This release is a pre-release and may not be stable for production use.
AKShare One Derivative
Standardized Chinese financial market data interface + derivatives analytics engine
Built on AKShare, AKShare One Derivative provides:
- Unified input/output formats across 6 data sources (EastMoney, Sina, XueQiu, SSE, Exchange, AKShare)
- Two-track architecture: Track A (data fetching) + Track B (derivatives analytics)
- Built-in MCP server with 43 tools for LLM Agent integration
- Covers A-shares, futures, ETF options, and commodity options
Installation
pip install akshare-one-derivative
# With MCP server support
pip install akshare-one-derivative[mcp]
# With TA-Lib technical indicators
pip install akshare-one-derivative[talib]
Requires Python >= 3.10.
Quick Start
from akshare_one import get_hist_data, get_realtime_data
# Stock historical data (EastMoney, forward-adjusted)
df = get_hist_data("600000", interval="day", adjust="qfq")
# Futures main contract daily data (Sina)
from akshare_one import get_futures_hist_data
df = get_futures_hist_data(symbol="AG", contract="main", interval="day")
# ETF options chain (Sina)
from akshare_one import get_options_chain
df = get_options_chain(underlying_symbol="510300")
# Commodity options chain (Sina, auto-detect main contract by OI)
from akshare_one import get_commodity_options_chain
df = get_commodity_options_chain(commodity_symbol="黄金期权", contract="main")
# Calculate Greeks (Black-76)
from akshare_one.options_indicators import calculate_greeks
greeks = calculate_greeks(S=3.2, K=3.0, T=0.25, r=0.02, sigma=0.2)
# Historical volatility with Yang-Zhang estimator
from akshare_one.futures_indicators import get_historical_volatility
hv = get_historical_volatility(ohlcv_df, method="yang_zhang", window=20)
API Overview
Track A — Data Fetching
All functions return standardized pd.DataFrame with unified column names.
| Category | Functions | Sources |
|---|---|---|
| Stock | get_basic_info get_hist_data get_realtime_data get_news_data |
EastMoney, Sina, XueQiu |
| Financial | get_balance_sheet get_income_statement get_cash_flow get_financial_metrics |
Sina, EastMoney |
| Futures | get_futures_hist_data get_futures_realtime_data get_futures_main_contracts |
Sina |
| Futures Derived | get_futures_basis get_futures_roll_yield get_futures_position_ranking get_futures_warehouse_receipt get_futures_inventory |
AKShare |
| ETF Options | get_options_chain get_options_realtime get_options_expirations get_options_hist |
Sina |
| Options Indicators | get_options_greeks get_options_risk_indicators get_options_value_analysis get_commodity_options_iv |
SSE, Exchange |
| Commodity Options | get_commodity_options_contracts get_commodity_options_chain get_commodity_options_hist |
Sina |
| Insider | get_inner_trade_data |
XueQiu |
Track B — Derivatives Analytics
Local computation engines operating on Track A data.
Options Indicators (akshare_one.options_indicators):
| Function | Description |
|---|---|
calculate_greeks |
Greeks & theoretical value (Black-76 / BS) |
calculate_iv |
Implied volatility solver |
get_options_pcr |
Put-Call Ratio (by volume or OI) |
get_options_max_pain |
Max Pain strike |
get_iv_rank / get_iv_percentile |
IV Rank & Percentile (rolling window) |
get_iv_smile |
IV smile curve (OTM filtering, real moneyness) |
get_iv_term_structure |
ATM IV term structure across expirations |
Futures Indicators (akshare_one.futures_indicators):
| Function | Description |
|---|---|
get_historical_volatility |
HV (close-to-close / Parkinson / Garman-Klass / Yang-Zhang) |
get_volatility_cone |
Volatility cone (multi-window percentiles) |
get_futures_oi_change |
Open interest change |
get_futures_price_oi_divergence |
Price-OI divergence signal |
get_futures_vwap |
VWAP |
get_futures_term_structure |
Futures term structure (curve slope & level) |
get_futures_spread |
Inter-contract spread |
get_futures_long_short_ratio |
Long/short ratio from position ranking |
Technical Indicators (akshare_one.indicators):
34 indicators including SMA, EMA, RSI, MACD, Bollinger Bands, Stochastic, ATR, CCI, ADX, OBV, MFI, SAR, and more. Supports TA-Lib and pure-pandas backends.
MCP Server
The built-in MCP server exposes 43 tools for LLM agents (Claude, GPT, etc.), organized in three categories:
| Category | Prefix | Count | Description |
|---|---|---|---|
| Data Fetching | get_* |
28 | Track A pass-through, returns list[dict] |
| Self-contained Analysis | compute_* |
13 | Internally fetches data + computes indicator |
| Pure Math | calculate_* |
2 | Greeks calculation & IV solver |
compute_* tools are designed for LLM agents — they accept simple params (symbol, date) and handle data fetching internally, so agents never need to pass DataFrames.
Run the server
# stdio mode (for Claude Desktop, Cursor, etc.)
uvx --from "akshare-one-derivative[mcp]" akshare-one-derivative
# HTTP mode
uvx --from "akshare-one-derivative[mcp]" akshare-one-derivative --transport http --port 8000
Claude Desktop config
{
"mcpServers": {
"akshare-one": {
"command": "uvx",
"args": ["--from", "akshare-one-derivative[mcp]", "akshare-one-derivative"]
}
}
}
Architecture
akshare_one/
├── __init__.py # Track A public API (28 functions)
├── options_indicators.py # Track B options (8 functions)
├── futures_indicators.py # Track B futures (9 functions)
├── indicators.py # Technical indicators (34 functions)
├── mcp/
│ └── server.py # FastMCP server (43 tools)
└── modules/
├── derivatives/ # Track B engines (Greeks, options, futures)
├── historical/ # Stock historical data providers
├── realtime/ # Stock realtime data providers
├── financial/ # Financial statement providers
├── futures/ # Futures data providers (Sina, AKShare)
├── options/ # Options data providers (ETF + commodity)
├── indicators/ # Technical indicator calculators
├── info/ # Stock info providers
├── insider/ # Insider trade providers
├── news/ # News providers
└── cache.py # TTL cache (cachetools)
All modules follow the Factory + ABC pattern: base.py (abstract interface) → factory.py (registry) → {source}.py (implementation).
Documentation
Full API documentation: https://zwldarren.github.io/akshare-one/
License
MIT
Metadata
Release files for akshare-one-derivative 0.4.0rc3
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| akshare_one_derivative-0.4.0rc3.tar.gz | 77.4 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| akshare_one_derivative-0.4.0rc3-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 193.7 kB