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FastAPI server implementing MCP protocol Browser automation via browser-use library.

python mcp
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Mirror of

browser-automation cloud-platforms
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Mirror of

puppeteer browser-automation
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Mirror of

browser-automation playwright
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A Model Context Protocol server that provides browser automation capabilities using Playwright and Deno 2.

playwright-mcp
playwright-mcp by playwright-mcp

This MCP Server will help you run browser automation and webscraping using Playwright

playwright browser-automation mcp playwright
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Playwright MCP Server 🎭
Playwright MCP Server 🎭 by executeautomation

Playwright Model Context Protocol Server - Tool to automate Browsers and APIs in Claude Desktop, Cline, Cursor IDE and More 🔌

MCP Server Playwright
MCP Server Playwright by Automata-Labs-team

MCP server for browser automation using Playwright

MCP Server that integrates a knowledge graph and a vector database based on SQLite

sqlite knowledge-graph
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documentdb-mcp
documentdb-mcp by bruno-soares-meerkat

MCP server to interact with the DocumentDB database and perform basic operations. The module has some specifications, based on the business rule we are working on, to manage product catalogs.

Usage Examples
Usage Examples by sahil1115

Model Context Protocol for cassandra database

db-mcp
db-mcp by goru00

Database Model Context Protocol (DB-MCP) Server

db-mcp database
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FalkorDB MCP Server

Full access postgres mcp server

postgresql mcp-server
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My_database
My_database by OpenLinkSoftware

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mcp database
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Key-Value storage MCP server based on unjs/unstorage, support drivers: redis, mongodb, filesystem. http

mcp kv-store
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Easily connect to PostgreSQL databases via a plug-and-play MCP server. Supports SELECT, INSERT, UPDATE, and more with prepared statements, automatic connection handling, and full TypeScript support

postgres database
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MCP PostgreSQL Server

Postgres
Postgres by guoling2008

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postgres database
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MongoDB MCP Server
MongoDB MCP Server by PrashantSedhain

MCP Server for MongoDB

Mirror of

mysql database
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Mcp Mongodb
Mcp Mongodb by nan-qin

MCP Server

mcp mongodb
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Mirror of

mcp-postgres database
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mcp-oceanbase
mcp-oceanbase by oceanbase

MCP Server for OceanBase database and its tools

aws-ow-pgvector-mcp
aws-ow-pgvector-mcp by OpenWorkspace-o1

AWS Aurora Postgres with Pgvector Extension MCP Server.

An mcp server that provides read-only access to MariaDB.

mcp mariadb
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Mirror of

postgresql database-management
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Frequently Asked Questions

What is MCP (Model Context Protocol)?

MCP is an open-source protocol developed by Anthropic that enables AI systems like Claude to securely connect with various data sources. It provides a universal standard for AI assistants to access external data, tools, and prompts through a client-server architecture.

What are MCP Servers?

MCP Servers are systems that provide context, tools, and prompts to AI clients. They can expose data sources like files, documents, databases, and API integrations, allowing AI assistants to access real-time information in a secure way.

How do MCP Servers work?

MCP Servers work through a simple client-server architecture. They expose data and tools through a standardized protocol, maintaining secure 1:1 connections with clients inside host applications like Claude Desktop.

What can MCP Servers provide?

MCP Servers can share resources (files, docs, data), expose tools (API integrations, actions), and provide prompts (templated interactions). They control their own resources and maintain clear system boundaries for security.

How does Claude use MCP?

Claude can connect to MCP servers to access external data sources and tools, enhancing its capabilities with real-time information. Currently, this works with local MCP servers, with enterprise remote server support coming soon.

Are MCP Servers secure?

Yes, security is built into the MCP protocol. Servers control their own resources, there's no need to share API keys with LLM providers, and the system maintains clear boundaries. Each server manages its own authentication and access control.

What is mcp.so?

mcp.so is a community-driven platform that collects and organizes third-party MCP Servers. It serves as a central directory where users can discover, share, and learn about various MCP Servers available for AI applications.

How can I submit my MCP Server to mcp.so?

You can submit your MCP Server by creating a new issue in our GitHub repository. Click the 'Submit' button in the navigation bar or visit our GitHub issues page directly. Please provide details about your server including its name, description, features, and connection information.