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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 Dataplex Universal Catalog?

Dataplex Universal Catalog is a pay-as-you-go governance solution designed to unify how organizations manage, discover, and govern their data and AI assets. It combines technical, operational, and business metadata in one catalog, enabling transparency and consistency across projects and regions. AI-driven features such as tailored data insights and semantic search help uncover hidden patterns and speed up decision-making. The platform integrates deeply with Vertex AI, allowing users to instantly locate datasets, AI models, and related artifacts while adhering to IAM permissions. With automated lineage, profiling, and quality checks, teams can ensure compliance and maintain trusted data pipelines. Dataplex Universal Catalog also empowers organizations to build decentralized data meshes by logically organizing data into business domains. Its premium tier unlocks advanced exploration, profiling, and quality assessment for complex governance scenarios. For analytics teams, BigQuery integration provides end-to-end governance directly within the warehouse environment. For open data architectures, BigLake integration ensures consistent governance across Iceberg-based lakehouses. Overall, Dataplex Universal Catalog enables enterprises to balance accessibility with control, democratizing data insights while safeguarding trust and compliance.

Media

Media

Integrations Supported

Claude Code
Cursor
Gemini
Gemini Enterprise
GitHub Copilot
Google Cloud BigQuery
Google Cloud Dataflow
Google Cloud Dataproc
Google Cloud Platform
Mindfuel
Model Context Protocol (MCP)
OAuth
OpenTelemetry
Python
Vertex AI

Integrations Supported

Claude Code
Cursor
Gemini
Gemini Enterprise
GitHub Copilot
Google Cloud BigQuery
Google Cloud Dataflow
Google Cloud Dataproc
Google Cloud Platform
Mindfuel
Model Context Protocol (MCP)
OAuth
OpenTelemetry
Python
Vertex AI

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

$0.060 per hour
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

Google

Date Founded

1998

Company Location

United States

Company Website

cloud.google.com/dataplex

Categories and Features

Categories and Features

Data Governance

Access Control
Data Discovery
Data Mapping
Data Profiling
Deletion Management
Email Management
Policy Management
Process Management
Roles Management
Storage Management

Data Lineage

Database Change Impact Analysis
Filter Lineage Links
Implicit Connection Discovery
Lineage Object Filtering
Object Lineage Tracing
Point-in-Time Visibility
User/Client/Target Connection Visibility
Visual & Text Lineage View

Data Management

Customer Data
Data Analysis
Data Capture
Data Integration
Data Migration
Data Quality Control
Data Security
Information Governance
Master Data Management
Match & Merge

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