mcpField

Skills

97,501 packaged capabilities and playbooks for agents. Install any of them with one command.

Agent workflows

E
executing-plans
executing-plans
dev-toolings / superpowers-symfony

Methodically execute implementation plans with a TDD approach, incremental commits, and continuous validation

Agent workflows81
F
fastmcp
fastmcp
ovachiever / droid-tings

Build MCP servers in Python with FastMCP framework to expose tools, resources, and prompts to LLMs. Supports storage backends (memory/disk/Redis), middleware, OAuth Proxy, OpenAPI integration, and FastMCP Cloud deployment. Use when: creating MCP servers, defining tools or resources, implementing OAuth authentication, configuring storage backends for tokens/cache, adding middleware for logging/rate limiting, deploying to FastMCP Cloud, or troubleshooting module-level server, storage, lifespan, middleware order, circular imports, or OAuth errors. Keywords: FastMCP, MCP server Python, Model Context Protocol Python, fastmcp framework, mcp tools, mcp resources, mcp prompts, fastmcp storage, fastmcp memory storage, fastmcp disk storage, fastmcp redis, fastmcp dynamodb, fastmcp lifespan, fastmcp middleware, fastmcp oauth proxy, server composition mcp, fastmcp import, fastmcp mount, fastmcp cloud, fastmcp deployment, mcp authentication, fastmcp icons, openapi mcp, claude mcp server, fastmcp testing, storage misconfiguration, lifespan issues, middleware order, circular imports, module-level server, async await mcp

Development81
I
initializing-memory
initializing-memory
letta-ai / letta-code

Comprehensive guide for initializing or reorganizing agent memory. Load this skill when running /init, when the user asks you to set up your memory, or when you need guidance on creating effective memory files.

Agent workflows81
I
install-watchdog
install-watchdog
athola / claude-night-market

Installs egregore watchdog daemon via launchd or systemd for autonomous relaunching. Use when setting up egregore on a new machine. Do not use on CI/CD runners.

Agent workflows81
L
ln-750-commands-generator
ln-750-commands-generator
levnikolaevich / claude-code-skills

Generates project-specific .claude/commands for Claude Code

Agent workflows81
O
orca-cli

Use the public `orca` CLI to operate Orca-managed worktrees, folder contexts, terminals, repos, automations, artifacts, worktree comments, and the browser embedded inside the Orca app. Use when the user says "$orca-cli", "use orca cli", "Orca worktree", "child worktree", "cardStatus", "spawn codex/claude in a worktree", "read/wait/send Orca terminal", "terminal send", "full handoff", "handover", "give this to another agent", "another worktree", "Orca browser", "orca artifacts", "share HTML/Markdown", "public artifact link", or "control the browser inside Orca". Prefer this over raw `git worktree`, ad hoc PTYs, Playwright, or Computer Use when the task touches Orca-managed state. Use Computer Use for browser windows, webviews, or desktop UI outside Orca's embedded browser.

Agent workflows81
P
prism-discover
prism-discover
cranot / super-hermes

Discover all possible analysis domains for an artifact. Finds obvious and non-obvious angles — architecture, security, but also marketing positioning, user psychology, regulatory implications, teaching value. Use before prism-scan or prism-full to explore what's worth investigating.

Productivity81
P
proactive-agent-lite

Transform AI agents from task-followers into proactive partners with memory architecture, reverse prompting, and self-healing patterns. Lightweight version focused on core proactive capabilities.

Agent workflows81
P
project-onboarding
project-onboarding
oimiragieo / agent-studio

Guided project onboarding for new codebases. Helps agents understand project structure, build systems, test commands, and development workflows by creating persistent knowledge memories.

