Playwright MCP Server: Automated Browser Testing With AI
Microsoft's Playwright MCP server exposes 25+ browser automation tools to AI agents using the accessibility tree rather than screenshots. MCPFind indexes 82 testing servers. This guide covers setup, tool reference, and practical development use cases.
Salesforce MCP Server: Enterprise CRM Meets AI Agents
The Salesforce MCP server connects Claude and Cursor to your Salesforce org through OAuth 2.1. We cover Connected App setup, available CRM tools, record-level security behavior, and common pipeline automation use cases for enterprise sales teams.
Shopify MCP Server: All 4 Official Servers Explained
Shopify published four distinct official MCP servers, each targeting a different part of the platform. We explain what each server exposes, how authentication works for each one, and which server fits each developer use case from store management to app building.
Supabase MCP Server: 32 Tools, OAuth Setup, and Production Safety
Supabase leads the MCPFind databases category at 2,556 GitHub stars and exposes 32 tools covering the full platform. This guide covers full configuration for Claude and Cursor, security best practices for keeping production data safe, and how Supabase compares to PostgreSQL and other database MCP servers.
HubSpot MCP Server: Full Setup Guide for Marketing Teams
The HubSpot MCP server gives Claude and Cursor live access to your CRM data, letting you query contacts, update deals, and pull pipeline reports without leaving your AI workflow. Three setup paths exist depending on your comfort with the terminal.
Stripe MCP Server: Payment Data in Your AI Workflow
The Stripe MCP server connects Claude and Cursor to your Stripe account, exposing payment data as callable tools. We cover installation, API key scoping, available payment operations, and security practices to keep production access locked down.
BankSync MCP Server: Connect Your Bank to Claude and Cursor
BankSync is a commercial MCP server that connects live bank account data to Claude and Cursor via Plaid and Basiq. At $7/month with 36 exposed tools, it is one of the most capable finance integrations in MCPFind's directory of 37 finance servers. Here is a neutral breakdown of what it does, what it costs, and how it stacks up against free alternatives.
Best MCP Servers for AI and Machine Learning Workflows
MCPFind indexes 1,021 ai-ml MCP servers -- the highest average star count of any category at 93.11. We analyzed the top options for vector databases, HuggingFace model access, local LLM inference with Ollama, and multi-agent orchestration to find which servers belong in production ML workflows.
How to Use the GitHub MCP Server with Claude Code
The official GitHub MCP server gives Claude Code protocol-level access to your repositories, exposing tools for issues, pull requests, and code search. We cover the full configuration, permission scoping, and how it differs from the gh CLI workflow that most Claude Code users already rely on.
Best MCP Servers for Communication and Team Chat
MCPFind indexes 136 communication MCP servers. If you want to connect Claude or Cursor to your team's messaging stack, this guide compares Slack, Microsoft Teams, Discord, HackMD, and Telegram by setup complexity, auth method, and best-fit use case.
Best MCP Servers for Data Analytics and Business Intelligence
MCPFind indexes 100 analytics MCP servers. We compared Snowflake, BigQuery, Databricks, dbt, and PostHog on setup complexity, auth method, and tool coverage -- a data-driven ranking for developer teams building AI-powered analytics workflows in 2026.
Figma MCP Server: Design-to-Code in Claude and Cursor
The Figma MCP server gives Claude and Cursor direct access to Figma file data, eliminating the screenshot-and-describe workflow. We analyzed MCPFind's automation category (102 servers) and compared Figma MCP against its closest alternatives. Here is what you need to know before configuring it.
Best MCP Servers for DevOps: GitHub, Docker, Cloudflare
MCPFind indexes 3,141 devtools MCP servers and 164 cloud servers, making DevOps one of the richest categories in the directory. We analyzed both to surface the strongest options for CI/CD automation, container management, and cloud infrastructure operations.
