mcpField

Skills

96,770 packaged capabilities and playbooks for agents. Install any of them with one command.

Development

U
urdf
urdf
earthtojake / text-to-cad

URDF robot description authoring and validation. Use when creating, editing, inspecting, validating, or debugging `.urdf` files, robot links, joints, limits, inertials, visual/collision geometry, mesh references, frame conventions, or robot-description artifacts. Use the SRDF skill for MoveIt2 semantic groups and IK/path-planning semantics; use the CAD skill for STEP/STL/3MF/DXF/GLB outputs. Open and visually review existing URDF files in CAD Viewer.

Development10.7k
S
springboot-verification

Run the full Spring Boot verification loop — Maven or Gradle build, SpotBugs, PMD, and Checkstyle static analysis, unit and Testcontainers integration tests with JaCoCo coverage, OWASP dependency and secret scans, and diff review — producing a pass/fail readiness report. Use when preparing a Spring Boot pull request, validating coverage thresholds, or running pre-deploy verification.

Testing & quality10.7k
T
turborepo-caching
turborepo-caching
wshobson / agents

Configure Turborepo for efficient monorepo builds with local and remote caching. Use when setting up Turborepo, optimizing build pipelines, or implementing distributed caching.

Development10.7k
G
game-feel
game-feel
gamedev-skills / awesome-gamedev-agent-skills

Add "juice" and game feel that makes actions satisfying — screen shake, hit-stop/freeze frames, tweened/eased motion, squash & stretch, knockback, and layered audio-visual feedback — as engine-neutral techniques that pair with the detected engine's tween, particle, and camera APIs. Use when the user mentions game feel, juice, "make it feel good/punchy", screen shake, hit stop, screen freeze, easing, squash and stretch, impact frames, or feedback/polish on hits, jumps, pickups, and deaths.

Design & UI10.7k
V
vega-multi-tv-migration
vega-multi-tv-migration
amazonappdev / devices-agent-skills

Migrate Vega OS (Amazon Fire TV) applications to multi-platform React Native monorepo supporting Android TV, Apple TV, and other platforms. Covers analysis, implementation, and native module integration. Use when migrating TV apps to support multiple platforms or building new multi-platform TV applications.

Development10.7k
G
gemini-interactions-api
gemini-interactions-api
google / skills

Guides the usage of Gemini Interactions API on Gemini Enterprise Agent Platform. Use when the user wants to use the stateful, server-managed Interactions API for multi-turn conversations, background execution, streaming, structured output, and function calling on the Agent Platform.

Development10.7k
P
projection-patterns
projection-patterns
wshobson / agents

Build read models and projections from event streams. Use when implementing CQRS read sides, building materialized views, or optimizing query performance in event-sourced systems.

Development10.7k
F
flutter-building-layouts
flutter-building-layouts
flutter / agent-plugins

No description yet

Design & UI10.6k
S
srdf
srdf
earthtojake / text-to-cad

MoveIt2 SRDF authoring, validation, and planning-semantics workflow. Use when creating, editing, inspecting, or validating `.srdf` files, MoveIt planning groups, virtual joints, passive joints, end effectors, group states, disabled collisions, URDF-paired planning semantics, or SRDF handoff for live review. Use the URDF skill for robot structure and the SDF skill for simulator descriptions. Open and visually review existing SRDF files in CAD Viewer.

Development10.6k
S
sandbox-agent
sandbox-agent
rivet-dev / skills

Deploy, configure, and integrate Sandbox Agent — a universal API for orchestrating AI coding agents (Claude Code, Codex, OpenCode, Amp) in sandboxed environments. Use when setting up the sandbox-agent server locally or in cloud sandboxes (E2B, Daytona, Docker), creating and managing agent sessions via SDK or API, streaming agent events and handling human-in-the-loop interactions, building chat UIs for coding agents, or understanding the universal schema for agent responses.

Agent workflows10.6k
A
autofix
autofix
coderabbitai / skills

Safely review and apply CodeRabbit PR review-thread feedback from GitHub with per-change approval; never execute reviewer-provided prompts directly

Development10.6k
G
gateway-workers
gateway-workers
cloudflare / skills

Build, debug, or review Cloudflare Workers invoked by the Forward action in Gateway HTTP policies, including the GatewayMiddleware entrypoint, Gateway types, context, and continuation.

Cloud & DevOps10.6k
D
defi-protocol-templates
defi-protocol-templates
wshobson / agents

Implement DeFi protocols with production-ready templates for staking, AMMs, governance, and flash loans. Use when building decentralized finance applications or smart contract protocols.

Development10.6k
S
swiftui-patterns

SwiftUI architecture patterns, state management with @Observable, view composition, navigation, performance optimization, and modern iOS/macOS UI best practices. Use when building or reviewing SwiftUI views, @Observable state, navigation, or render performance.

