+
+

Related Products

  • Lightspeed Golf
    213 Ratings
    Visit Website
  • WinningBidder.com
    152 Ratings
    Visit Website
  • Grafana
    596 Ratings
    Visit Website
  • TelemetryTV
    275 Ratings
    Visit Website
  • Kamatera
    152 Ratings
    Visit Website
  • Cloudflare
    1,915 Ratings
    Visit Website
  • New Relic
    2,725 Ratings
    Visit Website
  • Auth0
    991 Ratings
    Visit Website
  • ThreatLocker
    499 Ratings
    Visit Website
  • UTunnel VPN and ZTNA
    118 Ratings
    Visit Website

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

TraceRoot.AI is an open source, AI-native observability and debugging platform designed to help engineering teams resolve production issues faster. It consolidates telemetry into a single correlated execution tree that provides causal context for failures. AI agents operate over this structured view to summarize issues, pinpoint likely root causes, and even suggest actionable fixes or draft GitHub issues and pull requests. It offers interactive trace exploration with zoomable log clusters, span and latency views, and code-linked insights. Lightweight SDKs for Python and TypeScript enable seamless instrumentation using OpenTelemetry, with support for both self-hosted and cloud deployment. Human-in-the-loop interaction is central: developers can guide reasoning by selecting relevant spans or logs, then verify agent reasoning through traceable context.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

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

Audience

Engineering and DevOps teams in need of a tool to fix bugs faster by using AI-guided, trace-based debugging with contextual reasoning and streamlined GitHub integration

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

$49 per month
Free Version
Free Trial

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
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Golf
United States
golf.dev/

Company Information

TraceRoot.AI
Founded: 2025
United States
traceroot.ai/

Alternatives

Alternatives

TelemetryHub

TelemetryHub

TelemetryHub by Scout APM
Eighteen

Eighteen

Szen Corp
TournaKit Pro

TournaKit Pro

TournaKit

Categories

Categories

Integrations

OpenTelemetry
Python
CAMEL-AI
GitHub
JavaScript
Model Context Protocol (MCP)
Notion
OAuth
OWL
Slack
TypeScript

Integrations

OpenTelemetry
Python
CAMEL-AI
GitHub
JavaScript
Model Context Protocol (MCP)
Notion
OAuth
OWL
Slack
TypeScript
Claim Golf and update features and information
Claim Golf and update features and information
Claim TraceRoot.AI and update features and information
Claim TraceRoot.AI and update features and information