codex-usage-tracker

★ 196

golf

★ 841

codex-usage-tracker vs golf

Q: Which is better, codex-usage-tracker or golf?

By GitHub stars, golf has more community adoption, but the best choice depends on your specific use case.

codex-usage-tracker: Codex Usage Tracker is a local-first tool that provides a dashboard, CLI, and companion plugin for analyzing OpenAI Codex token usage and costs. It reads local log files, indexes usage data into SQLite, and helps developers understand where their credits are being spent.; 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.

TL;DR

codex-usage-trackerObservability · ★ 196

Track and analyze OpenAI Codex token usage and estimated costs locally without uploading logs.

Read codex-usage-tracker full review →

golfObservability · ★ 841

Building custom MCP server applications.

Read golf full review →

Side-by-Side Comparison

Field

codex-usage-tracker

golf

Features

codex-usage-tracker

01Local-first dashboard with live refresh and various views (Overview, Calls, Threads, Diagnostics).

02Indexes aggregate usage counters and local content evidence into an SQLite database.

03Provides CLI for summaries, queries, CSV export, and support bundles.

04Companion Codex plugin and skills for conversational usage analysis and waste discovery.

05Supports localized UI text for the dashboard, including Simplified Chinese.

golf

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.

Use Cases

codex-usage-tracker

↳Track and analyze OpenAI Codex token usage and estimated costs locally without uploading logs.

↳Identify threads, models, or subagents that consume the most tokens and contribute to unexpected costs.

↳Optimize usage by identifying high-context, low-cache calls and understanding context bloat in long chats.

↳Use the companion Codex skill to converse with usage data, ask questions, and get recommendations for reducing token waste.

golf

↳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).

Best For

codex-usage-tracker

Hidden Gem

golf

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FAQ

What is the difference between codex-usage-tracker and golf?

Both codex-usage-tracker and golf are in the Observability category. codex-usage-tracker has 196 stars, while golf has 841 stars.

Which is better, codex-usage-tracker or golf?

The best choice depends on your use case. Choose codex-usage-tracker if Track and analyze OpenAI Codex token usage and estimated costs locally without uploading logs., and golf if Building custom MCP server applications..

Is codex-usage-tracker free or open source?

Yes, codex-usage-tracker is open source on GitHub (MIT).

Is golf free or open source?

Yes, golf is open source on GitHub (Apache-2.0).

Cloud Infrastructure

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Alternatives to codex-usage-tracker →Alternatives to golf →codex-usage-tracker details →golf details →

TL;DR

Side-by-Side Comparison

Features

Use Cases

Best For

FAQ

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