mcpField

Skills

96,981 packaged capabilities and playbooks for agents. Install any of them with one command.

All

B
bats-testing-patterns
bats-testing-patterns
wshobson / agents

Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven development of shell utilities

Testing & quality11.2k
O
okx-defi
okx-defi
okx / onchainos-skills

Discover and manage OKX-aggregated DeFi products and positions across protocols and chains. Use for generic or venue-agnostic yield, APY, or TVL discovery and history; DeFi deposits, staking, liquidity, withdrawals, rewards, lending, CLMM analysis; and DeFi portfolio or position views. Requests targeting a named protocol belong to DApp discovery. Triggers include earn yield, best APY, DeFi product, APY/TVL history, deposit, stake, withdraw, redeem, provide or remove liquidity, claim rewards, borrow or repay, CLMM, V3 liquidity charts, DeFi portfolio, and DeFi holdings

Other11.2k
R
risk-metrics-calculation
risk-metrics-calculation
wshobson / agents

Calculate portfolio risk metrics including VaR, CVaR, Sharpe, Sortino, and drawdown analysis. Use when measuring portfolio risk, implementing risk limits, or building risk monitoring systems.

Data & databases11.1k
W
workflow-patterns
workflow-patterns
wshobson / agents

Use this skill when implementing tasks according to Conductor's TDD workflow, handling phase checkpoints, managing git commits for tasks, or understanding the verification protocol

Agent workflows11.1k
C
cqrs-implementation
cqrs-implementation
wshobson / agents

Implement Command Query Responsibility Segregation for scalable architectures. Use when separating read and write models, optimizing query performance, or building event-sourced systems.

Development11.1k
P
python-resource-management
python-resource-management
wshobson / agents

Python resource management with context managers, cleanup patterns, and streaming. Use when managing connections, file handles, implementing cleanup logic, or building streaming responses with accumulated state.

Development11.1k
D
dbt-transformation-patterns
dbt-transformation-patterns
wshobson / agents

Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or implementing analytics engineering best practices.

Data & databases11.1k
A
airflow-dag-patterns
airflow-dag-patterns
wshobson / agents

Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs

Data & databases11.1k
B
binary-analysis-patterns
binary-analysis-patterns
wshobson / agents

Master binary analysis patterns including disassembly, decompilation, control flow analysis, and code pattern recognition. Use when analyzing executables, understanding compiled code, or performing static analysis on binaries

Security11.1k
A
akshare-stock
akshare-stock
molezzz / openclaw-stock-skill

All-in-one A-share analysis Skill (real-time quotes, technical analysis, fundamentals, sectors, derivatives, and cross-market analysis), powered by akshare + natural-language routing

Data & databases11.1k
I
incident-runbook-templates
incident-runbook-templates
wshobson / agents

Create structured incident response runbooks with step-by-step procedures, escalation paths, and recovery actions. Use this skill when building a service outage runbook for a payment processing system; creating database incident procedures covering connection pool exhaustion, replication lag, and disk space alerts; onboarding new on-call engineers who need step-by-step recovery guides written for a 3 AM brain; or standardizing escalation matrices across multiple engineering teams

Cloud & DevOps11.1k
U
update-implementation-plan
update-implementation-plan
github / awesome-copilot

Update an existing implementation plan file with new or update requirements to provide new features, refactoring existing code or upgrading packages, design, architecture or infrastructure.

Development11.1k
K
kotlin-coroutines-flows

Kotlin Coroutines and Flow patterns for Android and KMP — structured concurrency, Flow operators, StateFlow, error handling, and testing. Use when writing coroutines or Flow code on Android or KMP, or debugging cancellation and concurrency.

Development11.1k
P
paypal-integration
paypal-integration
wshobson / agents

Integrate PayPal payment processing with support for express checkout, subscriptions, and refund management. Use when implementing PayPal payments, processing online transactions, or building e-commerce checkout flows

Development11.1k
A
agentmemory-config
agentmemory-config
rohitg00 / agentmemory

Set up and diagnose local agentmemory, including MCP, environment variables, ports, and feature flags. Use when getting started, checking a connection, enabling a feature, configuring auth, or explaining why a feature is off by default.

Agent workflows11.1k
C
configure-ecc

Run the conversational ECC setup wizard inside the current harness: inventory the install, collect scope (user/project/local) and hook mode (off/minimal/standard/strict) in Claude Code, use Codex's native plugin lifecycle, or install the project surface under ./.kimi-code, then preview, apply, and verify. Use when installing, updating, reconfiguring, or repairing an ECC installation, changing hook profiles, or moving ECC between install scopes.

