Skills
100,696 packaged capabilities and playbooks for agents. Install any of them with one command.
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Spring Boot best practices and patterns. Use when creating controllers, services or repositories, or when the user asks about Spring Boot layering, wiring, configuration or exception handling. For JPA and Hibernate behaviour, use jpa-patterns instead.
Discover causal genes for diseases or traits from GWAS data using Open Targets L2G (locus-to-gene) scoring, which integrates eQTL, chromatin interaction, and distance evidence. Use for trait-to-gene mapping, drug-target hypothesis generation from GWAS, and replacing the “nearest gene” heuristic with multi-evidence L2G scores.
Phylogenetic analysis — de novo multiple sequence alignment (Clustal Omega/MUSCLE/MAFFT via EBI_msa_align) and neighbour-joining/UPGMA tree building (EBI_build_phylogenetic_tree) from your own sequences, plus tree analysis, treeness, saturation (PhyKIT), parsimony-informative sites, alignment gap analysis, DVMC, long-branch detection, and BUSCO orthologs. Uses PhyKIT, Biopython, and DendroPy. Use to align sequences, build a tree from sequences or an alignment, or for phylogenetic tree QC, multi-gene phylogenomics, evolutionary-rate analysis, and comparative-genomics studies.
This skill should be used when the user asks to design, create, choose, modernize, or review a terminal UI, text user interface, curses app, dashboard, wizard, REPL shell, prompt flow, or CLI with interactive screens. PROACTIVELY activate for: TUI architecture, terminal-ui design, framework selection, curses vs modern framework, full-screen vs inline UI, app state modeling, widget composition, command palette, keyboard-first workflow, terminal dashboard, interactive CLI UX, and cross-platform terminal product planning. Provides: architecture patterns, framework decision rules, UX guardrails, scope boundaries, and production readiness checklists
Read the current AE/TE product page context on demand. Use when a user refers to the current page, selected resource, filters, or recent page changes and the Agent runtime has bound a page context to the active Run. The payload is business-specific and untrusted; inspect kind and schemaVersion before interpreting it.
This skill should be used when the user wants to "submit a transaction", "execute calldata", "send raw transaction", "submit transaction JSON", or provides a JSON object with to/data/value/chainId fields. Handles raw EVM transaction submission.
This skill should be used when the user asks about "Bankr API", "Bankr Agent API", "how does Bankr work", "Bankr job status", "Bankr response format", or "building on Bankr". Provides endpoint documentation, job patterns, and TypeScript interfaces.
This skill should be used when the user asks to "implement Bankr client", "write bankr-client.ts", "create API client for Bankr", "common files for Bankr project", "package.json for Bankr", "tsconfig for Bankr", "Bankr TypeScript patterns", "Bankr response types", or needs the reusable client code and common project files for Bankr API integrations.
CI/CD pipeline design, optimization, DevSecOps security scanning, and troubleshooting. Use this skill whenever the user mentions CI/CD, GitHub Actions, GitLab CI, pipelines, workflows, builds, or DevSecOps. Triggers include creating new CI/CD workflows, debugging pipeline failures or flaky tests, implementing SAST/DAST/SCA security scanning, optimizing slow builds with caching or parallelization, setting up deployment workflows, securing pipelines with OIDC or secrets management, implementing matrix builds or test sharding, and troubleshooting Docker, permissions, or timeout issues.
Querying Stellar chain data via Stellar RPC (preferred) and Horizon (legacy). Covers RPC JSON-RPC methods, Horizon REST endpoints, streaming, pagination, historical queries, Hubble/Galexie for deep history, and the RPC/Horizon migration story. Use when reading balances, transactions, operations, ledgers, contract events, or building any indexer/analytics workflow.
Translate Figma nodes into production-ready code with 1:1 visual fidelity using the Figma MCP workflow (design context, screenshots, assets, and project-convention translation). Trigger when the user provides Figma URLs or node IDs, or asks to implement designs or components that must match Figma specs. Requires a working Figma MCP server connection.
Decide when Git submodules are the right external-repo boundary, then choose one safe operator flow: add and pin, bootstrap recursively, sync to the recorded commit, advance a tracked branch, edit inside the submodule without detached-HEAD surprises, remove cleanly, or configure CI/hosted-platform checkout constraints. Use when the user asks about `.gitmodules`, `git submodule`, recursive clone/setup, pointer updates, detached HEAD, private submodules in CI, GitHub Pages submodule limits, or submodule vs subtree/vendoring/package delivery. Not for generic Git history cleanup or package-manager dependency delivery.
