Sardis (efedurmaz16/sardis)

Sardis

https://github.com/efedurmaz16/sardis
Admin
Sardis is a payment operating system for AI agents that provides non-custodial MPC wallets with...

Tokens:627,581
Snippets:4,083
Trust Score:7.5
Update:1 month ago
Show doc for...
Context Summary (auto-generated)
Raw
# Sardis

Sardis is the Payment OS for the Agent Economy, providing infrastructure that enables AI agents to make real financial transactions safely. The platform offers non-custodial MPC wallets with natural language spending policies that prevent financial hallucinations—where agents accidentally spend $10,000 instead of $100. Through a real-time policy firewall, every transaction is validated before execution, ensuring that AI agents from Claude, LangChain, OpenAI, or any other framework operate within programmable guardrails like "Max $100/day on cloud services, only approved vendors."

The platform executes stablecoin payments (USDC) primarily on Base with multi-chain funding via CCTP v2 from Ethereum, Polygon, Arbitrum, and Optimism. Sardis integrates with 9+ AI frameworks through MCP, LangChain, CrewAI, OpenAI Functions, Vercel AI SDK, and more. Key features include spending policy engine (production), AP2 mandate verification (production), policy attestation API (production), virtual cards via Stripe Issuing (pilot), and ERC-8183 agentic jobs (pilot). The architecture follows a fail-closed design where any policy, compliance, or security check failure blocks the transaction.

## Installation

Install the SDK for your language and framework.

```bash
# Python SDK
pip install sardis

# TypeScript SDK
npm install @sardis/sdk

# MCP Server (Claude Desktop, Cursor)
npx @sardis/mcp-server start

# LangChain integration
pip install sardis-langchain

# CrewAI integration
pip install sardis-crewai

# Vercel AI SDK
npm install @sardis/ai-sdk
```

## Python SDK - Basic Payment

Execute a simple payment from an agent's wallet.

```python
import asyncio
from sardis import SardisClient

async def make_payment():
    client = SardisClient(api_key="sk_live_...")

    # Create a payment
    result = await client.payments.create(
        agent_id="agent_abc",
        amount="50.00",
        token="USDC",
        recipient="merchant@example.com"
    )

    print(f"Payment: {result.tx_hash}")
    print(f"Status: {result.status}")
    # Output:
    # Payment: 0xabc123...
    # Status: confirmed

asyncio.run(make_payment())
```

## Python SDK - Async Client with Wallets

Create agents, wallets, and execute transfers with the async client.

```python
import asyncio
from sardis_sdk import AsyncSardisClient, RetryConfig, TimeoutConfig

async def wallet_operations():
    async with AsyncSardisClient(
        api_key="sk_live_...",
        base_url="https://api.sardis.sh",
        timeout=TimeoutConfig(connect=10.0, read=30.0),
        retry=RetryConfig(max_retries=3),
    ) as client:
        # Create an agent
        agent = await client.agents.create(
            name="procurement-agent",
            description="Handles API purchases"
        )

        # Create a wallet for the agent
        wallet = await client.wallets.create(
            agent_id=agent.agent_id,
            chain="base",
            currency="USDC",
            limit_per_tx="100.00",
            limit_daily="500.00"
        )

        # Get wallet balance
        balance = await client.wallets.get_balance(
            wallet.wallet_id,
            token="USDC",
            chain="base"
        )
        print(f"Balance: {balance.balance} USDC")

        # Execute a transfer
        tx = await client.wallets.transfer(
            wallet.wallet_id,
            destination="0xRecipient...",
            amount="25.00",
            token="USDC",
            chain="base",
            memo="API credits purchase"
        )
        print(f"Transaction: {tx.tx_hash}")
        print(f"Status: {tx.status}")

asyncio.run(wallet_operations())
```