Agent workflows11.1k
I
infsh-cli
infsh-cli
halt-catch-fire / superpowers

Run AI apps via inference.sh CLI - image generation, video creation, LLMs, search, 3D, Twitter automation. Models: FLUX, Veo, Gemini, Grok, Claude, Seedance, OmniHuman, Tavily, Exa, OpenRouter, and many more. Use when running AI apps, generating images/videos, calling LLMs, web search, or automating Twitter. Triggers: inference.sh, infsh, ai model, run ai, serverless ai, ai api, flux, veo, claude api, image generation, video generation, openrouter, tavily, exa search, twitter api, grok

Agent workflows11.1k
A
agentmemory-mcp-tools
agentmemory-mcp-tools
rohitg00 / agentmemory

Map of every agentmemory MCP tool, what each does, and its parameters. Use when choosing which memory tool to call, when a tool name or argument is unclear, or when answering what agentmemory can do via MCP.

Agent workflows11.1k
T
temporal-python-testing
temporal-python-testing
wshobson / agents

Test Temporal workflows with pytest, time-skipping, and mocking strategies. Covers unit testing, integration testing, replay testing, and local development setup. Use when implementing Temporal workflow tests or debugging test failures

Testing & quality11.1k
J
job-description-analyzer
job-description-analyzer
paramchoudhary / resumeskills

Analyze job postings, calculate match scores, identify gaps, and create application strategy

Productivity11.1k
M
make-repo-contribution
make-repo-contribution
github / awesome-copilot

All code changes must follow the guidance documented in the repository. Before filing an issue, creating a branch or commits, or creating a pull request (PR), search for the correct steps. Use this skill when asked to create an issue, write commit messages, push code, or create a PR.

Development11.1k
R
rust-patterns

Idiomatic Rust patterns, ownership, error handling, traits, concurrency, and best practices for building safe, performant applications. Use when writing or reviewing Rust code and ownership, error handling, traits, or concurrency is in question.

Development11.1k
R
review-and-refactor
review-and-refactor
github / awesome-copilot

Review and refactor code in your project according to defined instructions

Development11.1k
A
agentic-engineering

Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing. Use when planning or executing engineering work that agents will carry out end to end.

Agent workflows11.1k
P
python-executor
python-executor
halt-catch-fire / superpowers

Execute Python code in a safe sandboxed environment via [inference.sh](https://inference.sh). Pre-installed: NumPy, Pandas, Matplotlib, requests, BeautifulSoup, Selenium, Playwright, MoviePy, Pillow, OpenCV, trimesh, and 100+ more libraries. Use for: data processing, web scraping, image manipulation, video creation, 3D model processing, PDF generation, API calls, automation scripts. Triggers: python, execute code, run script, web scraping, data analysis, image processing, video editing, 3D models, automation, pandas, matplotlib

Development11.1k
A
anti-reversing-techniques
anti-reversing-techniques
wshobson / agents

Understand anti-reversing, obfuscation, and protection techniques encountered during software analysis. Use this skill when analyzing malware evasion techniques, when implementing anti-debugging protections for CTF challenges, when reverse engineering packed binaries, or when building security research tools that need to detect virtualized environments.

Security11.0k
C
clickhouse-io

ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads. Use when writing ClickHouse schemas or queries, or when an analytical query is too slow.

Data & databases11.0k
R
reddit-research
reddit-research
lignertys / reddit-research-skills

Do market research, user research, and product validation on Reddit with semantic search across 50K+ subreddits, 20M+ posts, and 40M+ comments via reddapi.dev—search by meaning, not keywords, with no Reddit OAuth or app registration needed. Use when the user wants to research what people say on Reddit, find user pain points and complaints, validate a product or niche idea, do competitor and market research, track subreddit trends over a date range, or discover which subreddits discuss a topic. Also use when the user mentions “Reddit research,” “Reddit 调研,” “search Reddit,” “subreddit discovery,” “niche validation,” “pain points,” “user complaints,” or “Reddit trends.” Requires REDDAPI_API_KEY. For B2B lead scoring, see reddit-leads; for a bare API reference, see reddit-search-api.

Marketing & growth11.0k
A
agentmemory-rest-api
agentmemory-rest-api
rohitg00 / agentmemory

The agentmemory HTTP REST API surface, the primary protocol for talking to the memory server. Use when calling agentmemory over HTTP, when MCP is unavailable and you need a fallback, or when integrating a host that does not speak MCP.

Agent workflows11.0k
S
shopify-polaris-app-home
shopify-polaris-app-home
shopify / shopify-ai-toolkit

Build your app's primary user interface embedded in the Shopify admin using the **iframe** model — a web app you host yourself, rendered with `@shopify/polaris-types` and App Bridge. Covers the Intents API (`shopify.intents.invoke`) for launching native workflows from App Home. For the Shopify-hosted `admin.app.home.render` extension target, use **`polaris-admin-extensions`** instead. If the prompt just mentions `Polaris` and you can't tell based on the context which API is meant, assume it refers to this API.