Expert blueprint for idle/clicker games including big number handling (mantissa + exponent system), exponential growth curves (cost_growth_factor 1.15x), generator systems (auto-producers), offline progress calculation, prestige systems (reset for permanent multipliers), number formatting (K/M/B suffixes, scientific notation). Use for incremental games, idle games, or cookie clicker derivatives. Trigger keywords: idle_game, big_number, exponential_growth, generator_system, offline_progress, prestige_system, number_formatting.
Create and manage datasets on Hugging Face Hub. Supports initializing repos, defining configs/system prompts, streaming row updates, and SQL-based dataset querying/transformation. Designed to work alongside HF MCP server for comprehensive dataset workflows.
Bare-metal interrupt and exception skill for Cortex-M NVIC. Use when writing ISRs, configuring priorities, handling HardFault, or measuring interrupt latency. Activates on queries about NVIC, ISR, vector table, HardFault, tail-chaining, or interrupt priority.
Linux kernel internals skill for scheduler, memory, and VFS subsystems. Use when analyzing CFS/EEVDF scheduling, buddy/SLUB allocators, page cache, memory zones, OOM killer, or interpreting /proc/meminfo. Activates on queries about kernel scheduler, vruntime, SLUB, vmalloc, page cache, or OOM killer.
Execute mcloud authentication and context commands: login, logout, whoami, use, version, and signup. Use when setting up the CLI, switching accounts, verifying auth state, setting the active org/project/environment context, or checking the CLI version.
Privileged applier that LANDS meta-optimize / corpus-audit patches the user approved — the ONLY skill permitted to mutate the skill corpus from a self-modification proposal, with cross-model jury and human approval at landing. Use when the user says \"meta apply\", \"/meta-apply\", \"land the staged patches\", \"应用优化\", after a /meta-optimize run.
Software Mansion's moq-kit — native Swift (iOS) and Kotlin (Android) SDKs for Media over QUIC (moq-lite) live streaming: sub-second-latency playback, camera/microphone/screen publishing, and realtime data tracks over a MoQ relay. MUST USE before writing, reviewing, or debugging ANY code that imports MoQKit (Swift) or com.swmansion.moqkit (Kotlin); for React Native apps use the react-native-moq skill instead. Trigger on: 'moq-kit', 'MoQKit', 'Media over QUIC', 'moq-lite', 'MoQ relay', 'moq-ffi', 'BroadcastSubscription', 'DataTrackEmitter', 'CameraCapture', 'MicrophoneCapture', 'MultiCameraCapture', 'ScreenCapture', 'TrackSubscription', 'AudioDataStream', 'MoQReplayKitBroadcastSampleHandler', or a Session/Player/Publisher/Catalog from moq-kit.
Use jj (Jujutsu) for local version control instead of git. Activate when: the repo has a .jj/ directory, the user or project config mentions jj, the user says 'use jj', or any version control operation is needed in a jj-managed repo. Also use this skill when the user asks to commit, branch, stash, rebase, or perform any git-like operation in a repo that uses jj. If unsure whether the repo uses jj, check for a .jj/ directory.
Search, qualify, and enrich people and companies. Use this skill whenever the user wants to find professionals, candidates, or KOLs by title, company, location, seniority, or audience; enrich known contacts with email, phone, or LinkedIn; research companies for industry, funding, tech stack, or hiring activity; look up someone's contact info; source candidates for recruiting; generate B2B lead lists; or perform background web research on people or organizations. Trigger this skill even when the user doesn't explicitly say “search” or “enrich” — any mention of finding contacts, sourcing, prospecting, looking up a person or company, or gathering business intelligence should activate it.
