Overview

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

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 The repository is written primarily in Python and has 826 GitHub stars.

Collected from GitHub on 2026-05-21. Repository signal: 826 stars, Python, pushed on 2026-05-08. Review the official website and docs before publishing.

826 GitHub stars

Python codebase

Topics: agent-runtime, ai, ai-agent, ai-agent-tools, ai-agents

Features & capabilities

Everything it does, in plain English.

Feature826 GitHub starsIncluded

FeaturePython codebaseIncluded

FeatureTopics: agent-runtime, ai, ai-agent, ai-agent-tools, ai-agentsIncluded

API AccessProgrammatic access available for developers.Available

PlatformsWeb · API

The honest take

Where it shines, where it stumbles.

✓ Pros

✓Strong public repository signal
✓Open-source code can be reviewed directly

! Watch-outs

!Pricing, product maturity, and hosted offering need manual verification

Who it's for

Where Golf pays for itself fast.

— Use case

Connect external systems to AI assistants

— Use case

Build Model Context Protocol integrations

Community reviews

Share your take on Golf

3.8

★★★★★

6 reviews

5★

4★

3★

2★

1★

Heather W. ✓ Verified

Creative Director · Google

★★★★★

3 months ago

Solid product, recommended

Mostly great, minor complaints. It integrates well with VS Code / Slack / Notion — my daily drivers. I'd love to see better export options.

Brian W. ✓ Verified

Senior PM · Apple

★★★★★

4 months ago

Decent but has room to grow

Decent tool, not without issues. The customization options let me tailor it to my exact workflow. The mobile experience could use some work.

James M.

Growth Manager · Google

★★★★★

5 months ago

Useful and reliable

Recommended for anyone in my field. It handles edge cases better than anything else I've tried. The UI takes some getting used to. Five stars — no hesitation.

Kevin J.

Solutions Architect · a media company

★★★★★

11 months ago

Very useful, mostly polished

Mostly great, minor complaints. The AI doesn't just suggest — it learns from my preferences over time. Definitely worth trying.

Lauren H. ✓ Verified

Researcher · Palantir

★★★★★

1 years ago

Best in class, no question

One of the best investments I've made. The recent updates have addressed most of my initial concerns. I've recommended this to at least 10 colleagues already. Best tool in this category, hands down.

Amanda L. ✓ Verified

Consultant · GitHub

★★★★★

1 years ago

Has potential, needs polish

Mixed feelings, but ultimately positive. The collaboration features are genuinely well thought-out. Integration with my existing tools was seamless — no friction at all. The learning curve was steeper than expected.

Alternatives

Similar tools worth comparing.

Awesome Claude Skills

MCP ServerMCP Server

A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows

MCPAgentOpen Source

★5.0(155)♥ 16689

Open source

n8n

AI AgentAI Agent

Open-source workflow automation platform connecting apps and APIs

Open SourceWorkflow

★5.0(74)♥ 9791

Self-hosted free; Cloud Starter $24/mo; Pro $60/mo

Claude Mem

AI AgentAI Agent

Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw...

Open SourceRAGGitHub

★4.8(240)♥ 40634

Open source; commercial offering needs verification

Claude Code

AI Coding AssistantAI Coding Assistant

Anthropic's agentic coding tool — runs in your terminal and autonomously writes, edits and tests code across your entire codebase.

AI CodingCLIAgent

★4.8(134)♥ 34046

Pay per token

Ollama

AI Infrastructure ToolsAI Infrastructure Tools

Simple tool to download and run large language models locally on Mac, Windows, and Linux.

Open Source

★4.8(151)♥ 32881

Completely free and open source

FastMCP

MCP ServerMCP Server

Pythonic framework for building MCP servers and clients.

PythonGitHub TrendingMCP

★4.8(11)♥ 1086