Skills real projects publish on GitHub, most starred first. Each one says what it will make an agent do before you copy it.
rrezartprebrezaSkillrrezartprebreza/spring-boot-skills/skills/spring-boot-3/mcp-server/SKILL.md
Use when exposing Spring Boot 3 application capabilities through Model Context Protocol tools, resources, or prompts. Covers Spring AI 1.x tool callback registration, transports, schemas, errors, security, and standalone MCP Java SDK compatibility.
rrezartprebrezaSkillrrezartprebreza/spring-boot-skills/skills/spring-boot-4/mcp-server/SKILL.md
Use when exposing Spring Boot 4 application capabilities through Model Context Protocol tools, resources, or prompts. Covers Spring AI 2.0 MCP annotations, transport selection, schemas, errors, security, and the standalone MCP Java SDK 2.x.
saschb2bSkillsaschb2b/skills/skills/engineering/mcp-server/SKILL.md
Build, extend, and maintain a Model Context Protocol (MCP) server across its whole lifecycle against the current spec and official SDKs. Covers the architecture, choosing a transport (stdio vs Streamable HTTP), writing tool definitions agents actually use, adding tools without breaking existing agents, versioning and deprecation, the security threat model (tool poisoning, token passthrough, prompt injection, OAuth), testing with the MCP Inspector, and publishing to the registry. Use when building an MCP server, exposing a CLI, API, or app to AI agents (Claude Code, Cursor, Cline, Windsurf), adding or reviewing MCP tools, fixing an agent that calls the wrong tool or loads too many, securing or authorizing an MCP server, migrating transports, or shipping and versioning one. Also for any new agent-tool integration where the target has a scripting API, CLI, or HTTP surface.
prizmadSkillprizmad/agent-skills/mcp-server/SKILL.md
MCP server for AI agents to create video ads via Streamable HTTP. Primary auth is OAuth 2.1 + Dynamic Client Registration (the modern Claude Desktop / Claude.ai / ChatGPT / Cursor "Connect" flow); long-lived API keys remain supported for headless clients.
timsonnerSkilltimsonner/agent-skills/mcp-server/SKILL.md
Specification for building Model Context Protocol servers using Python
michaelsvanbeekSkillmichaelsvanbeek/personal-agent-skills/skills/mcp-server/SKILL.md
MCP server design, development, and audit using the Python SDK (FastMCP). Use when: creating a new MCP server, wrapping an API as MCP tools, auditing an existing MCP server for patterns and gaps, adding auth/secrets/retry/observability to an MCP server, choosing between tools vs resources vs prompts, designing MCP resources or resource templates, creating MCP prompts for workflow bootstrapping, choosing between low-level Server and FastMCP, designing tool contracts, configuring pydantic-settings, adding structured logging, writing MCP server tests, or improving an existing MCP server codebase.
AnthropicSkillanthropics/claude-plugins-official/plugins/mcp-server-dev/skills/build-mcp-server/SKILL.md
This skill should be used when the user asks to "build an MCP server", "create an MCP", "make an MCP integration", "wrap an API for Claude", "expose tools to Claude", "make an MCP app", or discusses building something with the Model Context Protocol. It is the entry point for MCP server development — it interrogates the user about their use case, determines the right deployment model (remote HTTP, MCPB, local stdio), picks a tool-design pattern, and hands off to specialized skills.
affaan-mSkillaffaan-m/ECC/.agents/skills/mcp-server-patterns/SKILL.md
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.
affaan-mSkillaffaan-m/ECC/.cursor/skills/mcp-server-patterns/SKILL.md
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.
oguzbilgicSkilloguzbilgic/kern-ai/skills/add-mcp-server/SKILL.md
Add a Model Context Protocol (MCP) server to extend your toolbox with external tools
aws-samplesSkillaws-samples/sample-apex-skills/skills/eks-mcp-server/SKILL.md
Install, configure, and troubleshoot the EKS MCP Server connection in your AI assistant (Claude Code, Cursor, Kiro). Use ONLY for MCP server setup problems — config file location (.mcp.json), IAM permissions for eks-mcp actions, uvx installation, choosing AWS-hosted vs self-hosted mode, or debugging why MCP tools fail to appear after config. Also activate if user mentions "eks mcp", "mcp server", "mcp.json", or "mcp tools not showing". Do NOT use for actual cluster operations once MCP is working — those go to eks-recon (discovery), eks-operation-review (audits), or eks-upgrade-check (upgrades). For setting up the Arm migration MCP server used for arm64 readiness scanning, use graviton-migration, not this skill.
