diff --git a/CHANGELOG.md b/CHANGELOG.md
index fbe0c697..d94f0526 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## [Unreleased]
 
+- Added `RpcBlockchain` in the `AnyBlockchain` struct to allow using Rpc backend where `AnyBlockchain` is used (eg `bdk-cli`)
+
 ### Wallet
 
 - Removed and replaced `set_single_recipient` with more general `drain_to` and replaced `maintain_single_recipient` with `allow_shrinking`.
diff --git a/src/blockchain/any.rs b/src/blockchain/any.rs
index d88c3b8c..549f5153 100644
--- a/src/blockchain/any.rs
+++ b/src/blockchain/any.rs
@@ -94,6 +94,8 @@ macro_rules! impl_inner_method {
             AnyBlockchain::Esplora(inner) => inner.$name( $($args, )* ),
             #[cfg(feature = "compact_filters")]
             AnyBlockchain::CompactFilters(inner) => inner.$name( $($args, )* ),
+            #[cfg(feature = "rpc")]
+            AnyBlockchain::Rpc(inner) => inner.$name( $($args, )* ),
         }
     }
 }
@@ -116,6 +118,10 @@ pub enum AnyBlockchain {
     #[cfg_attr(docsrs, doc(cfg(feature = "compact_filters")))]
     /// Compact filters client
     CompactFilters(compact_filters::CompactFiltersBlockchain),
+    #[cfg(feature = "rpc")]
+    #[cfg_attr(docsrs, doc(cfg(feature = "rpc")))]
+    /// RPC client
+    Rpc(rpc::RpcBlockchain),
 }
 
 #[maybe_async]
@@ -157,6 +163,7 @@ impl Blockchain for AnyBlockchain {
 impl_from!(electrum::ElectrumBlockchain, AnyBlockchain, Electrum, #[cfg(feature = "electrum")]);
 impl_from!(esplora::EsploraBlockchain, AnyBlockchain, Esplora, #[cfg(feature = "esplora")]);
 impl_from!(compact_filters::CompactFiltersBlockchain, AnyBlockchain, CompactFilters, #[cfg(feature = "compact_filters")]);
+impl_from!(rpc::RpcBlockchain, AnyBlockchain, Rpc, #[cfg(feature = "rpc")]);
 
 /// Type that can contain any of the blockchain configurations defined by the library
 ///
@@ -206,6 +213,10 @@ pub enum AnyBlockchainConfig {
     #[cfg_attr(docsrs, doc(cfg(feature = "compact_filters")))]
     /// Compact filters client
     CompactFilters(compact_filters::CompactFiltersBlockchainConfig),
+    #[cfg(feature = "rpc")]
+    #[cfg_attr(docsrs, doc(cfg(feature = "rpc")))]
+    /// RPC client configuration
+    Rpc(rpc::RpcConfig),
 }
 
 impl ConfigurableBlockchain for AnyBlockchain {
@@ -225,6 +236,10 @@ impl ConfigurableBlockchain for AnyBlockchain {
             AnyBlockchainConfig::CompactFilters(inner) => AnyBlockchain::CompactFilters(
                 compact_filters::CompactFiltersBlockchain::from_config(inner)?,
             ),
+            #[cfg(feature = "rpc")]
+            AnyBlockchainConfig::Rpc(inner) => {
+                AnyBlockchain::Rpc(rpc::RpcBlockchain::from_config(inner)?)
+            }
         })
     }
 }
@@ -232,3 +247,4 @@ impl ConfigurableBlockchain for AnyBlockchain {
 impl_from!(electrum::ElectrumBlockchainConfig, AnyBlockchainConfig, Electrum, #[cfg(feature = "electrum")]);
 impl_from!(esplora::EsploraBlockchainConfig, AnyBlockchainConfig, Esplora, #[cfg(feature = "esplora")]);
 impl_from!(compact_filters::CompactFiltersBlockchainConfig, AnyBlockchainConfig, CompactFilters, #[cfg(feature = "compact_filters")]);
+impl_from!(rpc::RpcConfig, AnyBlockchainConfig, Rpc, #[cfg(feature = "rpc")]);
diff --git a/src/blockchain/mod.rs b/src/blockchain/mod.rs
index 6a382b9a..0383497c 100644
--- a/src/blockchain/mod.rs
+++ b/src/blockchain/mod.rs
@@ -30,9 +30,19 @@ use crate::FeeRate;
 #[cfg(any(feature = "electrum", feature = "esplora"))]
 pub(crate) mod utils;
 
-#[cfg(any(feature = "electrum", feature = "esplora", feature = "compact_filters"))]
+#[cfg(any(
+    feature = "electrum",
+    feature = "esplora",
+    feature = "compact_filters",
+    feature = "rpc"
+))]
 pub mod any;
-#[cfg(any(feature = "electrum", feature = "esplora", feature = "compact_filters"))]
+#[cfg(any(
+    feature = "electrum",
+    feature = "esplora",
+    feature = "compact_filters",
+    feature = "rpc"
+))]
 pub use any::{AnyBlockchain, AnyBlockchainConfig};
 