## TypeScript SDK - Basic Usage

Create agents and wallets with the TypeScript SDK.

```typescript
import { SardisClient } from '@sardis/sdk';

const client = new SardisClient({ apiKey: 'sk_live_...' });

async function main() {
  // Create an agent
  const agent = await client.agents.create({
    name: 'my-agent',
    description: 'Shopping assistant'
  });

  // Create a wallet with spending limits
  const wallet = await client.wallets.create({
    agent_id: agent.agent_id,
    currency: 'USDC',
    limit_per_tx: '100.00',
    limit_daily: '500.00',
  });

  // Execute a transfer
  const tx = await client.wallets.transfer(wallet.wallet_id, {
    destination: '0xRecipient...',
    amount: '25.00',
    token: 'USDC',
    chain: 'base',
    domain: 'openai.com',
  });

  console.log(`Transaction: ${tx.tx_hash}`);
  console.log(`Status: ${tx.status}`);
}

main();
```

## MCP Server Configuration

Configure Sardis MCP server for Claude Desktop or Cursor.

```json
{
  "mcpServers": {
    "sardis": {
      "command": "npx",
      "args": ["@sardis/mcp-server", "start"],
      "env": {
        "SARDIS_API_KEY": "sk_live_...",
        "SARDIS_WALLET_ID": "wallet_abc123",
        "SARDIS_AGENT_ID": "agent_xyz",
        "SARDIS_CHAIN": "base",
        "SARDIS_MODE": "live"
      }
    }
  }
}
```

## MCP Server - Available Tools

The MCP server exposes these tools to AI agents.

```typescript
// Available MCP tools:
// Wallet Operations
sardis_get_wallet       // Get wallet info
sardis_get_balance      // Get current balance

// Payment Operations
sardis_pay              // Execute a payment (rate limited: 5/min)
sardis_get_transaction  // Get transaction details
sardis_list_transactions // List transaction history

// Policy Operations
sardis_check_policy     // Validate payment against policy
sardis_validate_limits  // Check spending limits
sardis_check_compliance // Verify compliance rules

// Hold Operations (for escrow flows)
sardis_create_hold      // Create payment hold
sardis_capture_hold     // Capture held funds
sardis_void_hold        // Release held funds
sardis_get_hold         // Get hold status
sardis_list_holds       // List active holds
sardis_extend_hold      // Extend hold expiry

// Agent Management
sardis_create_agent     // Create new agent
sardis_get_agent        // Get agent details
sardis_list_agents      // List all agents
sardis_update_agent     // Update agent config
```

## REST API - Payment Objects

Mint and manage payment objects with the REST API.

```bash
# Mint a payment object from a mandate
curl -X POST https://api.sardis.sh/api/v2/payment-objects/mint \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "mandate_id": "mandate_abc123",
    "merchant_id": "merch_xyz789",
    "amount": "25.00",
    "currency": "USDC",
    "privacy_tier": "transparent",
    "memo": "Invoice #1042",
    "expires_in_seconds": 3600,
    "metadata": { "order_id": "ord_001" }
  }'

# Response:
# {
#   "object_id": "po_a1b2c3d4e5f6",
#   "mandate_id": "mandate_abc123",
#   "merchant_id": "merch_xyz789",
#   "exact_amount": "25.00",
#   "currency": "USDC",
#   "status": "minted",
#   "privacy_tier": "transparent",
#   "cell_ids": ["cell_aaa111", "cell_bbb222"],
#   "expires_at": "2026-03-23T13:00:00+00:00"
# }

# Present payment to merchant
curl -X POST https://api.sardis.sh/api/v2/payment-objects/po_a1b2c3d4e5f6/present \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "merchant_id": "merch_xyz789",
    "merchant_signature": "0xabc..."
  }'

# Verify payment (merchant-side)
curl -X POST https://api.sardis.sh/api/v2/payment-objects/po_a1b2c3d4e5f6/verify \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "merchant_id": "merch_xyz789",
    "merchant_signature": "0xdef..."
  }'
```

