Skills real projects publish on GitHub, most starred first. Each one says what it will make an agent do before you copy it.
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
GitHubSkillgithub/awesome-copilot/skills/ruby-mcp-server-generator/SKILL.md
Generate a complete Model Context Protocol server project in Ruby using the official MCP Ruby SDK gem.
Steady2 mentions in 2 weeks
No other project uses it yet
GitHubSkillgithub/awesome-copilot/skills/rust-mcp-server-generator/SKILL.md
Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK
Steady2 mentions in 2 weeks
2 projects use a version of this
GitHubSkillgithub/awesome-copilot/skills/swift-mcp-server-generator/SKILL.md
Generate a complete Model Context Protocol server project in Swift using the official MCP Swift SDK package.
2 projects use a version of this
jgobuildsSkilljgobuilds/ai-standards-public/skills/build-mcp-server/SKILL.md
Build, review, or fix an MCP (Model Context Protocol) server so an agent can call a new capability. Use whenever the user wants to "give the agent a tool", "wire up an MCP", "connect <service> to Claude", "make an MCP server", asks why an agent is not calling a tool, or is about to hand-write JSON-RPC. Covers the adopt-vs-generate-vs-write decision, the tool-surface conventions that decide whether a model actually uses the tool correctly, the failure-reporting rules, the egress declaration, and the conformance gate (scripts/mcp_smoke.py). Run it BEFORE writing a server, not after.
m00kkReads credentialsSkillm00kk/agent-skills-playbook/skills/build-mcp-server/SKILL.md
Builds production Model Context Protocol (MCP) servers in Python (FastMCP) or TypeScript (@modelcontextprotocol/sdk). Use when the user asks to create an MCP server, expose tools/resources to Cursor or Claude, or integrate APIs via MCP.
Red-empty-potatoSkillRed-empty-potato/ai-agent-skills/skills/mcp-server-guide/SKILL.md
Set up and use an MCP (Model Context Protocol) server to give agents access to external tools or data. 搭建并使用 MCP 服务器扩展 agent 能力。
MetaBrain-LabsSkillMetaBrain-Labs/ComfyUI-MCP-Server-TypeScript/comfyui-mcp-server-skill/SKILL.md
Enables AI agents to discover, inspect, and execute ComfyUI workflows for image and video generation through a structured MCP interface. Supports the full task lifecycle—from context loading and workflow discovery, to parameter mounting and task submission, and finally result retrieval and generated asset management.
MicrosoftSkillmicrosoft/AKS-Lab-GitHubCopilot/.github/skills/mcp-server-skeleton/SKILL.md
Skill: MCP Server Skeleton (FastMCP, streamable-http) ## Reference layout ``` src/mcp_servers/ / ├── __init__.py ├── models.py ├── store.py ├── server.py └── Dockerfile ``` ## `server.py` template ```python from __future__ import annotations from mcp.server.fastmcp import FastMCP import structlog from
csiddhant796-blipSkillcsiddhant796-blip/claude-skills-collection/mcp-server-builder/SKILL.md
MCP Server Builder
Hussain-ElfalahSkillHussain-Elfalah/Agentic-Skills/.cursor/skills/mcp-server-builder/SKILL.md
name: mcp-server-builder description: Design and ship production-ready MCP (Model Context Protocol) servers from OpenAPI contracts instead of hand-written tool wrappers. Python and TypeScript support, schema validation
imdouglasoliveiraSkillimdouglasoliveira/skills/skills/mcp-remote-server/SKILL.md
Builds a remote MCP server with per-user read/write permissions, an access admin screen and a usage log, on Supabase Edge Functions, a closed proxy, or Cloudflare Workers.
sandraschiSkillsandraschi/inkscape-mcp/.cursor/skills/mcp-server-developer/SKILL.md
Comprehensive MCP server development guide covering FastMCP 2.14.3 features, Anthropic standards, ecosystem integration, and production deployment across all agentic IDEs
mrlynnReads credentialsSkillmrlynn/claude-skills/mcp-server-scaffold/SKILL.md
Generate Model Context Protocol (MCP) tool servers from API descriptions, enabling AI assistants to connect to external services
dataforseoSkilldataforseo/mcp-server-typescript/SKILL.md
Run DataForSEO API tasks via the CLI in a shell (docs index, docs search, request). Use when the agent should execute terminal commands with npx dataforseo-mcp-server.
bluesky-socialSkillbluesky-social/atproto/.agents/skills/xrpc-server/SKILL.md
Build or edit routes on an AT Protocol service that uses `@atproto/xrpc-server` — `packages/pds`, `packages/bsky`, `packages/ozone`, or any package whose handlers call `server.add()`. Use when adding or changing an endpoint, wiring `createServer` into Express, reading params/input/auth in a handler, returning JSON, binary, streamed, or empty responses, setting response headers, throwing XRPC protocol errors, applying per-route rate limits or body limits, or exposing a WebSocket subscription. To migrate a service off the legacy generated server stack, use the lexification-server skill instead. For calls the service makes *out* to other services, use the lex-client skill.
roedyrustamSkillroedyrustam/vibes-plug/skills/mcp-server-architect/SKILL.md
Ultimate guide for designing, building, and security-hardening modern AI Tools/Bots via Model Context Protocol (MCP v1.x) in TypeScript and Python / Panduan utama merancang, membangun, dan mengamankan AI Tools/Bots modern melalui Model Context Protocol (MCP) dalam TypeScript dan Python.
aivrarSkillaivrar/portable-hermes-agent/skills/extensions/music-server/SKILL.md
Generate audio with the portable Music Server.
AradotsoReads credentialsSkillAradotso/mcp-skills/skills/mcp-server-bash-sdk/SKILL.md
Build lightweight MCP servers in pure Bash with zero runtime overhead for AI tool integration
AradotsoReads credentialsSkillAradotso/mcp-skills/skills/postman-mcp-server/SKILL.md
Connect AI agents to Postman APIs for workspace management, collection operations, environment handling, and code generation
AradotsoReads credentialsSkillAradotso/mcp-skills/skills/railway-mcp-server/SKILL.md
Use Railway's MCP server to manage Railway projects, deployments, databases, and infrastructure through the Railway CLI
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.
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