Best MCP Servers for Banking and Personal Finance in 2026
MCPFind's finance category has 34 servers averaging 41.76 stars each, with Stripe MCP leading at 1,395 stars. This guide covers the best options for bank account access, payment data, and accounting, along with what each server requires to set up safely.
The Most Popular MCP Servers in 2026, Ranked by Real Data
We analyzed 7,469 MCP servers across MCPFind's 21 categories and ranked the most popular by real GitHub star counts. This is the only data-driven ranking available, updated from live directory data rather than editorial picks or vendor claims.
Best MCP Servers for CRM: Salesforce, HubSpot, and More
MCPFind tracks 13 CRM MCP servers, with options spanning enterprise platforms like Salesforce and lightweight tools like Close and Pipedrive. Here is how each option fits different sales team sizes and workflows.
Best MCP Servers for Ecommerce: Stripe, Shopify, and Square
MCPFind indexes 66 ecommerce MCP servers alongside 35 finance servers covering payment processing. We analyzed both categories to surface the strongest options for AI-powered store management, payment automation, and sales operations.
Best MCP Servers for Productivity: Tasks, Calendar, and Notes
MCP servers let you ask Claude to schedule meetings, create tasks, and search notes without switching apps. This guide covers the best options across MCPFind's 13 productivity and 128 communication servers, with auth methods and setup complexity for each.
How to Host an MCP Server Remotely: Cloudflare, Cloud Run, Vercel
Stdio MCP servers only work on the local machine where Claude Desktop runs. Remote hosting changes that: your server becomes a persistent endpoint any authorized client can reach. This guide compares Cloudflare Workers, Cloud Run, and Vercel for MCP deployments, with cost tradeoffs and real examples from the directory.
How to Set Up MCP Servers in JetBrains IDEs (2026 Guide)
JetBrains IDEs added MCP support through their AI Assistant plugin, giving IntelliJ IDEA, WebStorm, PyCharm, and GoLand users access to the same MCP server ecosystem as Cursor and VS Code. This guide covers how to configure MCP in JetBrains, which devtools servers work well, and how the experience compares to other MCP-enabled IDEs.
How to Deploy an MCP Server with Docker
Most MCP servers fail in production because they depend on local system state that Docker eliminates. This guide shows how to write Dockerfiles for Node.js and Python MCP servers, expose the right ports, and push to a container registry for reliable remote deployment.
Best MCP Servers for Documentation and Knowledge Bases
If you want an AI assistant to search your documentation, answer questions from your knowledge base, or pull context from Confluence or Notion, a documentation MCP server is the connection point. MCPFind indexes 100 of them, with an average of 35.63 GitHub stars per server. Here is how the top options compare and how to get started.
Best Database MCP Servers: PostgreSQL, MySQL, SQLite, Supabase
If you want to connect Claude or another AI agent to a relational database, you need a database MCP server. MCPFind indexes 267 of them across PostgreSQL, MySQL, SQLite, and Supabase. This guide compares the top options by star count, access model, and transport type so you can pick the right one for your stack.
How to Monitor and Debug MCP Servers in Production
When an MCP server breaks in production, you often get silence. This guide shows where logs live, how to diagnose the four most common error patterns, and which health-check approaches the highest-starred servers in the MCPFind directory actually use.
How to Use MCP Servers With Ollama and Local LLMs
Ollama does not natively speak MCP, but bridge tools like MCPHost let local models call MCP tools over stdio. MCPFind indexes 832 servers in the ai-ml category. This guide covers which models support tool calling, how to wire MCPHost to any local model, and which server categories are worth running offline.
MCP vs OpenAI Function Calling: Which Should You Build With?
We analyzed MCPFind's 6,714-server index to find where MCP has moved beyond OpenAI function calling in terms of ecosystem depth. The answer changes your architecture decision: whole tool categories exist only as MCP integrations, with no function-calling equivalent in the wild.
