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Update hl_indicators_server.py
Browse files- hl_indicators_server.py +325 -0
hl_indicators_server.py
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| 1 |
+
# hl_indicators_server.py
|
| 2 |
+
"""
|
| 3 |
+
FastMCP server exposing Hyperliquid indicator tools.
|
| 4 |
+
|
| 5 |
+
This server provides a unified interface to compute common trading indicators
|
| 6 |
+
directly from Hyperliquid testnet market data via the `candles_snapshot` API.
|
| 7 |
+
|
| 8 |
+
Available tools:
|
| 9 |
+
- ema → Exponential Moving Average
|
| 10 |
+
- macd → Moving Average Convergence Divergence
|
| 11 |
+
- stoch_rsi → Stochastic RSI
|
| 12 |
+
- adl → Accumulation / Distribution Line
|
| 13 |
+
- obv → On-Balance Volume
|
| 14 |
+
- atr_adx → Average True Range / Directional Index / ADX
|
| 15 |
+
- bbands → Bollinger Bands
|
| 16 |
+
- mfi → Money Flow Index
|
| 17 |
+
- vwap → Volume-Weighted Average Price
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| 18 |
+
- volume → Raw trading volume
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| 19 |
+
- bundle → Compute multiple indicators in one call
|
| 20 |
+
|
| 21 |
+
Run:
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| 22 |
+
python hl_indicators_server.py
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| 23 |
+
"""
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| 24 |
+
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| 25 |
+
from __future__ import annotations
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| 26 |
+
from typing import List, Optional, Literal, Dict, Any
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| 27 |
+
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| 28 |
+
from mcp.server.fastmcp import FastMCP
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| 29 |
+
import hl_indicators as hi
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| 30 |
+
|
| 31 |
+
Interval = Literal["1m", "5m", "15m", "1h", "4h", "1d"]
|
| 32 |
+
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| 33 |
+
mcp = FastMCP("hl_indicators_server")
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| 34 |
+
|
| 35 |
+
|
| 36 |
+
# ------------------ Health check ------------------ #
|
| 37 |
+
|
| 38 |
+
@mcp.tool()
|
| 39 |
+
async def ping() -> str:
|
| 40 |
+
"""Check if the MCP server is online and responding."""
|
| 41 |
+
return "pong"
|
| 42 |
+
|
| 43 |
+
|
| 44 |
+
# ------------------ Indicator tools ------------------ #
|
| 45 |
+
|
| 46 |
+
@mcp.tool()
|
| 47 |
+
async def ema(
|
| 48 |
+
name: str,
|
| 49 |
+
interval: Interval = "1h",
|
| 50 |
+
periods: Optional[List[int]] = None,
|
| 51 |
+
lookback: Optional[int] = None,
|
| 52 |
+
limit: int = 600,
|
| 53 |
+
) -> Dict[str, Any]:
|
| 54 |
+
"""
|
| 55 |
+
Compute Exponential Moving Averages (EMA).
|
| 56 |
+
|
| 57 |
+
Args:
|
| 58 |
+
name: Coin name (e.g. "BTC", "ETH", "HYPE").
|
| 59 |
+
interval: Candle interval ("1m", "5m", "15m", "1h", "4h", "1d").
|
| 60 |
+
periods: List of EMA window lengths (e.g. [20, 200]).
|
| 61 |
+
lookback: Optional shorthand for a single EMA (e.g. 36).
|
| 62 |
+
limit: Number of candles to fetch from the API.
|
| 63 |
+
|
| 64 |
+
Notes:
|
| 65 |
+
- `limit` controls how many data points are retrieved; it should be at
|
| 66 |
+
least 2–3× the largest EMA period for accurate results.
|
| 67 |
+
- The function automatically uses Hyperliquid testnet data.
|
| 68 |
+
|
| 69 |
+
Returns:
|
| 70 |
+
A dictionary containing EMA series for each period and the most recent values.
|
| 71 |
+
"""
|
| 72 |
+
if periods is None and lookback is not None:
|
| 73 |
+
periods = [lookback]
|
| 74 |
+
return hi.get_ema(name=name, periods=periods, interval=interval, limit=limit, testnet=False)
|
| 75 |
+
|
| 76 |
+
|
| 77 |
+
@mcp.tool()
|
| 78 |
+
async def macd(
|
| 79 |
+
name: str,
|
| 80 |
+
interval: Interval = "1h",
|
| 81 |
+
fast: int = 12,
|
| 82 |
+
slow: int = 26,
|
| 83 |
+
signal: int = 9,
|
| 84 |
+
limit: int = 600,
|
| 85 |
+
) -> Dict[str, Any]:
|
| 86 |
+
"""
|
| 87 |
+
Compute the Moving Average Convergence Divergence (MACD).
