diff --git a/cmd/chantools/signpsbt.go b/cmd/chantools/signpsbt.go
index 927881b..50078c4 100644
--- a/cmd/chantools/signpsbt.go
+++ b/cmd/chantools/signpsbt.go
@@ -4,6 +4,7 @@ import (
 	"bytes"
 	"encoding/base64"
 	"encoding/binary"
+	"errors"
 	"fmt"
 	"os"
 
@@ -15,6 +16,10 @@ import (
 	"github.com/spf13/cobra"
 )
 
+var (
+	errNoPathFound = fmt.Errorf("no matching derivation path found")
+)
+
 type signPSBTCommand struct {
 	Psbt            string
 	FromRawPsbtFile string
@@ -134,93 +139,117 @@ func (c *signPSBTCommand) Execute(_ *cobra.Command, _ []string) error {
 func signPsbt(rootKey *hdkeychain.ExtendedKey,
 	packet *psbt.Packet, signer *lnd.Signer) error {
 
-	// Check that we have an input with a derivation path that belongs to
-	// the root key.
-	derivationPath, inputIndex, err := findMatchingDerivationPath(
-		rootKey, packet,
-	)
-	if err != nil {
-		return fmt.Errorf("could not find matching derivation path: %w",
-			err)
-	}
+	for inputIndex := range packet.Inputs {
+		pIn := &packet.Inputs[inputIndex]
 
-	if len(derivationPath) < 5 {
-		return fmt.Errorf("invalid derivation path, expected at least "+
-			"5 elements, got %d", len(derivationPath))
-	}
+		// Check that we have an input with a derivation path that
+		// belongs to the root key.
+		derivationPath, err := findMatchingDerivationPath(rootKey, pIn)
+		if errors.Is(err, errNoPathFound) {
+			log.Infof("No matching derivation path found for "+
+				"input %d, skipping", inputIndex)
+			continue
+		}
+		if err != nil {
+			return fmt.Errorf("could not find matching derivation "+
+				"path: %w", err)
+		}
 
-	localKey, err := lnd.DeriveChildren(rootKey, derivationPath)
-	if err != nil {
-		return fmt.Errorf("could not derive local key: %w", err)
-	}
+		if len(derivationPath) < 5 {
+			return fmt.Errorf("invalid derivation path, expected "+
+				"at least 5 elements, got %d",
+				len(derivationPath))
+		}
 
-	if packet.Inputs[inputIndex].WitnessUtxo == nil {
-		return fmt.Errorf("invalid PSBT, input %d is missing witness "+
-			"UTXO", inputIndex)
-	}
-	utxo := packet.Inputs[inputIndex].WitnessUtxo
-
-	// The signing is a bit different for P2WPKH, we need to specify the
-	// pk script as the witness script.
-	var witnessScript []byte
-	if txscript.IsPayToWitnessPubKeyHash(utxo.PkScript) {
-		witnessScript = utxo.PkScript
-	} else {
-		if len(packet.Inputs[inputIndex].WitnessScript) == 0 {
+		localKey, err := lnd.DeriveChildren(rootKey, derivationPath)
+		if err != nil {
+			return fmt.Errorf("could not derive local key: %w", err)
+		}
+
+		if pIn.WitnessUtxo == nil {
 			return fmt.Errorf("invalid PSBT, input %d is missing "+
-				"witness script", inputIndex)
+				"witness UTXO", inputIndex)
+		}
+		utxo := pIn.WitnessUtxo
+
+		// The signing is a bit different for P2WPKH, we need to specify
+		// the pk script as the witness script.
+		var witnessScript []byte
+		if txscript.IsPayToWitnessPubKeyHash(utxo.PkScript) {
+			witnessScript = utxo.PkScript
+		} else {
+			if len(pIn.WitnessScript) == 0 {
+				return fmt.Errorf("invalid PSBT, input %d is "+
+					"missing witness script", inputIndex)
+			}
+			witnessScript = pIn.WitnessScript
 		}
-		witnessScript = packet.Inputs[inputIndex].WitnessScript
-	}
 
-	localPrivateKey, err := localKey.ECPrivKey()
-	if err != nil {
-		return fmt.Errorf("error getting private key: %w", err)
-	}
-	err = signer.AddPartialSignatureForPrivateKey(
-		packet, localPrivateKey, utxo, witnessScript, inputIndex,
-	)
-	if err != nil {
-		return fmt.Errorf("error adding partial signature: %w", err)
+		localPrivateKey, err := localKey.ECPrivKey()
+		if err != nil {
+			return fmt.Errorf("error getting private key: %w", err)
+		}
+
+		// Do we already have a partial signature for our key?
+		localPubKey := localPrivateKey.PubKey().SerializeCompressed()
+		haveSig := false
+		for _, partialSig := range pIn.PartialSigs {
+			if bytes.Equal(partialSig.PubKey, localPubKey) {
+				haveSig = true
+			}
+		}
+		if haveSig {
+			log.Infof("Already have a partial signature for input "+
+				"%d and local key %x, skipping", inputIndex,
+				localPubKey)
+			continue
+		}
+
+		err = signer.AddPartialSignatureForPrivateKey(
+			packet, localPrivateKey, utxo, witnessScript,
+			inputIndex,
+		)
+		if err != nil {
+			return fmt.Errorf("error adding partial signature: %w",
+				err)
+		}
 	}
 
 	return nil
 }
 
 func findMatchingDerivationPath(rootKey *hdkeychain.ExtendedKey,
-	packet *psbt.Packet) ([]uint32, int, error) {
+	pIn *psbt.PInput) ([]uint32, error) {
 
 	pubKey, err := rootKey.ECPubKey()
 	if err != nil {
-		return nil, 0, fmt.Errorf("error getting public key: %w", err)
+		return nil, fmt.Errorf("error getting public key: %w", err)
 	}
 
 	pubKeyHash := btcutil.Hash160(pubKey.SerializeCompressed())
 	fingerprint := binary.LittleEndian.Uint32(pubKeyHash[:4])
 
-	for idx, input := range packet.Inputs {
-		if len(input.Bip32Derivation) == 0 {
-			continue
-		}
+	if len(pIn.Bip32Derivation) == 0 {
+		return nil, errNoPathFound
+	}
 
-		for _, derivation := range input.Bip32Derivation {
-			// A special case where there is only a single
-			// derivation path and the master key fingerprint is not
-			// set, we assume we are the correct signer... This
-			// might not be correct, but we have no way of knowing.
-			if derivation.MasterKeyFingerprint == 0 &&
-				len(input.Bip32Derivation) == 1 {
+	for _, derivation := range pIn.Bip32Derivation {
+		// A special case where there is only a single derivation path
+		// and the master key fingerprint is not set, we assume we are
+		// the correct signer... This might not be correct, but we have
+		// no way of knowing.
+		if derivation.MasterKeyFingerprint == 0 &&
+			len(pIn.Bip32Derivation) == 1 {
 
-				return derivation.Bip32Path, idx, nil
-			}
+			return derivation.Bip32Path, nil
+		}
 
-			// The normal case, where a derivation path has the
-			// master fingerprint set.
-			if derivation.MasterKeyFingerprint == fingerprint {
-				return derivation.Bip32Path, idx, nil
-			}
+		// The normal case, where a derivation path has the master
+		// fingerprint set.
+		if derivation.MasterKeyFingerprint == fingerprint {
+			return derivation.Bip32Path, nil
 		}
 	}
 
-	return nil, 0, fmt.Errorf("no matching derivation path found")
+	return nil, errNoPathFound
 }