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AgentIndex
opik-mcp logo
opik-mcp
★ 225
vs
golf logo
golf
★ 841

opik-mcp vs golf

opik-mcp: opik-mcp is a Model Context Protocol server that integrates Opik, an LLM observability platform, with AI coding assistants like Claude Code, Cursor, VS Code Copilot, and MCP Inspector. It enables reading traces, scoring, saving prompt versions, and asking Ollie investigative questions directly from chat. Requires Python 3.13+ and uses uvx for execution.; golf: 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.

01

TL;DR

opik-mcp logo
opik-mcpObservability · ★ 225

Query Opik projects and retrieve trace details from chat

Read opik-mcp full review →
golf logo
golfObservability · ★ 841

Building custom MCP server applications.

Read golf full review →
02

Side-by-Side Comparison

Field
opik-mcp logoopik-mcp
golf logogolf
Category
Observability
Observability
Stars
★ 225
★ 841
License
Apache-2.0
Apache-2.0
Install Command
uvx opik-mcp
pip install golf-mcp
Updated
1d ago
1mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
generative-ai, mcp-server, mcp-servers
MCP, Python, Server Framework
03

Features

opik-mcp logoopik-mcp
01Supports multiple AI hosts: Claude Code, Cursor, VS Code Copilot, MCP Inspector
02Provides six tools: read, list, ask_ollie, write, schema, run_experiment
03Authenticated access to Opik workspace for read/write operations
04YOLO mode for automatic approval of Ollie's writes with audit logging
05Self-hosted Opik configuration support with environment variables
golf logogolf
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.
04

Use Cases

opik-mcp logoopik-mcp
↳Query Opik projects and retrieve trace details from chat
↳Score traces or add comments interactively during development
↳Investigate experiment regressions by asking Ollie analytical questions
golf logogolf
↳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).
FAQ

FAQ

What is the difference between opik-mcp and golf?
Both opik-mcp and golf are in the Observability category. opik-mcp has 225 stars, while golf has 841 stars.
Which is better, opik-mcp or golf?
The best choice depends on your use case. Choose opik-mcp if Query Opik projects and retrieve trace details from chat, and golf if Building custom MCP server applications..
Is opik-mcp free or open source?
Yes, opik-mcp is open source on GitHub (Apache-2.0).
Is golf free or open source?
Yes, golf is open source on GitHub (Apache-2.0).
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