# TAAPI.IO > TAAPI.IO is a technical analysis API: a REST API and WebSocket streaming service that calculates 260+ technical indicators (RSI, MACD, EMA, Bollinger Bands, SuperTrend, VWAP, candlestick and chart patterns, divergences, support/resistance and more) on real-time and historical candles for crypto exchanges and US stocks. Developers use it to power trading bots, screeners, alerts and dashboards without fetching candles or implementing indicator math themselves. - Send an exchange, symbol and timeframe, get indicator values back as JSON: `GET https://v2.taapi.io/indicator/rsi?exchange=binance&symbol=BTCUSDT&timeframe=1h` with an `Authorization: Bearer ` header. - Markets: Binance, Binance Futures, Bybit, Gate.io, Kraken and US stocks (equities and ETFs). Timeframes from `1m` to `1w`. - Historical values, many indicators and symbols in one bulk request, indicators on your own candles, and real-time WebSocket streaming of indicator values. - Every account starts with a 7-day Pro trial, no credit card required, then continues on a free tier (1 request every 15 seconds). Paid plans from €9.99/month. - Complete API reference in one file for AI assistants and coding tools: [llms-full.txt](https://taapi.io/llms-full.txt). ## Documentation - [Quickstart](https://taapi.io/documentation/): first indicator value in two minutes - [Single indicator](https://taapi.io/documentation/single-indicator/): the request pattern every indicator follows - [Historical values](https://taapi.io/documentation/historical-values/): `results` and `backtrack` for time series - [Bulk requests](https://taapi.io/documentation/multiple-constructs/): many indicators, symbols and timeframes in one call - [Candles](https://taapi.io/documentation/candles/): raw OHLCV data - [Manual candles](https://taapi.io/documentation/manual-candles/): indicators on your own candle data - [WebSocket streaming](https://taapi.io/documentation/websocket/): indicator values pushed as the market moves - [Indicators directory](https://taapi.io/indicators/): all 260+ indicators and their parameters - [Rate limits](https://taapi.io/documentation/rate-limits/) and [errors](https://taapi.io/documentation/errors/) - [OpenAPI spec](https://taapi.io/openapi.json): generate a typed client in any language ## Pricing - [Pricing](https://taapi.io/pricing/): all plans include every indicator; limits are per minute with no daily cap - Basic €9.99/month: 20 requests/min, 1 symbol per bulk request, 50 candles of history, 25 WebSocket subscriptions - Pro €19.99/month: 120 requests/min, 3 symbols per bulk request, 300 candles of history, 150 WebSocket subscriptions, US stocks - Expert €34.99/month: 300 requests/min, 10 symbols per bulk request, 2,000 candles of history, 500 WebSocket subscriptions, US stocks - [Enterprise](https://taapi.io/enterprise/): commercial license for products sold to third parties, higher limits, SLA and dedicated support. Personal plans cover your own bots, dashboards and internal tools. ## Products - [Crypto data API](https://taapi.io/fast-and-reliable-crypto-data-api-for-developers/) - [Real-time stock prices API](https://taapi.io/realtime-stock-prices/) - [Technical indicators](https://taapi.io/indicators/) - [Supported exchanges](https://taapi.io/exchanges/) ## Exchanges - [Binance Futures](https://taapi.io/exchanges/binance-futures/): Real-time and historical technical indicators for Binance Futures perpetual contracts. RSI, MACD, Bollinger Bands and 250+ more via REST API. `exchange=binancefutures` - [Binance](https://taapi.io/exchanges/binance/): Real-time and historical technical indicators for Binance trading pairs. RSI, MACD, Bollinger Bands and 250+ more via a simple REST API. `exchange=binance` - [ByBit](https://taapi.io/exchanges/bybit/): Real-time and historical technical indicators for ByBit trading pairs. RSI, MACD, Bollinger Bands and 250+ more via a simple REST API. `exchange=bybit` - [Gate.io](https://taapi.io/exchanges/gate-io/): Real-time and historical technical indicators for Gate.io trading pairs. RSI, MACD, Bollinger Bands and 250+ more via a simple REST API. `exchange=gateio` - [Kraken](https://taapi.io/exchanges/kraken/): Real-time and historical technical indicators for Kraken trading pairs. RSI, MACD, Bollinger Bands and 250+ more via a simple REST API. `exchange=kraken` - [US Stocks](https://taapi.io/exchanges/us-stocks/): Real-time and historical technical indicators for US equities, ETFs and indexes. RSI, MACD, Bollinger Bands and 250+ more via a simple REST API. `exchange=stocks` ## Indicator guides - [](https://taapi.io/indicators/abandoned-baby/): Detect the Abandoned Baby candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/abs/): Absolute Value math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/acceleration-bands/): Get Acceleration Bands via REST or WebSocket for crypto and US stocks, with historical data and Python examples. - [](https://taapi.io/indicators/accelerator-oscillator/): Get Accelerator Oscillator via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/acos/): Arc Cosine math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/adr/): Get ADR via REST or WebSocket for crypto and US stocks: value, percent, current range, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/advance-block/): Detect the Advance Block candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/advancedpatternsbearish/): Get Advanced Bearish Patterns via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/advancedpatternsbullish/): Get Advanced Bullish Patterns via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/adx/): Get ADX via REST or WebSocket for crypto and US stocks. Measure trend strength, combine it with +DI and -DI, get history and use Python examples. - [](https://taapi.io/indicators/annualized-historical-volatility/): Get Volatility via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/apo/): Get APO via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/aroon/): Get Aroon via REST or WebSocket for