Topic · Automation and Agents
MCP Servers skills for Claude Code and Codex
Skills for the Model Context Protocol: building MCP servers in Python, TypeScript, Go, Java, Kotlin and C#, packaging them as MCPB bundles, adding WebMCP tools to a site, auditing server security, and using hosted MCP servers for GitHub, Atlassian, AWS, Hugging Face and more. Anthropic's own mcp-builder and build-mcp-server skills sit alongside vendor-published ones.
Highest-scoring MCP skills in the October 22, 2026 snapshot: mcp-builder from anthropics/skills (89/100), tool-design from muratcankoylan/Agent-Skills-for-Context-Engineering (86/100) and bigquery from costory-io/costory-finops-mcp-skills (85/100). Scores come from the Suede Skill Check.
- 82 listed skills
- 29 repositories
- 15 with full pages
59 from official publishers. 9 bundle scripts. 12 connect to an outside service. Listed in AI Agents and LLM Engineering (54), Testing and QA (7), Data, Analytics and Databases (7), Developer Tools and Frameworks (7), Productivity and Knowledge Work (3), DevOps and Cloud (2), Security (1), Marketing and SEO (1).
All 82 MCP skills
No matching skills. Try fewer words or clear your search.
| Skill | Repository | What it does |
|---|---|---|
| add-webmcp 83/100 · B | browserbase/skills | Analyzes an existing web application for safe user-visible capabilities, implements first-party WebMCP tools, and validates discovery and invocation with Stagehand. |
| agent-qa-authoring 74/100 · C | vostride/agent-qa | Guides creating, editing, validating, and running agent-qa tests, suites, and hooks, preferring agent-qa MCP tools, canonical IDs, and the bundled schema reference. |
| agent-qa-result-triage 74/100 · C | vostride/agent-qa | Investigates failed agent-qa runs by inspecting artifacts, classifying failures, and comparing recent runs, using agent-qa MCP tools to produce evidence-backed triage. |
| appie-chatbot 77/100 · C | appierun/appie-mcp | Create and train chatbots on text, URLs, sitemaps or articles through Appie.run’s hosted MCP service with your own project API key; chatbot messages use 1 credit each. |
| aws-agentic-ai 83/100 · B | zxkane/aws-skills | Guides deploying and managing AI agents on AWS Bedrock AgentCore, covering Gateway, Runtime, Memory, Identity, Observability, Evaluations, MCP tool integration, and governance workflows. |
| aws-mcp-setup 80/100 · B | zxkane/aws-skills | Configures AWS MCP servers for documentation search and API access, covering both the full AWS MCP Server and the lightweight Documentation MCP. |
| bigquery 85/100 · B | costory-io/costory-finops-mcp-skills | Investigate BigQuery compute and storage costs, compare billing models, and map spend through the hosted Costory MCP. Requires a Costory workspace, connected billing data and browser OAuth; review proposed changes before applying them. |
| courier 83/100 · B | trycourier/courier-skills | Guides building notifications with Courier across email, SMS, push, in-app inbox, Slack, Teams, and WhatsApp, including templates, translations, journeys, routing, and MCP. |
| flutter-add-integration-test 77/100 · C | flutter/skills | Configures Flutter Driver for app interaction and converts MCP actions into permanent integration tests using the integration_test package. |
| geekflare 80/100 · B | geekflare/geekflare-skills | Search the live web, extract public page data, capture screenshots and PDFs, and check website health through Geekflare MCP or its REST API. |
| mcp-builder 89/100 · B | anthropics/skills | Guides building MCP servers that let LLMs use external services through tools, in Python with FastMCP or TypeScript with the MCP SDK. |
| swarmvault 75/100 · C | swarmclawai/swarmvault | Builds a local-first knowledge vault that writes markdown, graph, search, dashboard, and MCP artifacts to disk from books, notes, transcripts, datasets, URLs, and code. |
| tool-design 86/100 · B | muratcankoylan/Agent-Skills-for-Context-Engineering | Guides the tool-interface layer of agent systems, including tool descriptions, schemas, response formats, error recovery messages, MCP server design, and adding or removing tools. |
| unbrowse 83/100 · B | unbrowse-ai/unbrowse | Searches and calls websites through Unbrowse's API or remote MCP, reusing indexed site tools, reading pages, and learning missing routes in its cloud browser. |
| virtual-dimensions 81/100 · B | costory-io/costory-finops-mcp-skills | Create and preview custom cost-allocation dimensions with ordered CEL rules, leftover analysis and overlap checks. Requires the hosted Costory MCP and a connected workspace; approve rules and confirm publication. |
