Skip to main content
Thirdwatchthirdwatch
Other

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.

Sep 16, 2026 · 2 min read · 470 words
See the scraper →

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 PNL or VOL with orderBy.
  • 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

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

Try it yourself

100 free credits, no credit card.

About 30 real searches. Add the MCP to Claude or Cursor in two minutes.