crypto and US stocks: aroon down, aroon up, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/aroonosc/): Get Aroon Oscillator via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/asin/): Arc Sine math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/average-directional-movement-index-rating/): Get ADXR via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/average-price/): Get Average Price via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/average-true-range/): Get ATR via REST or WebSocket for crypto and US stocks. Volatility values, stop-loss and position size examples, historical data and Python code. - [](https://taapi.io/indicators/avgdev/): Get Average Deviation via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/awesome-oscillator/): Get Awesome Oscillator via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/balance-of-power/): Get Balance of Power via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/belt-hold/): Detect the Belt-hold candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/beta/): Get Beta via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/bollinger-bands-width-bbw/): Get Bollinger Bands Width via REST or WebSocket for crypto and US stocks: value, upper band, lower band, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/bollinger-bands/): Get Bollinger Bands via REST or WebSocket for crypto and US stocks. Upper, middle and lower bands, squeeze detection, history and Python examples. - [](https://taapi.io/indicators/breakaway/): Detect the Breakaway candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/candles/): Get OHLCV candles via REST for crypto and US stocks. Open, high, low, close and volume on any timeframe, with history and Python examples. - [](https://taapi.io/indicators/chaikin-a-d-line/): Get Chaikin A/D Line via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/chaikin-a-d-oscillator/): Get Chaikin Oscillator via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/chaikin-money-flow/): Get CMF via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/chande-momentum-oscillator-cmo/): Get CMO via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/choppiness-index-chop/): Get Choppiness Index via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/closing-marubozu/): Detect the Closing Marubozu candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/commodity-channel-index/): Get CCI via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/concealing-baby-swallow/): Detect the Concealing Baby Swallow candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/coppock-curve/): Get Coppock Curve via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/cosh/): Hyperbolic Cosine math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/counterattack/): Detect the Counterattack candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/cupandhandle/): Get Cup and Handle via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/cupandhandleinverse/): Get Inverse Cup and Handle via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/cvi/): Get Chaikin Volatility via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/dark-cloud-cover/): Detect the Dark Cloud Cover candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/decay/): Linear Decay math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/detrended-price-oscillator/): Get DPO via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/di/): Get Directional Indicator via REST or WebSocket for crypto and US stocks: plus di, minus di, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/directional-movement-index/): Get DMI via REST or WebSocket for crypto and US stocks: adx, plusdi, minusdi, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/directional-movement/): Get Directional Movement via REST or WebSocket for crypto and US stocks: plus dm, minus dm, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/doji-star/): Detect the Doji Star candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/doji/): Detect the Doji candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/donchian-channels/): Get Donchian Channels via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/double-exponential-moving-average/): Get DEMA via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/doublebottom/): Get Double Bottom via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/doubletop/): Get Double Top via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/dragonfly-doji/): Detect the Dragonfly Doji candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/dss/): Get Double Smoothed Stochastics via REST or WebSocket for crypto and US stocks: value, trigger, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/dx/): Get DX via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/ease-of-movement/): Get Ease of Movement via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/edecay/): Exponential Decay math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/engulfing-pattern/): Detect the Engulfing candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/evening-doji-star/): Detect the Evening Doji Star candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/evening-star/): Detect the Evening Star candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/exp/): Exponential math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/exponential-moving-average/): Get EMA via REST or WebSocket for crypto and US stocks. Any period, EMA crossovers with bulk requests, historical values and Python examples. - [](https://taapi.io/indicators/fibonacci-retracement/): Get Fibonacci Retracement via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/fisher-transform/): Get Fisher Transform via REST or WebSocket for crypto and US stocks: fisher, fisher signal, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/forecast-oscillator/): Get Forecast Oscillator via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/fvg/): Get Fair Value Gap via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/gravestone-doji/): Detect