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Guides

How to Architect a Multi-Party Computation (MPC) Wallet System

A technical guide for developers on designing and implementing a secure, institutional-grade MPC custody solution. Covers cryptographic protocols, infrastructure design, and transaction signing workflows.
Chainscore © 2026
introduction
WALLET SECURITY

Introduction to MPC Wallet Architecture

Multi-Party Computation (MPC) enables secure, non-custodial wallets by distributing private key control across multiple parties. This guide explains the core architectural components.

A Multi-Party Computation (MPC) wallet splits a single private key into multiple secret shares, distributed among distinct parties or devices. No single party ever reconstructs the full key. Instead, cryptographic protocols like Shamir's Secret Sharing (SSS) or threshold signatures (TSS) allow these parties to collaboratively generate signatures for transactions. This architecture fundamentally differs from traditional wallets—whether single-key hot wallets or multi-signature setups—by eliminating any single point of failure for the private key. The core security promise is that a wallet remains secure even if some shares are compromised, provided the compromise stays below a defined threshold (e.g., 2-of-3).

The architecture typically involves three main components: the key generation ceremony, the signing protocol, and the share refresh mechanism. During key generation, parties run a distributed key generation (DKG) protocol to create their secret shares without any entity ever knowing the complete private key. For signing, parties engage in an interactive protocol to produce a valid signature, such as an ECDSA or EdDSA signature on the blockchain, using only their individual shares. Advanced systems often implement proactive secret sharing, where shares are periodically refreshed to new random values without changing the underlying key, mitigating long-term exposure risks.

Implementing MPC requires careful choice of cryptographic libraries and network communication layers. For Ethereum and EVM chains, developers often use libraries like libsecp256k1 with MPC extensions or specialized SDKs from providers like Fireblocks or ZenGo. A basic architectural flow involves a client-side SDK generating a share, coordinating with backend servers (holding other shares) via secure authenticated channels. The signing ceremony must be resilient to network failures and malicious participants, often employing commitment schemes and zero-knowledge proofs to ensure correctness and prevent rogue-key attacks.

From a practical standpoint, MPC wallet architecture enables several key features: transaction authorization policies (requiring approvals from specific share holders), recovery options through new share generation with existing participants, and hardware isolation by storing shares in HSMs or secure enclaves. However, it introduces complexity in orchestration logic and latency due to multiple round trips during signing. When architecting a system, you must decide between a centralized coordinator model or a peer-to-peer model, each with trade-offs in reliability and complexity.

prerequisites
PREREQUISITES AND CORE KNOWLEDGE

How to Architect a Multi-Party Computation (MPC) Wallet System

This guide covers the foundational concepts and architectural decisions required to design a secure and scalable MPC wallet system for managing blockchain private keys.

A Multi-Party Computation (MPC) wallet is a cryptographic system that distributes the signing power of a single private key across multiple independent parties or devices. Unlike traditional wallets where a single private key is a monolithic secret, an MPC wallet uses a threshold signature scheme (TSS). This allows a subset of participants, say 2-of-3, to collaboratively generate a valid signature without any single party ever reconstructing the complete private key. This architecture fundamentally eliminates single points of failure and significantly reduces the attack surface compared to seed phrases or hardware security modules (HSMs).

Before designing an MPC system, you must understand its core cryptographic primitives. The most common is Shamir's Secret Sharing (SSS), which splits a secret into shares. However, for active signing, threshold ECDSA or EdDSA protocols are used. Libraries like ZenGo-X/curv and binance-chain/tss-lib implement these protocols. You'll need a solid grasp of elliptic curve cryptography, secure multi-party computation protocols, and the specific blockchain's signing algorithm (e.g., secp256k1 for Ethereum). Knowledge of commitment schemes and zero-knowledge proofs is also crucial for verifying participant honesty during the signing process.

The system architecture involves several key components: the key generation ceremony, the distributed signing protocol, and the key refresh/rotation mechanism. During key generation, parties run a distributed key generation (DKG) protocol to create their secret shares and a common public key. For signing, they engage in a multi-round interactive protocol to produce a signature. A critical design decision is the communication layer: will parties communicate peer-to-peer, through a centralized coordinator, or via a relay network? Each choice has trade-offs in latency, complexity, and censorship resistance.