Development11.0k
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 & UI11.0k
A
angular-migration
angular-migration
wshobson / agents

Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates. Use when upgrading AngularJS applications, planning framework migrations, or modernizing legacy Angular code

Development11.0k
L
laravel-tdd

Laravel testing strategies with PHPUnit, Pest, model factories, HTTP tests, Sanctum authentication testing, mocking, and coverage. Use when writing Laravel tests with PHPUnit or Pest, or driving a Laravel feature test-first.

Testing & quality11.0k
R
reddit-search-api
reddit-search-api
lignertys / reddit-research-skills

Pure API reference for reddapi.dev—authentication, all endpoints (vector search, semantic search, trends, subreddit lookup), request parameters, response schemas, and error codes, with no research-workflow framing. Use when the user wants raw endpoint documentation, is debugging a reddapi.dev integration, needs exact request/response field names, or asks for “reddapi API reference,” “reddapi.dev endpoints,” or “reddapi error codes.” For guided research workflows and query playbooks, see reddit-research. For B2B lead scoring, see reddit-leads.

Development11.0k
T
trading-signal
trading-signal
binance / binance-skills-hub

Per-trade smart-money signals—each result is a discrete buy or sell event from a tracked smart-money wallet, with trigger price, current price, max gain since trigger, and exit rate. BSC and Solana only. Use for: “smart money buy signal on $X”, “any whale just bought $Y”, “alpha signals in the last hour”, “copy-trade-worthy signals”, “trigger price and max gain on these trades”, “on-chain trading signals from smart money”.

Other11.0k
S
stitch::generate-design
stitch::generate-design
google-labs-code / stitch-skills

Generate new screens from text prompts or images, edit existing screens with prompts and design system tokens, and generate design variants using Stitch MCP. Includes prompt enhancement pipeline, design mappings, professional UI/UX terminology, design tokens and theme system capabilities.

Design & UI11.0k
A
academic-paper
academic-paper
imbad0202 / academic-research-skills

12-agent academic paper writing pipeline. 11 modes (full/plan/outline/revision/revision-coach/abstract/lit-review/format-convert/citation-check/disclosure/rebuttal-audit). 6 paper types, 5 citation formats, bilingual abstracts, LaTeX/DOCX-via-Pandoc/PDF output. Style Calibration + Writing Quality Check + Anti-Patterns with IRON RULE markers. Triggers: write paper, academic paper, guide my paper, parse reviews, I got reviewer comments, revision roadmap, should we push back, conference rebuttal, grant panel response, audit my rebuttal, check my response draft, AI disclosure, check citations, citation check, check my references, verify references, look over the refs, 寫論文, 學術論文, 引導我寫論文, 審查意見, 我收到審查意見, 修訂路線圖, 評估回覆, 檢查引用, 引用檢查, 檢查參考文獻, 核對文獻, 논문 작성, 초록 작성, 논문 수정, 논문 계획을 도와줘, 심사 의견을 받았어, 심사 의견 반영, 답변서 점검, AI 사용 고지, 인용 확인, 인용 형식 검사, enmendar mi artículo, redactar artículo, guía mi artículo, analizar reseñas, auditar mi respuesta, verificar borrador de respuesta, verificar citas, divulgación de IA.

Documents11.0k
N
nx-workspace-patterns
nx-workspace-patterns
wshobson / agents

Configure and optimize Nx monorepo workspaces. Use when setting up Nx, configuring project boundaries, optimizing build caching, or implementing affected commands.

Development11.0k
E
event-store-design
event-store-design
wshobson / agents

Design and implement event stores for event-sourced systems. Use when building event sourcing infrastructure, choosing event store technologies, or implementing event persistence patterns.

Data & databases11.0k
E
editorconfig
editorconfig
github / awesome-copilot

Generates a comprehensive, best-practice-oriented .editorconfig file based on project analysis and user preferences

Development11.0k
I
iterative-retrieval

Pattern for progressively refining context retrieval to solve the subagent context problem. Use when a subagent lacks the context it needs and retrieval must be refined across passes.

Agent workflows11.0k
P
postmortem-writing
postmortem-writing
wshobson / agents

Write effective blameless postmortems with root cause analysis, timelines, and action items. Use when conducting incident reviews, writing postmortem documents, or improving incident response processes.

Cloud & DevOps11.0k
A
agentmemory-architecture
agentmemory-architecture
rohitg00 / agentmemory

How agentmemory is built, the iii engine primitives it runs on, its storage model, ports, and the viewer. Use when reasoning about how memory is stored or retrieved end to end, when extending the system, or when answering how agentmemory works under the hood.

Development10.9k
H
hybrid-search-implementation
hybrid-search-implementation
wshobson / agents

Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.

