DebuggAI Logo
DebuggAI
Surfs.devDocs
Log in
Open Protocol

Model Context ProtocolThe USB-C for AI

MCP is an open protocol that standardizes how applications provide context to LLMs. Connect AI models to any data source or tool with a single, unified interface.

Explore MCP ServersOfficial Documentation

What is the Model Context Protocol?

Think of MCP like a USB-C port for AI applications. Just as USB-C provides a standardized way to connect devices to peripherals, MCP provides a standardized way to connect AI models to data sources and tools.

Pre-built Integrations

Access a growing ecosystem of pre-built integrations that your LLM can directly plug into.

Vendor Flexibility

Switch between LLM providers and vendors without rebuilding your integrations.

Secure by Design

Best practices for securing your data within your own infrastructure.

MCP Architecture
How MCP connects AI models to data sources and tools

MCP Host

Claude Desktop, IDEs, AI Tools

MCP Protocol
MCP Server A

Database

MCP Server B

File System

MCP Server C

Web APIs

Core MCP Concepts

Understanding the building blocks of the Model Context Protocol

Resources

Expose data and content from your servers to LLMs. Resources can be files, database records, API responses, or any structured data.

Files
Databases
APIs
Prompts

Create reusable prompt templates and workflows that can be shared across different AI applications.

Templates
Workflows
Reusable
Tools

Enable LLMs to perform actions through your server. Tools can execute commands, make API calls, or interact with external systems.

Actions
Commands
Integrations
Sampling

Let your servers request completions from LLMs, enabling sophisticated multi-step workflows and agent behaviors.

Completions
Workflows
Agents

Popular MCP Servers

Discover the most popular MCP servers across different categories

Development Tools

GitHub MCP

Search repositories, read files, create issues, and manage pull requests directly from your AI assistant.

GitLab MCP

Integrate with GitLab repositories, manage merge requests, and access project data.

Linear MCP

Create and manage Linear issues, track project progress, and sync with your development workflow.

Data Sources

PostgreSQL MCP

Query PostgreSQL databases, inspect schemas, and analyze data using natural language.

SQLite MCP

Access SQLite databases, run queries, and explore local data files.

Google Drive MCP

Search, read, and manage Google Drive files and folders from your AI assistant.

Productivity & Communication

Slack MCP

Send messages, search conversations, and manage Slack workspaces through AI.

Notion MCP

Create pages, search databases, and manage Notion workspaces with AI assistance.

Obsidian MCP

Search notes, create connections, and navigate your Obsidian knowledge base.

System Integration

Filesystem MCP

Read, write, and manage local files and directories through your AI assistant.

SSH MCP

Execute commands on remote servers and manage infrastructure through SSH.

Docker MCP

Manage Docker containers, images, and compose services with AI assistance.

Featured MCP Server
DebuggAI MCP Server
AI-powered end-to-end testing through the Model Context Protocol

Zero Configuration

No Playwright setup, no local browsers, no version management

Natural Language Testing

Describe tests in plain English, AI handles the automation

Remote Browsers

Fully managed, secure browsers with tunnel connections

CI/CD Integration

Export tests to run in your deployment pipeline

Example Usage:

"Test the ability to create an account and login"

→ AI automatically navigates your app, fills forms, and validates the complete user flow

Explore DebuggAI MCP ServerGet Free API Key

Ready to Get Started with MCP?

Choose your path based on what you want to build

Server Developers

Build your own MCP server to expose your data and tools to AI models.

Build a Server
Client Developers

Integrate MCP into your AI application to access all available servers.

Build a Client
Claude Desktop Users

Start using pre-built MCP servers in Claude Desktop right away.

Setup Claude Desktop
DebuggAI Logo
DebuggAI

AI that reviews your code to test your app in the browser & catch those frustrating UI issues that unit tests miss

Product

  • Surfs.dev - Build Browser Agents
  • Text-Based Tests
  • Playwright Testing

Resources

  • Surfs.dev Platform
  • Tools Directory
  • Blog & Resources
  • Documentation
  • AI PR Reviews Guide
  • VS Code Extension
  • MCP Server
  • YC Companies Directory
  • What is MCP?

Company

  • Discord Community
  • Privacy Policy
  • Terms of Service

© 2026 DebuggAI. All rights reserved.

Cookie PolicySitemap