## REST API - Funding Commitments

Create UTXO-style funding commitments and manage cells.

```bash
# Create a funding commitment with fixed denomination cells
curl -X POST https://api.sardis.sh/api/v2/funding/commit \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "vault_ref": "0x1234...abcd",
    "total_value": "1000.00",
    "currency": "USDC",
    "cell_strategy": "fixed",
    "cell_denomination": "100.00",
    "settlement_preferences": { "chain": "tempo" },
    "expires_in_seconds": 604800
  }'

# Response:
# {
#   "commitment_id": "fcom_a1b2c3d4e5f6",
#   "total_value": "1000.00",
#   "remaining_value": "1000.00",
#   "currency": "USDC",
#   "cell_count": 10,
#   "status": "active"
# }

# Split a cell into smaller denominations
curl -X POST https://api.sardis.sh/api/v2/funding/cells/cell_aaa111/split \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "amounts": ["60.00", "40.00"]
  }'

# Merge multiple cells
curl -X POST https://api.sardis.sh/api/v2/funding/cells/merge \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "cell_ids": ["cell_aaa111", "cell_bbb222", "cell_ccc333"]
  }'
```

## REST API - FX Swaps

Get quotes and execute stablecoin swaps.

```bash
# Get FX rates
curl https://api.sardis.sh/api/v2/fx/rates \
  -H "Authorization: Bearer sk_live_..."

# Response:
# {
#   "rates": [
#     { "from": "USDC", "to": "EURC", "rate": "0.9215", "provider": "tempo_dex" },
#     { "from": "EURC", "to": "USDC", "rate": "1.0852", "provider": "tempo_dex" }
#   ]
# }

# Get a quote (valid for 30 seconds)
curl -X POST https://api.sardis.sh/api/v2/fx/quote \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "from_currency": "USDC",
    "to_currency": "EURC",
    "from_amount": "1000.00",
    "chain": "tempo",
    "slippage_bps": 50
  }'

# Execute the swap before expiry
curl -X POST https://api.sardis.sh/api/v2/fx/execute \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "quote_id": "fxq_a1b2c3d4e5f6"
  }'
```

## REST API - Batch Payments

Execute atomic multi-transfer payments on Tempo.

```bash
# Batch payroll payment (all succeed or all fail)
curl -X POST https://api.sardis.sh/api/v2/payments/batch \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "transfers": [
      { "to": "0xAlice...", "amount": "2500.00", "token": "USDC", "memo": "March salary" },
      { "to": "0xBob...", "amount": "3000.00", "token": "USDC", "memo": "March salary" },
      { "to": "0xCarol...", "amount": "2800.00", "token": "USDC", "memo": "March salary" }
    ],
    "chain": "tempo",
    "mandate_id": "mandate_payroll"
  }'

# Response:
# {
#   "tx_hash": "0xabc123...",
#   "chain": "tempo",
#   "transfer_count": 3,
#   "total_amount": "8300.00",
#   "status": "confirmed",
#   "transfers": [
#     { "index": 0, "to": "0xAlice...", "amount": "2500.00", "status": "included" },
#     { "index": 1, "to": "0xBob...", "amount": "3000.00", "status": "included" },
#     { "index": 2, "to": "0xCarol...", "amount": "2800.00", "status": "included" }
#   ]
# }
```

## REST API - Escrow Flow

Create escrow holds with delivery confirmation and dispute handling.

```bash
# Create an escrow hold
curl -X POST https://api.sardis.sh/api/v2/escrow \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "payment_object_id": "po_a1b2c3d4e5f6",
    "merchant_id": "merch_xyz789",
    "amount": "250.00",
    "currency": "USDC",
    "timelock_hours": 72,
    "chain": "tempo",
    "metadata": { "order_id": "ord_555" }
  }'

# Confirm delivery (releases funds to merchant)
curl -X POST https://api.sardis.sh/api/v2/escrow/esc_a1b2c3d4e5f6/confirm-delivery \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "evidence": { "tracking_number": "1Z999AA10123456784" }
  }'

# Or file a dispute
curl -X POST https://api.sardis.sh/api/v2/escrow/esc_a1b2c3d4e5f6/dispute \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "reason": "not_delivered",
    "description": "Item was not delivered within the agreed timeframe."
  }'

# Submit evidence
curl -X POST https://api.sardis.sh/api/v2/disputes/disp_xyz789/evidence \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "party": "payer",
    "evidence_type": "screenshot",
    "content": { "url": "https://example.com/screenshot.png" },
    "description": "Screenshot showing order status: not shipped"
  }'

# Resolve dispute
curl -X POST https://api.sardis.sh/api/v2/disputes/disp_xyz789/resolve \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "outcome": "resolved_refund",
    "payer_amount": "250.00",
    "merchant_amount": "0.00",
    "reasoning": "Merchant failed to provide proof of delivery."
  }'
```

