Skills
99,064 packaged capabilities and playbooks for agents. Install any of them with one command.
Development
Create, view, update, and manage GitLab issues. Use when working with issue tracking, bug reports, feature requests, or task management. Operations include creating issues, listing with filters, viewing details, adding comments/notes, updating labels/assignees/milestones, closing/reopening, and board management. Triggers on issue, bug, task, ticket, feature request, list issues, create issue.
Full-history Godot version migration hub. Use when upgrading any Godot project toward the library target (currently 4.7)—from 1.x/2.x legacy eras through 3→4 and hop-by-hop 4.x minors—or finding Domain Skill-scoped migration notes. Trigger keywords: upgrade Godot, migrate Godot version, Godot 3 to 4, Godot 2 to 3, upgrading_to_godot, version migration, breaking changes, convert-3to4, TileMapLayer, AnimationMixer, engine.cfg, project.godot.
Orchestrator for the Hostinger Headless build flow — build and deploy a real website on the user's Hostinger account from a single prompt that names a domain. Holds the stage flow and the state contract, and drives each stage in sequence: connect, check state, refine, provision, content model, design, frontend, validate, deploy, done. Triggers: build a headless site for <domain>, build me a site, create a website, make me a website, deploy this to Hostinger, host this on Hostinger, connect this project to Hostinger.
Generate or update infographic Structure components for this repo (TypeScript/TSX in src/designs/structures). Use when asked to design, implement, or modify structure layouts (list/compare/sequence/hierarchy/relation/geo/chart), including layout logic, component composition, and registration.
Use when the user wants to migrate code that calls OpenAI, Gemini/Google AI, or the Anthropic API to Amazon Bedrock — a pure model/SDK rewrite. End-to-end: assesses the codebase, then rewrites SDK calls, evaluates output quality against Bedrock, and delivers a ready-to-merge git branch. Not for: agent runtime selection, agentic architecture decisions, or agent migration planning — use agent-advisor for those. Not for standalone Bedrock cost estimates or infrastructure-only migration. REQUIRES the gcp-to-aws skill installed alongside this one — Assess is delegated entirely to it via a cross-skill invocation, with no standalone fallback if gcp-to-aws is absent.
Reconcile the in-memory code graph (wiki substrate) with the actual codebase. In --touched mode, re-summarizes only files touched by a completed plan (a low-cost post-plan gate). In --sweep mode, walks the entire repo and patches drift from out-of-band edits. Drift is accepted between gates; this skill is the only place where the code graph is reconciled with the repo tree.
Use when a project has a components.json from marko-ui, or when installing, using, editing, or debugging marko-ui components (shadcn-style components for Marko 6 backed by Zag.js) — finding a component, reading its API, adding it with the marko-ui CLI, fixing a component that renders but misbehaves, or setting marko-ui up in a new project. Not for general Marko 6 syntax (see marko6) or routing (see marko-run).
Meilisearch — fast, open-source search engine with typo tolerance, faceted search, and AI-powered hybrid search. Use when building with Meilisearch or asking about its index configuration, search parameters, filters, facets, API keys, geosearch, ranking rules, or integration with JavaScript/TypeScript clients. Fetch live documentation for up-to-date details.
Migrating a JavaScript codebase to TypeScript — converting .js files to .ts, adding types to existing JS, or tightening a loosely-typed TS project toward strict mode. Covers tsconfig and allowJs strategy, incremental strict-flag ratcheting (noImplicitAny, strictNullChecks, noUncheckedIndexedAccess), typing public surfaces, replacing `any` and unsafe casts with `unknown` and narrowing, validating runtime boundaries (JSON, env, API responses), converting CommonJS to ESM and prototypes to classes, and the build/CI changes a migration needs. Trigger even when the user only says "add types", "turn on strict mode", or "convert this file to TypeScript", and especially on a mixed JS/TS repo. Distinct from general TypeScript refactoring — this is the migration act itself, performed file by file while keeping the build green.
Use this skill to author new custom Jetpack Compose modifiers and migrate legacy ones from Modifier.composed { } to Modifier.Node + ModifierNodeElement<T>. Covers the persistent-node lifecycle (onAttach, onDetach, onReset, coroutineScope), the specialized node interfaces (DrawModifierNode, LayoutModifierNode, SemanticsModifierNode, PointerInputModifierNode, CompositionLocalConsumerModifierNode, LayoutAwareModifierNode, GlobalPositionAwareModifierNode, ObserverModifierNode, DelegatingNode, TraversableNode), why ModifierNodeElement MUST be a data class for diffing, and the manual-invalidation knobs (invalidateDraw, invalidateMeasurement, invalidatePlacement, shouldAutoInvalidate). Use when the developer mentions Modifier.composed, custom modifier, ModifierNodeElement, Modifier.Node, "rewriting our drawBehind helper", node lifecycle, or sees Modifier.composed { } in a code review.
