Skills
98,873 packaged capabilities and playbooks for agents. Install any of them with one command.
All
Create or regenerate a repository's own development container with devcontainer-kit — .devcontainer/devcontainer.json, docker/local/<service>/Dockerfile (official runtime image pinned by digest, DeepWorkPlan Vim, Herdr, coding agents through agentkit), docker/local/docker-compose.yaml and dev.sh — then prove it with a real build. Use only when the user asks for a dev container, a devcontainer, a docker/local/<service>/Dockerfile or a `dev.sh up` container for a repository, or to regenerate or upgrade one made by devcontainer-kit. Do not use for production images, deployment, Kubernetes, CI runners, or merely because a repository contains a Dockerfile.
This skill should be used when cleaning up codebases that have accumulated dead code, redundant implementations, and orphaned artifacts — especially codebases maintained by coding agents. Triggers on "find dead code", "clean up unused code", "remove redundant code", "prune this codebase", "dead code sweep", "code cleanup", or when a codebase has gone through multiple agent-driven refactors and likely contains overlooked remnants. Systematically identifies cruft, categorizes findings, and removes confirmed dead code with user approval.
Use early when debugging a medium or hard bug, especially when tests alone may not reveal the real runtime failure. Trigger this before extended TDD iteration when a bug involves runtime state, ordering, persistence, streaming, concurrency, UI/manual reproduction, external services, or when a red or newly passing test may not model the real issue. Skip only when the root cause is already directly proven by a stack trace or deterministic test that exercises the real runtime path.
Use when writing or reviewing Python code in this repo that calls Deepgram Speech-to-Text v1 (`/v1/listen`) for prerecorded or live audio transcription. Covers `client.listen.v1.media.transcribe_url` / `transcribe_file` (REST) and `client.listen.v1.connect` (WebSocket). Use this skill for basic ASR; use `deepgram-python-audio-intelligence` for summarize/sentiment/topics/diarize overlays, `deepgram-python-conversational-stt` for turn-taking v2/Flux, and `deepgram-python-voice-agent` for full-duplex assistants. Triggers include "transcribe", "live transcription", "speech to text", "STT", "listen endpoint", "nova-3", "listen.v1".
Apply Gang of Four design patterns to solve architectural problems in TypeScript. Use when refactoring code architecture, implementing extensible systems, decoupling components, or following SOLID principles. Covers all 22 GoF patterns: Creational (Factory Method, Abstract Factory, Builder, Prototype, Singleton), Structural (Adapter, Bridge, Composite, Decorator, Facade, Flyweight, Proxy), and Behavioral (Chain of Responsibility, Command, Iterator, Mediator, Memento, Observer, State, Strategy, Template Method, Visitor).
Use when implementing procedural content generation, dungeon or map generation, procedural loot tables, world seeds, noise-based terrain, NPC behavior variation, or wave function collapse. Triggers: procedural, dungeon gen, map gen, loot table, world seed, noise, BSP, wave function collapse, randomization.
Multi-speaker dialogue audio creation with ElevenLabs and Dia TTS. Covers speaker tags, emotion control, pacing, conversation flow, and post-production. Use for: podcasts, audiobooks, explainers, character dialogue, conversational content. Triggers: dialogue audio, multi speaker, conversation audio, dia tts, two speakers, podcast audio, character voices, voice acting, dialogue generation, conversation tts, multi voice, speaker tags, dialogue recording, elevenlabs dialogue, eleven labs conversation
Dibbla CLI for scaffolding projects, deploying apps, managing apps/databases/secrets and multi-service `dibbla.yaml` manifests, authoring and operating workflows (slim YAML; `wf execute` sync/`--async`/`--follow`; `wf logs <runId>`, `wf runs list/output` for run monitoring), building Go workers via `github.com/dibbla-agents/sdk-go`, and running `dibbla-task.yaml` pipelines (`dibbla run`).
Inspect code diffs before opening a pull request or merging. This skill MUST be used when the user provides a code diff, pastes code changes, asks for a code or PR review, or when code is about to be submitted as a PR or merged. It MUST NOT be skipped solely because the diff is small. It SHOULD also be used before committing or handing back substantial or high-risk code changes. It MUST NOT be used when changes are limited to non-code content such as documentation, prose, images, or formatting. For small, low-risk self-changes, perform only a lightweight review without specialist dispatch. Checks requirement scope, correctness, security, compatibility, and test coverage. Triggers on: 幫我看程式 diff, 看一下程式改了什麼, review 程式碼, PR review, diff review, code review, 看看程式有沒有問題
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.
