diff --git a/web3.js/module.d.ts b/web3.js/module.d.ts
index 7d4d6bb854..f49d189d66 100644
--- a/web3.js/module.d.ts
+++ b/web3.js/module.d.ts
@@ -48,6 +48,13 @@ declare module '@solana/web3.js' {
 
   export type Commitment = 'max' | 'recent' | 'root' | 'single';
 
+  export type LargestAccountsFilter = 'circulating' | 'nonCirculating';
+
+  export type GetLargestAccountsConfig = {
+    commitment?: Commitment;
+    filter?: LargestAccountsFilter;
+  };
+
   export type SignatureStatusConfig = {
     searchTransactionHistory: boolean;
   };
@@ -180,6 +187,11 @@ declare module '@solana/web3.js' {
     nonCirculatingAccounts: Array<PublicKey>;
   };
 
+  export type AccountBalancePair = {
+    address: PublicKey;
+    lamports: number;
+  };
+
   export type VoteAccountStatus = {
     current: Array<VoteAccountInfo>;
     delinquent: Array<VoteAccountInfo>;
@@ -208,6 +220,9 @@ declare module '@solana/web3.js' {
     getBlockTime(slot: number): Promise<number | null>;
     getMinimumLedgerSlot(): Promise<number>;
     getSupply(commitment?: Commitment): Promise<RpcResponseAndContext<Supply>>;
+    getLargestAccounts(
+      config?: GetLargestAccountsConfig,
+    ): Promise<RpcResponseAndContext<Array<AccountBalancePair>>>;
     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 9efe8726be..75ef51ec2e 100644
--- a/web3.js/module.flow.js
+++ b/web3.js/module.flow.js
@@ -61,6 +61,13 @@ declare module '@solana/web3.js' {
 
   declare export type Commitment = 'max' | 'recent' | 'root' | 'single';
 
+  declare export type LargestAccountsFilter = 'circulating' | 'nonCirculating';
+
+  declare export type GetLargestAccountsConfig = {
+    commitment: ?Commitment,
+    filter: ?LargestAccountsFilter,
+  };
+
   declare export type SignatureStatusConfig = {
     searchTransactionHistory: boolean,
   };
@@ -193,6 +200,11 @@ declare module '@solana/web3.js' {
     nonCirculatingAccounts: Array<PublicKey>,
   };
 
+  declare export type AccountBalancePair = {
+    address: PublicKey,
+    lamports: number,
+  };
+
   declare export type VoteAccountStatus = {
     current: Array<VoteAccountInfo>,
     delinquent: Array<VoteAccountInfo>,
@@ -221,6 +233,9 @@ declare module '@solana/web3.js' {
     getBlockTime(slot: number): Promise<number | null>;
     getMinimumLedgerSlot(): Promise<number>;
     getSupply(commitment: ?Commitment): Promise<RpcResponseAndContext<Supply>>;
+    getLargestAccounts(
+      config: ?GetLargestAccountsConfig,
+    ): Promise<RpcResponseAndContext<Array<AccountBalancePair>>>;
     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 d0019e760b..21649dc934 100644
--- a/web3.js/src/connection.js
+++ b/web3.js/src/connection.js
@@ -100,6 +100,29 @@ function notificationResultAndContext(resultDescription: any) {
  */
 export type Commitment = 'max' | 'recent' | 'root' | 'single';
 
+/**
+ * Filter for largest accounts query
+ * <pre>
+ *   'circulating':    Return the largest accounts that are part of the circulating supply
+ *   'nonCirculating': Return the largest accounts that are not part of the circulating supply
+ * </pre>
+ *
+ * @typedef {'circulating' | 'nonCirculating'} LargestAccountsFilter
+ */
+export type LargestAccountsFilter = 'circulating' | 'nonCirculating';
+
+/**
+ * Configuration object for changing `getLargestAccounts` query behavior
+ *
+ * @typedef {Object} GetLargestAccountsConfig
+ * @property {Commitment|undefined} commitment The level of commitment desired
+ * @property {LargestAccountsFilter|undefined} filter Filter largest accounts by whether they are part of the circulating supply
+ */
+type GetLargestAccountsConfig = {
+  commitment: ?Commitment,
+  filter: ?LargestAccountsFilter,
+};
+
 /**
  * Configuration object for changing query behavior
  *
@@ -431,6 +454,30 @@ const GetSupplyRpcResult = jsonRpcResultAndContext(
   }),
 );
 
+/**
+ * Pair of an account address and its balance
+ *
+ * @typedef {Object} AccountBalancePair
+ * @property {PublicKey} address
+ * @property {number} lamports
+ */
+type AccountBalancePair = {
+  address: PublicKey,
+  lamports: number,
+};
+
+/**
+ * Expected JSON RPC response for the "getLargestAccounts" message
+ */
+const GetLargestAccountsRpcResult = jsonRpcResultAndContext(
+  struct.array([
+    struct({
+      lamports: 'number',
+      address: 'string',
+    }),
+  ]),
+);
+
 /**
  * Expected JSON RPC response for the "getVersion" message
  */
@@ -1063,6 +1110,30 @@ export class Connection {
     return res.result;
   }
 
+  /**
+   * Fetch the 20 largest accounts with their current balances
+   */
+  async getLargestAccounts(
+    config: ?GetLargestAccountsConfig,
+  ): Promise<RpcResponseAndContext<Array<AccountBalancePair>>> {
+    const arg = {
+      ...config,
+      commitment: (config && config.commitment) || this.commitment,
+    };
+    const args = arg.filter || arg.commitment ? [arg] : [];
+    const unsafeRes = await this._rpcRequest('getLargestAccounts', args);
+    const res = GetLargestAccountsRpcResult(unsafeRes);
+    if (res.error) {
+      throw new Error('failed to get largest accounts: ' + res.error.message);
+    }
+    assert(typeof res.result !== 'undefined');
+    res.result.value = res.result.value.map(({address, lamports}) => ({
+      address: new PublicKey(address),
+      lamports,
+    }));
+    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 55e8abd291..94cf459b9e 100644
--- a/web3.js/test/connection.test.js
+++ b/web3.js/test/connection.test.js
@@ -1141,6 +1141,33 @@ test('get supply', async () => {
   expect(supply.nonCirculatingAccounts.length).toBeGreaterThan(0);
 });
 
+test('get largest accounts', async () => {
+  const connection = new Connection(url);
+
+  mockRpc.push([
+    url,
+    {
+      method: 'getLargestAccounts',
+      params: [],
+    },
+    {
+      error: null,
+      result: {
+        context: {
+          slot: 1,
+        },
+        value: new Array(20).fill(0).map(() => ({
+          address: new Account().publicKey.toBase58(),
+          lamports: 1000,
+        })),
+      },
+    },
+  ]);
+
+  const largestAccounts = (await connection.getLargestAccounts()).value;
+  expect(largestAccounts.length).toEqual(20);
+});
+
 test('getVersion', async () => {
   const connection = new Connection(url);