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golf
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golf

Active·★ 840·Apache-2.0·Updated 2026-09-09

Golf is a Python framework designed to streamline the creation of MCP server applications by defining capabilities as Python files. It automatically discovers, parses, and compiles these components into a runnable MCP server, minimizing boilerplate and accelerating development.

golf sits in the Observability category, so it is usually better judged by workflow fit, deployment style, and team needs than by isolated features alone. Based on the available metadata, it leans most clearly toward Streamlined creation of MCP server applications.. A representative use case is Building custom MCP server applications.. The listed license is Apache-2.0. GitHub stars are currently 841. Relevant tags include MCP, Python.

This write-up is based on the project's README and public repository data. We have not hand-tested the tool.

#MCP#Python#Server Framework#API Development#Authentication#Coding
$ Install
$ pip install golf-mcp
↗ Visit site★ GitHub
01

Features

01Streamlined creation of MCP server applications.
02Automatic discovery, parsing, and compilation of server components (tools, prompts, resources).
03Enterprise-grade authentication (JWT, OAuth Server, API key, development tokens).
04Built-in utilities for Large Language Model (LLM) interactions.
05Automatic OpenTelemetry integration for monitoring and tracing.
02

Why choose it

+Streamlined creation of MCP server applications.
+Automatic discovery, parsing, and compilation of server components (tools, prompts, resources).
+Building custom MCP server applications.
+Comes with a clearly listed Apache-2.0 license.
03

Trade-offs

!Compatibility coverage appears narrow, so your target environment should be validated before adoption.
04

Compatibility

OpenTelemetry
Telemetry
Verified via docs
LLM Agents
Agent Native
Verified via docs
05

Quick start

1
$ pip install golf-mcp
06

Use cases

↳Building custom MCP server applications.
↳Developing backend services for AI agents and Large Language Models.
↳Rapid prototyping and deployment of server capabilities (tools, prompts, resources).
07

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On this page
01Features02Why choose it03Trade-offs04Compatibility05Quick start06Use cases07Alternatives
golf-mcp /
golf
↗

Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth, Observability, Debugger, Telemetry & Runtime • Run real-world MCPs powering AI Agents

840Apache-2.0
Last commit1mo ago
StatusActive
CategoryObservability
Links
Documentation↗Discussion↗Issues↗Releases↗
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