the Gravestone Doji candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/hammer/): Detect the Hammer candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/hanging-man/): Detect the Hanging Man candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/harami-cross-pattern/): Detect the Harami Cross candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/harami-pattern/): Detect the Harami candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/headandshoulders/): Get Head and Shoulders via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/heikinashicandles/): Get Heikin-Ashi Candles via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/high-wave-candle/): Detect the High-Wave Candle candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/highest-value-over-a-specified-period/): Highest Value math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/hikkake-pattern/): Detect the Hikkake candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/hilbert-transform-dominant-cycle-period/): Get Dominant Cycle Period via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/hilbert-transform-dominant-cycle-phase/): Get Dominant Cycle Phase via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/hilbert-transform-instantaneous-trendline/): Get Hilbert Trendline via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/hilbert-transform-phasor-components/): Get Phasor Components via REST or WebSocket for crypto and US stocks: in phase, quadrature, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/hilbert-transform-sinewave/): Get Hilbert SineWave via REST or WebSocket for crypto and US stocks: sine, lead sine, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/hilbert-transform-trend-vs-cycle-mode/): Get Trend vs Cycle Mode via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/hiloact/): Get High-Low Activator via REST or WebSocket for crypto and US stocks: value, trend, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/homing-pigeon/): Detect the Homing Pigeon candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/hull-moving-average/): Get Hull Moving Average via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/ichimoku-cloud/): Get Ichimoku Cloud via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/identical-three-crows/): Detect the Identical Three Crows candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/imi/): Get IMI via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/in-neck-pattern/): Detect the In-Neck candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/index-of-highest-value-over-a-specified-period/): Index of Highest Value math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/index-of-lowest-value-over-a-specified-period/): Index of Lowest Value math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/indexes-of-lowest-and-highest-values-over-a-specified-period/): Index of Lowest and Highest math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/inverseheadandshoulders/): Get Inverse Head and Shoulders via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/inverted-hammer/): Detect the Inverted Hammer candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/kaufman-adaptive-moving-average/): Get KAMA via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/kdj/): Get KDJ via REST or WebSocket for crypto and US stocks: k, d, j, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/keltner-channels/): Get Keltner Channels via REST or WebSocket for crypto and US stocks: lower, middle, upper, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/kicking-bull-bear-determined-by-the-longer-marubozu/): Detect the Kicking by Length candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/kicking/): Detect the Kicking candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/klinger-volume-oscillator/): Get Klinger Oscillator via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/ladder-bottom/): Detect the Ladder Bottom candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/lag/): Lag math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/linear-regression-angle/): Get Linear Regression Angle via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/linear-regression-intercept-2/): Get Linear Regression Intercept via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/linear-regression-slope/): Get Linear Regression Slope via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/linear-regression/): Get Linear Regression via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/linreg/): Get Linear Regression (linreg) via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/linregintercept/): Get Regression Intercept (linregintercept) via REST or WebSocket for crypto and US stocks, with historical data and Python examples. - [](https://taapi.io/indicators/linregslope/): Get Regression Slope (linregslope) via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/long-legged-doji/): Detect the Long-Legged Doji candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/long-line-candle/): Detect the Long Line Candle candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/lowest-and-highest-values-over-a-specified-period/): Lowest and Highest Value math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/lowest-value-over-a-specified-period/): Lowest Value math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/macd-with-controllable-ma-type/): Get MACDEXT via REST or WebSocket for crypto and US stocks: macd, macdsignal, macdhist, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/macd/): Get MACD via REST or WebSocket for crypto and US stocks. MACD line, signal and histogram, custom periods, historical values and Python examples. - [](https://taapi.io/indicators/market-facilitation-index/): Get Market Facilitation Index via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/marubozu/): Detect the Marubozu candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/mass-index/): Get Mass Index