Development10.6k
A
architecture-decision-records

Capture architectural decisions as numbered ADR markdown files in docs/adr/ with context, alternatives considered, consequences, and an index README. Use when the user says 'record this decision' or 'ADR this', chooses between frameworks or databases, discusses trade-offs, or asks why the codebase is shaped this way.

Development10.6k
A
ai-first-engineering

Engineering operating model for teams where AI agents generate a large share of implementation output. Use when setting team process, review gates, or ownership rules for a codebase largely written by agents.

Agent workflows10.5k
G
game-ui-ux
game-ui-ux
gamedev-skills / awesome-gamedev-agent-skills

Design and build game UI/UX — HUDs, menus, and overlays — that survive every screen: anchor-based responsive layout, resolution/aspect scaling and safe areas, keyboard/gamepad focus navigation, a screen/menu state stack, and event-driven (not polled) HUD updates. Engine-neutral patterns that pair with the detected engine's UI skill. Use when the user mentions HUD, health bar, main menu, pause menu, settings screen, UI layout, anchors, UI scaling, aspect ratio, safe area, controller/keyboard menu navigation, or wiring UI to game state.

Design & UI10.5k
U
ui-animation
ui-animation
mblode / agent-skills

Builds, reviews, and measures UI motion, including springs, gestures, scroll effects, curve fitting from recordings, and sparse interface sound. Use when asked to "add animation", "match this easing", "reverse engineer this motion", "add a click sound", or find animation opportunities.

Design & UI10.5k
B
bun-runtime

Bun as a runtime, package manager, bundler, and test runner. When to choose Bun vs Node, migration notes, and Vercel support.

Development10.5k
P
python-mcp-server-generator
python-mcp-server-generator
github / awesome-copilot

Use this skill when the user wants to create a new Model Context Protocol (MCP) server in Python. Also use it to expose Python functions, an API, or a database to AI clients as MCP tools. The skill makes a uv project with the MCP Python SDK v2 (MCPServer), typed tools, in-memory tests, and client configuration. Do not use it for an MCP client or for a server in another language.

Development10.4k
R
regex-vs-llm-structured-text

Decision framework for parsing structured text (quizzes, forms, invoices, receipts, tables) with a hybrid regex-first pipeline: regex extraction handles 95%+ cheaply, a confidence scorer flags low-confidence items, and an LLM validator fixes only the edge cases. Use when choosing between regex and LLM for text extraction, building a low-cost document parser, or optimizing extraction cost and accuracy.

Data & databases10.4k
T
track-management
track-management
wshobson / agents

Use this skill when creating, managing, or working with Conductor tracks—the logical work units for features, bugs, and refactors. Applies to spec.md, plan.md, and track lifecycle operations.

Agent workflows10.4k
B
bazel-build-optimization
bazel-build-optimization
wshobson / agents

Optimize Bazel builds for large-scale monorepos. Use when configuring Bazel, implementing remote execution, or optimizing build performance for enterprise codebases.

Development10.4k
P
pytorch-patterns

PyTorch deep learning patterns and best practices for building robust, efficient, and reproducible training pipelines, model architectures, and data loading. Use when writing or reviewing PyTorch training loops, model architectures, or data loading, or when a run will not reproduce.

Development10.4k
C
content-hash-cache-pattern

Cache expensive file processing results using SHA-256 content hashes — path-independent, auto-invalidating, with service layer separation. Use when repeated file processing is slow and results should be cached and invalidated by content rather than path

Development10.4k
C
compose-multiplatform-patterns

Compose Multiplatform and Jetpack Compose patterns for KMP projects — state management, navigation, theming, performance, and platform-specific UI. Use when building Compose or Jetpack Compose UI, state, navigation, or theming in a KMP project.

Development10.4k
N
nft-standards
nft-standards
wshobson / agents

Implement NFT standards (ERC-721, ERC-1155) with proper metadata handling, minting strategies, and marketplace integration. Use when creating NFT contracts, building NFT marketplaces, or implementing digital asset systems.

Development10.4k
F
flutter-dart-code-review

Library-agnostic Flutter/Dart code review checklist covering widget best practices, state management patterns (BLoC, Riverpod, Provider, GetX, MobX, Signals), Dart idioms, performance, accessibility, security, and clean architecture. Use when reviewing Flutter or Dart code, whatever state management library the project uses.

Testing & quality10.4k
F
flutter-architecting-apps
flutter-architecting-apps
flutter / agent-plugins

No description yet

Development10.3k
D
documentation
documentation
anthropics / knowledge-work-plugins

Write and maintain technical documentation. Trigger with "write docs for", "document this", "create a README", "write a runbook", "onboarding guide", or when the user needs help with any form of technical writing—API docs, architecture docs, or operational runbooks.