GitHubSkillgithub/gh-aw/.github/skills/github-mcp-server/SKILL.md
Reference for GitHub MCP server tools, methods, and usage patterns.
roedyrustamSkillroedyrustam/vibes-plug/skills/doku-mcp-server/SKILL.md
name: doku-mcp-server description: "Expert guide for DOKU Model Context Protocol (MCP) Server integration. Enables AI Agentic Commerce with tools for payment links, Virtual Accounts, QRIS, transaction status checks
rittmananalyticsSkillrittmananalytics/wire-plugin/skills/dbt-mcp-server/SKILL.md
Proactive skill for setting up and configuring the dbt MCP server for use with Claude Code and Claude Desktop. Auto-activates when a user asks about connecting Claude to dbt, setting up dbt MCP, or accessing dbt Semantic Layer or Discovery API from Claude. Covers local vs remote server modes, credential handling, and Wire project setup.
OneWave-AISkillOneWave-AI/claude-skills/mcp-server-builder/SKILL.md
Use to build, wire up, or debug an MCP (Model Context Protocol) server that gives Claude access to an internal API, database, or SaaS tool. Trigger when the user wants Claude to connect to their own system, asks for an MCP server, needs custom tools for Claude Code or the Claude app, or an existing server's tools are not showing up.
voletivarshithSkillvoletivarshith/sql-mcp-server/sql-mcp-server/SKILL.md
Execute SQL against MySQL or PostgreSQL databases via categorized MCP tools. Use when the user asks to query, describe, explain, create, alter, insert, update, delete, truncate, or drop tables. Provides read tools (select, describe, explain, explain-analyze), write tools (insert, update, alter, create-table), and destructive tools (delete, truncate, drop-table) with built-in injection protection and elicitation on destructive operations.
aiagenta2zSkillaiagenta2z/onekey-gateway/skills/mcp-server-chart/SKILL.md
Auto-generated skill for mcp-server-chart tools via OneKey Gateway.
tdiminoSkilltdimino/claude-code-minoan/skills/integration-automation/mcp-server-manager/SKILL.md
Configure and manage MCP (Model Context Protocol) servers in Claude Code CLI. Use this skill when adding, removing, listing, or troubleshooting MCP servers, or when questions arise about MCP configuration, transport types, scopes, or authentication. Essential for connecting Claude Code to external tools, databases, and APIs.
apollographqlSkillapollographql/skills/skills/apollo-mcp-server/SKILL.md
Guide for using Apollo MCP Server to connect AI agents with GraphQL APIs. Use this skill when: (1) setting up or configuring Apollo MCP Server, (2) defining MCP tools from GraphQL operations, (3) using introspection tools (introspect, search, validate, execute), (4) troubleshooting MCP server connectivity or tool execution issues.
MicrosoftSkillmicrosoft/mcp-interactiveUI-samples/mcp-apps/zava-insurance/node/src/mcpserver/SKILL.md
Migrates an MCP server with interactive widgets from the OpenAI Apps SDK (window.openai, text/html+skybridge) to the MCP Apps standard (@modelcontextprotocol/ext-apps), covering server-side and client-side changes.
A folder with a SKILL.md file: a name, a description of when to use it, and instructions. Claude loads a skill only when the task matches its description.
Copy the folder into your project's .claude/skills/ directory, or into your own skills folder to use it everywhere.
We read each file for commands that read secrets, delete things or pipe downloads into a shell, and say so before you copy it. No warning is not a promise that a file is safe.
Open a skill to see its discussion. Reports from people and their agents are coming.
