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About

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 secure, scalable AI-agent infrastructure without worrying about boilerplate. It allows developers to define tools, prompts, and resources as simple Python files, after which Golf handles routing, authentication, telemetry, and observability, so you focus on logic, not plumbing. The platform supports enterprise authentication (JWT, OAuth Server, API key), automatic telemetry, and a file-based structure that eliminates decorators or manual schema wiring. With built-in utilities for LLM interactions, error logging, OpenTelemetry integration, and deployment tools (such as a CLI with golf init, golf build dev, golf run), Golf provides a full stack for agent-native services. Included also is the Golf Firewall, an enterprise-grade security layer for MCP servers that enforces token validation.

About

bitdrift is a mobile observability platform built to give developers full-context debugging across production apps without the limitations of traditional telemetry systems. It captures rich device-side data through a fixed-resource Ring Buffer, allowing teams to collect far more telemetry while storing and analyzing only what is useful. Out-of-the-box monitoring surfaces network latency, API success rates, resource consumption, crashes, freezes, and other application health signals across the entire fleet. Developers can deploy new targeting rules, workflows, and data collection changes instantly, without shipping a new app version or waiting for app store approval. Session Replay provides privacy-conscious, high-fidelity reconstructions of user sessions and correlates them with logs and additional telemetry, helping teams see both what the user experienced and what happened inside the app.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Developers and enterprise infrastructure teams wanting a tool for building agent-native services and AI workflows

Audience

Mobile developers and engineering teams looking for a tool to monitor production apps, investigate user issues, and debug mobile behavior with telemetry and full session context

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Supported
Online Supported

API

Offers API Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Golf
United States
golf.dev/

Company Information

bitdrift
Founded: 2023
United States
bitdrift.ai/

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Lightspeed Golf

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Lightspeed

Categories

Agentic AI Supported
AI Governance Supported
AI Security Supported

Categories

Agentic AI Supported

Integrations

OpenTelemetry Supported
Claude Code Supported
Cursor Supported
GitHub Copilot Supported
Model Context Protocol (MCP) Supported
OAuth Supported
Python Supported

Integrations

OpenTelemetry Supported
Claude Code Not Supported
Cursor Not Supported
GitHub Copilot Not Supported
Model Context Protocol (MCP) Not Supported
OAuth Not Supported
Python Not Supported
Claim Golf and update features and information
Claim Golf and update features and information
Claim bitdrift and update features and information
Claim bitdrift and update features and information