‘coarsepeer review is a public good.
setupside-by-sidegithub ↗

Get your OpenRouter key

Takes about 2 minutes. You'll need a credit card for ~$1 in credits.

Faster option: on the main form you can click “Log in with OpenRouter” to authorize coarse and skip manual key creation. You still need an OpenRouter account with credits (steps 1 and 2 below), and we still recommend setting a per-key spend limit (step 4).

1.

Create an account

Go to openrouter.ai and click “Get API Key” or sign up with Google / GitHub.

openrouter.aiGet API Key
A unified API for LLMs — one key, many models.
homepage
2.

Add credits

Navigate to Settings → Credits. Add at least $10 — enough for ~10 reviews with an open-source model or 2 reviews with Claude. Unused credits don't expire.

Settings → Credits
Amount
$10.00
Add credits
Balance: $0.00
credits page
3.

Create an API key

Go to Settings → Keys, click “Create Key”, and name it coarse.

Copy the key now — you won't see it again.

Settings → KeysCreate Key
Key namecoarse
Your keysk-or-v1-abc123...def456
keys page
4.

Set a spending limit on the key

On the Keys page, click the menu next to your new key and choose “Edit”. Again, we recommend setting a credit limit of at least $10. The key stops working once the limit is hit — zero risk of surprise charges — but set it high enough that a single review doesn't exhaust it, or the review will fail mid-run.

coarsesk-or-v1-abc...def
Edit
Credit limit for this key
$10.00
Save
key menu

Why this matters: coarse is open-source — you can read every line of code. Your key is sent directly to OpenRouter to run the review, then discarded — it is never stored. But you don't have to trust us: the per-key limit guarantees it can never spend more than you allow, even in the worst case.

A note on cost estimates: coarse shows an approximate cost before each review (typically $0.25–$2). That's a heuristic with a ~15% buffer, not a hard ceiling. Actual cost can run up to ~2× the estimate on complex papers depending on how much the model reasons, how the critique agent rewrites comments, and whether proof-verification kicks in for math-heavy sections. If your per-key limit is set right at the estimate, a single review can drain it and fail mid-run. Leave headroom.

5.

Paste into coarse

Come back here, paste your key into the form, and upload your PDF.

Emailyou@university.edu
OpenRouter key
sk-or-v1-...
Review my paper
coarse form
Ready? Review your paper →