Model Context Protocol servers (opens in a new tab)modelcontextprotocol/servers★91.1k stars
Reference MCP server implementations maintained by the MCP steering group. Read them to see how a server is built, or as a starting point for your own.
MCP servers, agent skills, repos and tools to build with AI. Shared and upvoted by members.
5 links match “database”
Reference MCP server implementations maintained by the MCP steering group. Read them to see how a server is built, or as a starting point for your own.
GitHub's official MCP server. Lets AI tools read repositories and code files, manage issues and pull requests, analyze code and automate workflows.
MCP toolkit that gives a coding agent IDE-like tools: semantic code retrieval, editing and refactoring at the symbol level. Useful on larger codebases.
MCP server that lets an AI client search and edit files on your computer and run long-running terminal commands.
Open-source MCP server from Google that connects AI agents and IDEs to your databases: explore schemas and query data with prebuilt tools, or define custom ones.
Connects Cursor, Claude and other AI assistants to your Supabase projects to manage tables, fetch config and query data. Read its security guidance first.
Open-source MCP server for Neon. Manage Postgres projects and branches and run queries in natural language from your AI tool.
Prisma's MCP server lets AI tools manage Prisma Postgres databases, apps deployed on Prisma Compute and Object Storage. Sign in with your Prisma account.
Pulls up-to-date, version-specific documentation and code examples for libraries into your prompt, so the model stops answering from outdated training data.
Free, open-source remote MCP server that turns any GitHub project into a documentation source for your AI tool, to reduce invented code.
Official Firecrawl MCP server. Adds web scraping and search to Cursor, Claude and other LLM clients.
Connects AI agents to Exa for web search, content fetching and multi-step research. Use it when your agent needs to look things up on the live web.
Tavily's MCP server: real-time search, extract, map and crawl tools for AI assistants.
MCP server for the Brave Search API: web, local business, image, video and news search, plus AI summaries. Runs over STDIO by default, HTTP optional.
Lets your coding agent control and inspect a live Chrome browser, with Chrome DevTools for automation, debugging and performance analysis.
MCP server that provides browser automation with Playwright. The model interacts with web pages through structured accessibility snapshots instead of screenshots.
MCP server for mobile automation on iOS and Android. Lets an agent operate native apps on simulators, emulators and real devices.
MCP server that connects coding agents to your running Next.js 16+ dev server, giving them live runtime errors, routes and logs.
A suite of open-source MCP servers for AWS. Note that its README now recommends the newer Agent Toolkit for AWS as the successor.
Several MCP servers from Cloudflare. An MCP client such as Cursor or Claude can read configuration from your Cloudflare account, suggest changes and apply them.
Microsoft's catalog of its official MCP server implementations. Start here if your project runs on Microsoft services.
Docker's MCP CLI plugin and gateway, the engine behind the MCP Toolkit in Docker Desktop. Use it to run and deploy MCP servers from the Docker MCP Catalog.
The official Render MCP server. Create and manage web services, static sites, cron jobs and databases on Render from your AI tool.
Netlify's official MCP server. Lets code agents use the Netlify API and CLI to create projects, build, deploy and manage your Netlify resources.
Vercel's official MCP server. Connect your AI tools to Vercel so an assistant can interact with your Vercel projects.
Railway's MCP server lets AI assistants create projects, deploy templates, manage environments, pull variables and redeploy services.
Community MCP server that gives Cursor and other AI coding tools the layout data of your Figma files. Paste a link to a file, frame or group and ask for the implementation.
Figma's guide to its MCP server, which gives design information and context to AI agents generating code from Figma design files.
Use the shadcn MCP server to browse, search and install components from registries, straight from your AI coding tool.
Connects Cursor, Claude Code, Windsurf or any MCP client to the 21st catalog of React components: search and install them from your editor. Formerly Magic MCP.
Expo's guide to using the Model Context Protocol with Expo projects, so AI tools understand your mobile app's development environment better.
The official Resend MCP server. Send and receive emails and manage contacts, broadcasts and domains from an MCP client. Available hosted or run locally.
Remote MCP server hosted by Notion. After OAuth, clients such as Claude Code, Cursor or Codex can search, read, create and update content in your workspace.
Linear's hosted remote MCP server, with tools for finding, creating and updating issues, projects and comments from Claude, Cursor and other clients.
Connects Claude, ChatGPT, Cursor or any AI client to the apps Zapier supports. Your agent picks an action and runs it, with auth and permissions handled by Zapier.
Connects AI assistants to Sentry to search errors, analyze performance, triage issues and manage projects. Connections use OAuth.