Development81
R
redfox-skill-generator
redfox-skill-generator
redfox-data / redfox-community

Generate a high-quality Redfox Skill file package (SKILL.md + supporting resources) in one click. Just describe the functional requirements and provide the API endpoint and API documentation, and a professional skill file conforming to Redfox standards is generated automatically, ready to use. Supports customization on demand and iterative optimization. Trigger words: use when the user mentions 'create a redfox skill', 'generate redfox skill', 'new redfox skill', 'write a redfox skill', 'make a redfox skill', or 'redfox skill generation'

Agent workflows81
S
scan
scan
continuedev / skills

Scans the codebase against another skill's criteria using a parallel agent team. Use when the user says /scan <skill-name> to audit code quality, find violations, or assess conformance to best practices.

Testing & quality81
S
setup-hyperspell

Guide the user through integrating Hyperspell into their project. Installs the SDK, configures the API key, detects the project type, sets up memory ingestion (OAuth or direct), and integrates memory search. Use when a user wants to add Hyperspell to their codebase, set up memory search, or connect user accounts via OAuth.

Development81
S
shape-idea
shape-idea
toy-crane / skills

Turn a chosen problem and broad direction into shared decisions and an implementation-ready spec. Use when the user wants to clarify behavior or scope, stress-test an idea, align before implementation, or produce a spec.

Development81
S
skill-discovery
skill-discovery
oimiragieo / agent-studio

How agents discover and use skills. Use to understand skill invocation protocol.

Agent workflows81
S
summon-cc
summon-cc
anfreire / summon-cc

DEPRECATED — archived and unmaintained; superseded by conclave (https://github.com/anfreire/conclave). Spawn and conduct Claude Code worker sessions in detached tmux panes — run Claude Code in the background, from any agent on any harness. Use when asked to orchestrate or delegate work to Claude Code sessions, spawn workers in tmux, fan tasks out across parallel sessions, run an implement-then-review loop, or supervise long unattended Claude Code runs. Workers are supervised through file signals — never by parsing the terminal.

Agent workflows81
T
takt-analyzer
takt-analyzer
j5ik2o / ai-tools

Skill that analyzes existing TAKT workflows and facets and proposes improvements. Performs structural validation of workflow YAML, consistency checks between facets, style guide compliance verification, detection of unused facets, and rule design optimization proposals. If execution logs (.takt/logs/*.jsonl) exist, it also performs log-based diagnostic analysis, reporting rule evaluation efficiency, loop hotspots, ABORT rate, and more. Analysis is based on the style guides and engine specifications under references/takt. Triggers: 「ワークフローを分析」「taktの設定を確認」「ファセットの品質チェック」「ワークフローのレビュー」「takt analyze」「ワークフローの改善提案」「ワークフローの整合性チェック」「taktの問題を見つけて」「ログを分析」「実行ログの診断」「taktのログを見て」「ルール評価の統計」「ai_fallbackの頻度」「ループの検出」

Agent workflows81
T
takt-facet-builder
takt-facet-builder
j5ik2o / ai-tools

Skill for creating and editing individual TAKT facets (Persona/Policy/Instruction/Knowledge/Output Contract). Generates standalone files that comply with each facet's style guide. Uses the style guides and built-in facet set under references/takt as reference material to determine facet types, select templates, and perform quality checks. Triggers: 「ペルソナを作りたい」「ポリシーを追加」「インストラクションを書く」「ナレッジを定義」「出力契約を作成」「ファセットを編集」「takt facet」「レビュアーのペルソナ」「コーディングポリシー」

Agent workflows81
T
takt-optimizer
takt-optimizer
j5ik2o / ai-tools

Skill for optimizing existing TAKT workflows (workflow YAML and facet set). Implements token consumption reduction, step consolidation, rule simplification, promotion of facet reuse, improved loop control, and parallelization proposals, and directly generates the optimized files. Diagnostic results from takt-analyze (static analysis, log diagnosis) can be used as input. This skill handles only "executing optimization"; diagnosis and analysis are delegated to takt-analyze. Based on the engine specifications and style guides under references/takt. Triggers: 「ワークフローを最適化」「taktの高速化」「ワークフローを軽くしたい」「トークンを減らしたい」「ステップを減らしたい」「takt optimize」「ワークフローの効率化」「ファセットを整理したい」「ワークフローをスリムにして」「taktのコスト削減」「ワークフローをシンプルにしたい」

Agent workflows81
T
tmux-cli
tmux-cli
pchalasani / claude-code-tools

CLI utility to communicate with other CLI Agents or Scripts in other tmux panes; use it only when user asks you to communicate with other CLI Agents or Scripts in other tmux panes.

