AgentIndex icon
AgentIndex
codex-usage-tracker logo
codex-usage-tracker
★ 196
vs
geo-score logo
geo-score
★ 32

codex-usage-tracker vs geo-score

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.; geo-score: geo-score is a free, command-line tool that assesses a website's readiness for AI engine citation, providing a score from 0-100 based on a published rubric. It also offers advanced features to monitor actual AI engine citation performance using your API keys, helping optimize for Generative Engine Optimization (GEO).

01

TL;DR

codex-usage-tracker logo
codex-usage-trackerObservability · ★ 196

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

Read codex-usage-tracker full review →
geo-score logo
geo-scoreObservability · ★ 32

Optimize website content and structure for better discoverability and citation by AI answer engines.

Read geo-score full review →
02

Side-by-Side Comparison

Field
codex-usage-tracker logocodex-usage-tracker
geo-score logogeo-score
Category
Observability
Observability
Stars
★ 196
★ 32
License
MIT
MIT
Install Command
python -m pip install --user pipx && python -m pipx ensurepath && pipx install codex-usage-tracking && codex-usage-tracker setup
pipx install geo-score==1.8.0
Updated
1w ago
4d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Codex Usage Tracking, Token Management, Analytics Dashboard
AI Engine Optimization (GEO), Website Scoring, Content Citability
03

Features

codex-usage-tracker logocodex-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.
geo-score logogeo-score
01Provides a 0-100 score for AI engine visibility based on a public, versioned rubric.
02Monitors actual AI engine citation performance by querying various LLM APIs with user's keys.
03Tracks weekly citation performance and share of voice against competitors over time.
04Generates detailed reports based on a transparent, tiered rubric, highlighting areas for improvement.
05Integrates as a CLI tool, GitHub Action, and MCP server for diverse AI agent environments.
04

Use Cases

codex-usage-tracker logocodex-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.
geo-score logogeo-score
↳Optimize website content and structure for better discoverability and citation by AI answer engines.
↳Benchmark AI citation performance against competitors to understand generative AI market share.
↳Integrate into CI/CD pipelines for continuous monitoring of AI readiness and preventing content citability regressions.
↳Inform content strategy by analyzing citation patterns and frequently asked questions answered by AI engines.
05

Best For

codex-usage-tracker logocodex-usage-tracker
Hidden Gem
geo-score logogeo-score
—
FAQ

FAQ

What is the difference between codex-usage-tracker and geo-score?
Both codex-usage-tracker and geo-score are in the Observability category. codex-usage-tracker has 196 stars, while geo-score has 32 stars.
Which is better, codex-usage-tracker or geo-score?
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 geo-score if Optimize website content and structure for better discoverability and citation by AI answer engines..
Is codex-usage-tracker free or open source?
Yes, codex-usage-tracker is open source on GitHub (MIT).
Is geo-score free or open source?
Yes, geo-score is open source on GitHub (MIT).
Cloud Infrastructure
Ad

Deploy on DigitalOcean

Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.

Claim $200 Free Credit
→

Related

Alternatives to codex-usage-tracker →Alternatives to geo-score →codex-usage-tracker details →geo-score details →