Security considerations are paramount. You must plan for active adversaries who may deviate from the protocol. This requires implementing maliciously-secure MPC protocols that include validity checks and abort mechanisms. The system must also guard against rushing attacks and ensure non-interactivity where possible. Operational security involves secure enclaves (like Intel SGX or Apple Secure Enclave) for share storage, robust backup strategies for shares, and comprehensive audit logging. The architecture must define clear trust assumptions, such as the maximum number of corrupted parties the system can tolerate (e.g., secure against t-out-of-n corruption).

Finally, integrating the MPC wallet with blockchain networks requires building signer clients that can parse transactions, calculate appropriate hashes, and manage nonces. You'll need to handle chain-specific nuances, such as Ethereum's EIP-1559 transaction types or Bitcoin's sighash flags. The front-end or application layer must be designed to orchestrate the signing protocol across devices, manage session states, and provide a seamless user experience while maintaining the security guarantees of the underlying MPC cryptography.

key-concepts-text
ARCHITECTURE GUIDE

Key Cryptographic Concepts for MPC

Understanding the cryptographic primitives that enable secure, non-custodial wallet systems.

A Multi-Party Computation (MPC) wallet system distributes the cryptographic key material required to sign transactions across multiple parties, eliminating any single point of failure. Unlike traditional wallets where a single private key is stored in one location, MPC uses advanced cryptography to split a secret into shares. No single party ever has access to the complete private key; it exists only in a virtual, distributed state. This architecture fundamentally shifts the security model from key storage to secure computation, enabling institutional-grade custody and user-friendly recovery schemes.

The core of an MPC wallet is built on threshold signature schemes (TSS), a specific application of MPC. In a common (t, n)-threshold scheme, n parties hold shares, and any subset of t (the threshold) can collaborate to produce a valid signature, while any group smaller than t learns nothing about the key. Popular implementations use protocols like GG18, GG20, or FROST, which are based on elliptic curve cryptography (e.g., secp256k1 for Ethereum). These protocols allow the signing process itself to be distributed, so the full private key is never reconstructed, even during transaction signing.

Secret Sharing is the foundational layer. Schemes like Shamir's Secret Sharing (SSS) or more secure Verifiable Secret Sharing (VSS) are used to split the key. However, for active signing, Distributed Key Generation (DKG) is preferred. In DKG, all parties collaboratively generate their shares without any one party ever knowing the master secret. This is more secure than having one party generate and then split a key. The process establishes a shared public key corresponding to the distributed private key, which is recorded on-chain.

Architecting the system requires managing the signing ceremony. When a transaction is initiated, t parties engage in a multi-round cryptographic protocol. Each party uses its share to compute a partial signature. These are then combined, using a method like Lagrange interpolation, to form the final, valid ECDSA or Schnorr signature. The network communication for this ceremony must be secured against eavesdropping and tampering, often using authenticated channels.

Security considerations are paramount. The system must guard against active adversaries who may deviate from the protocol and passive adversaries who try to learn secret information. Robustness (ensuring honest parties get a correct output) and proactive security (periodically refreshing shares to prevent long-term leakage) are critical features. Furthermore, the architecture must define key lifecycle management: how to handle signer rotation, backup and recovery of shares, and revocation of compromised participants.

ARCHITECTURE DECISION

MPC vs. Multi-Signature Wallets: A Technical Comparison

Key technical and operational differences between MPC and traditional multi-signature wallet architectures.

FeatureMPC WalletMulti-Signature Wallet (n-of-m)

Key Generation

Distributed across parties; no single private key exists

Each signer generates and holds a complete private key

Signature Process

Interactive protocol; parties compute a single signature share

Non-interactive; each signer produces a full signature

On-Chain Footprint

Single signature; appears as a regular EOA transaction

Multiple signatures; requires a custom smart contract

Signer Management

Flexible; add/remove signers without changing address

Inflexible; changing signers requires a new wallet address

Gas Cost (ETH Transfer)

~21,000 gas (standard)

~100,000 - 200,000+ gas (contract interaction)

Inherent Trust Assumption

Trusted dealer during setup (if used); otherwise, none

Trust in smart contract code and its auditors

Single Point of Failure

No; threshold scheme prevents it

Yes; the smart contract is a central attack vector

Typical Transaction Latency

< 2 seconds (off-chain computation)

10-60 seconds (sequential on-chain approvals)

architecture-components
SYSTEM ARCHITECTURE AND COMPONENTS

How to Architect a Multi-Party Computation (MPC) Wallet System

A guide to designing the core components and security architecture for a scalable, non-custodial MPC wallet system.