## REST API - Streaming Payments

Open pay-per-use streaming channels for real-time micropayments.

```bash
# Open a streaming payment channel
curl -X POST https://api.sardis.sh/api/v2/payments/stream/open \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "service_address": "0xServiceProvider...",
    "deposit_amount": "50.00",
    "token": "USDC",
    "unit_price": "0.001",
    "max_units": 50000,
    "duration_hours": 24
  }'

# Response:
# {
#   "stream_id": "stream_a1b2c3d4e5f6",
#   "channel_id": "ch_xyz789",
#   "deposit_amount": "50.00",
#   "unit_price": "0.001",
#   "status": "open",
#   "sse_url": "/api/v2/payments/stream/stream_a1b2c3d4e5f6/events"
# }

# Consume units (e.g., LLM tokens)
curl -X POST https://api.sardis.sh/api/v2/payments/stream/stream_a1b2c3d4e5f6/consume \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "stream_id": "stream_a1b2c3d4e5f6",
    "units": 100,
    "metadata": { "request_id": "req_001" }
  }'

# Settle and close the stream
curl -X POST https://api.sardis.sh/api/v2/payments/stream/stream_a1b2c3d4e5f6/settle \
  -H "Authorization: Bearer sk_live_..."
```

## REST API - Mandate Delegation

Create hierarchical mandate trees with narrowed bounds.

```bash
# Delegate from parent mandate to child with narrowed limits
curl -X POST https://api.sardis.sh/api/v2/mandates/mandate_abc123/delegate \
  -H "Authorization: Bearer sk_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "agent_id": "agent_research_01",
    "purpose_scope": "API hosting expenses",
    "amount_per_tx": "50.00",
    "amount_daily": "200.00",
    "amount_monthly": "2000.00",
    "amount_total": "5000.00",
    "merchant_scope": { "categories": ["cloud_infrastructure"] },
    "allowed_rails": ["usdc"],
    "allowed_chains": ["tempo", "base"],
    "allowed_tokens": ["USDC"],
    "expires_at": "2026-06-23T00:00:00Z",
    "approval_mode": "auto"
  }'

# Get full delegation tree
curl https://api.sardis.sh/api/v2/mandates/mandate_abc123/tree \
  -H "Authorization: Bearer sk_live_..."
```

## LangChain Integration

Use Sardis tools with LangChain agents.

```python
from langchain.agents import initialize_agent, AgentType
from langchain_openai import ChatOpenAI
from sardis import SardisClient
from sardis_langchain import SardisToolkit

# Initialize Sardis client and toolkit
client = SardisClient(api_key="sk_live_...")
wallet = client.wallets.create(
    name="langchain-agent",
    chain="base",
    policy="Max $100/tx, $500/day"
)

toolkit = SardisToolkit(client=client, wallet_id=wallet.wallet_id)
tools = toolkit.get_tools()

# Create LangChain agent with Sardis tools
llm = ChatOpenAI(model="gpt-4o", temperature=0)
agent = initialize_agent(
    tools=tools,
    llm=llm,
    agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION,
    verbose=True
)

# Run the agent
result = agent.run(
    "Check my balance, then pay $25 to openai.com for API credits"
)
print(result)
# Output: Successfully paid $25.00 to openai.com. Transaction: 0xabc123...
```

