Coinbase AgentKit
Project description
AgentKit
AgentKit is a framework for easily enabling AI agents to take actions onchain. It is designed to be framework-agnostic, so you can use it with any AI framework, and wallet-agnostic, so you can use it with any wallet.
Table of Contents
Getting Started
Prerequisites:
Installation
pip install coinbase-agentkit
Usage
Create an AgentKit instance
If no wallet or action providers are specified, the agent will use the CdpWalletProvider and WalletActionProvider action provider by default.
from coinbase_agentkit import AgentKit, AgentKitConfig
agent_kit = AgentKit()
Create an AgentKit instance with a specified wallet provider
from coinbase_agentkit import (
AgentKit,
AgentKitConfig,
CdpWalletProvider,
CdpWalletProviderConfig
)
wallet_provider = CdpWalletProvider(CdpWalletProviderConfig(
api_key_name="CDP API KEY NAME",
api_key_private="CDP API KEY PRIVATE KEY",
network_id="base-mainnet"
))
agent_kit = AgentKit(AgentKitConfig(
wallet_provider=wallet_provider
))
Create an AgentKit instance with specified action providers
from coinbase_agentkit import (
AgentKit,
AgentKitConfig,
cdp_api_action_provider,
pyth_action_provider
)
agent_kit = AgentKit(AgentKitConfig(
wallet_provider=wallet_provider,
action_providers=[
cdp_api_action_provider(
api_key_name="CDP API KEY NAME",
api_key_private="CDP API KEY PRIVATE KEY"
),
pyth_action_provider()
]
))
Use with a framework extension
Example using LangChain + OpenAI:
Prerequisites:
- OpenAI API Key
- Set
OPENAI_API_KEYenvironment variable
poetry add coinbase-agentkit-langchain langchain-openai langgraph
from coinbase_agentkit_langchain import get_langchain_tools
from langgraph.prebuilt import create_react_agent
from langchain_openai import ChatOpenAI
tools = get_langchain_tools(agent_kit)
llm = ChatOpenAI(model="gpt-4")
agent = create_react_agent(
llm=llm,
tools=tools
)
Creating an Action Provider
Action providers define the actions that an agent can take. They are created by subclassing the ActionProvider abstract class.
from coinbase_agentkit import ActionProvider, WalletProvider, Network
class MyActionProvider(ActionProvider[WalletProvider]):
def __init__(self):
super().__init__("my-action-provider", [])
# Define if the action provider supports the given network
def supports_network(self, network: Network) -> bool:
return True
Adding Actions to your Action Provider
Actions are defined using the @create_action decorator. They can optionally use a wallet provider and must return a string.
- Define the action schema using Pydantic:
from pydantic import BaseModel
class MyActionSchema(BaseModel):
my_field: str
- Define the action:
from coinbase_agentkit import ActionProvider, WalletProvider, Network, create_action
class MyActionProvider(ActionProvider[WalletProvider]):
def __init__(self):
super().__init__("my-action-provider", [])
@create_action(
name="my-action",
description="My action description",
schema=MyActionSchema
)
def my_action(self, args: dict[str, Any]) -> str:
return args["my_field"]
def supports_network(self, network: Network) -> bool:
return True
def my_action_provider():
return MyActionProvider()
Adding Actions that use a Wallet Provider
Actions that need access to a wallet provider can include it as their first parameter:
from coinbase_agentkit import ActionProvider, WalletProvider, create_action
class MyActionProvider(ActionProvider[WalletProvider]):
@create_action(
name="my-action",
description="My action description",
schema=MyActionSchema
)
def my_action(self, wallet_provider: WalletProvider, args: dict[str, Any]) -> str:
return wallet_provider.sign_message(args["my_field"])
Adding an Action Provider to your AgentKit instance
agent_kit = AgentKit(AgentKitConfig(
cdp_api_key_name="CDP API KEY NAME",
cdp_api_key_private="CDP API KEY PRIVATE KEY",
action_providers=[my_action_provider()]
))
Wallet Providers
AgentKit supports the following wallet providers:
EVM:
- CdpWalletProvider - Uses the Coinbase Developer Platform (CDP) API Wallet
- EthAccountWalletProvider - Uses a local private key for any EVM-compatible chain
CdpWalletProvider
The CdpWalletProvider is a wallet provider that uses the Coinbase Developer Platform (CDP) API Wallet.