A Multi-Party Computation (MPC) wallet system distributes the responsibility of a private key across multiple parties, eliminating the single point of failure inherent in traditional seed phrases. The core architectural principle is threshold signature schemes (TSS), where a predefined number of participants (e.g., 2-of-3) must collaborate to sign a transaction, while no single party ever has access to the complete key. This architecture provides a foundation for institutional-grade custody, enterprise transaction policies, and enhanced user security by separating key shards across devices, cloud servers, or trusted entities.

The system architecture comprises several key components. The Client SDK runs on user devices, handling local key shard generation, storage, and participation in signing ceremonies. A Coordinator Service (often a cloud-based API) orchestrates the signing process, facilitating communication between parties without ever seeing private shards. A Secure Enclave or Hardware Security Module (HSM) may be used for high-security shard storage. Finally, a Blockchain Adapter Layer translates protocol-specific transaction data into a format the MPC protocol can sign, supporting chains like Ethereum, Bitcoin, and Solana.

The security model is defined by the MPC protocol choice, such as GG18, GG20, or CMP. These protocols govern the distributed key generation (DKG) ceremony, where shards are created, and the signing ceremony. Critical design decisions include the signing threshold (e.g., 2-of-2 for two-factor auth, 2-of-3 for backup resilience), the shard refresh policy to proactively update shards and achieve proactive security, and the communication layer security, which must use authenticated channels to prevent man-in-the-middle attacks during ceremonies.

For developers, implementing the client-side logic involves cryptographic libraries like ZenGo's tss-lib (Golang) or Fireblocks' MPC-CMP SDK. A basic flow in pseudocode involves: initiateSigningSession(txData) -> participateInSigningRound(partialSig, myShard) -> combinePartialSignatures(sigs) -> broadcastFinalSignature(). The coordinator service manages session state and ensures all participants agree on the transaction data to be signed, a process known as Message Authentication Code (MAC) verification to prevent rogue-key attacks.

Operational considerations are crucial for production systems. You must design for latency tolerance, as MPC ceremonies involve multiple network rounds. Implement robust key backup and recovery flows, potentially using encrypted shard backups with distributed key encryption. Establish audit logging for all signing ceremonies to meet compliance requirements. Furthermore, the system should be chain-agnostic, with the adapter layer abstracting away differences in transaction serialization (e.g., EIP-712 for Ethereum, BIP-341 for Bitcoin Taproot) to the core MPC logic.

When evaluating architecture, consider trade-offs between convenience and security. A 2-of-2 setup between a mobile app and a cloud server offers good usability but introduces server dependency. A 2-of-3 setup with user-held shards on two devices and a backup shard provides better resilience. For maximum security, integrate with hardware-bound execution using Intel SGX or Apple's Secure Enclave to protect shards in memory. Always conduct formal security audits on the entire stack, from the cryptographic implementation to the network API endpoints.

protocol-options
MPC WALLET ARCHITECTURE

Protocol and Library Options

Selecting the right cryptographic primitives and libraries is foundational for building a secure, production-ready MPC wallet system. This section covers the core components you need to evaluate.

05

Key Management & Storage

MPC eliminates single private keys, but you must still securely manage and persist the secret shares distributed among parties.

  • Storage: Each party's share must be stored securely, often encrypted with a key derived from a user's password or hardware key. Never store shares in plaintext.
  • Backup & Recovery: Implement social recovery or Shamir's Secret Sharing to back up encrypted shares. The MPC protocol itself is used to re-generate the wallet if a share is lost.
  • Rotation: Proactively rotate secret shares (re-sharing) to achieve proactive security, limiting the damage from a share that is later compromised.