|
| 88 |
+
|
| 89 |
+
Args:
|
| 90 |
+
name: Coin name (e.g. "BTC").
|
| 91 |
+
interval: Candle interval.
|
| 92 |
+
fast: Period for the fast EMA (default: 12).
|
| 93 |
+
slow: Period for the slow EMA (default: 26).
|
| 94 |
+
signal: Period for the MACD signal line (default: 9).
|
| 95 |
+
limit: Number of candles to fetch.
|
| 96 |
+
|
| 97 |
+
Returns:
|
| 98 |
+
A dictionary with MACD line, signal line, histogram, and last computed values.
|
| 99 |
+
"""
|
| 100 |
+
return hi.get_macd(name=name, fast=fast, slow=slow, signal=signal, interval=interval, limit=limit, testnet=False)
|
| 101 |
+
|
| 102 |
+
|
| 103 |
+
@mcp.tool()
|
| 104 |
+
async def stoch_rsi(
|
| 105 |
+
name: str,
|
| 106 |
+
interval: Interval = "1h",
|
| 107 |
+
rsi_length: int = 14,
|
| 108 |
+
stoch_length: int = 14,
|
| 109 |
+
k_smooth: int = 3,
|
| 110 |
+
d_smooth: int = 3,
|
| 111 |
+
limit: int = 600,
|
| 112 |
+
) -> Dict[str, Any]:
|
| 113 |
+
"""
|
| 114 |
+
Compute the Stochastic RSI oscillator (%K and %D).
|
| 115 |
+
|
| 116 |
+
Args:
|
| 117 |
+
name: Coin name.
|
| 118 |
+
interval: Candle interval.
|
| 119 |
+
rsi_length: Period for RSI computation (default: 14).
|
| 120 |
+
stoch_length: Period for Stochastic window (default: 14).
|
| 121 |
+
k_smooth: Smoothing factor for %K (default: 3).
|
| 122 |
+
d_smooth: Smoothing factor for %D (default: 3).
|
| 123 |
+
limit: Number of candles to fetch.
|
| 124 |
+
|
| 125 |
+
Returns:
|
| 126 |
+
A dictionary containing %K, %D, and the raw StochRSI values.
|
| 127 |
+
"""
|
| 128 |
+
return hi.get_stoch_rsi(
|
| 129 |
+
name=name,
|
| 130 |
+
rsi_length=rsi_length,
|
| 131 |
+
stoch_length=stoch_length,
|
| 132 |
+
k_smooth=k_smooth,
|
| 133 |
+
d_smooth=d_smooth,
|
| 134 |
+
interval=interval,
|
| 135 |
+
limit=limit,
|
| 136 |
+
testnet=False,
|
| 137 |
+
)
|
| 138 |
+
|
| 139 |
+
|
| 140 |
+
@mcp.tool()
|
| 141 |
+
async def adl(name: str, interval: Interval = "1h", limit: int = 600) -> Dict[str, Any]:
|
| 142 |
+
"""
|
| 143 |
+
Compute the Accumulation/Distribution Line (ADL).
|
| 144 |
+
|
| 145 |
+
Args:
|
| 146 |
+
name: Coin name.
|
| 147 |
+
interval: Candle interval.
|
| 148 |
+
limit: Number of candles to fetch.
|
| 149 |
+
|
| 150 |
+
Returns:
|
| 151 |
+
A dictionary containing the ADL time series and the latest ADL value.
|
| 152 |
+
"""
|
| 153 |
+
return hi.get_adl(name=name, interval=interval, limit=limit, testnet=False)
|
| 154 |
+
|
| 155 |
+
|
| 156 |
+
@mcp.tool()
|
| 157 |
+
async def obv(name: str, interval: Interval = "1h", limit: int = 600) -> Dict[str, Any]:
|
| 158 |
+
"""
|
| 159 |
+
Compute the On-Balance Volume (OBV).
|
| 160 |
+
|
| 161 |
+
Args:
|
| 162 |
+
name: Coin name.
|
| 163 |
+
interval: Candle interval.
|
| 164 |
+
limit: Number of candles to fetch.