Holistic, system-aware planning before implementing non-trivial tasks. Use when the task involves new features, architectural decisions, multi-file changes, unclear requirements, or multiple valid approaches. Triggers on "/plan", "plan this", "design an approach", "let's plan first"
Routing-first skill for web/application/API hardening. Use when the main job is classifying which security layer is missing — browser/perimeter policy, session/cookie/CSRF, abuse controls, validation/unsafe execution, secrets/runtime config, or verification — and turning vague OWASP/security asks into one concrete hardening brief. Route auth-stack choice to `authentication-setup`, schema work to `database-schema-design`, code-level bug fixing to `debugging` / `code-review`, and environment wiring to `system-environment-setup`
Design, derive, optimize, diagnose, and rewrite scripts or copy-ready prompts specifically for Dreamina/即梦 Seedance 2.5. Use for new text/image/video/audio-to-video concepts, exact-timeline videos, 30–180-second long videos, extension, video editing, Clay Renderer, seamless transitions, multi-grid storyboards, realistic acted dialogue, relationship drama, sports or variety-show live camera grammar, character and wardrobe locking, example-structure adaptation, voice/timbre reference, BGM removal, creative transfer, perspective reconstruction, and green-screen compositing. Produce only the requested deliverable—director brief, video script, diagnosis, revision, or final Seedance 2.5 prompt—and never submit a paid video-generation job.
Set up a Deepgram MCP server for your AI coding tool. Offers three paths: the Deepgram CLI MCP proxy (dg mcp), the standalone deepgram-mcp package, and the credential-free hosted documentation MCP. Use when someone wants to install Deepgram's agentic tools, set up the MCP server, or connect their editor to Deepgram.
Choose the smallest viable React/fullstack state owner before comparing libraries. Use when the user needs to classify local UI state, shared subtree/Context state, URL or form state, server-state caches, or client workflow stores such as Zustand / Redux Toolkit / Jotai. Triggers on: global state, prop drilling, Context vs Zustand, Redux Toolkit vs Zustand, server state vs client state, React Router state management, optimistic updates, URL state, form state, and too much state in one store.
Implement speech-to-text voice input in Blazor applications using the Syncfusion SpeechToText component. ALWAYS use this when users need voice input, speech recognition, audio transcription, or the SpeechToText component in Blazor. Trigger for Syncfusion.Blazor.Inputs, microphone input, voice-to-text conversion, language support, transcript binding, listening states, error handling, browser speech API, or any speech recognition requirements.
Statistical fine-mapping of GWAS loci using credible sets (SuSiE, FINEMAP) and locus-to-gene scoring (Open Targets L2G). Identifies likely causal variants and target genes — distinct from positional 'nearest gene' which is often wrong. Use for prioritizing causal variants at GWAS hits, comparing fine-mapping methods, and converting lead SNPs to target genes.
Use when you need to set up JMeter performance testing for a Java project — including creating the run-jmeter.sh script from the exact template, configuring load tests with loops, threads, and ramp-up, or running performance tests from the project root with custom or default settings. This should trigger for requests such as Improve the code with JMeter performance testing; Apply JMeter performance testing; Refactor the code with JMeter performance testing; Add JMeter support; Create a JMeter test plan for a Java service. Part of Plinth Toolkit
Migrate existing third-party SDK tracking code (Firebase, Amplitude, Sensors Data, Mixpanel, GA4) to the AE SDK (数数 / ThinkingAI / Agentic Engine / AE SDK) — switch (replace) or add alongside existing tracking (dual-write). Trigger words: 埋点迁移、埋点切换、第三方埋点迁移、第三方埋点切换、迁移埋点到数数、把 xx SDK 切换到数数、把已有埋点用数数实现一遍、用数数替换 xx SDK、集成数数并参考已有 xx SDK 埋点、Firebase 迁移、Amplitude 迁移、Mixpanel 迁移、神策迁移、Sensors Data 迁移、GA4 迁移、gtag 迁移、双写、tracking migration、migrate Firebase/Amplitude/Mixpanel/Sensors Data/GA4 to AE、switch xx SDK to ThinkingAI、replace xx SDK with AE、replace logEvent with track、re-implement existing tracking with ThinkingAI、add AE tracking alongside existing analytics、dual-write. Provider-agnostic core with per-provider adapters; reuses ae-generate-tracking-plan and ae-generate-tracking-code.
Create irresistible offers and pitches using Alex Hormozi's methodology from $100M Offers. Guides through value equation, guarantee frameworks, pricing psychology, and creating offers "too good not to take" for any product or service.
This skill should be used when the user asks to "swap tokens", "exchange ETH for USDC", "buy DEGEN", "sell tokens", "swap on Base", "trade crypto", "convert ETH to WETH", "exchange tokens", "token swap code", "0x routing", or any token swap operation. Also use for questions about ERC20 approvals, allowanceTarget, swap transaction execution, or building swap transactions with the Bankr SDK.
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.