## CrewAI Integration

Add payment capabilities to CrewAI agents.

```python
from crewai import Agent, Task, Crew
from sardis import SardisClient
from sardis_crewai import create_sardis_toolkit

# Initialize Sardis
client = SardisClient(api_key="sk_live_...")

# Create Sardis toolkit for CrewAI
sardis_tools = create_sardis_toolkit(
    client=client,
    wallet_id="wallet_abc123"
)

# Create a procurement agent with payment tools
procurement_agent = Agent(
    role="Procurement Specialist",
    goal="Purchase required services within budget limits",
    backstory="Expert at finding the best deals while staying within policy",
    tools=sardis_tools,
    verbose=True
)

# Define a procurement task
procurement_task = Task(
    description="""
    1. Check current wallet balance
    2. Verify $50 payment to vendor 'anthropic' passes policy
    3. If allowed, execute the payment for API credits
    4. Report the transaction status
    """,
    expected_output="Payment confirmation or policy denial with reason",
    agent=procurement_agent
)

# Run the crew
crew = Crew(
    agents=[procurement_agent],
    tasks=[procurement_task],
    verbose=True
)

result = crew.kickoff()
print(result)
```

## Vercel AI SDK Integration

Enable payments in Vercel AI SDK applications.

```typescript
import { generateText } from 'ai';
import { openai } from '@ai-sdk/openai';
import { createSardisTools, SardisProvider } from '@sardis/ai-sdk';

// Option 1: Simple tool creation
const tools = createSardisTools({
  apiKey: process.env.SARDIS_API_KEY!,
  walletId: 'wallet_abc123',
});

const { text, toolResults } = await generateText({
  model: openai('gpt-4o'),
  tools,
  prompt: 'Pay $50 to merchant_xyz for API credits',
});

console.log(text);
console.log(toolResults);

// Option 2: Full provider with callbacks
const sardis = new SardisProvider({
  apiKey: process.env.SARDIS_API_KEY!,
  walletId: 'wallet_abc123',
  enableLogging: true,
  onTransaction: async (event) => {
    console.log(`Transaction ${event.type}: ${event.tx_hash}`);
    await logToDatabase(event);
  },
});

const { text: result } = await generateText({
  model: openai('gpt-4o'),
  tools: sardis.tools,
  system: sardis.systemPrompt,
  prompt: 'Check my balance and pay $25 for API credits',
});

// Direct API access
const balance = await sardis.getBalance();
const payment = await sardis.pay({ to: 'merchant', amount: 25 });
```

## Smart Contract - ERC-8183 Job Manager

The SardisJobManager implements ERC-8183 for escrow-based agentic jobs.

```solidity
// SPDX-License-Identifier: MIT
pragma solidity ^0.8.24;

import "@sardis/contracts/SardisJobManager.sol";

// Creating a job
SardisJobManager jobManager = SardisJobManager(jobManagerAddress);

// 1. Create job with provider and evaluator
uint256 jobId = jobManager.createJob(
    provider,           // address - service provider
    evaluator,          // address - arbiter/evaluator
    block.timestamp + 7 days, // expiry
    "Build smart contract for NFT marketplace",
    address(0)          // optional hook contract
);

// 2. Set budget (client or provider can propose)
jobManager.setBudget(
    jobId,
    1000 * 1e6,         // 1000 USDC (6 decimals)
    abi.encode(usdcAddress) // token in optParams
);

// 3. Fund the job (transitions: Open -> Funded)
IERC20(usdc).approve(address(jobManager), 1010 * 1e6); // budget + fee
jobManager.fund(jobId, 1000 * 1e6, "");

// 4. Provider submits deliverable (transitions: Funded -> Submitted)
bytes32 deliverable = keccak256(abi.encode("ipfs://Qm..."));
jobManager.submit(jobId, deliverable, "");

// 5. Evaluator completes the job (transitions: Submitted -> Completed)
// Funds are released to provider
jobManager.complete(jobId, keccak256("approved"), "");

// Or: Evaluator rejects (transitions: Submitted -> Rejected)
// Funds are refunded to client
jobManager.reject(jobId, keccak256("quality_issues"), "");

// Or: Client claims refund after expiry (transitions: Funded/Submitted -> Expired)
jobManager.claimRefund(jobId);
```