Data & databases10.9k
H
heroui-native
heroui-native
heroui-inc / heroui

HeroUI Native component library for React Native (Tailwind v4 via Uniwind). Use when building mobile UIs with HeroUI Native — creating Buttons, Cards, TextFields, Dialogs; installing heroui-native; configuring dark/light themes; or fetching component docs. Keywords: HeroUI Native, heroui-native, React Native UI, Uniwind, mobile components

Design & UI10.9k
C
csharp-async
csharp-async
github / awesome-copilot

Get best practices for C# async programming

Development10.9k
A
agentmemory-hooks
agentmemory-hooks
rohitg00 / agentmemory

The agentmemory plugin hooks that capture observations automatically across the agent session lifecycle. Use when explaining how memory gets captured without manual saves, when debugging missing observations, or when tuning what gets recorded.

Agent workflows10.9k
S
sast-configuration
sast-configuration
wshobson / agents

Configure Static Application Security Testing (SAST) tools for automated vulnerability detection in application code. Use when setting up security scanning, implementing DevSecOps practices, or automating code vulnerability detection.

Security10.9k
W
web3-testing
web3-testing
wshobson / agents

Test smart contracts comprehensively using Hardhat and Foundry with unit tests, integration tests, and mainnet forking. Use when testing Solidity contracts, setting up blockchain test suites, or validating DeFi protocols.

Testing & quality10.9k
D
django-verification

Run the full Django verification loop — environment check, mypy/ruff/black linting, migration safety, pytest with coverage targets, pip-audit and bandit security scans, settings and logging review, and diff review — producing a phased pass/fail report before release or PR. Use when preparing a Django pull request, validating migrations or coverage, or running pre-deploy readiness checks.

Testing & quality10.9k
W
write-agentmemory-skill
write-agentmemory-skill
rohitg00 / agentmemory

The house format and rules for writing or updating an agentmemory skill. Use when adding a new skill, restructuring an existing one, or reviewing a skill contribution for consistency.

Agent workflows10.9k
D
distributed-tracing
distributed-tracing
wshobson / agents

Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks. Use when debugging microservices, analyzing request flows, or implementing observability for distributed systems.

Cloud & DevOps10.9k
C
create-prd
create-prd
phuryn / pm-skills

Create a lean, decision-ready Product Requirements Document with an 8-section template: summary, contacts, background, objective, market segments, value propositions (6-part JTBD template), solution, and release. Lean by default (about one to two pages), with a fuller spec on request. Use when writing a PRD, documenting product requirements, preparing a feature spec, or reviewing an existing PRD.

Productivity10.9k
C
cost-aware-llm-pipeline

Cost optimization patterns for LLM API usage — model routing by task complexity, budget tracking, retry logic, and prompt caching. Use when LLM spend needs to come down, or when routing tasks across model tiers and budgets.

Agent workflows10.9k
O
okx-growth-competition
okx-growth-competition
okx / onchainos-skills

List OKX Agentic Wallet exclusive trading competitions, register users for contests, track participation and leaderboard rankings, and claim won rewards. Use when users want to list available trading competitions or trading cups, view competition rules / prize pool / total prizes, register or sign up or enroll or join a contest, check the leaderboard (who is winning) or their own rank (am I in the prize zone, what is my place), ask did I win or query participation / claim status, claim won rewards or prizes from completed competitions, see which wallet account they registered with, or submit Telegram / WeChat / Email / Twitter contact for prize delivery to top-tier winners.

Other10.9k
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.

Development10.9k
S
scrape
scrape
brightdata / skills

Use when the user wants to scrape or extract structured data from any site: profiles, posts, products, reviews, prices, followers, job or property listings. Also for building a scraper, crawling a site for data, discovery by keyword or category, requests mentioning “data fields” or “recurring”, or naming a dataset_id, snapshot_id, Web Scraper API, or Scraper Studio. Not the page itself (use fetch), not a search query (use search), not cost or credits (use billing).

Data & databases10.9k
K
kotlin-patterns

Idiomatic Kotlin patterns, best practices, and conventions for building robust, efficient, maintainable Kotlin applications with coroutines, null safety, and DSL builders. Use when writing or reviewing Kotlin code and idiomatic structure or null safety is in question.

Development10.9k
S
screen-reader-testing
screen-reader-testing
wshobson / agents

Test web applications with screen readers including VoiceOver, NVDA, and JAWS. Use when validating screen reader compatibility, debugging accessibility issues, or ensuring assistive technology support.

Testing & quality10.9k
N
nutrient-document-processing

Process, convert, OCR, extract, redact, sign, and fill documents using the Nutrient DWS API. Works with PDFs, DOCX, XLSX, PPTX, HTML, and images. Use when converting, OCRing, extracting from, redacting, signing, or filling documents via the Nutrient DWS API.

Documents10.9k
2281–2340 of 96,981

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.