CCXT for Python
SkillSecurityThis skill lets your AI write Python code that connects to cryptocurrency exchanges through the CCXT library. Once added, it can fetch prices and balances, place or cancel orders, and stream live market data. It works with both standard requests and real-time connections, and covers authentication and error handling in Python.
Available today. Use it from your connected AI after setup.
No other account needed.
After adding the skill, ask your AI to install CCXT and connect to the exchange you want to work with. From there you can request prices, balances, or trades.
Then ask your AI: use the CCXT for Python skill
What your AI can do with it
- Fetch market data and current prices from crypto exchanges
- Check account balances
- Place and cancel orders
- Stream live tickers and order books
- Connect to exchanges with authentication handled correctly
- Manage errors when working with exchanges in Python
What this skill tells your AI
The instructions your AI receives, as published by ccxt/ccxt in .claude/skills/ccxt-python/SKILL.md and read by ahelβs review.
A comprehensive guide to using CCXT in Python projects for cryptocurrency exchange integration.
Installation
REST API (Standard)
pip install ccxt
WebSocket API (Real-time, ccxt.pro)
pip install ccxt
Optional Performance Enhancements
pip install orjson # Faster JSON parsing
pip install coincurve # Faster ECDSA signing (45ms β 0.05ms)
Both REST and WebSocket APIs are included in the same package.
Quick Start
REST API - Synchronous
import ccxt
exchange = ccxt.binance()
exchange.load_markets()
ticker = exchange.fetch_ticker('BTC/USDT')
print(ticker)
REST API - Asynchronous
import asyncio
import ccxt.async_support as ccxt
async def main():
exchange = ccxt.binance()
await exchange.load_markets()
ticker = await exchange.fetch_ticker('BTC/USDT')
print(ticker)
await exchange.close() # Important!
asyncio.run(main())
WebSocket API - Real-time Updates
import asyncio
import ccxt.pro as ccxtpro
async def main():
exchange = ccxtpro.binance()
while True:
ticker = await exchange.watch_ticker('BTC/USDT')
print(ticker) # Live updates!
await exchange.close()
asyncio.run(main())
REST vs WebSocket
| Import | For REST | For WebSocket |
|---|---|---|
| Sync | import ccxt | (WebSocket requires async) |
| Async | import ccxt.async_support as ccxt | import ccxt.pro as ccxtpro |
| Feature | REST API | WebSocket API |
|---|---|---|
| Use for | One-time queries, placing orders | Real-time monitoring, live price feeds |
| Method prefix | fetch_* (fetch_ticker, fetch_order_book) | watch_* (watch_ticker, watch_order_book) |
| Speed | Slower (HTTP request/response) | Faster (persistent connection) |
| Rate limits | Strict (1-2 req/sec) | More lenient (continuous stream) |
| Best for | Trading, account management | Price monitoring, arbitrage detection |
When to use REST:
- Placing orders
- Fetching account balance
- One-time data queries
- Order management (cancel, fetch orders)
When to use WebSocket:
- Real-time price monitoring
- Live orderbook updates
- Arbitrage detection
- Portfolio tracking with live updates
Creating Exchange Instance
REST API - Synchronous
import ccxt
# Public API (no authentication)
exchange = ccxt.binance({
'enableRateLimit': True # Recommended!
