Best MCP Servers by Use Case
Best for Databases
The best MCP servers for connecting AI agents to SQL and NoSQL databases — query, inspect schemas, and safely read or write real records from Claude, Cursor, and other clients.
View rankingBest for Developers
The best developer-focused MCP servers — run code, manage repositories, query build systems, and automate the everyday engineering tasks AI agents can take off your plate.
View rankingBest for Web Search & Scraping
The best MCP servers for web search and data extraction — let AI agents search the web, scrape pages, and pull structured data out of unstructured sources.
View rankingBest for Security
The best security-focused MCP servers — scanning, auditing, secrets management, and threat analysis with scoped, least-privilege access for AI agents.
View rankingBest for Browser Automation
The best MCP servers for browser automation — drive a real browser from an AI agent to navigate, click, fill forms, and extract page content.
View rankingBest for Slack & Communication
The best MCP servers for team communication — let AI agents read, post, and analyze across Slack, Discord, email, and other messaging platforms.
View rankingBest for Memory & Knowledge
The best MCP servers for memory and knowledge — give agents persistent memory, note stores, and searchable knowledge bases that survive across sessions.
View rankingBest for Finance & Fintech
The best MCP servers for finance and fintech — market data, payments, accounting, and on-chain activity exposed to AI agents with the guardrails the domain demands.
View rankingBest for Cloud Platforms
The best MCP servers for cloud platforms — provision, inspect, and manage infrastructure across AWS, GCP, Azure, Cloudflare, and more from an AI agent.
View rankingBest for Coding Agents
The best MCP servers for coding agents — orchestration, task management, and autonomous development workflows that make AI coding assistants more capable.
View rankingBest for Monitoring & Observability
The best MCP servers for monitoring and observability — query metrics, logs, traces, and alerts so AI agents can investigate incidents and report on system health.
View rankingBest for File Systems
The best MCP servers for file systems — give AI agents scoped read and write access to local files, directories, and cloud storage.
View rankingBest for Git & Version Control
The best MCP servers for Git and version control — let AI agents read repositories, inspect diffs, manage branches, and open pull requests on GitHub, GitLab, and more.
View rankingBest for Workplace & Productivity
The best MCP servers for workplace productivity — connect AI agents to Notion, Google Workspace, calendars, task managers, and the tools your team runs on every day.
View rankingBest for Marketing
The best MCP servers for marketing — give AI agents access to ad platforms, email tools, and CRMs to research, report, and automate campaigns.
View rankingBest for Social Media
The best MCP servers for social media — let AI agents read, post, schedule, and analyze content across X, Reddit, LinkedIn, Discord, and other platforms.
View rankingBest for Customer Data Platforms
The best MCP servers for CDPs and customer data — profiles, segments, and event streams that marketing and product agents can use responsibly.
View rankingBest for Data Platforms
The best MCP servers for data platforms — connect AI agents to warehouses, lakes, and analytics engines like Snowflake, BigQuery, and ClickHouse to query and explore data.
View rankingBest for Research
The best MCP servers for research — let AI agents search academic papers, pull references, query knowledge bases, and gather primary sources with citations.
View rankingBest for Data Science
The best MCP servers for data science — give AI agents tools to run notebooks, execute Python, analyze datasets, and generate charts as part of an analysis workflow.
View rankingBest for Code Execution
The best MCP servers for code execution — let AI agents run code, shell commands, and scripts in sandboxed environments and get results back.
View rankingBest for Command Line & Terminal
The best MCP servers for the command line — let AI agents run terminal commands, manage processes, and drive CLI tools with scoped, auditable access.
View rankingBest for E-Commerce
The best MCP servers for e-commerce — connect AI agents to Shopify, payment processors, and storefront APIs to manage products, orders, and customers.
View rankingBest for Legal
The best MCP servers for legal work — give AI agents access to case law, contract analysis, and legal research tools with careful, scoped permissions.
View rankingBest for Multimedia & Media Processing
The best MCP servers for multimedia — let AI agents generate, edit, transcribe, and process images, audio, and video through a single protocol.