This layer is critical for user experience and long-term security, separate from the core MPC cryptography.

dkg-implementation
ARCHITECTING MPC WALLETS

Implementing Distributed Key Generation (DKG)

Distributed Key Generation (DKG) is the foundational protocol that enables secure, non-custodial wallets by distributing a private key across multiple parties. This guide explains the core cryptographic concepts and architectural decisions for building a Multi-Party Computation (MPC) wallet system.

A Multi-Party Computation (MPC) wallet replaces a single, vulnerable private key with a secret share held by multiple participants, such as user devices or trusted nodes. The core innovation is Distributed Key Generation (DKG), a protocol where these parties collaboratively generate a public/private key pair without any single entity ever learning the complete private key. This eliminates the single point of failure inherent in traditional seed phrases and hardware wallets. Popular threshold schemes like Shamir's Secret Sharing (SSS) or more robust threshold ECDSA signatures are used to define rules, such as requiring 2 out of 3 shares (a t-of-n threshold) to authorize a transaction.

Architecting the system requires choosing between a centralized coordinator model and a peer-to-peer (P2P) model. A coordinator, often a server operated by the wallet provider, manages communication between parties, simplifying implementation but introducing a liveness dependency. A pure P2P model is more resilient but requires complex peer discovery and direct secure channels. For most practical applications, a hybrid approach is effective: using a coordinator for setup and discovery, while critical signing rounds use direct P2P communication or a relay network to preserve privacy and reduce trust assumptions. The coordinator should never have access to secret shares.

The signing flow for an MPC wallet involves several rounds of communication. When a user initiates a transaction, the wallet client creates a signing request. Each participant uses their secret share to compute a partial signature for the transaction hash. These partial signatures are then combined, using the MPC protocol's specific algorithm, to produce a single, valid ECDSA signature that can be verified on-chain against the wallet's public address. Libraries like ZenGo's multi-party-ecdsa or Coinbase's kryptology provide audited implementations for these complex cryptographic operations, which are far safer than building them from scratch.

Security considerations are paramount. The system must protect against both passive adversaries (eavesdroppers) and active adversaries (malicious participants). This is achieved through verifiable secret sharing (VSS), which allows parties to verify that their share is consistent with others' without revealing the secret. Furthermore, proactive secret sharing can periodically refresh the secret shares without changing the public key, mitigating the risk of share compromise over time. All network communication must be encrypted using authenticated channels like TLS or noise protocol frames.

For developers, a practical implementation stack might involve a TypeScript/React Native client for mobile shares, Go or Rust servers for backend coordinator and participant nodes, and a secure enclave (like Apple's Secure Enclave or Android's StrongBox) for storing the local secret share. The public key and resulting blockchain addresses are derived identically to a standard wallet, ensuring full compatibility with existing Ethereum, Bitcoin, or other blockchain networks. Testing must include simulations of node failures, network partitions, and malicious actor scenarios to ensure the threshold security model holds under adversarial conditions.

signing-workflow
MPC WALLET ARCHITECTURE

Designing the Transaction Signing Workflow

A secure transaction signing workflow is the core of any Multi-Party Computation (MPC) wallet. This guide explains the architectural patterns and cryptographic flows required to generate, approve, and execute transactions without a single point of failure.

The signing workflow in an MPC wallet is fundamentally different from traditional single-key wallets. Instead of a single private key signing a transaction, the process is distributed across multiple signing parties or key shares. The core cryptographic primitive enabling this is Threshold Signature Scheme (TSS), such as ECDSA or EdDSA, which allows N parties to collaboratively generate a signature where only a subset (a threshold, t) is required. This architecture eliminates the single point of failure inherent in seed phrases and hardware wallets.

A typical workflow involves three distinct phases: signature initiation, signature generation, and broadcast. Initiation begins when a user requests a transaction via a client application. The client constructs the raw transaction object and sends it to a coordinator service. This coordinator is responsible for managing the state of the signing ceremony but holds no secret key material. It communicates with the participating signers, which could be user devices, cloud HSMs, or institutional servers.