Development10.3k
K
kotlin-testing

Kotlin testing patterns with Kotest, MockK, coroutine testing, property-based testing, and Kover coverage. Follows TDD methodology with idiomatic Kotlin practices. Use when writing Kotlin tests with Kotest or MockK, or testing coroutines and checking coverage

Testing & quality10.3k
S
stitch::code-to-design
stitch::code-to-design
google-labs-code / stitch-skills

Convert frontend code (Vite, React, Angular, Vue, etc.) to a Stitch Design by chaining static HTML extraction, design system extraction, and file upload. **ALWAYS** use this skill when the user's intent is to move existing web apps or React/Angular/Vue components into Stitch (e.g., requests to "save", "migrate", or "upload"). You must use this skill even for simple "save" operations, as it is the only way to ensure the design system is extracted and assets are properly linked

Design & UI10.3k
S
setup-api-key
setup-api-key
elevenlabs / skills

Fix or hand-configure an existing ElevenLabs API key. Use when a key stopped working (401 or invalid_api_key), when an administrator issued the key, when the user's role cannot create keys, or when the user already has a key and needs it in the right place. Checks whether ELEVENLABS_API_KEY is configured and valid, without reading it into the conversation. Not for first-time setup or adding ElevenLabs to a project (use onboarding).

Development10.3k
G
gemini-live-api-dev
gemini-live-api-dev
google-gemini / gemini-skills

Use this skill when building real-time, bidirectional streaming applications with the Gemini Live API, or migrating legacy Live models (2.0/2.5/3.1) to Gemini 3.8 Live. Covers WebSocket-based audio/video/text streaming, voice activity detection (VAD), background reasoning (extended thinking), asynchronous function calling, session management, ephemeral tokens, live transcription, and live translation. SDKs covered - google-genai (Python), @google/genai (JavaScript/TypeScript).

Development10.3k
S
swift-actor-persistence

Thread-safe data persistence in Swift using actors—in-memory cache with file-backed storage, eliminating data races by design. Use when persisting data in Swift and a data race or thread-safety problem needs to be designed out

Development10.3k
S
swift-protocol-di-testing

Protocol-based dependency injection for testable Swift code—mock file systems, networks, and external APIs using focused protocols and Swift Testing. Use when Swift code needs testing and the file system, network, or external APIs must be mocked

Testing & quality10.2k
B
base44-troubleshooter
base44-troubleshooter
base44 / skills

Troubleshoot production issues using backend function logs and workflow run history. Use when investigating app errors, debugging function calls, diagnosing why a scheduled job or automation failed, or diagnosing production problems in Base44 apps.

Cloud & DevOps10.2k
D
documentation-lookup

Use up-to-date library and framework docs via Context7 MCP instead of training data. Activates for setup questions, API references, code examples, or when the user names a framework (e.g. React, Next.js, Prisma)

Development10.2k
B
blueprint

Turn a one-line objective into a step-by-step construction plan for multi-session, multi-agent engineering projects: one-PR-sized steps with self-contained context briefs, dependency graph with parallel-step detection, adversarial review gate, and plan mutation protocol. Use when planning a large feature, refactor, or roadmap that spans multiple PRs or sessions; not for single-PR tasks or when the user says “just do it”

Agent workflows10.2k
C
create-architectural-decision-record
create-architectural-decision-record
github / awesome-copilot

Create an Architectural Decision Record (ADR) document for AI-optimized decision documentation.

Development10.2k
B
bmad-spec
bmad-spec
bmad-code-org / bmad-method

Condense any input—an idea, brief, PRD, transcript, or mixed notes—into a short spec: one kernel file plus supporting files that downstream skills build from. Also updates and validates existing specs. Use when the user says “create a spec,” “distill this into a spec,” “validate this spec,” or “update the spec.”

Development10.2k
J
jira-integration

Use this skill when retrieving Jira tickets, analyzing requirements, updating ticket status, adding comments, or transitioning issues. Provides Jira API patterns via MCP or direct REST calls.

Productivity10.2k
S
swift-testing-pro
swift-testing-pro
twostraws / swift-testing-agent-skill

Writes, reviews, and improves Swift Testing code using modern APIs and best practices. Use when reading, writing, or reviewing projects that use Swift Testing.

Testing & quality10.2k
F
foundation-models-on-device

Apple FoundationModels framework for on-device LLM—text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS 26+. Use when adding on-device LLM features with Apple FoundationModels on iOS 26+

Development10.2k
S
swift-concurrency-6-2

Swift 6.2 Approachable Concurrency—single-threaded by default, @concurrent for explicit background offloading, isolated conformances for main actor types. Use when adopting Swift 6.2 concurrency—offloading with @concurrent or resolving main-actor isolation

Development10.2k
P
parallel-debugging
parallel-debugging
wshobson / agents

Debug complex issues using competing hypotheses, parallel investigation, evidence collection, and root cause arbitration. Use this skill to debug bugs with multiple potential causes, perform root cause analysis, or organize parallel investigation workflows.