})
# Private API (with authentication)
exchange = ccxt.binance({
'apiKey': 'YOUR_API_KEY',
'secret': 'YOUR_SECRET',
'enableRateLimit': True
})
REST API - Asynchronous
import ccxt.async_support as ccxt
exchange = ccxt.binance({
'apiKey': 'YOUR_API_KEY',
'secret': 'YOUR_SECRET',
'enableRateLimit': True
})
# Always close when done
await exchange.close()
WebSocket API
import ccxt.pro as ccxtpro
# Public WebSocket
exchange = ccxtpro.binance()
# Private WebSocket (with authentication)
exchange = ccxtpro.binance({
'apiKey': 'YOUR_API_KEY',
'secret': 'YOUR_SECRET'
})
# Always close when done
await exchange.close()
Common REST Operations
Loading Markets
# Load all available trading pairs
exchange.load_markets()
# Access market information
btc_market = exchange.market('BTC/USDT')
print(btc_market['limits']['amount']['min']) # Minimum order amount
Fetching Ticker
# Single ticker
ticker = exchange.fetch_ticker('BTC/USDT')
print(ticker['last']) # Last price
print(ticker['bid']) # Best bid
print(ticker['ask']) # Best ask
print(ticker['volume']) # 24h volume
# Multiple tickers (if supported)
tickers = exchange.fetch_tickers(['BTC/USDT', 'ETH/USDT'])
Fetching Order Book
# Full orderbook
orderbook = exchange.fetch_order_book('BTC/USDT')
print(orderbook['bids'][0]) # [price, amount]
print(orderbook['asks'][0]) # [price, amount]
# Limited depth
orderbook = exchange.fetch_order_book('BTC/USDT', 5) # Top 5 levels
Creating Orders
Limit Order
# Buy limit order
order = exchange.create_limit_buy_order('BTC/USDT', 0.01, 50000)
print(order['id'])
# Sell limit order
order = exchange.create_limit_sell_order('BTC/USDT', 0.01, 60000)
# Generic limit order
order = exchange.create_order('BTC/USDT', 'limit', 'buy', 0.01, 50000)
Market Order
# Buy market order
order = exchange.create_market_buy_order('BTC/USDT', 0.01)
# Sell market order
order = exchange.create_market_sell_order('BTC/USDT', 0.01)
# Generic market order
order = exchange.create_order('BTC/USDT', 'market', 'sell', 0.01)
Fetching Balance
balance = exchange.fetch_balance()
print(balance['BTC']['free']) # Available balance
print(balance['BTC']['used']) # Balance in orders
print(balance['BTC']['total']) # Total balance
Fetching Orders
# Open orders
open_orders = exchange.fetch_open_orders('BTC/USDT')
# Closed orders
closed_orders = exchange.fetch_closed_orders('BTC/USDT')
# All orders (open + closed)
all_orders = exchange.fetch_orders('BTC/USDT')
# Single order by ID
order = exchange.fetch_order(order_id, 'BTC/USDT')
Fetching Trades
# Recent public trades
trades = exchange.fetch_trades('BTC/USDT', limit=10)
# Your trades (requires authentication)
my_trades = exchange.fetch_my_trades('BTC/USDT')
Canceling Orders
# Cancel single order
exchange.cancel_order(order_id, 'BTC/USDT')
# Cancel all orders for a symbol
exchange.cancel_all_orders('BTC/USDT')
WebSocket Operations (Real-time)
Watching Ticker (Live Price Updates)
import asyncio
import ccxt.pro as ccxtpro
async def main():
exchange = ccxtpro.binance()
while True:
ticker = await exchange.watch_ticker('BTC/USDT')
print(ticker['last'], ticker['timestamp'])
await exchange.close()
asyncio.run(main())
Watching Order Book (Live Depth Updates)
async def main():
exchange = ccxtpro.binance()
while True:
orderbook = await exchange.watch_order_book('BTC/USDT')
print('Best bid:', orderbook['bids'][0])
print('Best ask:', orderbook['asks'][0])
await exchange.close()
asyncio.run(main())
Watching Trades (Live Trade Stream)
async def main():
exchange = ccxtpro.binance()
while True:
trades = await exchange.watch_trades('BTC/USDT')
for trade in trades:
print(trade['price'], trade['amount'], trade['side'])
await exchange.close()
asyncio.run(main())