| agent-qa-debug-fix 63/100 · D | vostride/agent-qa | Use after an agent-qa run has failed and you need to debug, patch, and verify the issue using MCP evidence, logs, artifacts, and local code changes… |
| alloydb-basics 87/100 · B | google/skills | Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB Model Context Protocol (MCP) tools for automated… |
| amazon-workspaces-agent-access 83/100 · B | aws/agent-toolkit-for-aws | Connects AI agents to remote Windows desktop applications on Amazon WorkSpaces Applications (AppStream 2.0) through the managed Agent Access MCP… |
| api-ai-augmented 73/100 · C | LambdaTest/agent-skills | Designs AI-powered API features, LLM tool/function definitions, MCP server tool schemas, natural language to API conversion, and agentic API… |
| api-gateway-backend-security-and-rate-limiting 89/100 · B | google/skills | Secures and rate limits backend services behind Google Cloud API Gateway across OpenAPI 2.0 and OpenAPI 3.0.x API configurations, including… |
| api-gateway-mcp-server 89/100 · B | google/skills | Configures Google Cloud API Gateway to act as a remote Model Context Protocol (MCP) server (Public Preview) that exposes REST APIs as agent tools… |
| apify-integration-development 80/100 · B | apify/agent-skills | Design and build an official Apify integration for a company's product - workflow-automation apps (Zapier/n8n-style), AI agent plugins (coding-agent… |
| apollo-mcp-server 84/100 · B | apollographql/skills | 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)… |
| aspire 80/100 · B | github/awesome-copilot | Aspire skill covering the Aspire CLI, AppHost orchestration, service discovery, integrations, MCP server, VS Code extension, Dev Containers, GitHub… |
| atlassian-mcp 84/100 · B | jeffallan/claude-skills | Integrates with Atlassian products to manage project tracking and documentation via MCP protocol. Use when querying Jira issues with JQL filters… |
| azure-aigateway 71/100 · C | microsoft/azure-skills | Configure Azure API Management as an AI Gateway for AI models, MCP tools, and agents. WHEN: semantic caching, token limit, content safety, load… |
| build-mcp-app 84/100 · B | anthropics/claude-plugins-official | This skill should be used when the user wants to build an "MCP app", add "interactive UI" or "widgets" to an MCP server, "render components in… |
| build-mcp-server 84/100 · B | anthropics/claude-plugins-official | 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… |
| build-mcpb 84/100 · B | anthropics/claude-plugins-official | This skill should be used when the user wants to "package an MCP server", "bundle an MCP", "make an MCPB", "ship a local MCP server", "distribute a… |
| chrome-devtools 77/100 · C | github/awesome-copilot | Expert-level browser automation, debugging, and performance analysis using Chrome DevTools MCP. Use for interacting with web pages, capturing… |
| chrome-mcp-troubleshooting 87/100 · B | trailofbits/skills | Diagnose and fix Claude in Chrome MCP extension connectivity issues. Use when mcp__claude-in-chrome__* tools fail, return "Browser extension is not… |
| claude-automation-recommender 81/100 · B | anthropics/claude-plugins-official | Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation… |
| codebase-memory-mcp 77/100 · C | github/awesome-copilot | Use when exploring unfamiliar code, mapping architecture, finding symbols or relationships, tracing callers, callees, data flow or dependencies… |
| create-command 68/100 · D | NeoLabHQ/context-engineering-kit | Interactive assistant for creating new Claude commands with proper structure, patterns, and MCP tool integration |
| detection-engineering-coverage-evaluation 84/100 · B | google/skills | Automates the end-to-end detection engineering workflow in Google SecOps using MCP tools. Use when fetching threat intelligence from blogs… |
| dotnet-mcp-builder 79/100 · C | github/awesome-copilot | Build Model Context Protocol (MCP) servers in C#/.NET against the current ModelContextProtocol 2.x NuGet packages. Helps with cases the model gets… |
| entity-creation 69/100 · D | honeydew-ai/honeydew-ai-coding-agents-plugins | Guides you through defining a new Honeydew entity from a data warehouse source — covering source type, granularity key, and initial attribute… |
| flowstudio-power-automate-build 80/100 · B | github/awesome-copilot | Build, scaffold, and deploy Power Automate cloud flows using the FlowStudio MCP server. Your agent constructs flow definitions, wires connections… |