Production-grade Docker containerization for Python and Node.js applications. This skill should be used when users ask to containerize applications, create Dockerfiles, dockerize projects, or set up Docker Compose. Auto-detects project structure, analyzes .env for secrets, validates security, and generates tested Dockerfiles.
Convert Docker Compose files or installation docs into production-grade Sealos templates. Use when user has a docker-compose.yml and wants a Sealos or Kubernetes template, wants to migrate from Docker Compose to Sealos, needs to convert container orchestration configs to Sealos format, or mentions compose-to-template conversion. Also triggers on "/docker-to-sealos".
Use when writing or editing documentation and prose in a repository — READMEs, guides, tutorials, API reference, release notes, changelogs, and doc comments, in Markdown, reStructuredText, AsciiDoc, or plain text. Documentation must conform to the ISO 24495-1 Plain Language standard. This skill states that rule, gives the standard's four governing principles (relevant, findable, understandable, usable), sets out the plan, write, evaluate, and revise process, and gives a self-check to run before you save.
Use this skill for building end-to-end document processing workflows and pipelines using LandingAI ADE. Trigger when users need to: (1) Process batches of documents in parallel or async, (2) Build classify-then-extract pipelines for mixed document types, (3) Prepare parsed documents for RAG systems with chunking and vector DB ingestion, (4) Load extraction results into databases like Snowflake or export to CSV/DataFrames, (5) Visualize extraction results: draw bounding box overlays on pages, crop chunk images, or highlight/annotate specific words or phrases found in documents, (6) Build Streamlit or web UIs for document processing, (7) Find and highlight specific terms within document sections using word-level grounding (e.g. highlight "L2S" in the Introduction, redact PII, annotate extracted values on the original page). This skill complements the document-extraction skill which covers ADE SDK basics. Use document-extraction to write code that executes parse/extract/split operations with more precision and less cost than adding the document image to the prompt and asking the LLM to find the relevant info. Use document-workflows when composing those operations into pipelines, or when you need visualization, annotation, or word-level grounding on parsed documents.
Read and extract content from any web page using a real Chrome browser — including SPAs, JavaScript-rendered sites, and complex dynamic pages. Use when fetching page content that headless tools can't render, searching the web, or reading fully rendered pages via your own browser.
Build and sharpen a project's domain model and ubiquitous language. Use when discussing codebase or domain terminology, writing or editing `CONTEXT.md`, recording or editing an ADR, or when the user wants glossary, bounded-context, or terminology cleanup.
A specialized skill for ASP.NET Core integration testing. Use it when you need to test Web API endpoints, HTTP requests/responses, middleware, or dependency injection. Covers WebApplicationFactory, TestServer, HttpClient testing, in-memory database configuration and more. Make sure to use this skill whenever the user mentions ASP.NET Core integration testing, WebApplicationFactory, TestServer, HTTP endpoint testing, or middleware testing, even if they don't explicitly ask for integration testing guidance. Keywords: integration testing, web api testing, WebApplicationFactory, TestServer, HttpClient testing, controller testing, endpoint testing, RESTful API testing, Microsoft.AspNetCore.Mvc.Testing, CreateClient, ConfigureWebHost, AwesomeAssertions.Web, Be200Ok, Be404NotFound, middleware testing, dependency injection testing
Economics subject expertise for study notes, problem-solving, and explanations. Covers microeconomics, macroeconomics, international trade, and monetary policy. Provides diagrams, models, and economic analysis. Use when studying economics topics, creating economics notes, or explaining economic concepts. Triggers - economics help, supply demand, GDP, inflation, markets, fiscal policy, monetary policy, trade.
Build editable business PPTX decks in an editorial minimalist style — white background, Georgia serif titles, a single red accent bar, and full-height photo section dividers. Exports a real editable .pptx (native text boxes) from HTML slides. Use when the user asks for a business report / pitch deck / PPT / PPTX in this clean editorial or "photo-divider" style, or references this skill.