 #[cfg(feature = "electrum")]
diff --git a/src/blockchain/rpc.rs b/src/blockchain/rpc.rs
index 30f8cf34..fd06dcf1 100644
--- a/src/blockchain/rpc.rs
+++ b/src/blockchain/rpc.rs
@@ -18,10 +18,12 @@
 //! ## Example
 //!
 //! ```no_run
-//! # use bdk::blockchain::{RpcConfig, RpcBlockchain, ConfigurableBlockchain};
+//! # use bdk::blockchain::{RpcConfig, RpcBlockchain, ConfigurableBlockchain, rpc::Auth};
 //! let config = RpcConfig {
 //!     url: "127.0.0.1:18332".to_string(),
-//!     auth: bitcoincore_rpc::Auth::CookieFile("/home/user/.bitcoin/.cookie".into()),
+//!     auth: Auth::Cookie {
+//!         file: "/home/user/.bitcoin/.cookie".into(),
+//!     },
 //!     network: bdk::bitcoin::Network::Testnet,
 //!     wallet_name: "wallet_name".to_string(),
 //!     skip_blocks: None,
@@ -41,10 +43,12 @@ use bitcoincore_rpc::json::{
     ImportMultiRequestScriptPubkey, ImportMultiRescanSince,
 };
 use bitcoincore_rpc::jsonrpc::serde_json::Value;
-use bitcoincore_rpc::{Auth, Client, RpcApi};
+use bitcoincore_rpc::Auth as RpcAuth;
+use bitcoincore_rpc::{Client, RpcApi};
 use log::debug;
-use serde::Deserialize;
+use serde::{Deserialize, Serialize};
 use std::collections::{HashMap, HashSet};
+use std::path::PathBuf;
 use std::str::FromStr;
 
 /// The main struct for RPC backend implementing the [crate::blockchain::Blockchain] trait
@@ -64,7 +68,7 @@ pub struct RpcBlockchain {
 }
 
 /// RpcBlockchain configuration options
-#[derive(Debug)]
+#[derive(Debug, Serialize, Deserialize, Clone, PartialEq)]
 pub struct RpcConfig {
     /// The bitcoin node url
     pub url: String,
@@ -78,6 +82,39 @@ pub struct RpcConfig {
     pub skip_blocks: Option<u32>,
 }
 
+/// This struct is equivalent to [bitcoincore_rpc::Auth] but it implements [serde::Serialize]
+/// To be removed once upstream equivalent is implementing Serialize (json serialization format
+/// should be the same) https://github.com/rust-bitcoin/rust-bitcoincore-rpc/pull/181
+#[derive(Clone, Debug, Hash, Eq, PartialEq, Ord, PartialOrd, Serialize, Deserialize)]
+#[serde(rename_all = "snake_case")]
+#[serde(untagged)]
+pub enum Auth {
+    /// None authentication
+    None,
+    /// Authentication with username and password, usually [Auth::Cookie] should be preferred
+    UserPass {
+        /// Username
+        username: String,
+        /// Password
+        password: String,
+    },
+    /// Authentication with a cookie file
+    Cookie {
+        /// Cookie file
+        file: PathBuf,
+    },
+}
+
+impl From<Auth> for RpcAuth {
+    fn from(auth: Auth) -> Self {
+        match auth {
+            Auth::None => RpcAuth::None,
+            Auth::UserPass { username, password } => RpcAuth::UserPass(username, password),
+            Auth::Cookie { file } => RpcAuth::CookieFile(file),
+        }
+    }
+}
+
 impl RpcBlockchain {
     fn get_node_synced_height(&self) -> Result<u32, Error> {
         let info = self.client.get_address_info(&self._storage_address)?;
@@ -320,7 +357,7 @@ impl ConfigurableBlockchain for RpcBlockchain {
         let wallet_url = format!("{}/wallet/{}", config.url, &wallet_name);
         debug!("connecting to {} auth:{:?}", wallet_url, config.auth);
 
-        let client = Client::new(wallet_url, config.auth.clone())?;
+        let client = Client::new(wallet_url, config.auth.clone().into())?;
         let loaded_wallets = client.list_wallets()?;
         if loaded_wallets.contains(&wallet_name) {
             debug!("wallet already loaded {:?}", wallet_name);
@@ -427,7 +464,7 @@ crate::bdk_blockchain_tests! {
     fn test_instance(test_client: &TestClient) -> RpcBlockchain {
         let config = RpcConfig {
             url: test_client.bitcoind.rpc_url(),
-            auth: Auth::CookieFile(test_client.bitcoind.params.cookie_file.clone()),
+            auth: Auth::Cookie { file: test_client.bitcoind.params.cookie_file.clone() },
             network: Network::Regtest,
             wallet_name: format!("client-wallet-test-{:?}", std::time::SystemTime::now() ),
             skip_blocks: None,