| flowstudio-power-automate-debug 78/100 · C | github/awesome-copilot | Debug failing Power Automate cloud flows using the FlowStudio MCP server. The Graph API only shows top-level status codes. This skill gives your… |
| flowstudio-power-automate-governance 75/100 · C | github/awesome-copilot | Govern Power Automate flows and Power Apps at scale using the FlowStudio MCP cached store. Classify flows by business impact, detect orphaned… |
| flowstudio-power-automate-mcp 70/100 · C | github/awesome-copilot | Foundation skill for Power Automate via FlowStudio MCP — auth setup, the reusable MCP helper (Python + Node.js), tool discovery via `list_skills` /… |
| g-assist-mcp-skill 78/100 · C | NVIDIA/skills | Use this skill to check or change this machine's NVIDIA display and GPU settings, such as resolution, refresh rate, V-Sync, G-SYNC, brightness… |
| github-issues 81/100 · B | github/awesome-copilot | Create, update, and manage GitHub issues using MCP tools. Use this skill when users want to create bug reports, feature requests, or task issues… |
| go-mcp-server-generator 69/100 · D | github/awesome-copilot | Generate a complete Go MCP server project with proper structure, dependencies, and implementation using the official… |
| google-ads-api-mcp-setup 79/100 · C | google/skills | Guides developers through downloading, configuring, and installing the official open-source Google Ads MCP Server. Use this skill when a user wants… |
| google-analytics 73/100 · C | nowork-studio/NotFair | Analyze connected Google Analytics 4 traffic, acquisition, engagement, landing pages, ecommerce, events, and conversions, and safely manage… |
| hf-mcp 72/100 · C | huggingface/skills | Use Hugging Face Hub via MCP server tools. Search models, datasets, Spaces, papers. Get repo details, fetch documentation, run compute jobs, and use… |
| integrate-context-matic 77/100 · C | github/awesome-copilot | Discovers and integrates third-party APIs using the context-matic MCP server. Uses `fetch_api` to find available API SDKs, `ask` for integration… |
| java-mcp-server-generator 89/100 · B | github/awesome-copilot | Use this skill when the user wants to create a Model Context Protocol (MCP) server in Java or in a Spring Boot app. Also use it when the user wants… |
| kotlin-mcp-server-generator 69/100 · D | github/awesome-copilot | Generate a complete Kotlin MCP server project with proper structure, dependencies, and implementation using the official… |
| mcp-cli 74/100 · C | github/awesome-copilot | Interface for MCP (Model Context Protocol) servers via CLI. Use when you need to interact with external tools, APIs, or data sources through MCP… |
| mcp-cli 64/100 · D | obra/superpowers-lab | Use MCP servers on-demand via the mcp CLI tool - discover tools, resources, and prompts without polluting context with pre-loaded MCP integrations |
| mcp-copilot-studio-server-generator 67/100 · D | github/awesome-copilot | Generate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP support |
| mcp-create-declarative-agent 65/100 · D | github/awesome-copilot | Skill converted from mcp-create-declarative-agent.prompt.md |
| mcp-deploy-manage-agents 65/100 · D | github/awesome-copilot | Skill converted from mcp-deploy-manage-agents.prompt.md |
| mcp-developer 84/100 · B | jeffallan/claude-skills | Use when building, debugging, or extending MCP servers or clients that connect AI systems with external tools and data sources. Invoke to implement… |
| mcp-implementation-security-review 76/100 · C | github/awesome-copilot | Review the implementation source code of MCP (Model Context Protocol) servers, clients, and tool handlers against a security baseline —… |
| mcp-integration 76/100 · C | anthropics/claude-plugins-official | This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context… |
| mcp-release-qa 77/100 · C | github/awesome-copilot | Verify an MCP server before release by exercising a real protocol session, comparing runtime capabilities with source and documentation, testing… |
| mcp-security-audit 78/100 · C | github/awesome-copilot | Audit MCP (Model Context Protocol) server configurations for security issues. Use this skill when: - Reviewing .mcp.json files for security risks… |
| microsoft-skill-creator 82/100 · B | github/awesome-copilot | Create agent skills for Microsoft technologies using Learn MCP tools. Use when users want to create a skill that teaches agents about any Microsoft… |
| migrate-to-codex 69/100 · D | openai/skills | Migrate supported instruction files, skills, agents, and MCP config into Codex project and global files. |
