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Codextime guide

Codex leaderboard for tokens burned

The Codextime leaderboard ranks public usage activity so Codex users can compare tokens burned over selected periods. Visibility should be opt-in or user-controlled, and private usage should remain available only in the user dashboard.

Direct answer

The Codextime leaderboard ranks public Codex usage by uploaded usage metrics such as tokens burned over a selected period. Private usage tracking is separate from public ranking, so users should control whether their profile appears publicly.

Uploaded vs never uploaded

Uploaded usage metadata
Token countsBuild usage totals, heatmaps, and token-burned views.
Model namesShow model mix and API-equivalent usage context.
TimestampsPlace usage on daily, weekly, and all-time timelines.
Optional account labelSeparate seats or machines when the user chooses to label them.
Never uploaded
PromptsConversation input is not needed for usage analytics.
ResponsesGenerated output text is not needed for token totals.
Source codeProject files stay on the user machine.
SecretsCredentials and private environment data are outside the tracking scope.

Tracker flow

  1. 1

    Local usage metadata

    Codex writes session usage metadata on the machine where the user runs Codex.

  2. 2

    Tracker command

    The user runs the Codextime npx command to scan usage metadata and skip already-synced rows.

  3. 3

    Usage upload

    Codextime receives token counts, model names, timestamps, and optional labels.

  4. 4

    Dashboard and leaderboard

    The app renders private usage views and optional public ranking from the uploaded metadata.

What this page can answer

  • codex leaderboard
  • codex usage ranking
  • tokens burned
  • public codex usage

What the leaderboard ranks

Leaderboard rows should be based on uploaded usage metrics such as tokens or API-equivalent value over a selected period.

Why visibility matters

Usage can be personal. Codextime should make public ranking separate from private tracking so users can choose whether to appear publicly.

How to use it

Use the leaderboard as a public activity signal, not a quality score. High token usage means heavy usage, not better engineering output.

Privacy boundary

Usage metadata

Codextime uploads token counts, model names, timestamps, and optional labels used to build analytics views.

Never uploaded

Prompts, responses, source code, and secrets are not uploaded by the tracker.

FAQ

Does every Codextime user appear on the leaderboard?

No. Public leaderboard visibility should depend on the user visibility settings available in the product.

What does tokens burned mean?

Tokens burned means token usage uploaded from Codex sessions during the selected period.

Can the leaderboard compare teams?

The current public leaderboard is best treated as user-level visibility unless a team/workspace feature is explicitly added.

Source notes

  • This page is based on Codextime product behavior and Google Trends query clusters saved under /Users/dodo/Downloads/ctime-queries.
  • Codextime is independent and not affiliated with OpenAI.
  • API-equivalent usage is educational context, not a bill or official OpenAI pricing statement.