During the signature generation phase, the coordinator initiates a multi-round cryptographic protocol among the signers. Each signer uses its secret key share to compute a partial signature over the transaction hash. Critically, the full private key is never reconstructed at any point. Protocols like GG18 or GG20 for ECDSA define the exact rounds of communication. The coordinator aggregates these partial signatures to produce a single, valid ECDSA signature that is indistinguishable from one created by a regular private key.

Architecting for resilience requires planning for offline signers and malicious actors. A common pattern is the 3-of-5 configuration, where five key shares exist, and any three are needed to sign. This allows two signers to be offline or compromised without blocking transactions. The workflow must include mechanisms for nonce generation (to prevent replay attacks), transaction pre-approval UIs for human confirmations, and secure, authenticated channels between all participants using TLS and session keys.

For developers, implementing this involves integrating an MPC library like ZenGo's tss-lib or Coinbase's Kryptology. A code snippet for initiating a signing round might involve creating a Party object for each signer and managing the message-passing layer. The complexity lies not in the cryptography itself, which these libraries abstract, but in building the robust, fault-tolerant network layer that reliably delivers protocol messages between signers, even over unreliable connections.

Finally, the completed signature is attached to the transaction by the coordinator and broadcast to the blockchain network. Post-signing, the system should log the event for audit trails and update its internal state. This entire decentralized workflow ensures that custody is secured by cryptographic distribution rather than physical isolation, enabling secure transactions for institutions, DAOs, and advanced users without relying on a single secret.

node-orchestration
NODE ORCHESTRATION AND INFRASTRUCTURE

How to Architect a Multi-Party Computation (MPC) Wallet System

A practical guide to designing a secure, scalable MPC wallet system for managing private keys across distributed nodes.

A Multi-Party Computation (MPC) wallet system distributes the cryptographic signing process across multiple independent nodes or parties, eliminating the single point of failure inherent in traditional private key storage. The core architectural challenge is orchestrating these nodes to perform threshold signature schemes (TSS)—like ECDSA or EdDSA—where a predefined subset (e.g., 2-of-3) must collaborate to sign a transaction, while no single node ever has access to the complete private key. This design provides robust security against key theft and enables institutional-grade custody solutions. The system's architecture must ensure secure node communication, fault tolerance, and seamless user experience.

The infrastructure stack consists of several critical layers. The signing nodes run the MPC protocol logic, often using libraries like ZenGo's KZen or TSS-lib. A coordinator service (or key management server) is required to initiate signing sessions, route messages between nodes, and manage transaction payloads, but it must remain non-custodial and never see private key shares. Communication between nodes occurs over authenticated, encrypted channels (e.g., TLS, WebSockets). For persistence, each node securely stores its key share in a Hardware Security Module (HSM) or a trusted execution environment like Intel SGX or AWS Nitro Enclaves. A separate blockchain adapter layer handles chain-specific transaction construction and broadcasting.

Implementing the signing flow requires careful orchestration. For a 2-of-3 ECDSA signing round, the coordinator receives a transaction to sign and notifies the participating nodes. The nodes engage in a multi-round interactive protocol to generate a signature without reconstructing the key. This involves phases for parameter generation, signing nonce creation, and signature computation, with messages passed peer-to-peer or via a relay. The coordinator aggregates the final signature. Code for a node's signing initiation might look like:

javascript
// Pseudo-code for node signing initiation
async function initiateSigningSession(sessionId, messageHash, peerNodes) {
  const signingRound = new ECDSAThresholdSigner(localKeyShare, threshold);
  const messages = await signingRound.startSigning(messageHash);
  await broadcastToPeers(peerNodes, messages);
}

Security and operational considerations are paramount. The network must guard against Denial-of-Service (DoS) attacks on nodes and the coordinator. Implement key rotation and refresh protocols to proactively update key shares without changing the master public key. Audit logging for all signing sessions is essential for compliance and forensic analysis. For high availability, design the coordinator and nodes with redundancy, using load balancers and auto-scaling groups, while ensuring that key share material remains protected within secure enclaves even during scaling events. Regular distributed key generation (DKG) ceremonies should be conducted in a secure, isolated environment to initialize the system.