| nemo-retriever-mcp 68/100 · D | NVIDIA/skills | Use when a task needs to search or add documents through NeMo Retriever MCP. |
| nemoclaw-user-guide 78/100 · C | NVIDIA/skills | Guides human users' AI agents to the NemoClaw docs MCP server and canonical Fern documentation in Markdown form. Use when users ask how to install… |
| onboard-context-matic 84/100 · B | github/awesome-copilot | Interactive onboarding tour for the context-matic MCP server. Walks the user through what the server does, shows all available APIs, lets them pick… |
| openai-docs 79/100 · C | openai/skills | Use when the user asks how to build with OpenAI products or APIs, asks about Codex itself or choosing Codex surfaces, needs up-to-date official… |
| playwright-explore-website 58/100 · D | github/awesome-copilot | Website exploration for testing using Playwright MCP |
| playwright-generate-test 59/100 · D | github/awesome-copilot | Generate a Playwright test based on a scenario using Playwright MCP |
| power-platform-mcp-connector-suite 69/100 · D | github/awesome-copilot | Generate complete Power Platform custom connector with MCP integration for Copilot Studio - includes schema generation, troubleshooting, and… |
| python-mcp-server-generator 86/100 · B | 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… |
| relation-creation 69/100 · D | honeydew-ai/honeydew-ai-coding-agents-plugins | Guides you through defining a relationship between two Honeydew entities — covering join type, direction, cross-filtering, and connection method —… |
| setup-arxiv-mcp 66/100 · D | NeoLabHQ/context-engineering-kit | Guide for setup arXiv paper search MCP server using Docker MCP |
| setup-context7-mcp 60/100 · D | NeoLabHQ/context-engineering-kit | Guide for setup Context7 MCP server to load documentation for specific technologies. |
| setup-devops-agent 80/100 · B | aws/agent-toolkit-for-aws | Setup and diagnostics for the AWS DevOps Agent MCP connection. Triggers when aws-devops-agent is missing from .mcp.json, when the connection is… |
| setup-serena-mcp 66/100 · D | NeoLabHQ/context-engineering-kit | Guide for setup Serena MCP server for semantic code retrieval and editing capabilities |
| tldr-prompt 67/100 · D | github/awesome-copilot | Create tldr summaries for GitHub Copilot files (prompts, agents, instructions, collections), MCP servers, or documentation from URLs and queries. |
| typescript-mcp-server-generator 69/100 · D | github/awesome-copilot | Generate a complete MCP server project in TypeScript using the MCP TypeScript SDK v2 (@modelcontextprotocol/server) with tools, resources, and… |
| vss-query-analytics 82/100 · B | NVIDIA/skills | Use this skill when reading video-analytics metrics, incidents, alerts, and sensor data via the VA-MCP server (port 9901). Not for live VLM or… |
| webmcp-gen 77/100 · C | browserbase/skills | Create, compile, and validate site-specific WebMCP init scripts from a target URL and desired tool capability. Use when the user wants to author… |
| webmcpify 83/100 · B | github/awesome-copilot | Make a web app agent-ready — propose a WebMCP tool manifest, integrate, verify in a real browser, heal; unrelated code stays untouched. Use for… |
| wordpress 73/100 · C | nowork-studio/NotFair | Operate connected WordPress sites through the NotFair MCP. Use for WordPress content, posts, pages, media, comments, terms, design, settings… |
| workiq-copilot 69/100 · D | github/awesome-copilot | Guides the Copilot CLI on how to use the WorkIQ CLI/MCP server to query Microsoft 365 Copilot data (emails, meetings, docs, Teams, people) for live… |
How to choose MCP skills
Separate builder skills from user skills. Builder skills (mcp-builder, build-mcp-server, the language generators) help you write a server; user skills teach an agent to work through an existing server and usually name it in SKILL.md.
Skills that use a hosted MCP server need that server configured and authorized in your client first. The Before you install panel flags MCP mentions; read SKILL.md for the server URL and the scopes it asks for.
Before you ship a server, run a review skill such as mcp-security-audit, mcp-implementation-security-review or mcp-release-qa. They check configuration, tool handlers and a live protocol session against named criteria.
Ranked MCP shortlists
Related topics
Browser Agents and Computer Use 29End-to-End and Browser Testing 56Test Automation 134Low-Code and No-Code 8Workflow Automation 13AWS 151Google Cloud 146Security Auditing and Review 108
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