via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/mat-hold/): Detect the Mat Hold candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/matching-low/): Detect the Matching Low candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/md/): Get Mean Deviation via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/median-price/): Get Median Price via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/mesa-adaptive-moving-average/): Get MAMA via REST or WebSocket for crypto and US stocks: mama, fama, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/mesa-sine-wave/): Get Mesa Sine Wave via REST or WebSocket for crypto and US stocks: msw sine, msw lead, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/midpoint-over-period/): Get MidPoint via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/midpoint-price-over-period/): Get MidPrice via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/minus-directional-indicator/): Get Minus DI via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/minus-directional-movement/): Get Minus DM via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/modified-hikkake-pattern/): Detect the Modified Hikkake candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/momentum/): Get Momentum via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/momentumsr/): Get Momentum Support & Resistance via REST or WebSocket for crypto and US stocks, with historical data and Python examples. - [](https://taapi.io/indicators/money-flow-index/): Get Money Flow Index via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/morning-doji-star/): Detect the Morning Doji Star candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/morning-star/): Detect the Morning Star candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/moving-average/): Get Moving Average via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/negative-volume-index/): Get NVI via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/normalized-average-true-range/): Get NATR via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/on-balance-volume/): Get OBV via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/on-neck-pattern/): Detect the On-Neck candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/openingmarubozu/): Detect the Opening Marubozu candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/parabolic-sar/): Get Parabolic SAR via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/pearsons-correlation-coefficient/): Get Correlation via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/percentage-price-oscillator/): Get PPO via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/piercing-pattern/): Detect the Piercing candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/pivot-points/): Get daily, weekly or monthly pivot points via REST or WebSocket for crypto and US stocks: Traditional, Classic, Fibonacci, Woodie, Camarilla and DeMark, with Python examples. - [](https://taapi.io/indicators/plus-directional-indicator/): Get Plus DI via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/plus-directional-movement/): Get Plus DM via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/positive-volume-index/): Get PVI via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/prevhl/): Get Previous High & Low via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/price-direction/): Get Price Deviation via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/price/): Get Price via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/prior-swing-high/): Get Prior Swing High via REST or WebSocket for crypto and US stocks: close, high, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/prior-swing-low/): Get Prior Swing Low via REST or WebSocket for crypto and US stocks: close, low, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/qstick/): Get Qstick via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/rate-of-change-percentage/): Get ROCP via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/rate-of-change-ratio-100-scale/): Get ROCR100 via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/rate-of-change-ratio/): Get ROCR via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/rate-of-change/): Get ROC via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/relative-strength-index-rsi/): Get RSI via REST or WebSocket for crypto and US stocks. Custom periods, overbought and oversold detection, historical values and Python examples. - [](https://taapi.io/indicators/relative-vigor-index-rvgi/): Get Relative Vigor Index via REST or WebSocket for crypto and US stocks: value, signal, trend, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/resistanceline/): Resistance Line API: one horizontal resistance level where the most candle highs cluster across the history. For support and resistance near the current price, use Support & Resistance. - [](https://taapi.io/indicators/resistancesegments/): Resistance Segments API: the resistance level set by the last momentum high, where RSI was overbought and momentum turned down, and how long it has held. For all nearby levels, use Support & Resistance. - [](https://taapi.io/indicators/rickshaw-man/): Detect the Rickshaw Man candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/rising-falling-three-methods/): Detect the Rising/Falling Three Methods candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/rsidivergence/): Get RSI Divergence via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/rsidivergencebearish/): Get Bearish RSI Divergence via REST or WebSocket for crypto and US stocks: value, rsi, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/rsidivergencebullish/): Get Bullish RSI Divergence via REST or WebSocket for crypto and US stocks: value, rsi, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/rsidivergencehiddenbearish/): Get Hidden Bearish RSI Divergence via REST or WebSocket for crypto and US stocks: value, rsi, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/rsidivergencehiddenbullish/): Get Hidden Bullish RSI Divergence