Scaffolds URL-state filters for a Next.js page — typed `searchParams.ts` parser map and a `<Filters />` client component backed by `useQueryStates`. From a single JSON spec, generates four files in lockstep — client parser map, server loader/cache/serializer, client component, and Vitest test — all sharing the same parser definitions per the nuqs Standard Schema pattern. Trigger even when the user only says "add filters to /search" or "I need a typed query string for this page" — both are exactly this skill's job.
Optimizes Python library performance through profiling (cProfile, PyInstrument), memory analysis (memray, tracemalloc), benchmarking (pytest-benchmark), and optimization strategies. Use when analyzing performance bottlenecks, finding memory leaks, or setting up performance regression testing.
Use this skill to diagnose and fix Jetpack Compose Modifier ordering bugs — wrong paint region for background, wrong click area for clickable, wrong clipping for clip, wrong measurement for padding/size, surprising graphicsLayer scope. Covers the wrap-the-next-modifier mental model, the canonical pitfalls (padding vs background, clickable placement, clip before background, graphicsLayer placement), and why hoisting an entire Modifier chain via remember { Modifier.… } is rarely a real perf win because Compose already interns identical chains. Use when the developer asks "why does the click area extend past the visible button", "why is my background painted in the wrong place", "does Modifier order matter", "should I cache my Modifier chain", or reviews a diff that reorders modifiers.
Create high-quality README and system documentation for software projects. Use when you need to: (1) Write or update project README documentation, (2) Add system operation principle flowcharts using Mermaid, (3) Write detailed step-by-step usage instructions, (4) Organize and optimize configuration descriptions (environment variables, config files), (5) Make documentation more user-friendly and easier to understand. Applicable to open-source projects, internal tools, API services, and any project requiring improved documentation.
Create, modify, test, or package Python provider adapters under python/providers, including framework-specific dependencies, public imports, type inference, and provider metadata. Use for Python provider work only; use python-sdk for core SDK changes.
Handle Python SDK release, build, bump, packaging metadata, PyPI client pin, uv.lock, nox/build workflow, and publish verification changes. Use for Python release process work or dependency pin bumps; do not use for ordinary Python feature implementation.
Implement or modify Python SDK behavior under python/composio, including tools, toolkits, sessions, auth configs, connected accounts, client integration, and shared Python models. Use for Python core runtime/API work; pair with python-testing and cross-sdk-parity when TypeScript must match.
Use after /audit resolved the RV ledger and wrote the reconciliation brief — you are the sole explicit writer of reconciled truth. Consume the RV + brief, write changes through two surfaces (direct edit for per-slice artefacts, REV for governance/spec), and hand off a resolved outcome to /close. Routed to from /audit.
Configures Simulink simulations non-destructively using SimulationInput objects — parameter overrides without modifying the model, batch sweeps via parsim, custom input signals via Dataset, and simulation data retrieval via logsout. Use when running sim()/parsim() with setVariable, setBlockParameter, setExternalInput, or when performing parameter sweeps and multi-run analysis. Not needed for one-shot simulations without configuration.
AI-powered comprehensive codebase documentation generator. Analyzes project structure, identifies architecture patterns, creates C4 model diagrams, and generates professional technical documentation. Use when users need to document codebases, understand software architecture, create technical specs, or generate developer guides. Supports all programming languages. Alternative to Litho/deepwiki-rs that uses Claude Code subscription without external API costs.
Build integrations with Snippe (api.snippe.sh), a Tanzania payment processing API. Use this skill whenever the user mentions Snippe, is working on payment integrations for Tanzania (mobile money via M-Pesa, Airtel Money, Mixx by Yas, Halotel; credit/debit cards via Visa/Mastercard; dynamic QR codes), needs to accept TZS payments, sends payouts to Tanzanian mobile wallets or banks (CRDB, NMB, NBC, ABSA, Equity, KCB, Stanbic, etc.), verifies Snippe webhooks, or handles Snippe errors and idempotency. Covers the v2026-01-25 API — authentication, payments, hosted checkout sessions, disbursements, webhooks, and error handling.
Svelte 5 Runes reactivity system skill. Use when the user needs to work with runes such as $state/$derived/$effect/$props/$bindable/$inspect/$host, or understand the difference between Svelte 5 explicit reactivity and Svelte 4 implicit reactivity.
Full-process development orchestration for Ascend Triton operators. Use when users need to develop a Triton operator from scratch, follow an end-to-end development process, or are unsure which sub-skill to use. Automatically orchestrates: environment setup → requirements design → code generation → static review → accuracy validation → performance evaluation → performance optimization. Keywords: full process, development orchestration, end-to-end, workflow orchestration.