PostHog's hosted MCP server. Lets your AI agent use PostHog by asking questions in plain text.
Stripe's MCP server gives AI agents tools to interact with the Stripe API and to search Stripe's documentation and support articles.
The CLI for the open agent skills ecosystem (npx skills). Installs skills for Claude Code, Codex, Cursor, OpenCode and many other coding agents.
A simple, open format for guiding coding agents: a README for agents, one predictable place for the context and instructions they need to work on your project.
Home of the Agent Skills open format: a skill is a folder with a SKILL.md file (name, description, instructions) plus optional scripts and references. Includes the full specification.
Claude Code documentation on creating, managing and sharing skills to extend what Claude can do, including custom commands and bundled skills.
OpenAI documentation on building skills for ChatGPT and Codex: a skill is a directory with a SKILL.md file plus optional scripts and references, loaded in full only when it is used.
Cursor documentation on persistent instructions: Project, Team and User Rules, plus AGENTS.md, with guidance on writing effective coding guidelines.
Documentation for Cascade memories and user-defined rules at global, workspace and system level, kept in .devin/rules or the legacy .windsurf/rules. The former Windsurf docs address redirects here.
GitHub Docs guide to creating repository custom instructions files that give Copilot context on how to understand a project and how to build, test and validate its changes.
Anthropic's public repository of Agent Skills: folders of instructions, scripts and resources that Claude loads when a task needs them. Good examples to copy from.
Agent skills for marketing tasks, aimed at technical marketers and founders: conversion optimization, copywriting, SEO, analytics and growth engineering.
One collection of plugins, agents, skills and commands usable across Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot and other coding tools.
OpenAI's curated collection of Codex plugin examples. Each plugin has a manifest and optional skills, MCP configuration, agents, commands and hooks.
Skills for building apps with the Gemini API and SDKs, covering text generation, multi-turn chat, streaming, function calling, structured output and the Live API.
A software development methodology for coding agents, built on composable skills. It makes the agent clarify what you are building before it writes code.
Matt Pocock's small, composable agent skills for day-to-day engineering, meant to be adapted to your own process. Installable as a plugin or through skills.sh.
GitHub's open-source toolkit that gives AI coding agents structured processes and reusable templates, starting with spec-driven development.
Engineering skills for AI coding agents that encode workflows and quality gates across the development lifecycle, with slash commands for spec, plan, build, test, review and ship.
Spec-driven development for AI coding assistants: slash commands guide the agent from exploring and proposing a change to implementing it. The CLI collects anonymous usage stats (opt-out).
An agile method for AI-driven development: a process that takes an idea or change request to working software while keeping decisions explicit.
Anthropic's open-source plugins for knowledge work in Claude Cowork and Claude Code. Each one bundles skills, connectors, slash commands and sub-agents for a job function.
Emil Kowalski's skills for building user interfaces, mostly about animation: choosing easing, duration and properties, reviewing and improving existing animations, plus design advice.
Vercel's collection of agent skills: React and Next.js performance guidelines, composition patterns, web interface guideline reviews, React Native, and deploying to Vercel.
Skills for design engineers, such as a baseline for UI work and fixes for accessibility, metadata and motion performance, with a CLI and an MCP endpoint to browse and fetch them.
Agent Skills maintained by Remotion that define recommended practices for Remotion projects: creating compositions, captions, maps, multimedia, rendering and upgrades.
Unofficial, measurement-first Agent Skills for web quality, based on Lighthouse, Core Web Vitals, WCAG accessibility and search guidance. Works with any framework.
Official AI agent skills from the Expo team for building, deploying, upgrading and debugging Expo apps, covering Expo Router, EAS workflows, updates and app store submission.
React Native skills for AI coding assistants from Callstack, drawn from work on production apps: performance practices, testing, navigation, upgrades and brownfield migration.
Official agent skills (MIT) for image and video generation with Higgsfield, for Claude Code and other agents. Install: npx skills add higgsfield-ai/skills. Uses your Higgsfield account and credits.
shadcn/ui documentation for its skill, which gives an AI assistant project-aware knowledge of shadcn/ui components, CLI commands, theming and registry authoring.
Skills for AI and ML tasks on the Hugging Face Hub such as dataset creation, model training and evaluation. Compatible with Claude Code, Codex, Gemini CLI and Cursor.
Agent Skills for building on Cloudflare: Workers, the Agents SDK, Durable Objects, Wrangler, web performance and the wider Cloudflare Developer Platform.
Agent Skills from Supabase: one skill for any task involving Supabase products and client libraries, with a security checklist, and one for Postgres performance practices.
