Build a Smart-Money Watchlist from Polymarket's Leaderboard
Export weekly PnL leaders with wallet addresses — the seed list for tracking what informed traders do next.

A watchlist is just the leaderboard with the wallet column kept. Thirdwatch's Polymarket Leaderboard Scraper returns Polymarket's ranked leaderboard as rows — PnL, volume, wallet, and identity fields — across daily, weekly, monthly, and all-time windows.
Skip the setup: Run this as a ready-to-go task on Apify — pre-loaded with the configuration from this guide.
Why build a smart-money watchlist
Smart-money tracking starts with a seed list — the wallets that consistently make money. The leaderboard provides the ranking and the proxyWallet provides the join key to on-chain tools.
Weekly PnL leaders with wallets gives you the watchlist to feed into further tracking.
The leaderboard's own data feed powers the scrape, so a window and a ranking metric in means the full ranked board out.
How does this compare to the alternatives?
| Approach | Cost model | Coverage | Effort |
|---|---|---|---|
| Polymarket leaderboard page | Free | Top of the board, browser only | No export |
| Dune / custom indexing | Free tier or query work | On-chain data, not leaderboard ranks | You build the pipeline |
| Thirdwatch Polymarket Leaderboard Scraper | Pay per trader row | Full ranked board, any window | One run |
Why this Actor
- Full ranked board as rows — not just the top of the page.
- Four windows:
day,week,month,all. - Rank by
PNLorVOLwithorderBy. - Identity fields per trader: username, X handle, verified flag, proxy wallet.
- PnL and volume figures for the selected window on every row.
How to do it in 3 steps
Step 1: Configure the input
Set the inputs as shown below — timePeriod takes the targets, orderBy picks PNL or VOL ranking and limit bounds the board depth.
Step 2: Run the Actor
Run it from the console, the API, or the linked saved task. One dataset row is written per trader.
Step 3: Use the output
Each row carries rank, username, X handle, proxy-wallet address, verified flag, and the PnL and volume figures for the window.
{
"timePeriod": "week",
"orderBy": "PNL",
"limit": 50
}Each dataset row looks like:
{
"rank": 1,
"userName": "trader_pro",
"xUsername": "traderpro",
"proxyWallet": "0x1234...abcd",
"pnlUsd": 842000,
"volumeUsd": 12500000,
"verified": true,
"timePeriod": "month",
"orderBy": "PNL"
}What to watch for
PnL and volume are Polymarket's own leaderboard figures — point-in-time and window-scoped. Anonymous accounts return wallets without usernames.
Related use cases
- Pull Polymarket's Monthly PnL Leaderboard
- Find This Week's Volume Whales on Polymarket
- Export Polymarket's All-Time Top Traders
- Track Polymarket's Daily PnL Movers
- All Thirdwatch use-case guides
Run the Polymarket Leaderboard Scraper on Apify Store — pay per result, free to try, no credit card to test.
Frequently asked questions
What windows are available?
`day`, `week`, `month`, and `all` — matching the site's own leaderboard tabs.
What's the difference between PNL and VOL ranking?
`PNL` ranks by profit-and-loss for the window; `VOL` ranks by trading volume — different leaderboards, different populations.
What is `proxyWallet`?
The on-chain wallet the trader operates from — the join key for on-chain follow-up analysis.
Are the figures realized or unrealized PnL?
They're Polymarket's own reported leaderboard figures for the window — use the platform's definitions for interpretation.
Do anonymous traders appear?
Yes — accounts without usernames return the wallet with empty `userName`.
How deep does the board go?
`limit` controls it — the underlying feed pages deeper than the UI shows.
Related
100 free credits, no credit card.
About 30 real searches. Add the MCP to Claude or Cursor in two minutes.