Market, company and capital context
One SDK covers stocks, ETFs, indices, financials, valuation, money flow, chip distribution, realtime quotes and financial news.
PYTHON SDK
Python SDK for China Stock Data
Use the official quantcoda package to bring China A-share stocks, ETFs, indices, financials and money flow into Python and pandas. The hosted API keeps public parameters and fields aligned across Python, REST and MCP.
Query China stock data in three steps
Install the SDK, set your QuantCoda API key and query by security symbol and date. Results arrive as pandas DataFrames ready for validation, transformation and research.
# Python 3.9+ pip install quantcoda import quantcoda as qc qc.set_token("qc_live_your_key") df = qc.daily(symbol="600519.SH", start_date="20260101") print(df.head())
A Python API shaped for quantitative research
Continue directly in your workflow
Tabular responses become DataFrames for filtering, joins, statistics, visualization and research pipelines.
Aligned with the REST API
Python methods retain public symbol, date and filter parameters instead of introducing a second naming model.
Search interfaces offline
Endpoint metadata ships with the package. Use qc.search(), qc.interface_info() and qc.list_categories() to discover capabilities without a network request.
Python coverage for China stock research
Use one package for the research objects developers most often need to combine. Start with the China A-Share Market Data API, then move into dedicated China ETF data, stock financial data and money-flow data without changing authentication or symbol conventions.
Prices, reference data and funds
Query daily bars, adjustments, indices, ETF NAV, fund size, tracking indices and holdings as pandas DataFrames.
Company and capital context
Join statements, indicators, valuation and capital-flow records through exchange-qualified symbols and explicit dates.
Choose your next step
Explore the China A-Share Market Data API coverage or go directly to the API documentation. For AI-led workflows, the same API key connects to the China Stock MCP Server.