|
| 165 |
+
|
| 166 |
+
Returns:
|
| 167 |
+
OBV values accumulated over time and the latest OBV.
|
| 168 |
+
"""
|
| 169 |
+
return hi.get_obv(name=name, interval=interval, limit=limit, testnet=False)
|
| 170 |
+
|
| 171 |
+
|
| 172 |
+
@mcp.tool()
|
| 173 |
+
async def atr_adx(name: str, interval: Interval = "1h", period: int = 14, limit: int = 600) -> Dict[str, Any]:
|
| 174 |
+
"""
|
| 175 |
+
Compute volatility and directional indicators: ATR, +DI, -DI, and ADX.
|
| 176 |
+
|
| 177 |
+
Args:
|
| 178 |
+
name: Coin name.
|
| 179 |
+
interval: Candle interval.
|
| 180 |
+
period: Lookback for smoothing (default: 14).
|
| 181 |
+
limit: Number of candles to fetch.
|
| 182 |
+
|
| 183 |
+
Returns:
|
| 184 |
+
A dictionary with ATR, +DI, -DI, and ADX values.
|
| 185 |
+
"""
|
| 186 |
+
return hi.get_atr_adx(name=name, period=period, interval=interval, limit=limit, testnet=False)
|
| 187 |
+
|
| 188 |
+
|
| 189 |
+
@mcp.tool()
|
| 190 |
+
async def bbands(
|
| 191 |
+
name: str,
|
| 192 |
+
interval: Interval = "1h",
|
| 193 |
+
period: int = 20,
|
| 194 |
+
std_mult: float = 2.0,
|
| 195 |
+
limit: int = 600,
|
| 196 |
+
) -> Dict[str, Any]:
|
| 197 |
+
"""
|
| 198 |
+
Compute Bollinger Bands (basis, upper/lower bands, %b, bandwidth).
|
| 199 |
+
|
| 200 |
+
Args:
|
| 201 |
+
name: Coin name.
|
| 202 |
+
interval: Candle interval.
|
| 203 |
+
period: Window for SMA (default: 20).
|
| 204 |
+
std_mult: Standard deviation multiplier (default: 2.0).
|
| 205 |
+
limit: Number of candles to fetch.
|
| 206 |
+
|
| 207 |
+
Returns:
|
| 208 |
+
A dictionary with band series and the most recent band values.
|
| 209 |
+
"""
|
| 210 |
+
return hi.get_bbands(name=name, period=period, std_mult=std_mult, interval=interval, limit=limit, testnet=False)
|
| 211 |
+
|
| 212 |
+
|
| 213 |
+
@mcp.tool()
|
| 214 |
+
async def mfi(name: str, interval: Interval = "1h", period: int = 14, limit: int = 600) -> Dict[str, Any]:
|
| 215 |
+
"""
|
| 216 |
+
Compute the Money Flow Index (MFI), a volume-weighted momentum oscillator.
|
| 217 |
+
|
| 218 |
+
Args:
|
| 219 |
+
name: Coin name.
|
| 220 |
+
interval: Candle interval.
|
| 221 |
+
period: Rolling window (default: 14).
|
| 222 |
+
limit: Number of candles to fetch.
|
| 223 |
+
|
| 224 |
+
Returns:
|
| 225 |
+
A dictionary containing MFI series and the most recent value.
|
| 226 |
+
"""
|
| 227 |
+
return hi.get_mfi(name=name, period=period, interval=interval, limit=limit, testnet=False)
|
| 228 |
+
|
| 229 |
+
|
| 230 |
+
@mcp.tool()
|
| 231 |
+
async def vwap(name: str, interval: Interval = "1h", daily_reset: bool = False, limit: int = 600) -> Dict[str, Any]:
|
| 232 |
+
"""
|
| 233 |
+
Compute the Volume-Weighted Average Price (VWAP).
|
| 234 |
+
|
| 235 |
+
Args:
|
| 236 |
+
name: Coin name.
|
| 237 |
+
interval: Candle interval.
|
| 238 |
+
daily_reset: If True, VWAP resets each trading day.
|
| 239 |
+
limit: Number of candles to fetch.
|
| 240 |
+
|
| 241 |
+
Returns:
|
| 242 |
+
VWAP time series and the last computed VWAP value.