ElevenLabs multi-speaker dialogue generation - create conversations with different voices in a single audio file via inference.sh CLI. Capabilities: multi-voice dialogue, script-based generation, voice direction, conversation audio. Use for: podcasts, audiobooks, explainers, tutorials, character dialogue, video scripts. Triggers: elevenlabs dialogue, eleven labs dialogue, multi speaker, conversation audio, dialogue generation, text to dialogue, multi voice, voice acting, podcast dialogue, character voices, script to audio, elevenlabs conversation, two speakers
ElevenLabs AI music generation - create original music from text prompts via inference.sh CLI. Capabilities: text-to-music, custom duration up to 10 minutes, genre/mood/instrument control, royalty-free commercial use. Use for: background music, soundtracks, jingles, podcasts, video scores, game audio. Triggers: elevenlabs music, eleven labs music, ai music, generate music, music generation, compose music, ai composer, create song, soundtrack, background music, jingle, elevenlabs compose, music ai
ElevenLabs text-to-speech with 22+ premium voices, multilingual support, and voice tuning via inference.sh CLI. Models: eleven_multilingual_v2 (highest quality), eleven_turbo_v2_5 (low latency), eleven_flash_v2_5 (ultra-fast). Capabilities: text-to-speech, voice selection, stability/style control, 32 languages. Use for: voiceovers, audiobooks, video narration, podcasts, accessibility, IVR. Triggers: elevenlabs, eleven labs, elevenlabs tts, premium tts, professional voice, ai voice, high quality tts, multilingual tts, eleven labs voice, voice generation, natural speech, realistic voice, voice over, speech synthesis
ElevenLabs voice changer - transform any voice to a different voice while preserving speech content and emotion via inference.sh CLI. Models: eleven_multilingual_sts_v2 (70+ languages), eleven_english_sts_v2. Capabilities: speech-to-speech, voice transformation, accent change, voice disguise. Use for: content creation, voice acting, privacy, dubbing, character voices. Triggers: voice changer, speech to speech, voice transformation, change voice, voice swap, voice conversion, voice disguise, eleven labs voice changer, elevenlabs sts, transform voice, ai voice changer, voice modifier
Motion accessibility and WCAG compliance for web animations. CRITICAL: This skill should be co-loaded with elite-gsap or elite-css-animations whenever implementing animations. Covers prefers-reduced-motion (CSS and GSAP patterns), WCAG contrast requirements, APCA, focus management, keyboard navigation, touch interaction patterns, and screen reader considerations. Use when asked about: reduced motion, motion sensitivity, vestibular disorders, accessibility, a11y, WCAG, contrast ratios, focus styles, touch targets, safe areas, gesture accessibility, or making animations accessible. Also covers touch interaction patterns for mobile.
Create and maintain a simple task progress memo in docs/tasks/task-description.md by default, or in an explicit task directory supplied by the user or another active skill. Use when the user wants a plan, TODO steps, acceptance criteria, checkbox syncing, status updates, or progress tracking that stays in sync while the agent works. Treat git commits as required recovery checkpoints: each meaningful change must be committed and the commit id must be written into the matching step note.
Build and execute email marketing campaigns for a solopreneur business. Use when building an email list, writing email sequences (welcome, nurture, sales), designing broadcast campaigns, improving open and click rates, or setting up email automation. Covers list building, segmentation, email copywriting, sequence design, deliverability, and metrics. Trigger on "email marketing", "email campaign", "email sequence", "email list", "newsletter", "email automation", "improve email open rates", "nurture emails", "welcome email".
Use for data-first company, contact, lead, and prospect discovery or enrichment, including firmographic or technographic completion, named-company profiling, entity resolution, ICP matching, prospect-list building, segmentation, trigger or sales-signal analysis, market and territory scans, and enrichment-backed comparisons. Exclude meeting preparation, outreach-led company research, and prioritization of an already established account book.
Guidance for Microsoft Entra Global Secure Access (GSA) — Microsoft's Security Service Edge (SSE) combining Entra Internet Access (SWG/Secure Web Gateway) and Entra Private Access (ZTNA replacement for VPN). Covers client deployment (Windows, macOS, iOS, Android), traffic forwarding profiles (Microsoft, Internet, Private), Conditional Access for network traffic, source IP restoration, app discovery, Quick Access and per-app access for Private Access, connector deployment, branch site connectivity (IPSec), TLS inspection, and Universal CA integration. WHEN: Entra Global Secure Access, GSA, Microsoft SSE, Entra Internet Access, Entra Private Access, ZTNA Microsoft, replace VPN with ZTNA, secure web gateway Entra, Conditional Access on network, source IP restoration, Quick Access app, Private Access connector, branch IPSec to Microsoft, GSA client rollout. DO NOT USE for general Conditional Access policy design (use conditional-access-mfa), Azure VPN/ExpressRoute design, or third-party SSE (Zscaler/Netskope) configuration.
Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and ESM C (efficient protein embeddings and representations). Use this skill when working with protein sequences, structures, or function prediction; designing novel proteins; generating protein embeddings; performing inverse folding; or conducting protein engineering tasks. Supports both local model usage and cloud-based Forge API for scalable inference.
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.