Watching Your Orders (Live Order Updates)
async def main():
exchange = ccxtpro.binance({
'apiKey': 'YOUR_API_KEY',
'secret': 'YOUR_SECRET'
})
while True:
orders = await exchange.watch_orders('BTC/USDT')
for order in orders:
print(order['id'], order['status'], order['filled'])
await exchange.close()
asyncio.run(main())
Watching Balance (Live Balance Updates)
async def main():
exchange = ccxtpro.binance({
'apiKey': 'YOUR_API_KEY',
'secret': 'YOUR_SECRET'
})
while True:
balance = await exchange.watch_balance()
print('BTC:', balance['BTC'])
print('USDT:', balance['USDT'])
await exchange.close()
asyncio.run(main())
Watching Multiple Symbols
async def main():
exchange = ccxtpro.binance()
symbols = ['BTC/USDT', 'ETH/USDT', 'SOL/USDT']
while True:
# Watch all symbols concurrently
tickers = await exchange.watch_tickers(symbols)
for symbol, ticker in tickers.items():
print(symbol, ticker['last'])
await exchange.close()
asyncio.run(main())
Complete Method Reference
Market Data Methods
Tickers & Prices
fetchTicker(symbol)- Fetch ticker for one symbolfetchTickers([symbols])- Fetch multiple tickers at oncefetchBidsAsks([symbols])- Fetch best bid/ask for multiple symbolsfetchLastPrices([symbols])- Fetch last pricesfetchMarkPrices([symbols])- Fetch mark prices (derivatives)
Order Books
fetchOrderBook(symbol, limit)- Fetch order bookfetchOrderBooks([symbols])- Fetch multiple order booksfetchL2OrderBook(symbol)- Fetch level 2 order bookfetchL3OrderBook(symbol)- Fetch level 3 order book (if supported)
Trades
fetchTrades(symbol, since, limit)- Fetch public tradesfetchMyTrades(symbol, since, limit)- Fetch your trades (auth required)fetchOrderTrades(orderId, symbol)- Fetch trades for specific order
OHLCV (Candlesticks)
fetchOHLCV(symbol, timeframe, since, limit)- Fetch candlestick datafetchIndexOHLCV(symbol, timeframe)- Fetch index price OHLCVfetchMarkOHLCV(symbol, timeframe)- Fetch mark price OHLCVfetchPremiumIndexOHLCV(symbol, timeframe)- Fetch premium index OHLCV
Account & Balance
fetchBalance()- Fetch account balance (auth required)fetchAccounts()- Fetch sub-accountsfetchLedger(code, since, limit)- Fetch ledger historyfetchLedgerEntry(id, code)- Fetch specific ledger entryfetchTransactions(code, since, limit)- Fetch transactionsfetchDeposits(code, since, limit)- Fetch deposit historyfetchWithdrawals(code, since, limit)- Fetch withdrawal historyfetchDepositsWithdrawals(code, since, limit)- Fetch both deposits and withdrawals
Trading Methods
Creating Orders
createOrder(symbol, type, side, amount, price, params)- Create order (generic)createLimitOrder(symbol, side, amount, price)- Create limit ordercreateMarketOrder(symbol, side, amount)- Create market ordercreateLimitBuyOrder(symbol, amount, price)- Buy limit ordercreateLimitSellOrder(symbol, amount, price)- Sell limit ordercreateMarketBuyOrder(symbol, amount)- Buy market ordercreateMarketSellOrder(symbol, amount)- Sell market ordercreateMarketBuyOrderWithCost(symbol, cost)- Buy with specific costcreateStopLimitOrder(symbol, side, amount, price, stopPrice)- Stop-limit ordercreateStopMarketOrder(symbol, side, amount, stopPrice)- Stop-market ordercreateStopLossOrder(symbol, side, amount, stopPrice)- Stop-loss ordercreateTakeProfitOrder(symbol, side, amount, takeProfitPrice)- Take-profit ordercreateTrailingAmountOrder(symbol, side, amount, trailingAmount)- Trailing stopcreateTrailingPercentOrder(symbol, side, amount, trailingPercent)- Trailing stop %createTriggerOrder(symbol, side, amount, triggerPrice)- Trigger ordercreatePostOnlyOrder(symbol, side, amount, price)- Post-only ordercreateReduceOnlyOrder(symbol, side, amount, price)- Reduce-only ordercreateOrders([orders])- Create multiple orders at oncecreateOrderWithTakeProfitAndStopLoss(symbol, type, side, amount, price, tpPrice, slPrice)- OCO order