Write, debug, and optimize Triton and Gluon GPU kernels from local upstream tutorials, production kernels, language definitions, and compiler source. Use when the task explicitly involves triton.jit, triton.language, tl.*, Gluon, TensorDescriptor, Triton autotune, TritonGPU/MLIR lowering, triton_kernels, or converting a CUDA kernel to Triton. Use cuda-skill for raw CUDA/PTX and NVIDIA architecture facts, and cutlass-skill for CUTLASS, CuTe, or CuTeDSL work.
Typecast TTS API expert agent. Provides API key setup, code samples (Python, JavaScript, cURL), Quick Voice Cloning guidance, error troubleshooting, and plan comparison. Use for "Typecast API", "TTS integration", "voice cloning", "quick cloning", "text-to-speech API" questions.
Stand up a self-hostable, typo-tolerant search environment with Typesense — the open-source Algolia / ElasticSearch alternative (single C++ binary, <50ms instant search, no runtime deps). One routing-first skill: pick a server mode (binary download, official Docker image, or managed Typesense Cloud), install an API client (Python/JS/PHP/Ruby official; Go/Dart/C# community), design a collection schema, index documents, and run searches with typo tolerance, faceting/filtering, geo-search, sorting, grouping, synonyms, curation, scoped API keys, and federated multi-search — then wire an InstantSearch.js UI and a Raft-based HA cluster for production. Use when the user wants to build or operate an installable search backend, add site/app/product search, or migrate off Algolia/Elasticsearch. Triggers on: typesense, search engine, typo-tolerant search, algolia alternative, elasticsearch alternative, instantsearch, faceted search, geo search, vector search, self-hosted search, site search, product search.
Handle Venice API errors correctly. Covers the error body shapes (StandardError, DetailedError with validation details/issues, OpenAI-style context_length_exceeded, upstream provider rejections with request_id including TypeSafe/FastAPI validation errors, ContentViolationError, ProviderContentPolicyError, PayloadTooLargeError, the two x402 402 bodies), every meaningful status code (400-504, including 410 for retired endpoints and 403 for modelPrivacy, region, and ipAllowlist), the three families of rate-limit headers, the per-key error budget (FAILED_REQUESTS / UNSUPPORTED_FEATURE_REQUESTS), Retry-After on overloaded models, SSE stream errors, and a backoff strategy that won't trip the error budget.
Use when writing, reviewing, or debugging code that imports @vueuse/motion (v-motion directive, Motion/MotionGroup components, useMotion, useSpring, presets, Nuxt module). Gives correct v3.x API usage, variants and transition syntax, SSR behavior, and setup for Vue 3 and Nuxt 3.
WordPress development workflow covering theme development, plugin creation, WooCommerce integration, performance optimization, and security hardening. Includes WordPress 7.0 features: Real-Time Collaboration, AI Connectors, Abilities API, DataViews, and PHP-only blocks.
Integrate with external APIs using REST clients, webhook consumers, SDK wrappers, and polling patterns with proper authentication, error handling, and retry logic. Use when the user requests api integration or provides relevant inputs for this workflow.
Complete toolkit for Huawei Ascend NPU model conversion and end-to-end inference adaptation. Workflow 1 auto-discovers input shapes and parameters from user source code. Workflow 2 exports PyTorch models to ONNX. Workflow 3 converts ONNX to .om via ATC with multi-CANN version support. Workflow 4 adapts the user's full inference pipeline (preprocessing + model + postprocessing) to run end-to-end on NPU. Workflow 5 verifies precision between ONNX and OM outputs. Workflow 6 generates a reproducible README. Supports any standard PyTorch/ONNX model. Use when converting, testing, or deploying models on Ascend AI processors.
Automates macOS apps via Apple Events using AppleScript (discovery), JXA (legacy), and PyXA (modern Python). Use when asked to "automate Mac apps", "write AppleScript", "JXA scripting", "osascript automation", or "PyXA Python automation". Foundation skill for all macOS app automation.
Implement background state persistence for Even Hub G2 plugins — automatically analyzes existing plugin code, identifies state that needs to survive background/foreground transitions, and inserts setBackgroundState + onBackgroundRestore calls. Use when a plugin loses state after the phone goes to the background and returns.
Use when creating or changing a Bagisto storefront theme — a theme package, shop layouts, Blade component overrides, or the Vite asset pipeline for the customer-facing side. Trigger phrases include "shop theme", "storefront theme", "shop layout", "theme package", "vite", "tailwind", "publish views", "custom layout".
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.