Agent workflows81
T
tooluniverse-cs-setup
tooluniverse-cs-setup
mims-harvard / tooluniverse

Install or update ToolUniverse in Claude Science — create the conda env, install the tooluniverse pip package, and (re)build the tooluniverse-research skill by fetching the current workflow library from GitHub. Use for first-time setup, upgrading the ToolUniverse version, refreshing the bundled workflows after an upstream release, or reinstalling on a new machine.

Agent workflows81
T
turix-cua
turix-cua
shiehxj / turix-cua-skill

TuriX Computer Use Agent for macOS desktop automation. Use when you need to perform visual UI tasks that lack CLI or API access, such as opening apps, clicking buttons, navigating GUIs, or multi-step visual workflows.

Productivity81
U
using-superpowers
using-superpowers
osmontero / opencode-skills

Use when starting a new conversation specifically related to development or debugging - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions

Agent workflows81
V
verification-before-completion
verification-before-completion
cloudflare / workerd

Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always

Testing & quality81
V
voicemode
voicemode
mbailey / voicemode

Voice interaction for Claude Code. Use when users mention voice mode, speak, talk, converse, voice status, or voice troubleshooting.

Agent workflows81
W
wayfinder
wayfinder
devcxl / mattpocock-skills-zh

Plan a large body of work — larger than one agent session can hold — as a shared map of decision tickets on your issue tracker, resolving them one by one until the road to the destination becomes clear.

Productivity81
W
wiki-llms-text
wiki-llms-text
bklit / bklit-ui

Generates llms.txt and llms-full.txt files for LLM-friendly project documentation following the llms.txt specification. Use when the user wants to create LLM-readable summaries, llms.txt files, or make their wiki accessible to language models.

Development81
A
acquia-source
acquia-source
grasmash / drupal-claude-skills

Connect to an Acquia Source ("Source powered by Drupal CMS") site — its JSON:API and MCP endpoints, OAuth2 auth, the @drupal-canvas CLI, and the Canvas Page API deploy workflow. Use when wiring an AI agent or app to a Source CMS site, building/uploading Drupal Canvas Code Components, deploying landing pages via the Page API, or registering the Source MCP server with Claude Code/Cursor.

Development80
A
agent-instinct-system
agent-instinct-system
itallstartedwithaidea / agent-skills

The Agent Instinct System implements pre-cognitive reflexes — automatic safety checks and validations that fire before every code change, tool call, or output generation.

Agent workflows80
A
ai-prompting

Effective communication strategies for AI-assisted development. Learn context-first prompting, phased interactions, iterative refinement, and validation techniques to get better results from Claude and other AI coding assistants.

Agent workflows80
A
alibabacloud-find-skills

Use this skill when users want to search, discover, browse, or find Alibaba Cloud (阿里云) agent skills. Triggers include: "find a skill for X", "search alicloud skills", "阿里云有什么 skill", "搜索阿里云技能", "有没有管理 ECS/RDS/OSS 的 skill", "阿里云 skills 有哪些类目", "帮我找一个 skill", "browse alicloud skills", "list alicloud skill categories", "is there an alicloud skill that can...", "what alicloud skills are available", "XX Skill 的内容是什么", "我想了解阿里云 XX Skill 具体做什么", "帮我安装阿里云 Skill" "阿里云 agent skill 市场", "搜一下阿里云的 skill".

Agent workflows80
B
blofin-setup
blofin-setup
blofin / blofin-skills-hub

Set up and configure the BloFin MCP server. Guides through API key creation, MCP configuration, connection verification, and switching between demo/production environments.

