codex-usage-tracker
★ 196
vs
lmnr
★ 3.4k
codex-usage-tracker vs lmnr
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.; lmnr: Laminar is an open-source observability platform specifically designed for AI agents. It provides comprehensive tools for tracing, evaluation, and monitoring of AI agent behavior and performance.
01
TL;DR
codex-usage-trackerObservability · ★ 196
Track and analyze OpenAI Codex token usage and estimated costs locally without uploading logs.
lmnrObservability · ★ 3.4k
Debugging and understanding the execution flow and internal states of AI agents.
02
Side-by-Side Comparison
Field
codex-usage-trackerlmnrCategory
Observability
Observability
Stars
★ 196
★ 3.4k
License
MIT
Apache-2.0
Install Command
python -m pip install --user pipx && python -m pipx ensurepath && pipx install codex-usage-tracking && codex-usage-tracker setup
git clone https://github.com/lmnr-ai/lmnr && cd lmnr && docker compose up -d
Updated
1w ago
1d ago
Open Source
Yes
Yes
Tags
Codex Usage Tracking, Token Management, Analytics Dashboard
AI Observability, Tracing, LLM Evals
03
Features
codex-usage-tracker01Local-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.
lmnr01OpenTelemetry-native tracing SDK with support for various AI SDKs (Vercel AI SDK, LangChain, OpenAI, etc.).
02Unopinionated, extensible SDK and CLI for running evals, with a UI for visualizing and comparing results.
03AI monitoring with the ability to define events using natural language descriptions to track agent behavior.
04SQL access to all collected data (traces, metrics, events) via a built-in SQL editor and API.
05High-performance architecture written in Rust, featuring a custom real-time engine and ultra-fast full-text search.
04
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.
lmnr↳Debugging and understanding the execution flow and internal states of AI agents.
↳Evaluating the performance, quality, and reliability of AI agents and their responses.
↳Monitoring AI agents in production for anomalies, logical errors, and custom business behaviors.
05
Best For
codex-usage-trackerHidden Gem
lmnrEssentialTrending
FAQ
FAQ
What is the difference between codex-usage-tracker and lmnr?
Both codex-usage-tracker and lmnr are in the Observability category. codex-usage-tracker has 196 stars, while lmnr has 3.4k stars.
Which is better, codex-usage-tracker or lmnr?
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 lmnr if Debugging and understanding the execution flow and internal states of AI agents..
Is codex-usage-tracker free or open source?
Yes, codex-usage-tracker is open source on GitHub (MIT).
Is lmnr free or open source?
Yes, lmnr is open source on GitHub (Apache-2.0).
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