How to Build an MCP Server With TypeScript: Step-by-Step
TypeScript dominates the MCP ecosystem with 315 indexed servers on MCPFind. This step-by-step guide shows you how to scaffold, implement, and test a production-ready MCP server using the official @modelcontextprotocol/sdk, with patterns drawn from the highest-starred TypeScript servers in the directory.
How to Submit Your MCP Server to a Public Directory
Getting your MCP server listed in a public directory multiplies its discoverability across AI coding tools and agent frameworks. This guide walks through the three main submission paths: MCPFind, Smithery, and the official Anthropic MCP registry, including what metadata each requires.
How to Set Up MCP Servers in Zed Editor (2026 Guide)
Zed added native MCP support via its context_servers configuration block. This guide walks you through connecting any of the 2,824 devtools servers MCPFind indexes to your Zed workspace, with troubleshooting for common setup failures.
MCP Server Authentication: API Keys vs OAuth 2.1 Explained
The MCP specification adopted OAuth 2.1 in its 2025 revision. Static API keys still dominate for single-developer tools. This guide breaks down when each applies, what PKCE requires, and how the 221 security-category servers on MCPFind reflect real-world adoption patterns.
Fix MCP Server Errors in Claude Desktop: Every Common Error Explained
MCP server errors in Claude Desktop can be frustrating, especially when the error messages are vague. This guide walks through the most common failures, from connection refused to tool not found, and shows you exactly where to look and what to fix. Tested against real servers from a directory of 5,778 MCP servers.
MCP vs LangChain Tools: Which Should You Use?
LangChain tools and MCP servers both give AI models access to external functions, but they work at different layers. This guide compares them on architecture, cross-client reuse, and long-term maintenance using adoption data from the MCPFind directory's 6,105 indexed servers.
How to Use MCP Servers with GitHub Copilot in VS Code
GitHub Copilot now supports MCP servers in VS Code agent mode. This guide walks through configuration, server selection from a directory of 5,778 indexed servers, and practical tips for getting Copilot connected to external tools through the Model Context Protocol.
Best MCP Servers for Cloud Infrastructure (AWS, GCP, Cloudflare) — 2026
Cloud infrastructure teams are connecting AI assistants to their AWS, GCP, and Cloudflare environments through MCP servers. MCPFind indexes 119 cloud category servers with an average of 82 GitHub stars per server, the highest average across all 21 categories. This guide compares the top options by capability and authentication model.
Best MCP Servers for Web Search: Top Picks From 433 Options
Giving Claude the ability to search the web requires an MCP server, and MCPFind indexes 433 of them. This guide compares the top options by star count, API requirements, and real-world setup complexity so you can connect live search to your AI assistant without guesswork.
How to Build MCP Tools With Python: Patterns That Work
Building a Python MCP server is easy with the SDK. Building tools that are reliable, well-typed, and useful to other developers takes more thought. This guide covers tool schema design, argument validation, error handling, and how to prepare your server for the MCPFind directory.
How to Connect n8n Workflows to Claude Using MCP
n8n is one of the most popular open-source workflow automation tools, and it now has an MCP server that lets Claude trigger n8n workflows directly. This guide covers setup, configuration, and how n8n fits into the broader automation category of 41 indexed MCP servers on MCPFind.
How to Configure MCP Servers in Windsurf IDE (2026)
Windsurf's Cascade agent supports MCP through a dedicated config file. This guide covers the config file location, transport modes (stdio vs HTTP), adding your first server, and which of MCPFind's 5,296 indexed servers make the most sense for a developer workflow in Windsurf.
Installing MCP Desktop Extensions: The .mcpb File Explained
The .mcpb format packages an entire MCP server into a single installable bundle for Claude Desktop. This guide explains what the format does, how to install it, and how it differs from manual server configuration. No terminal required.