via REST or WebSocket for crypto and US stocks: value, rsi, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/sar/): Get SAR (TA-Lib) via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/sarext/): Get SAR Extended via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/schaff-trend-cycle/): Get Schaff Trend Cycle via REST or WebSocket for crypto and US stocks: value, trend, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/separating-lines/): Detect the Separating Lines candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/shooting-star/): Detect the Shooting Star candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/short-line-candle/): Detect the Short Line Candle candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/simple-moving-average/): Get SMA via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/sinh/): Hyperbolic Sine math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/smi/): Get Stochastic Momentum Index via REST or WebSocket for crypto and US stocks: value, signal, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/smoothed-moving-average-smma/): Get SMMA via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/spinning-top/): Detect the Spinning Top candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/squeeze-momentum-indicator-smi/): Get Squeeze Momentum via REST or WebSocket for crypto and US stocks: value, squeeze, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/srl/): Get Support/Resistance Levels via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/stalled-pattern/): Detect the Stalled Pattern candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/standard-deviation/): Get Standard Deviation via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/stderr/): Get Standard Error via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/stick-sandwich/): Detect the Stick Sandwich candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/stochastic-fast/): Get Fast Stochastic via REST or WebSocket for crypto and US stocks: fast k, fast d, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/stochastic/): Get the Stochastic Oscillator via REST or WebSocket for crypto and US stocks. %K and %D values, crossover detection, history and Python examples. - [](https://taapi.io/indicators/stochrsi-stochastic-relative-strength-index/): Get Stochastic RSI via REST or WebSocket for crypto and US stocks: fast k, fast d, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/stochtv/): Get Stochastic (TradingView) via REST or WebSocket for crypto and US stocks: k, d, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/summation/): Summation math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/supertrend/): Get SuperTrend via REST or WebSocket for crypto and US stocks. Line value, long or short advice, flip detection, history and Python examples. - [](https://taapi.io/indicators/supportline/): Support Line API: one horizontal support level where the most candle lows cluster across the history. For support and resistance near the current price, use Support & Resistance. - [](https://taapi.io/indicators/supportresistance/): Get Support & Resistance via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/supportsegments/): Support Segments API: the support level set by the last momentum low, where RSI was oversold and momentum turned up, and how long it has held. For all nearby levels, use Support & Resistance. - [](https://taapi.io/indicators/takuri/): Detect the Takuri candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/tasuki-gap/): Detect the Tasuki Gap candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/tdlines/): Get TD Lines via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/three-advancing-white-soldiers/): Detect the Three White Soldiers candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/three-black-crows/): Detect the Three Black Crows candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/three-inside-up-down/): Detect the Three Inside Up/Down candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/three-line-strike/): Detect the Three Line Strike candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/three-outside-up-down/): Detect the Three Outside Up/Down candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/three-stars-in-the-south/): Detect the Three Stars In The South candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/thrusting-pattern/): Detect the Thrusting candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/time-series-forecast/): Get Time Series Forecast via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/tom-demark-sequential-indicator/): Get TD Sequential via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/trendlines/): Get Trendlines via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/triangleascending/): Get Ascending Triangle via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/triangledescending/): Get Descending Triangle via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/trianglesymmetricalbearish/): Get Bearish Symmetrical Triangle via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/trianglesymmetricalbullish/): Get Bullish Symmetrical Triangle via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/triangular-moving-average/): Get TRIMA via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/triple-exponential-moving-average-t3/): Get T3 via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/triple-exponential-moving-average/): Get TEMA via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/tristar-pattern/): Detect the Tristar candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/trix/): Get TRIX via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/true-range/): Get True Range via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/two-crows/): Detect the Two Crows candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/typical-price/): Get Typical Price via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/ultimate-oscillator/): Get Ultimate