|
| 243 |
+
"""
|
| 244 |
+
return hi.get_vwap(name=name, daily_reset=daily_reset, interval=interval, limit=limit, testnet=False)
|
| 245 |
+
|
| 246 |
+
|
| 247 |
+
@mcp.tool()
|
| 248 |
+
async def volume(name: str, interval: Interval = "1h", limit: int = 600) -> Dict[str, Any]:
|
| 249 |
+
"""
|
| 250 |
+
Retrieve the raw trading volume per candle.
|
| 251 |
+
|
| 252 |
+
Args:
|
| 253 |
+
name: Coin name.
|
| 254 |
+
interval: Candle interval.
|
| 255 |
+
limit: Number of candles to fetch.
|
| 256 |
+
|
| 257 |
+
Returns:
|
| 258 |
+
Volume values for each candle and the latest volume.
|
| 259 |
+
"""
|
| 260 |
+
return hi.get_volume(name=name, interval=interval, limit=limit, testnet=False)
|
| 261 |
+
|
| 262 |
+
|
| 263 |
+
@mcp.tool()
|
| 264 |
+
async def bundle(
|
| 265 |
+
name: str,
|
| 266 |
+
interval: Interval = "1h",
|
| 267 |
+
limit: int = 600,
|
| 268 |
+
include: Optional[List[str]] = None,
|
| 269 |
+
ema_periods: Optional[List[int]] = None,
|
| 270 |
+
macd_fast: int = 12,
|
| 271 |
+
macd_slow: int = 26,
|
| 272 |
+
macd_signal: int = 9,
|
| 273 |
+
stoch_rsi_len: int = 14,
|
| 274 |
+
stoch_len: int = 14,
|
| 275 |
+
k_smooth: int = 3,
|
| 276 |
+
d_smooth: int = 3,
|
| 277 |
+
bb_period: int = 20,
|
| 278 |
+
bb_std: float = 2.0,
|
| 279 |
+
mfi_period: int = 14,
|
| 280 |
+
vwap_daily_reset: bool = False,
|
| 281 |
+
) -> Dict[str, Any]:
|
| 282 |
+
"""
|
| 283 |
+
Compute multiple indicators in a single request.
|
| 284 |
+
|
| 285 |
+
Args:
|
| 286 |
+
name: Coin name.
|
| 287 |
+
interval: Candle interval.
|
| 288 |
+
limit: Number of candles to fetch.
|
| 289 |
+
include: List of indicators to include. Default includes all:
|
| 290 |
+
["ema","macd","stoch_rsi","adl","obv","atr_adx","bbands","mfi","vwap","volume"]
|
| 291 |
+
ema_periods: EMA periods (default: [20, 200]).
|
| 292 |
+
macd_fast / macd_slow / macd_signal: MACD configuration.
|
| 293 |
+
stoch_rsi_len / stoch_len / k_smooth / d_smooth: StochRSI configuration.
|
| 294 |
+
bb_period / bb_std: Bollinger Band configuration.
|
| 295 |
+
mfi_period: Money Flow Index lookback.
|
| 296 |
+
vwap_daily_reset: Whether VWAP resets daily.
|
| 297 |
+
|
| 298 |
+
Returns:
|
| 299 |
+
A combined dictionary with all requested indicators.
|
| 300 |
+
"""
|
| 301 |
+
return hi.get_bundle(
|
| 302 |
+
name=name,
|
| 303 |
+
interval=interval,
|
| 304 |
+
limit=limit,
|
| 305 |
+
testnet=False,
|
| 306 |
+
include=include or ("ema","macd","stoch_rsi","adl","obv","atr_adx","bbands","mfi","vwap","volume"),
|
| 307 |
+
ema_periods=ema_periods,
|
| 308 |
+
macd_fast=macd_fast,
|
| 309 |
+
macd_slow=macd_slow,
|
| 310 |
+
macd_signal=macd_signal,
|
| 311 |
+
stoch_rsi_len=stoch_rsi_len,
|
| 312 |
+
stoch_len=stoch_len,
|
| 313 |
+
k_smooth=k_smooth,
|
| 314 |
+
d_smooth=d_smooth,
|
| 315 |
+
bb_period=bb_period,
|
| 316 |
+
bb_std=bb_std,
|
| 317 |
+
mfi_period=mfi_period,
|
| 318 |
+
vwap_daily_reset=vwap_daily_reset,
|
| 319 |
+
)
|
| 320 |
+
|
| 321 |
+
|
| 322 |
+
# ------------------ Entry point ------------------ #
|
| 323 |
+
|
| 324 |
+
if __name__ == "__main__":
|
| 325 |
+
mcp.run(transport='stdio')
|