Managing Orders
fetchOrder(orderId, symbol)- Fetch single orderfetchOrders(symbol, since, limit)- Fetch all ordersfetchOpenOrders(symbol, since, limit)- Fetch open ordersfetchClosedOrders(symbol, since, limit)- Fetch closed ordersfetchCanceledOrders(symbol, since, limit)- Fetch canceled ordersfetchOpenOrder(orderId, symbol)- Fetch specific open orderfetchOrdersByStatus(status, symbol)- Fetch orders by statuscancelOrder(orderId, symbol)- Cancel single ordercancelOrders([orderIds], symbol)- Cancel multiple orderscancelAllOrders(symbol)- Cancel all orders for symboleditOrder(orderId, symbol, type, side, amount, price)- Modify order
Margin & Leverage
fetchBorrowRate(code)- Fetch borrow rate for marginfetchBorrowRates([codes])- Fetch multiple borrow ratesfetchBorrowRateHistory(code, since, limit)- Historical borrow ratesfetchCrossBorrowRate(code)- Cross margin borrow ratefetchIsolatedBorrowRate(symbol, code)- Isolated margin borrow rateborrowMargin(code, amount, symbol)- Borrow marginrepayMargin(code, amount, symbol)- Repay marginfetchLeverage(symbol)- Fetch leveragesetLeverage(leverage, symbol)- Set leveragefetchLeverageTiers(symbols)- Fetch leverage tiersfetchMarketLeverageTiers(symbol)- Leverage tiers for marketsetMarginMode(marginMode, symbol)- Set margin mode (cross/isolated)fetchMarginMode(symbol)- Fetch margin mode
Derivatives & Futures
Positions
fetchPosition(symbol)- Fetch single positionfetchPositions([symbols])- Fetch all positionsfetchPositionsForSymbol(symbol)- Fetch positions for symbolfetchPositionHistory(symbol, since, limit)- Position historyfetchPositionsHistory(symbols, since, limit)- Multiple position historyfetchPositionMode(symbol)- Fetch position mode (one-way/hedge)setPositionMode(hedged, symbol)- Set position modeclosePosition(symbol, side)- Close positioncloseAllPositions()- Close all positions
Funding & Settlement
fetchFundingRate(symbol)- Current funding ratefetchFundingRates([symbols])- Multiple funding ratesfetchFundingRateHistory(symbol, since, limit)- Funding rate historyfetchFundingHistory(symbol, since, limit)- Your funding paymentsfetchFundingInterval(symbol)- Funding intervalfetchSettlementHistory(symbol, since, limit)- Settlement historyfetchMySettlementHistory(symbol, since, limit)- Your settlement history
Open Interest & Liquidations
fetchOpenInterest(symbol)- Open interest for symbolfetchOpenInterests([symbols])- Multiple open interestsfetchOpenInterestHistory(symbol, timeframe, since, limit)- OI historyfetchLiquidations(symbol, since, limit)- Public liquidationsfetchMyLiquidations(symbol, since, limit)- Your liquidations
Options
fetchOption(symbol)- Fetch option infofetchOptionChain(code)- Fetch option chainfetchGreeks(symbol)- Fetch option greeksfetchVolatilityHistory(code, since, limit)- Volatility historyfetchUnderlyingAssets()- Fetch underlying assets
Fees & Limits
fetchTradingFee(symbol)- Trading fee for symbolfetchTradingFees([symbols])- Trading fees for multiple symbolsfetchTradingLimits([symbols])- Trading limitsfetchTransactionFee(code)- Transaction/withdrawal feefetchTransactionFees([codes])- Multiple transaction feesfetchDepositWithdrawFee(code)- Deposit/withdrawal feefetchDepositWithdrawFees([codes])- Multiple deposit/withdraw fees
Deposits & Withdrawals
fetchDepositAddress(code, params)- Get deposit addressfetchDepositAddresses([codes])- Multiple deposit addressesfetchDepositAddressesByNetwork(code)- Addresses by networkcreateDepositAddress(code, params)- Create new deposit addressfetchDeposit(id, code)- Fetch single depositfetchWithdrawal(id, code)- Fetch single withdrawalfetchWithdrawAddresses(code)- Fetch withdrawal addressesfetchWithdrawalWhitelist(code)- Fetch whitelistwithdraw(code, amount, address, tag, params)- Withdraw fundsdeposit(code, amount, params)- Deposit funds (if supported)