Agent workflows80
B
brainstorming
brainstorming
pixel-process-ug / superkit-agents

Use before any creative work - creating features, building components, adding functionality, or modifying behavior. Triggers on /brainstorm command, when exploring ideas before planning, when user describes a vague goal or feature request, or when design decisions need collaborative exploration. Explores user intent, requirements and design before implementation.

Agent workflows80
B
bro
bro
mariusflorescu / pstack-t3

Restate the last message in plain human language, with no jargon.

Agent workflows80
C
claude-chrome
claude-chrome
dicklesworthstone / agent_flywheel_clawdbot_skills_and_integrations

Claude in Chrome - browser automation via the official Anthropic extension. Control your logged-in Chrome browser, automate workflows, fill forms, extract data, and run scheduled tasks.

Productivity80
C
codex-session-recovery
codex-session-recovery
huajiexiewenfeng / codex-session-recovery

Use when Codex Desktop sessions, threads, sidebar history, project conversations, or local session lists are missing after an update or restart, only one conversation is visible, sessions need to be restored for a workspace, or the user asks to repair Codex session_index/state/global-state/cwd metadata. This skill audits and restores local Codex session metadata safely.

Agent workflows80
C
compression-strategy
compression-strategy
athola / claude-night-market

Recommends context compression strategies for bloated or quota-heavy sessions. Use when context feels sluggish or quota burns faster than expected.

Agent workflows80
C
continual-learning
continual-learning
microsoft / skills

Guide for implementing continual learning in AI coding agents — hooks, memory scoping, reflection patterns. Use when setting up learning infrastructure for agents.

Agent workflows80
C
continuous-learning
continuous-learning
itallstartedwithaidea / agent-skills

Continuous Learning enables agents to automatically extract successful patterns from completed sessions and codify them into reusable skills, rules, and prompt refinements.

Agent workflows80
C
create-paperclip-bundled-skill
create-paperclip-bundled-skill
paperclipai / paperclip

Turn an idea, tweet, or task into a skill in the Paperclip skills catalog (packages/skills-catalog). Use when asked to FIND or MAKE a skill and publish it as a bundled/optional catalog skill: research prior art, reference or author it, add examples, regenerate the manifest, open a PR.

Agent workflows80
C
cursor-sdk-guide

No description yet

Development80
E
ecosystem
ecosystem
vibeindex / skills

Get a dashboard view of the Claude Code ecosystem with stats and trends

Agent workflows80
E
executing-plans
executing-plans
izyanrajwani / agent-skills-library

Disciplined plan execution for implementation tasks. Use when executing a saved implementation plan, following step-by-step instructions from a plan document.

Agent workflows80
E
explain-outcome
explain-outcome
lwlee2608 / agent-skills

Use when reporting a failed command, test, build, or deploy; an investigation into an error or incident; or the result of a multi-step task. Structures the report in three parts: what happened, what it means, and what’s next.

Agent workflows80
G
grill-with-docs
grill-with-docs
dmmulroy / skills

A relentless interview to sharpen a plan or design, which also creates docs (ADR's and glossary) as we go.

Agent workflows80
G
groq-inference
groq-inference
scientiacapital / skills

Fast LLM inference with Groq API - chat, vision, audio STT/TTS, tool use. Use when: groq, fast inference, low latency, whisper, PlayAI TTS, Llama, vision API, tool calling, voice agents, real-time AI.

Development80
I
int-patterns
int-patterns
microsoft / skills-for-copilot-studio

Pattern library for Copilot Studio agent design. Contains proven and recommended implementation patterns with YAML examples. Used by the Advisor agent to suggest patterns and by the Author agent to reference YAML structure during implementation. USE FOR: design guidance, pattern suggestions, review against best practices, troubleshooting known pitfalls, YAML reference during implementation. DO NOT USE FOR: general YAML schema reference (use int-reference), topic creation mechanics (use new-topic).