Stripe's repository for building AI products with Stripe: agent skills on Stripe integration practices and upgrades, SDKs for billing LLM usage, and pointers to the Stripe MCP server.
Database-focused skills for AI coding assistants from PlanetScale. Each skill covers one database technology: Postgres, MySQL, Vitess and Neki.
Skills that help AI coding agents understand and work with Firebase, packaged as instructions and scripts in the Agent Skills format.
Agent skills for sending and receiving email with Resend, plus email deliverability practices. Available as a plugin for Claude Code and Cursor, with Resend's hosted MCP server.
Claude Code plugin marketplace from Trail of Bits with skills for security research, vulnerability detection, audit workflows, fuzzing and static analysis.
Agent Skill that lets coding agents write and run Playwright automation on the fly, from simple page tests to multi-step flows, with dev server detection and screenshots.
Agent skills used by the Sentry team for development, in the Agent Skills format: code review, bug finding, security reviews, commits and pull request writing.
Open-source Gemini CLI extension that analyzes code changes for security vulnerabilities and scans project dependencies for known vulnerabilities using OSV-Scanner.
Open-source prompt library, formerly Awesome ChatGPT Prompts. Share, discover and collect prompts that work with ChatGPT, Claude, Gemini and others.
A collection of Cursor project rules: files that tell Cursor how to behave for a given project, framework or workflow. Copy one that matches your stack.
Community-created collection of custom agents, instructions, skills, hooks, workflows and plugins for GitHub Copilot, with a searchable website.
Open-source collection of AI prompts and curated rules for developers, usable as Cursor rules and with Cline, Windsurf and GitHub Copilot.
Supabase's curated prompts for AI-powered IDE tools such as Cursor or GitHub Copilot: copy them into your repo as rules for Edge Functions, RLS policies, migrations and SQL style.
Hand-picked list of resources for Claude Code: skills, agents, status lines, developer tooling and plugins.
Anthropic-managed directory of Claude Code plugins: plugins maintained by Anthropic plus third-party plugins from partners and the community, installable from inside Claude Code.
Directory of the open agent skills ecosystem: search reusable skills for AI agents, see a leaderboard by installs, and install any of them with the skills command-line tool.
Cursor's catalogue of verified plugins, which can bundle skills, subagents, rules, hooks, commands and MCP servers.
Interactive CLI to start a full-stack, typesafe Next.js app on the T3 Stack, a web stack focused on simplicity, modularity and full-stack type safety.
Starter template for a SaaS app with Next.js: authentication, Stripe Checkout for payments and a dashboard for logged-in users, built with Postgres and shadcn/ui.
Turborepo template for Next.js apps from Vercel, meant as an opinionated starting point for building SaaS applications.
Free, open-source SaaS starter built with Next.js, Tailwind CSS, Shadcn UI and TypeScript, with authentication and multi-tenancy included.
Open-source AI coding agent for the terminal, also available as a desktop application.
OpenAI's coding agent that runs locally in your terminal.
Google's open-source AI agent that brings Gemini into your terminal.
Open-source coding agent for your IDE, terminal and desktop. It can create files, run commands and use MCP servers, with you approving the steps.
Open-source, general-purpose AI agent that runs on your machine, as a desktop app, a CLI and an API. For code and other tasks, with any LLM.
AI pair programming in your terminal. Aider maps your codebase and works with most LLMs, including local models, on new or existing projects.
Open-source browser agent: lets an AI agent navigate and act on websites. Use it when your product needs to operate the web.
Low-level orchestration framework for building, managing and deploying long-running, stateful agents.
TypeScript framework for building AI-powered applications and agents. Works with React, Next.js and Node, or as a standalone server.
Vercel's provider-agnostic TypeScript toolkit for building AI-powered applications and agents with Next.js, React, Svelte, Vue and Node.js.
Python framework for building MCP servers and clients. Declare a tool as a Python function and the schema, validation and documentation are generated for you.
Developer tool for inspecting and testing MCP servers, with a web UI, a CLI and a terminal UI. Use it while you build or debug your own server.
A set of accessible, composable components you copy into your project and customize. Use it to build your own component library.
Open-source animation library for JavaScript, React and Vue, with gestures, springs, layout transitions and scroll-linked effects.
Unstyled components for building emails with React and TypeScript. It handles the inconsistencies between Gmail, Outlook and other email clients.
Open-source Go backend in a single file: embedded SQLite database with realtime subscriptions, files and users management, an admin dashboard and a REST-ish API.
ORM for Node.js and TypeScript. Supports PostgreSQL, MySQL, MariaDB, SQL Server, SQLite, MongoDB and CockroachDB.
