The AI coding leaderboard: how do you rank against other devs?

Why a leaderboard at all?

Coding with AI can feel oddly solitary. You are in a terminal with an agent, shipping a lot, with no sense of whether that is normal, impressive, or nothing special. A leaderboard gives the effort a frame of reference. It is the same reason Strava works for runners: the number matters more when you can see it next to other people's. Not to shame anyone, but to make invisible effort visible, and a little more fun.

What it ranks

The Shippa leaderboard ranks the same core stats you would track privately, each filterable by today, this week, or all time:

• Lines shipped. Code your agents actually applied and you kept.
• Tokens. Total fuel burned across your sessions.
• Streak. Consecutive days you shipped something.
• Agent spend. The dollar value of your usage.

Because the numbers come straight from local logs, they are hard to fake: there is no self-reported form, just what your tools recorded. If you want the detail behind each stat, the Claude Code stats guide breaks them down.

How ranking works, and how to climb

Each window sorts by the chosen stat. Climbing is refreshingly hard to game, because the leaderboard rewards the boring virtues: consistency and real output over time. A few honest ways up:

1. 01Keep a streak alive. Consistency compounds and it is the stat most people neglect.
2. 02Ship real work. Volume from actual projects beats padding, and padding shows.
3. 03Use your tools across the board. Shippa totals Claude Code, Codex, and Cursor together, so all your output counts.
4. 04Track before you chase. Know your own numbers first, then push the ones you care about.

Lines shipped is not the whole story

It is worth being blunt about what a leaderboard can and cannot measure. It counts output: lines, tokens, days, dollars. It cannot see the two-line fix that took a day of thinking, the feature you deleted because it was the right call, or the review comment that saved a teammate a week. Those are often the most valuable things a developer does, and none of them move a rank. So a leaderboard is a partial view by design. That is not a flaw to fix, it is a limit to remember. The developer at the top shipped a lot of code; that is all the ranking claims, and all you should read into it.

Is it just vanity?

Partly, and that is fine. A leaderboard is a motivator, not a performance review, and it should never be mistaken for one. Lines shipped is not code quality, and a high rank does not make you a better engineer than someone deliberately shipping less. Held loosely, it is a genuinely useful nudge: it gets you into the editor on a slow day and gives a solo builder a sense of the pack. Held too tightly, it pushes you to optimize a number instead of your work. Use it for the nudge, ignore it when it stops being fun.

The Strava comparison holds here too. Runners know a weekly mileage total says nothing about whether a run was easy or brutal, and they use it anyway, because a visible number is a quietly effective way to keep showing up. Treat your rank the same way: a friendly prod, not a verdict. If the streak stat is the one that gets you coding, chase that and let the rank follow.

Privacy: local first, opt-in always

This is the part that matters most. Shippa is 100% local. It reads your logs on your machine, computes your stats on your machine, and shows you a card, all with nothing uploaded. The leaderboard is strictly opt-in: your code and prompts never leave your laptop, and only the summary stats you explicitly choose to share are published. You can see all your numbers, forever, without ever appearing on a public board.

How to see where you rank

One command reads your logs and shows your stats. If you want to compare, opt in and see where you land against other developers:

$ npx shippa

Then head to the live Shippa leaderboard to see the current standings. New to all of this? The vibecoding field guide is a good starting point, and how much of your code is AI-written pairs naturally with your ranking.