Agent workflows80
I
integrate-arcjet-guard-agent-framework-go
integrate-arcjet-guard-agent-framework-go
arcjet / skills

Integrate Arcjet Guard into Microsoft Agent Framework for Go (github.com/microsoft/agent-framework-go). Wrap a functool or MCP tool with GuardTool, guard every tool an agent can see and screen inbound text with GuardMiddleware, or guard any Go function with arcjet.GuardAction. Use when asked to add Arcjet to a Go agent built on Microsoft Agent Framework, rate limit its tools, block prompt injection, or fail closed on tool calls. This is the Go framework, not the .NET or Python Microsoft Agent Framework.

Security80
L
long-horizon-workflows
long-horizon-workflows
itallstartedwithaidea / agent-skills

Long-Horizon Workflows enable AI agents to execute multi-hour, multi-phase autonomous pipelines that far exceed the scope of a single conversation turn.

Agent workflows80
M
mcp-builder
mcp-builder
pixel-process-ug / superkit-agents

Use when the user needs to build MCP (Model Context Protocol) servers — tool definitions, resource management, prompt templates, transport layers, and client integration. Triggers: user says "MCP", "MCP server", "model context protocol", building tools for AI clients, creating AI integrations.

Development80
M
memory-init-qoder

No description yet

Agent workflows80
M
mobile-harness
mobile-harness
droidrun / mobile-harness

Portable Android and iOS device-control harness for agents. Use when an agent needs to control or automate Android/iOS devices — tap, swipe, screenshot, app control — locally (ADB/Portal/Simulator) or on Mobilerun cloud devices.

Agent workflows80
N
nocobase-ai-employee
nocobase-ai-employee
nocobase / skills

NocoBase 2 only; never use in a NocoBase 3 project. Use when a NocoBase task requires AI employee lifecycle work such as discovering existing employees, judging fit, creating or maintaining a dedicated employee, and preparing it before another skill binds it to a UI surface.

Agent workflows80
N
nocobase-mcp-setup
nocobase-mcp-setup
nocobase / skills

Configure NocoBase as an MCP server for your coding agent CLI. Use when users need to set up MCP connection to NocoBase for the first time.

Agent workflows80
O
opencode-sdk-guide

No description yet

Development80
O
orca-cli
orca-cli
abhijitbansal / orca-local

Operate Orca-managed worktrees, folder contexts, terminals, repos, automations, skill sharing, worktree comments, and Orca's embedded browser through the `orca` CLI. Use when the user says "$orca-cli", "Orca worktree", "child worktree", "spawn codex/claude in a worktree", "read/wait/send Orca terminal", "handoff" / "handover" / "give this to another agent", "Orca browser", or "share skills". Prefer it over raw git worktree, ad hoc PTYs, or Computer Use when Orca state is involved. Use Computer Use only when a visible window needs GUI control that a CLI, filesystem, or API cannot do.

Agent workflows80
O
orchestration-workflow
orchestration-workflow
pepperu96 / hyper-mla

Full optimization workflow, sub-agent launch templates, agent communication contracts, default configurations, tuning strategy, and knowledge base update protocol. Use when: (1) starting an optimization cycle, (2) launching a Profiler or Designer sub-agent, (3) interpreting or formatting agent communication, (4) updating the knowledge base after a profiling or implementation iteration, (5) deciding default configurations or tuning strategy for a kernel.

Agent workflows80
P
package-evaluator
package-evaluator
mathews-tom / armory

Use when evaluating an Armory package, auditing agent or hook quality, checking package completion contracts, or reviewing the catalog across package types. Covers single-package and repository-wide audits. Not for LLM prompt optimization or ordinary PR code review.

Testing & quality80
P
prompt-analysis
prompt-analysis
git-ai-project / git-ai

Analyze AI prompting patterns and acceptance rates

Data & databases80
P
promptify
promptify
ravnhq / ai-toolkit

Transform user requests into detailed, precise prompts for AI models.

Agent workflows80
Q
qe-skill-builder
qe-skill-builder
proffesor-for-testing / agentic-qe

Create new Claude Code Skills with proper YAML frontmatter, progressive disclosure structure, and complete directory organization. Use when you need to build custom skills for specific workflows, generate skill templates, or understand the Claude Skills specification.

Agent workflows80
7921–7980 of 13,313

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.