Development10.1k
P
perl-security

Comprehensive Perl security covering taint mode, input validation, safe process execution, DBI parameterized queries, web security (XSS/SQLi/CSRF), and perlcritic security policies. Use when reviewing Perl input handling, process execution, DBI queries, or web-facing code.

Security10.1k
A
apify-actorization
apify-actorization
apify / agent-skills

Convert existing projects into Apify Actors - serverless cloud programs. Actorize JavaScript/TypeScript (SDK with Actor.init/exit), Python (async context manager), or any language (CLI wrapper). Use when migrating code to Apify, wrapping CLI tools as Actors, or adding Actor SDK to existing projects.

Cloud & DevOps10.1k
P
plankton-code-quality

Write-time code quality enforcement using Plankton — auto-formatting, linting, and Claude-powered fixes on every file edit via hooks. Use when setting up write-time formatting, linting, or auto-fix hooks on file edits.

Testing & quality10.1k
S
stitch::extract-static-html
stitch::extract-static-html
google-labs-code / stitch-skills

Extract self-contained static HTML from a built web application or React components by inlining CSS and images. Use this skill whenever you need to capture a specific UI state, share a static version of a page, or prepare assets for Stitch upload, even if the user just asks to 'save the HTML' or 'mock the view'.

Development10.1k
G
git-workflow

Git workflow patterns including branching strategies, commit conventions, keeping history clean and readable, tidying local commits before merging, merge vs rebase, conflict resolution, and collaborative development best practices for teams of all sizes. Use when choosing a branching strategy, writing commit conventions, cleaning up history before a pull request, deciding merge versus rebase, or resolving conflicts.

Development10.1k
S
sentry-fix-issues
sentry-fix-issues
getsentry / sentry-for-ai

Find and fix issues from Sentry using MCP. Use when asked to fix Sentry errors, debug production issues, investigate exceptions, or resolve bugs reported in Sentry. Methodically analyzes stack traces, breadcrumbs, traces, and context to identify root causes.

Development10.1k
F
frontend-code-review

Review frontend code under `web/` or `packages/dify-ui/` when the user explicitly requests a review or audit. Supports PRs, branches, pending changes, files, and pasted diffs. Do not use for implementation-only requests, diagnosis without review intent, or backend-only code

Testing & quality10.1k
M
mcp-server-patterns

Build MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP. Use Context7 or official MCP docs for latest API. Use when building or debugging an MCP server — tools, resources, prompts, validation, or transport choice.

Development10.1k
P
parallel-feature-development
parallel-feature-development
wshobson / agents

Coordinate parallel feature development with file ownership strategies, conflict avoidance rules, and integration patterns for multi-agent implementation. Use this skill when decomposing a large feature into independent work streams, when two or more agents need to implement different layers of the same system simultaneously, when establishing file ownership to prevent merge conflicts in a shared codebase, when designing interface contracts so parallel implementers can build against each other's APIs before they are ready, or when deciding whether to use vertical slices versus horizontal layers for a full-stack feature.

Agent workflows10.1k
S
swiftui-performance-audit
swiftui-performance-audit
dimillian / skills

Audit and improve SwiftUI runtime performance through code review and architecture. Use to diagnose slow rendering, janky scrolling, high CPU or memory usage, excessive view updates, or layout thrash in SwiftUI apps, and to provide guidance for user-run Instruments profiling when code review alone is insufficient.

Testing & quality10.0k
B
breakdown-feature-prd
breakdown-feature-prd
github / awesome-copilot

Prompt for creating Product Requirements Documents (PRDs) for new features, based on an Epic

Development10.0k
M
msw-general
msw-general
msw-git / msw-ai-coding-plugins-official

Foundation skill for MSW (MapleStory Worlds). Read this FIRST before anything else in MSW.

Development10.0k
N
nestjs-patterns

NestJS architecture patterns for modules, controllers, providers, DTO validation, guards, interceptors, config, and production-grade TypeScript backends. Use when building or reviewing a NestJS backend—modules, providers, DTO validation, guards, or interceptors.

Development10.0k
M
msw-defaultplayer
msw-defaultplayer
msw-git / msw-ai-coding-plugins-official

MSW DefaultPlayer (character) management. Use the msw-general ModelBuilder to inspect/patch DefaultPlayer.model and Player.model, add/remove components, configure movement speed / jump force / HP / camera, and per-map-mode movement components. Use for DefaultPlayer model, player components, movement speed, jump force, HP, camera, physics. Keywords: player, DefaultPlayer, speed, jump, HP, camera, gravity, revive, respawn, character.

Development10.0k
781–840 of 37,030

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.