Transfer & Convert
transfer(code, amount, fromAccount, toAccount)- Internal transferfetchTransfer(id, code)- Fetch transfer infofetchTransfers(code, since, limit)- Fetch transfer historyfetchConvertCurrencies()- Currencies available for convertfetchConvertQuote(fromCode, toCode, amount)- Get conversion quotecreateConvertTrade(fromCode, toCode, amount)- Execute conversionfetchConvertTrade(id)- Fetch convert tradefetchConvertTradeHistory(code, since, limit)- Convert history
Market Info
fetchMarkets()- Fetch all marketsfetchCurrencies()- Fetch all currenciesfetchTime()- Fetch exchange server timefetchStatus()- Fetch exchange statusfetchBorrowInterest(code, symbol, since, limit)- Borrow interest paidfetchLongShortRatio(symbol, timeframe, since, limit)- Long/short ratiofetchLongShortRatioHistory(symbol, timeframe, since, limit)- L/S ratio history
WebSocket Methods (ccxt.pro)
All REST methods have WebSocket equivalents with watch* prefix:
Real-time Market Data
watchTicker(symbol)- Watch single tickerwatchTickers([symbols])- Watch multiple tickerswatchOrderBook(symbol)- Watch order book updateswatchOrderBookForSymbols([symbols])- Watch multiple order bookswatchTrades(symbol)- Watch public tradeswatchOHLCV(symbol, timeframe)- Watch candlestick updateswatchBidsAsks([symbols])- Watch best bid/ask
Real-time Account Data (Auth Required)
watchBalance()- Watch balance updateswatchOrders(symbol)- Watch your order updateswatchMyTrades(symbol)- Watch your trade updateswatchPositions([symbols])- Watch position updateswatchPositionsForSymbol(symbol)- Watch positions for symbol
Authentication Required
Methods marked with π require API credentials:
- All
create*methods (creating orders, addresses) - All
cancel*methods (canceling orders) - All
edit*methods (modifying orders) - All
fetchMy*methods (your trades, orders) fetchBalance,fetchLedger,fetchAccountswithdraw,transfer,deposit- Margin/leverage methods
- Position methods
watchBalance,watchOrders,watchMyTrades,watchPositions
Checking Method Availability
Not all exchanges support all methods. Check before using:
// Check if method is supported
if (exchange.has['fetchOHLCV']) {
const candles = await exchange.fetchOHLCV('BTC/USDT', '1h')
}
// Check multiple capabilities
console.log(exchange.has)
// {
// fetchTicker: true,
// fetchOHLCV: true,
// fetchMyTrades: true,
// fetchPositions: false,
// ...
// }
Method Naming Convention
fetch*- REST API methods (HTTP requests)watch*- WebSocket methods (real-time streams)create*- Create new resources (orders, addresses)cancel*- Cancel existing resourcesedit*- Modify existing resourcesset*- Configure settings (leverage, margin mode)*Wssuffix - WebSocket variant (some exchanges)
Proxy Configuration
CCXT supports HTTP, HTTPS, and SOCKS proxies for both REST and WebSocket connections.
Setting Proxy
// HTTP Proxy
exchange.httpProxy = 'http://your-proxy-host:port'
// HTTPS Proxy
exchange.httpsProxy = 'https://your-proxy-host:port'
// SOCKS Proxy
exchange.socksProxy = 'socks://your-proxy-host:port'
// Proxy with authentication
exchange.httpProxy = 'http://user:pass@proxy-host:port'
Proxy for WebSocket
WebSocket connections also respect proxy settings:
exchange.httpsProxy = 'https://proxy:8080'
// WebSocket connections will use this proxy
Testing Proxy Connection
exchange.httpProxy = 'http://localhost:8080'
try {
await exchange.fetchTicker('BTC/USDT')
console.log('Proxy working!')