MCP Security Basics: What to Know Before Adding Servers
Every MCP server you add to Claude gets access to tools that can read files, call APIs, or query databases. Before connecting one, you should understand the permission model, what prompt injection looks like in practice, and how to evaluate whether a server is trustworthy. This guide covers the basics without requiring a security background.
MCP vs Function Calling: Which Should You Build With?
MCP and function calling solve different problems in AI agent architecture. Function calling is tight, in-process, and fast. MCP is modular, reusable across models, and designed for production tooling. We analyzed both patterns against real servers in the MCPFind directory to map out when each one wins.
How to Set Up Slack MCP for Team AI Workflows
A Slack MCP server gives your AI assistant direct read access to your workspace: channel history, message search, thread context. This guide covers creating the Slack bot, setting permission scopes, adding it to Claude Desktop, and what you can ask once it is connected. MCPFind indexes 96 communication MCP servers.
MCP stdio vs HTTP Transport: What's the Difference?
The choice between stdio and Streamable HTTP transport shapes how your MCP server handles concurrency, authentication, and deployment. This guide explains both options with config examples and decision rules drawn from 6,105 servers in the MCPFind directory.
Building Your First MCP Server With Python
Python is the second most common language for MCP servers in the MCPFind directory, with 233 servers indexed. This tutorial walks through building a minimal working server from scratch, registering custom tools, testing with Claude Desktop, and submitting your server to the community.
How to Connect Notion to AI Agents With MCP
Connecting Notion to an AI agent through MCP lets you ask questions about your notes, create pages, and update databases without copy-pasting. This beginner-friendly guide walks through setup and shows what else is possible in the productivity category.
How to Connect PostgreSQL to Claude Using MCP
You can connect Claude directly to a PostgreSQL database using an MCP server. This guide walks through the exact config, connection string format, and how PostgreSQL compares to Supabase, MySQL, and SQLite in the database category.
Set Up Your First MCP Server in Claude Desktop (Step-by-Step 2026 Guide)
You can connect MCP servers to Claude Desktop without writing a single line of code. This guide walks through picking a server, copying the config, and verifying it works - start to finish in 15 minutes.
How to Choose the Right MCP Server for Your Use Case
With 4,945 MCP servers across 21 categories, knowing where to start is the real challenge. This guide gives you a simple decision framework matched to the most common use cases so you can find the right server without browsing everything.
How to Configure MCP Servers in Cursor (2026 Guide)
Cursor supports MCP natively. This guide shows you the exact JSON config format, which servers work best with Cursor's agent mode, and how to verify your setup is working correctly.
How to Set Up MCP Servers in VS Code
VS Code supports MCP servers through its AI extension layer. This guide covers the config file location, JSON format, workspace vs user scope, and which servers from the MCPFind devtools and search categories are worth connecting first.
MCP Server Categories Explained: A Map of the Ecosystem
MCPFind indexes 4,945 MCP servers across 21 categories. This post walks through every category with real counts, named examples, and honest notes on where the ecosystem is mature versus still growing. No competitor can write this article. The data is unique to MCPFind.
MCP vs API Integration: When to Use Each
MCP is not a replacement for REST APIs - it is a different layer of the stack. This guide compares the two approaches with concrete examples, covering TypeScript and Python server patterns from the MCPFind directory.
Open Source vs Commercial MCP Servers: What's the Difference?
All 4,945 servers indexed on MCPFind are community-sourced, but that does not mean they are all equal. This data-driven breakdown compares open source and commercial MCP servers by license type, star count, and maintenance signals so you can make an informed choice.
MCP Servers Explained: What They Do and Why You Need One
MCP servers are plugins that give AI assistants like Claude access to real tools - databases, file systems, APIs, and more. MCPFind indexes 4,945 of them across 21 categories. Here is how they work and why they matter.
What Is the Model Context Protocol (MCP)?
The Model Context Protocol (MCP) is an open standard that lets AI assistants like Claude connect to external tools and data sources. Learn how MCP servers work and how to find the right ones for your workflow.