Choosing between peer-to-peer and coordinator-mediated topologies depends on your latency and complexity tolerance. A pure P2P topology offers greater decentralization but requires stable, direct connections between all nodes. A coordinator model simplifies networking and is common in enterprise settings, but introduces a central service that must be highly available and trusted for liveness. For most production systems, a hybrid approach is effective: using a coordinator for session management and discovery, while critical MPC protocol messages are passed directly between nodes over secure channels to maintain privacy and reduce coordinator trust assumptions.

Finally, integrate the MPC wallet system with your application front-end via a well-defined API gateway. The gateway authenticates user requests, interacts with the coordinator to initiate signing, and returns transaction status. Use multi-factor authentication and transaction simulation before signing to prevent malicious payloads. Monitor node health, signing success rates, and protocol round latencies. By decoupling the MPC layer from the application logic, you create a reusable, secure foundation for managing digital assets across Ethereum, Bitcoin, Solana, and other supported chains, future-proofing your infrastructure against evolving blockchain standards.

MPC WALLET ARCHITECTURE

Security Risks and Mitigation Strategies

A comparison of common security threats in MPC wallet systems and the corresponding defensive mechanisms.

Security RiskThreat DescriptionMitigation StrategyImplementation Example

Single Point of Failure

Compromise of a single key share allows an attacker to reconstruct the full private key.

Use a (t,n) threshold scheme (e.g., 2-of-3) where t > 1. Distribute key shares across diverse, isolated environments.

Malicious Share Reconstruction

A subset of malicious participants colludes during signing to reconstruct the private key offline.

Secure Multi-Party Computation (SMPC) protocol

Use protocols like GG18, GG20, or Frost that compute signatures without revealing individual shares. Employ zero-knowledge proofs of share correctness.

Network & Communication Attacks

Man-in-the-middle (MITM) or replay attacks intercepting or manipulating messages between parties.

Authenticated, encrypted channels

Use TLS 1.3 for all peer-to-peer communication. Implement message authentication codes (MACs) and sequence numbers.

Insider Threat / Rogue Server

A compromised or malicious server in the key generation or signing ceremony.

Distributed trust model

Avoid centralized coordinators. Use a peer-to-peer network or a decentralized key generation (DKG) ceremony. Implement server-side attestation (e.g., TEEs, SGX).

Cryptographic Weakness

Vulnerabilities in the underlying elliptic curve, hash function, or random number generation.

Audited, battle-tested libraries

Use standardized curves (e.g., secp256k1, Ed25519). Source randomness from a secure, distributed randomness beacon. Regular cryptographic audits.

Liveness / Denial of Service

A subset of signers is offline or unresponsive, preventing transaction signing.

Redundant signer sets & governance

Design with a (t,n) threshold where n is sufficiently larger than t (e.g., 2-of-5). Implement signer replacement protocols and automated health checks.

Proactive Secret Sharing Rotation

Long-lived key shares are more susceptible to gradual compromise over time.

Periodic key refresh

Implement Proactive Secret Sharing (PSS) to periodically refresh key shares without changing the public address, limiting the exposure window.

DEVELOPER FAQ

Frequently Asked Questions on MPC Architecture

Common technical questions and architectural decisions for developers building Multi-Party Computation (MPC) wallet systems.

Threshold Signature Schemes (TSS) and multi-signature (multi-sig) wallets solve similar problems but with fundamentally different architectures.

Multi-sig (e.g., Gnosis Safe) executes transactions on-chain. It requires multiple separate cryptographic signatures, which are submitted as data to a smart contract that validates a predefined quorum (e.g., 2-of-3). This is transparent but incurs higher gas costs and reveals signer identities on-chain.

TSS-based MPC generates a single, standard signature (like an ECDSA signature for Ethereum) off-chain. The private key is never assembled; instead, it is secret-shared among participants. A threshold of parties (e.g., 2-of-3) collaborates in a secure multi-party computation protocol to produce the final signature. This results in:

  • Lower gas fees (one signature, no smart contract logic).
  • Enhanced privacy (the signing process and participant identities are off-chain).
  • Native blockchain compatibility (the output is indistinguishable from a single-party signature).

Use TSS for efficiency and privacy; use multi-sig for maximum on-chain auditability and programmability.

How to Architect an MPC Wallet System for Custody | ChainScore Guides