How to Find a Token's Top Traders (and Read Them)

Every big move leaves a list of wallets that caught it. That list is the best place to start looking for smart money, but only if you read it properly. Half the names at the top of a fresh memecoin are the team, the snipers or a bot.

What is the difference between top traders and top holders?

Top holders shows who owns the most tokens right now. Top traders shows who made the most money trading the token. They are different lists and answer different questions.

A holders list is full of addresses that never traded: the liquidity pool, the burn address, a lock contract, an exchange wallet. A wallet that bought early, sold everything at the top and walked away with the most profit doesn't appear on it at all, because it holds zero. If you want to know who was good at this token, you need the traders list.

How do you find a token's top traders by hand?

You rebuild it from the swaps. It's slow, but doing it once shows you exactly what any tool is doing for you.

1. Get the pool address. Find the token's main trading pair (token against the chain's native coin or a stablecoin). Most volume runs through one pool.
2. Pull the swaps. On the block explorer, open the pool's token transfers or DEX trades view and export them for the period you care about.
3. Group by wallet. For each wallet, add up the native coin it spent buying and the native coin it got back selling, plus the tokens it still holds.
4. Compute profit and sort. Realised profit first, then whatever the remaining bag is worth on paper as a separate column.

The catch in step 3: a swap often comes from a router or aggregator contract, not the trader. You need the wallet that signed the transaction, not the contract that routed it, or one router ends up as the "top trader" of everything.

How is a top trader's profit calculated?

There are two common ways, and they give different numbers for the same wallet. That's why two tools can disagree about one trader without either being wrong.

Take a made-up wallet on a BNB token. It buys 10M tokens for 2 BNB. Later it sells 6M of them for 5.4 BNB. It still holds 4M, which at the current price are worth 1.1 BNB.

• Cash-flow method: realised = 5.4 out minus 2 in = +3.4 BNB. The 4M left over are treated as a free bag.
• Cost-basis method: the 6M sold cost 60% of 2 BNB = 1.2 BNB, so realised = 5.4 minus 1.2 = +4.2 BNB. The 4M left cost 0.8 BNB and are worth 1.1, so unrealised = +0.3 BNB.

Both add up to +4.5 BNB in total. They only split it differently between "banked" and "on paper". What matters more is the bit neither method can promise: that 1.1 BNB is a price, not an exit. Selling 4M tokens into a thin pool could fetch a lot less (here is how much less, and how to check).

If the token has a sell tax, the swap data already shows the BNB the wallet actually received after tax, so realised profit is net of it. Unrealised value usually isn't.

What makes a top traders list misleading?

• Tokens that were never bought. A wallet that received its tokens by transfer (from the deployer, a presale or another of its own wallets) has no cost on the pool. Count that as zero and it looks like a genius. Leave it out and you miss the biggest seller.
• One trader, many wallets. Profit split across ten wallets puts none of them at the top, while the one you do see may be a side wallet.
• The window. On a busy token, the last few hundred trades might cover only a few hours. The wallets that bought at launch can fall outside it, and the list shows who traded the recent chop instead.
• Launchpad mints. Tokens bought on a bonding-curve launchpad before the pool existed often can't be priced from pool swaps, so early entries go missing or get mispriced.

What should you check on each top trader?

The list is a shortlist, not a verdict. For each wallet near the top, check four things before you treat it as skill (the full set of tests is in how to spot fake smart money):

• Entry timing. Bought in the launch block or the first few seconds? That's a sniper bot or a bundle. You can't copy that entry.
• Funding. Was it funded by the deployer, or by a wallet that funded several other top traders at the same time? That's the team, and its profit is the insider dump showing up as a "win".
• Record elsewhere. Open the wallet's history. One token traded, one win, is luck or insider access. Dozens of tokens with more wins than losses is the start of a pattern.
• Still holding? A top trader sitting on a large unrealised bag is future sell pressure on you. One that already sold out has nothing left to dump.

The tell people miss: the top of the list is sorted by dollars. A whale that put 50 BNB in and won once will outrank a wallet that wins two trades in three with small size. Look at the win rate next to the dollars.

How does MoonRadar find a token's top traders?

Paste a token contract into the MoonRadar scanner, pick the chain (HOOD, ETH, BNB, ARC or Solana) and a scan depth from 300 recent transactions (fast) to 1,200 (deep). It ranks every wallet that traded the token by realised plus unrealised profit, and you can export the list as CSV.

Paste any of those wallets into the wallet finder to see its full record: every token it traded, with per-token PnL. The Top traders board ranks wallets by realised profit across every token they traded recently, re-sorted every 10 minutes. It ranks dollars, not win rate, and flags wallets that lose more trades than they win with a warning mark. Swaps that can't be priced in the chain's native coin, like launchpad mints, are left out rather than scored as zero.

From there you can track the wallets you trust: the tracker watches them on Robinhood Chain and posts their next buy to your Live feed and Discord. The scanner also runs the safety screen on the token itself, because good traders buy rugs too. A wallet's past profit is a record, not a promise, and most memecoins still fail.