Oscillator via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/unique-3-river/): Detect the Unique Three River candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/up-down-gap-side-by-side-white-lines/): Detect the Side-by-Side White Lines candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/upside-downside-gap-three-methods/): Detect the Up/Down-Gap Three Methods candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/upside-gap-two-crows/): Detect the Upside Gap Two Crows candlestick pattern via REST or WebSocket for crypto and US stocks. Signals as JSON, with Python examples. - [](https://taapi.io/indicators/variable-index-dynamic-average/): Get VIDYA via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/variance/): Get Variance via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/vector-arithmetic-add/): Add math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-arithmetic-div/): Divide math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-arithmetic-mult/): Multiply (TA-Lib) math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-arithmetic-substraction/): Subtract math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-ceil/): Ceiling math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-degree-conversion/): Radians to Degrees math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-floor/): Floor math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-log-natural/): Natural Logarithm math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-log10/): Log Base 10 math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-multiplication/): Multiply math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-radian-conversion/): Degrees to Radians math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-round/): Round math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-square-root/): Square Root math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-trigonometric-atan/): Arc Tangent math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-trigonometric-cos/): Cosine math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-trigonometric-sin/): Sine math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-trigonometric-tan/): Tangent math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-trigonometric-tanh/): Hyperbolic Tangent math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vector-truncate/): Truncate math function as a REST API on crypto and US stock candles. Real-time and historical results as JSON, with Python examples. - [](https://taapi.io/indicators/vertical-horizontal-filter/): Get VHF via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/volume-oscillator/): Get Volume Oscillator via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/volume-split/): Get Volume Split via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/volume-weighted-average-price-vwap/): Get VWAP via REST or WebSocket for crypto and US stocks. Daily, weekly or cumulative anchors, price vs VWAP checks, history and Python examples. - [](https://taapi.io/indicators/volume-weighted-moving-average/): Get VWMA via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/volume/): Get Volume via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/volumeprofile/): Get Volume Profile via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/vortex/): Get Vortex via REST or WebSocket for crypto and US stocks: plus, minus, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/weighted-close-price/): Get Weighted Close via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/weighted-moving-average/): Get WMA via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/wilders-smoothing/): Get Wilder's Smoothing via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/williams-accumulation-distribution/): Get WAD via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/williams-alligator/): Get Williams Alligator via REST or WebSocket for crypto and US stocks: jaws, teeth, lips, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/williams-r/): Get Williams %R via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/zero-lag-exponential-moving-average/): Get ZLEMA via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. - [](https://taapi.io/indicators/zigzag/): Get ZigZag via REST or WebSocket for crypto and US stocks: real-time values, historical data, custom settings and Python examples. ## Optional - [News and tutorials](https://taapi.io/news/) - [Tutorial: Find support and resistance levels for any stock or crypto with one API call](https://taapi.io/news/tutorial-find-support-and-resistance-levels-with-one-api-call/) - [New Indicators + Tutorial: Previous Day High/Low and Average Daily Range (ADR)](https://taapi.io/news/tutorial-previous-day-high-low-and-average-daily-range/) - [Kraken symbols now use standard pair names: DOGEUSD, SOLUSD, XLMBTC](https://taapi.io/news/kraken-symbols-now-use-standard-pair-names/) - [New Indicator + Tutorial: How traders use Fair Value Gaps (FVG)](https://taapi.io/news/tutorial-how-traders-use-fair-value-gaps-fvg/) - [Tutorial: Stream real-time crypto indicators over WebSocket](https://taapi.io/news/tutorial-stream-real-time-indicators-over-websocket/) - [A new TAAPI.IO: new website, a real customer portal, and WebSocket streaming](https://taapi.io/news/new-website-customer-portal-and-websocket-streaming/) - [MarketPulse: Redefining Crypto Analytics with Real-Time Intelligence](https://taapi.io/news/marketpulse-redefining-crypto-analytics-with-real-time-intelligence/) - [New Indicator Added: Accelerator Oscillator (AC)](https://taapi.io/news/new-indicator-added-accelerator-oscillator-ac/) - [New Indicator Added: Bollinger Bands Width](https://taapi.io/news/new-indicator-added-bollinger-bands-width/) - [New Indicator Added: Squeeze Momentum Indicator](https://taapi.io/news/new-indicator-added-squeeze-momentum-indicator-squeeze/) - [About TAAPI.IO](https://taapi.io/about-us/) - [API status](https://status.taapi.io) - [Contact](https://taapi.io/contact/)