diff --git a/web3.js/module.d.ts b/web3.js/module.d.ts
index 0c600331ff..03076b75bb 100644
--- a/web3.js/module.d.ts
+++ b/web3.js/module.d.ts
@@ -215,6 +215,13 @@ declare module '@solana/web3.js' {
     amount: string;
   };
 
+  export type TokenAccountBalancePair = {
+    address: PublicKey;
+    amount: string;
+    decimals: number;
+    uiAmount: number;
+  };
+
   export type AccountChangeCallback = (
     accountInfo: AccountInfo<Buffer>,
     context: Context,
@@ -343,6 +350,10 @@ declare module '@solana/web3.js' {
     getLargestAccounts(
       config?: GetLargestAccountsConfig,
     ): Promise<RpcResponseAndContext<Array<AccountBalancePair>>>;
+    getTokenLargestAccounts(
+      mintAddress: PublicKey,
+      commitment?: Commitment,
+    ): Promise<RpcResponseAndContext<Array<TokenAccountBalancePair>>>;
     getClusterNodes(): Promise<Array<ContactInfo>>;
     getConfirmedBlock(slot: number): Promise<ConfirmedBlock>;
     getConfirmedTransaction(
diff --git a/web3.js/module.flow.js b/web3.js/module.flow.js
index bd57b1c847..f936be1594 100644
--- a/web3.js/module.flow.js
+++ b/web3.js/module.flow.js
@@ -237,6 +237,13 @@ declare module '@solana/web3.js' {
     amount: string,
   };
 
+  declare export type TokenAccountBalancePair = {
+    address: PublicKey,
+    amount: string,
+    decimals: number,
+    uiAmount: number,
+  };
+
   declare type AccountChangeCallback = (
     accountInfo: AccountInfo<Buffer>,
     context: Context,
@@ -356,6 +363,10 @@ declare module '@solana/web3.js' {
     getLargestAccounts(
       config: ?GetLargestAccountsConfig,
     ): Promise<RpcResponseAndContext<Array<AccountBalancePair>>>;
+    getTokenLargestAccounts(
+      mintAddress: PublicKey,
+      commitment: ?Commitment,
+    ): Promise<RpcResponseAndContext<Array<TokenAccountBalancePair>>>;
     getClusterNodes(): Promise<Array<ContactInfo>>;
     getConfirmedBlock(slot: number): Promise<ConfirmedBlock>;
     getConfirmedTransaction(
diff --git a/web3.js/src/connection.js b/web3.js/src/connection.js
index 0a57263a2c..927e70ac0e 100644
--- a/web3.js/src/connection.js
+++ b/web3.js/src/connection.js
@@ -616,21 +616,60 @@ const GetSupplyRpcResult = jsonRpcResultAndContext(
   }),
 );
 
+/**
+ * Token amount object which returns a token amount in different formats
+ * for various client use cases.
+ *
+ * @typedef {Object} TokenAmount
+ * @property {string} amount Raw amount of tokens as string ignoring decimals
+ * @property {number} decimals Number of decimals configured for token's mint
+ * @property {number} uiAmount Token account as float, accounts for decimals
+ */
 type TokenAmount = {
   amount: string,
-  decimals: 2,
+  decimals: number,
   uiAmount: number,
 };
 
 /**
  * Expected JSON RPC structure for token amounts
  */
-const TokenAmountResult = struct({
+const TokenAmountResult = struct.object({
   amount: 'string',
   uiAmount: 'number',
   decimals: 'number',
 });
 
+/**
+ * Token address and balance.
+ *
+ * @typedef {Object} TokenAccountBalancePair
+ * @property {PublicKey} address Address of the token account
+ * @property {string} amount Raw amount of tokens as string ignoring decimals
+ * @property {number} decimals Number of decimals configured for token's mint
+ * @property {number} uiAmount Token account as float, accounts for decimals
+ */
+type TokenAccountBalancePair = {
+  address: PublicKey,
+  amount: string,
+  decimals: number,
+  uiAmount: number,
+};
+
+/**
+ * Expected JSON RPC response for the "getTokenLargestAccounts" message
+ */
+const GetTokenLargestAccountsResult = jsonRpcResultAndContext(
+  struct.array([
+    struct.pick({
+      address: 'string',
+      amount: 'string',
+      uiAmount: 'number',
+      decimals: 'number',
+    }),
+  ]),
+);
+
 /**
  * Expected JSON RPC response for the "getTokenAccountBalance" message
  */
@@ -1653,6 +1692,30 @@ export class Connection {
     return res.result;
   }
 
+  /**
+   * Fetch the 20 largest token accounts with their current balances
+   * for a given mint.
+   */
+  async getTokenLargestAccounts(
+    mintAddress: PublicKey,
+    commitment: ?Commitment,
+  ): Promise<RpcResponseAndContext<Array<TokenAccountBalancePair>>> {
+    const args = this._buildArgs([mintAddress.toBase58()], commitment);
+    const unsafeRes = await this._rpcRequest('getTokenLargestAccounts', args);
+    const res = GetTokenLargestAccountsResult(unsafeRes);
+    if (res.error) {
+      throw new Error(
+        'failed to get token largest accounts: ' + res.error.message,
+      );
+    }
+    assert(typeof res.result !== 'undefined');
+    res.result.value = res.result.value.map(pair => ({
+      ...pair,
+      address: new PublicKey(pair.address),
+    }));
+    return res.result;
+  }
+
   /**
    * Fetch all the account info for the specified public key, return with context
    */
diff --git a/web3.js/test/connection.test.js b/web3.js/test/connection.test.js
index 382fdef41a..57f9ad2e1f 100644
--- a/web3.js/test/connection.test.js
+++ b/web3.js/test/connection.test.js
@@ -1399,6 +1399,23 @@ describe('token methods', () => {
     await expect(connection.getTokenSupply(newAccount)).rejects.toThrow();
   });
 
+  test('get token largest accounts', async () => {
+    const largestAccounts = (
+      await connection.getTokenLargestAccounts(testToken.publicKey)
+    ).value;
+
+    expect(largestAccounts.length).toEqual(2);
+    const largestAccount = largestAccounts[0];
+    expect(largestAccount.address.equals(testTokenAccount)).toBe(true);
+    expect(largestAccount.amount).toEqual('11110');
+    expect(largestAccount.decimals).toEqual(2);
+    expect(largestAccount.uiAmount).toEqual(111.1);
+
+    await expect(
+      connection.getTokenLargestAccounts(newAccount),
+    ).rejects.toThrow();
+  });
+
   test('get confirmed token transaction', async () => {
     const parsedTx = await connection.getParsedConfirmedTransaction(
       testSignature,