Network Configuration
The CdpWalletProvider can be configured to use a specific network by passing the network_id parameter to the CdpWalletProviderConfig. The network_id is the ID of the network you want to use. You can find a list of supported networks on the CDP API docs.
from coinbase_agentkit import CdpWalletProvider, CdpWalletProviderConfig
wallet_provider = CdpWalletProvider(CdpWalletProviderConfig(
api_key_name="CDP API KEY NAME",
api_key_private="CDP API KEY PRIVATE KEY",
network_id="base-mainnet",
))
Configuring from an existing CDP API Wallet
If you already have a CDP API Wallet, you can configure the CdpWalletProvider by passing the wallet parameter to the configureWithWallet method.
from coinbase_agentkit import CdpWalletProvider, CdpWalletProviderConfig
from cdp import Wallet
wallet_provider = CdpWalletProvider(CdpWalletProviderConfig(
wallet=wallet,
api_key_name="CDP API KEY NAME",
api_key_private="CDP API KEY PRIVATE KEY",
))
Configuring from a mnemonic phrase
The CdpWalletProvider can be configured from a mnemonic phrase by passing the mnemonic_phrase parameter to the CdpWalletProviderConfig.
from coinbase_agentkit import CdpWalletProvider, CdpWalletProviderConfig
wallet_provider = CdpWalletProvider(CdpWalletProviderConfig(
mnemonic_phrase="MNEMONIC PHRASE",
))
Exporting a wallet
The CdpWalletProvider can export a wallet by calling the export_wallet method.
from coinbase_agentkit import CdpWalletProvider
wallet_provider = CdpWalletProvider(CdpWalletProviderConfig(
mnemonic_phrase="MNEMONIC PHRASE",
))
wallet_data = wallet_provider.export_wallet()
Importing a wallet from WalletData JSON string
The CdpWalletProvider can import a wallet from a WalletData JSON string by passing the cdp_wallet_data parameter to the CdpWalletProviderConfig.
from coinbase_agentkit import CdpWalletProvider, CdpWalletProviderConfig
wallet_provider = CdpWalletProvider(CdpWalletProviderConfig(
wallet_data="WALLET DATA JSON STRING",
api_key_name="CDP API KEY NAME",
api_key_private="CDP API KEY PRIVATE KEY",
))
Configuring CdpWalletProvider gas parameters
The CdpWalletProvider also exposes parameters for effecting the gas calculations.
from coinbase_agentkit import CdpWalletProvider, CdpWalletProviderConfig
wallet_provider = CdpWalletProvider(CdpWalletProviderConfig(
wallet_data="WALLET DATA JSON STRING",
api_key_name="CDP API KEY NAME",
api_key_private="CDP API KEY PRIVATE KEY",
gas={
"gas_limit_multiplier": 2.0, # Adjusts gas limit estimation
"fee_per_gas_multiplier": 2.0 # Adjusts max fee per gas
}
))
Note: Gas parameters only impact the wallet_provider.send_transaction behavior. Actions that do not rely on direct transaction calls, such as deploy_token, deploy_contract, and native_transfer, remain unaffected.
EthAccountWalletProvider
Example usage with a private key:
import os
from eth_account import Account
from coinbase_agentkit import (
AgentKit,
AgentKitConfig,
EthAccountWalletProvider,
EthAccountWalletProviderConfig
)
# See here for creating a private key:
# https://web3py.readthedocs.io/en/stable/web3.eth.account.html#creating-a-private-key
private_key = os.environ.get("PRIVATE_KEY")
assert private_key is not None, "You must set PRIVATE_KEY environment variable"
assert private_key.startswith("0x"), "Private key must start with 0x hex prefix"
account = Account.from_key(private_key)
wallet_provider = EthAccountWalletProvider(
config=EthAccountWalletProviderConfig(
account=account,
chain_id="84532",
)
)
agent_kit = AgentKit(AgentKitConfig(
wallet_provider=wallet_provider
))
Configuring EthAccountWalletProvider gas parameters
The EthAccountWalletProvider also exposes parameters for effecting the gas calculations.
import os
from eth_account import Account
from coinbase_agentkit import (
AgentKit,
AgentKitConfig,
EthAccountWalletProvider,
EthAccountWalletProviderConfig
)
private_key = os.environ.get("PRIVATE_KEY")
assert private_key is not None, "You must set PRIVATE_KEY environment variable"
assert private_key.startswith("0x"), "Private key must start with 0x hex prefix"
account = Account.from_key(private_key)
wallet_provider = EthAccountWalletProvider(
config=EthAccountWalletProviderConfig(
account=account,
chain_id="84532",
gas={
"gas_limit_multiplier": 2,
"fee_per_gas_multiplier": 2
}
)
)
agent_kit = AgentKit(AgentKitConfig(
wallet_provider=wallet_provider
))
Contributing
See CONTRIBUTING.md for more information.
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