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What is Golf?
GolfMCP is an open-source framework designed to streamline the creation and deployment of production-ready Model Context Protocol (MCP) servers, enabling organizations to build a secure and scalable environment for AI agents without the burden of boilerplate code. By allowing developers to easily define tools, prompts, and resources with simple Python files, GolfMCP handles vital operations such as routing, authentication, telemetry, and observability, which allows users to focus on the essential logic instead of the underlying infrastructure. The platform supports advanced authentication methods like JWT, OAuth Server, and API keys, along with automated telemetry and a file-based structure that eliminates the need for decorators or manual schema setups. It also provides built-in tools for interacting with large language models (LLMs), comprehensive error logging, OpenTelemetry integration, and deployment utilities, including a command-line interface that offers commands for initializing, building, and running projects. Additionally, GolfMCP features the Golf Firewall, a sturdy security layer specifically designed for MCP servers that implements strict token validation to bolster the security framework. This extensive array of features guarantees that developers have all the necessary tools at their disposal to create effective AI-driven applications, paving the way for innovation and efficiency in their projects. With GolfMCP, organizations can confidently advance their AI initiatives with a robust and user-friendly development environment.
What is FastMCP?
FastMCP is an innovative open-source framework built in Python that streamlines the development of Model Context Protocol (MCP) applications by simplifying the processes of creating, managing, and interacting with MCP servers, thereby allowing developers to focus on their essential business logic without getting bogged down by the intricacies of the protocol. The Model Context Protocol (MCP) provides a standardized approach for securely connecting large language models to various tools, data, and services, and FastMCP enhances this experience with a user-friendly API that minimizes boilerplate code through the use of Python decorators designed for registering tools, resources, and prompts. To establish a standard FastMCP server, one simply creates a FastMCP object, applies decorators to designate Python functions as tools that can be called by the LLM, and then activates the server using various built-in transport methods like stdio or HTTP; this configuration allows AI clients to interact with the code as though it were part of the model’s context. Furthermore, the architecture of FastMCP encourages efficient development practices, enabling teams to rapidly iterate on their projects while upholding superior standards of code quality and performance. This efficiency not only accelerates the development cycle but also enhances collaboration among team members, ensuring that everyone can contribute effectively to the project's advancement.
Integrations Supported
Model Context Protocol (MCP)
Python
Markdown
OAuth
OpenTelemetry
Integrations Supported
Model Context Protocol (MCP)
Python
Markdown
OAuth
OpenTelemetry
API Availability
Has API
API Availability
Has API
Pricing Information
Free
Free Trial Offered?
Free Version
Pricing Information
Free
Free Trial Offered?
Free Version
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Company Facts
Organization Name
Golf
Company Location
United States
Company Website
golf.dev/
Company Facts
Organization Name
fastmcp
Date Founded
2025
Company Location
United States
Company Website
gofastmcp.com/getting-started/welcome
Categories and Features
Firewall
Alerts / Notifications
Application Visibility / Control
Automated Testing
Intrusion Prevention
LDAP Integration
Physical / Virtual Environment
Sandbox / Threat Simulation
Threat Identification