Lightweight TypeScript ORM for PostgreSQL, MySQL and SQLite databases, including serverless ones such as Neon, Turso and Supabase.
Framework-agnostic authentication and authorization framework for TypeScript, with a plugin ecosystem for features such as 2FA and multi-tenant support.
Higgsfield's open-source GPU orchestration and training framework for very large models (Apache-2.0). Training infrastructure, not the video generation product, which stays hosted.
Official Python SDK for the hosted Higgsfield API (Apache-2.0). Needs a Higgsfield account; generations use your credits.
Official SDK for Node.js and TypeScript to call the hosted Higgsfield API. Needs a Higgsfield account; generations use your credits. No licence file in the repository yet.
Framework for web testing and automation. Drives Chromium, Firefox and WebKit with a single API; use it for end-to-end tests of what your agent builds.
Testing framework powered by Vite, with Jest-compatible APIs, watch mode and code coverage. Use it for unit tests in a Vite or TypeScript project.
GitHub's official command line tool (gh). Brings pull requests, issues and other GitHub concepts to the terminal, where coding agents can use them too.
Packs your entire repository into a single AI-friendly file, for when you need to give a whole codebase to an LLM.
Reads the local usage data of coding agent CLIs such as Claude Code and reports token usage and costs per day, week, month or session.
GitHub Action that runs Claude Code on pull requests and issues. It can answer questions and implement code changes, for example when someone mentions @claude.
A large community-maintained collection of MCP servers. Browse it when you are looking for a server for a specific service.
Code and guides from Anthropic for building with Claude, with snippets you can copy into your own projects. Examples are mostly in Python.
Official CLI (MIT) to generate images, video, 3D and audio with Higgsfield's hosted models from the terminal or an agent. Models are not included: it uses your Higgsfield account and credits.
Official Cursor plugin (MIT) to generate images and videos with Higgsfield from the editor, through Higgsfield's MCP server. Needs a Higgsfield account; generations use your credits.
Anthropic's agentic coding tool. It understands your codebase, edits files and runs commands, in the terminal or in your IDE.
AI coding tool whose agents turn ideas into code. You hand off tasks to Cursor and review what its agents produce.
GitHub's AI coding agent. Works in your editor, in the terminal and on GitHub, from an open issue to reviewing and merging a pull request.
High-performance, multiplayer code editor from the creators of Atom and Tree-sitter.
Free, open-source code editor from Microsoft with built-in AI agents that plan, code and debug. Runs on Linux, macOS and Windows.
AI assistant for designing, iterating on and scaling full-stack web applications from a prompt.
AI development platform for building, iterating on and deploying web applications using natural language, with real code as the output.
AI builder for websites, apps and prototypes: describe what you want in words and build it in the browser.
Online AI app and website builder. Describe what you want and Replit builds a working app or website.
Google's studio for trying Gemini models and moving from a prompt to production.
A unified interface to many AI models from different providers, behind a single API key. Useful to switch models or fall back when a provider is down.
Run and build with open AI models locally or in the cloud, on macOS, Windows and Linux.
The full-stack React framework for the web, by Vercel.
Build native apps for iOS, Android and the web with React. Use it when your project needs a mobile app.
Utility-first CSS framework for building websites without leaving your HTML.
Collaborative canvas for design, code and AI, from first idea to shipped product.
Interactive theme editor for shadcn/ui. Change properties, preview the result and copy the code, with Tailwind CSS v4 support.
Cloud platform for deploying web apps and agents, from the makers of Next.js.
Platform to build and ship web projects: create with AI or code, then deploy on production infrastructure.
Cloudflare's serverless platform: deploy functions globally in seconds, in JavaScript, TypeScript, Python or Rust.
Full-stack cloud for deploying web apps, servers and databases, with automatic scaling and monitoring.
Postgres development platform: database, authentication, instant APIs, realtime, functions, storage and vector embeddings.
Serverless Postgres for apps and agents: instant, branchable databases, with auth, functions and storage.
Authentication and user management for your application, built for React and Next.js.
Financial services platform for accepting payments, building billing models and managing money movement.
Billing platform and Merchant of Record for software developers: payments, subscriptions and usage-based billing, with global tax handled for you.
Email for developers: an API to deliver transactional and marketing emails.
Ingests and stores your analytics, errors, session replays and business data so you and your agents can query and act on it.
Error tracking and application performance monitoring. Shows you the errors your app throws in production so you can fix them.
Workflow automation platform that combines AI capabilities with business process automation, mixing code and no-code.
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