## Error Handling

Handle SDK errors with typed exceptions.

```python
from sardis_sdk import AsyncSardisClient
from sardis_sdk.models.errors import (
    SardisAPIError,
    AuthenticationError,
    NotFoundError,
    ValidationError,
    RateLimitError,
)

async def safe_payment():
    async with AsyncSardisClient(api_key="sk_live_...") as client:
        try:
            result = await client.wallets.transfer(
                "wallet_123",
                destination="0xRecipient...",
                amount="1000.00",
                token="USDC"
            )
            return result
        except AuthenticationError:
            print("Invalid API key")
        except NotFoundError as e:
            print(f"Wallet not found: {e.message}")
        except ValidationError as e:
            print(f"Validation failed: {e.details}")
        except RateLimitError as e:
            print(f"Rate limited. Retry after {e.retry_after}s")
        except SardisAPIError as e:
            print(f"API error {e.status_code}: {e.message}")
```

```typescript
import {
  SardisAPIError,
  SardisNotFoundError,
  SardisValidationError,
  SardisRateLimitError,
} from '@sardis/sdk';

try {
  const tx = await client.wallets.transfer(walletId, {
    destination: '0xRecipient...',
    amount: '1000.00',
    token: 'USDC',
  });
} catch (e) {
  if (e instanceof SardisNotFoundError) {
    console.error('Wallet not found');
  } else if (e instanceof SardisValidationError) {
    console.error(`Validation error: ${e.detail}`);
  } else if (e instanceof SardisRateLimitError) {
    console.error(`Rate limited. Retry after ${e.retryAfter}s`);
  } else if (e instanceof SardisAPIError) {
    console.error(`API error ${e.statusCode}: ${e.detail}`);
  }
}
```

## Environment Configuration

Configure Sardis via environment variables.

```bash
# Required
export SARDIS_API_KEY=sk_live_...

# Optional - API Configuration
export SARDIS_API_URL=https://api.sardis.sh    # Default API URL
export SARDIS_WALLET_ID=wallet_abc123          # Default wallet
export SARDIS_AGENT_ID=agent_xyz               # Agent attribution
export SARDIS_CHAIN=base                       # Default chain

# Optional - MCP Server Configuration
export SARDIS_MODE=live                        # 'live' or 'simulated'
export SARDIS_POLICY_BLOCKED_VENDORS=gambling,adult
export SARDIS_POLICY_ALLOWED_VENDORS=openai,anthropic,aws
export SARDIS_REQUIRE_EXPLICIT_APPROVAL=false

# Optional - Infrastructure
export DATABASE_URL=postgresql://...           # For self-hosted API
export TURNKEY_API_KEY=...                     # MPC custody
export TURNKEY_ORGANIZATION_ID=...
```

## Supported Chains and Tokens

Sardis supports multiple chains and stablecoins.

| Chain | Tokens | Status |
|-------|--------|--------|
| Base | USDC, EURC | Production |
| Polygon | USDC, USDT, EURC | Experimental |
| Ethereum | USDC, USDT, PYUSD, EURC | Experimental |
| Arbitrum | USDC, USDT | Experimental |
| Optimism | USDC, USDT | Experimental |
| Tempo (Arc) | USDC, EURC | Production |

Sardis serves as the financial infrastructure layer for AI agents across the entire agent economy. The primary use cases include autonomous agents making API purchases (OpenAI, Anthropic, cloud providers), multi-agent systems with hierarchical spending mandates, e-commerce agents with escrow-protected transactions, and SaaS agents managing subscription payments. The platform's policy engine enables organizations to safely delegate financial capabilities to AI agents while maintaining strict guardrails and audit trails.

Integration patterns typically involve creating an agent identity, provisioning a wallet with natural language policies, and then connecting the SDK/MCP tools to your AI framework. For LangChain and CrewAI, use the dedicated toolkit packages. For Vercel AI SDK, use the provider class. For custom integrations, the REST API provides full access to all platform capabilities. The fail-closed architecture ensures that any transaction that doesn't pass policy checks, compliance validation, or security gates is automatically blocked, making Sardis suitable for production deployment where financial safety is paramount.