View rankingBest for Gaming
The best MCP servers for gaming — connect AI agents to game engines, servers, and platform APIs to build, automate, and interact with games.
View rankingBest for Maps & Location
The best MCP servers for maps and location — let AI agents geocode addresses, get directions, search places, and work with geographic data.
View rankingBest for Travel & Transportation
The best MCP servers for travel and transportation — give AI agents access to flight, transit, and booking data to plan trips and answer logistics questions.
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By Integration & Tool
Looking for a specific tool? Jump straight to the best MCP servers for the platforms and databases people connect most.
Best PostgreSQL MCP servers
The best MCP servers for PostgreSQL — let AI agents run queries, inspect schemas, and read or write records in your Postgres database from Claude, Cursor, and other MCP clients.
View rankingBest SQLite MCP servers
The best MCP servers for SQLite — give AI agents direct access to a local SQLite database file to query tables, inspect schemas, and analyze data without a separate database server.
View rankingBest MySQL MCP servers
The best MCP servers for MySQL and MariaDB — connect AI agents to your relational database to run queries, explore schemas, and safely read or update records.
View rankingBest MongoDB MCP servers
The best MCP servers for MongoDB — let AI agents query collections, inspect documents, and work with your NoSQL data through the Model Context Protocol.
View rankingBest GitHub MCP servers
The best MCP servers for GitHub — let AI agents read repositories, search code, manage issues and pull requests, and drive GitHub Actions right from your client.
View rankingBest GitLab MCP servers
The best MCP servers for GitLab — connect AI agents to your GitLab projects to browse code, manage issues and merge requests, and inspect pipelines.
View rankingBest Docker MCP servers
The best MCP servers for Docker — let AI agents list containers, inspect logs, run images, and manage your local or remote Docker environment.
View rankingBest Kubernetes MCP servers
The best MCP servers for Kubernetes — let AI agents inspect clusters, query workloads, read logs, and help troubleshoot deployments through the Model Context Protocol.
View rankingBest AWS MCP servers
The best MCP servers for AWS — connect AI agents to Amazon Web Services to inspect resources, query services, and help manage your cloud infrastructure.
View rankingBest OpenAPI MCP servers
The best MCP servers for OpenAPI and Swagger — turn any REST API with an OpenAPI spec into MCP tools an AI agent can call, without hand-writing an integration.
View rankingBest Notion MCP servers
The best MCP servers for Notion — let AI agents read, search, create, and update pages and databases in your Notion workspace.
View rankingBest Jira MCP servers
The best MCP servers for Jira — connect AI agents to your Jira projects to search issues, create and update tickets, and report on sprint progress.
View rankingBest Google Workspace MCP servers
The best MCP servers for Google Workspace — give AI agents access to Google Drive, Sheets, Docs, Calendar, and Gmail to read, search, and manage your Google data.
View rankingBest Slack MCP servers
The best MCP servers for Slack — let AI agents read channels, search history, and post messages in your Slack workspace.
View rankingBest Discord MCP servers
The best MCP servers for Discord — let AI agents read channels, post messages, and manage your Discord server through a bot.
View rankingBest YouTube MCP servers
The best MCP servers for YouTube — let AI agents fetch video transcripts, pull metadata, and search YouTube so they can summarize and analyze video content.
View rankingBest PDF MCP servers
The best MCP servers for PDFs — let AI agents extract text and tables, read, and process PDF documents so they can answer questions over your files.
View rankingBest Stripe MCP servers
The best MCP servers for Stripe — let AI agents query payments, customers, and subscriptions and help manage your Stripe account through the Model Context Protocol.
View rankingBest Playwright MCP servers
The best Playwright MCP servers — drive a real browser from an AI agent to navigate pages, click, fill forms, and extract content using Microsoft’s Playwright.
View rankingBest SEO MCP servers
The best MCP servers for SEO — connect AI agents to Google Search Console, SERP trackers, technical site audits, backlink data, and keyword research so they can investigate rankings and ship fixes, not just report on them.
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