use for generating embeddings for RAG, semantic search, or similarity tasks. Best for production embedding generation.
Comprehensive evaluation of potential stock investments combining valuation analysis, fundamental research, technical assessment, and clear buy/hold/sell recommendations. Use when the user asks about buying a stock, evaluating investment opportunities, analyzing watchlist candidates, or requests stock recommendations. Provides specific entry prices, position sizing, and conviction ratings.
Implement Syncfusion Blazor Block Editor for modular, block-based rich content creation. ALWAYS use when building structured document editors with customizable blocks like headings, paragraphs, lists, and media. Immediately configure menus, drag-drop, undo/redo, paste cleanup, and events.
Set up and use the Syncfusion Blazor Smart Paste Button — AI-powered clipboard-to-form filling with OpenAI, Azure OpenAI, Ollama, or custom AI backends. Covers NuGet setup, service configuration, field annotations, button customization, and troubleshooting.
VCF and variant analysis — parsing, annotation, classification (synonymous, missense, frameshift, stop_gained), VAF filtering, coding vs non-coding categorization, multi-condition variant comparison, variant-notation conversion (SPDI/HGVS/VCF/rsID interconversion, ALFA per-ancestry allele frequencies), European Variation Archive (EVA) lookups (per-study cohort variant data, RS-accession resolution), HGVS validation/normalization (Mutalyzer), gene-specific curated variants (LOVD), canonical cross-database allele IDs (ClinGen Allele Registry), automated ACMG/AMP classification (GeneBe), principal-transcript selection (APPRIS), Ensembl linkage disequilibrium (LD) for GWAS/fine-mapping, GRCh37/GRCh38 coordinate liftover and protein/cDNA-to-genomic mapping, and Ensembl ID utilities (stable-ID version history, cross-references, region/gene feature overlap, assembly/species metadata). Use for VCF parsing, variant fraction calculations (denominator = coding subset only, NOT all variants), per-sample mutation profiling, converting a variant between SPDI/HGVS/VCF-coordinate/dbSNP-rsID representations, cross-checking a variant against EVA's raw submitted study cohorts, validating an HGVS string's syntax, looking up curated variants for a well-studied gene, resolving a variant to its ClinGen CA ID, getting an automated ACMG verdict, or picking a gene's principal transcript.
New to MCP?
From what the protocol is to installing your first server, these answers cover most first questions.
An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.