} catch (error) {
console.error('Proxy connection failed:', error)
}
WebSocket-Specific Methods
Some exchanges provide WebSocket variants of REST methods for faster order placement and management. These use the *Ws suffix:
Trading via WebSocket
Creating Orders:
createOrderWs- Create order via WebSocket (faster than REST)createLimitOrderWs- Create limit order via WebSocketcreateMarketOrderWs- Create market order via WebSocketcreateLimitBuyOrderWs- Buy limit order via WebSocketcreateLimitSellOrderWs- Sell limit order via WebSocketcreateMarketBuyOrderWs- Buy market order via WebSocketcreateMarketSellOrderWs- Sell market order via WebSocketcreateStopLimitOrderWs- Stop-limit order via WebSocketcreateStopMarketOrderWs- Stop-market order via WebSocketcreateStopLossOrderWs- Stop-loss order via WebSocketcreateTakeProfitOrderWs- Take-profit order via WebSocketcreateTrailingAmountOrderWs- Trailing stop via WebSocketcreateTrailingPercentOrderWs- Trailing stop % via WebSocketcreatePostOnlyOrderWs- Post-only order via WebSocketcreateReduceOnlyOrderWs- Reduce-only order via WebSocket
Managing Orders:
editOrderWs- Edit order via WebSocketcancelOrderWs- Cancel order via WebSocket (faster than REST)cancelOrdersWs- Cancel multiple orders via WebSocketcancelAllOrdersWs- Cancel all orders via WebSocket
Fetching Data:
fetchOrderWs- Fetch order via WebSocketfetchOrdersWs- Fetch orders via WebSocketfetchOpenOrdersWs- Fetch open orders via WebSocketfetchClosedOrdersWs- Fetch closed orders via WebSocketfetchMyTradesWs- Fetch your trades via WebSocketfetchBalanceWs- Fetch balance via WebSocketfetchPositionWs- Fetch position via WebSocketfetchPositionsWs- Fetch positions via WebSocketfetchPositionsForSymbolWs- Fetch positions for symbol via WebSocketfetchTradingFeesWs- Fetch trading fees via WebSocket
When to Use WebSocket Methods
Use *Ws methods when:
- You need faster order placement (lower latency)
- You're already connected via WebSocket
- You want to reduce REST API rate limit usage
- Trading strategies require sub-100ms latency
Use REST methods when:
- You need guaranteed execution confirmation
- You're making one-off requests
- The exchange doesn't support the WebSocket variant
- You need detailed error responses
Example: Order Placement Comparison
REST API (slower, more reliable):
const order = await exchange.createOrder('BTC/USDT', 'limit', 'buy', 0.01, 50000)
WebSocket API (faster, lower latency):
const order = await exchange.createOrderWs('BTC/USDT', 'limit', 'buy', 0.01, 50000)
Checking WebSocket Method Availability
Not all exchanges support WebSocket trading methods:
if (exchange.has['createOrderWs']) {
// Exchange supports WebSocket order creation
const order = await exchange.createOrderWs('BTC/USDT', 'limit', 'buy', 0.01, 50000)
} else {
// Fall back to REST
const order = await exchange.createOrder('BTC/USDT', 'limit', 'buy', 0.01, 50000)
}
Authentication
Setting API Keys
import os
# During instantiation (recommended)
exchange = ccxt.binance({
'apiKey': os.environ.get('BINANCE_API_KEY'),
'secret': os.environ.get('BINANCE_SECRET'),
'enableRateLimit': True
})
# After instantiation
exchange.apiKey = os.environ.get('BINANCE_API_KEY')
exchange.secret = os.environ.get('BINANCE_SECRET')
Testing Authentication
try:
balance = exchange.fetch_balance()
print('Authentication successful!')
except ccxt.AuthenticationError:
print('Invalid API credentials')
Error Handling
Exception Hierarchy
BaseError
ββ NetworkError (recoverable - retry)
β ββ RequestTimeout
β ββ ExchangeNotAvailable
β ββ RateLimitExceeded
β ββ DDoSProtection
ββ ExchangeError (non-recoverable - don't retry)
ββ AuthenticationError
ββ InsufficientFunds
ββ InvalidOrder
ββ NotSupported
Basic Error Handling
import ccxt
try:
ticker = exchange.fetch_ticker('BTC/USDT')
except ccxt.NetworkError as e:
print('Network error - retry:', str(e))
except ccxt.ExchangeError as e:
print('Exchange error - do not retry:', str(e))
except Exception as e:
print('Unknown error:', str(e))
Specific Exception Handling
try:
order = exchange.create_order('BTC/USDT', 'limit', 'buy', 0.01, 50000)
except ccxt.InsufficientFunds:
print('Not enough balance')
except ccxt.InvalidOrder:
print('Invalid order parameters')
except ccxt.RateLimitExceeded:
print('Rate limit hit - wait before retrying')
exchange.sleep(1000) # Wait 1 second
except ccxt.AuthenticationError:
print('Check your API credentials')
Shortened here. Read the whole file on GitHub.
Signals
- GitHub stars
- 44k
- Forks
- 9k
- Last commit
- Sep 2026
Advanced
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ccxt-python- Source
- github.com/ccxt/ccxt