Start with Agent install. Use the Python SDK for research code, or HTTP and CLI for existing systems and terminals.
Run one command. The Skill includes its query tool and initializes itself.
curl -fsSL https://spark-data.cn/install.sh | shPut your key in the request header, then call the data endpoint.
curl -H "Authorization: Bearer $SPARKDATA_API_KEY" \
"https://spark-data.cn/v1/market-data/quotes/latest?symbols=XSHG%3A600519"Install the standalone CLI, configure a key, then verify it with a real query.
curl -fsSL https://spark-data.cn/install-cli.sh | shThe full key is shown once. This command masks input and configures only the current terminal session.
read -r -s -p 'SparkData API key: ' SPARKDATA_API_KEY; printf '\n'; export SPARKDATA_API_KEYsparkdata-cli context XSHG:600519Install the official zero-runtime-dependency client for catalog, market-data, factor, and experiment APIs.
python -m pip install https://spark-data.cn/downloads/sparkdata-python-sdk.tgzfrom sparkdata import SparkData
client = SparkData()
quotes = client.quotes(["XSHG:600519"])
print(quotes[0])Choose a category to see specific examples.
Retrieve one year of daily bars for Kweichow Moutai (600519) and summarize the trend in plain language.
Use weekly and monthly bars to explain the CSI 300 Index trend over the last three years.
Retrieve 5-minute bars for 600519 on a specified trading day and mark the high and low.
Compare six months of daily bars for 600519 and 000858, including the data time.
Show Kweichow Moutai (600519)'s latest quote with the data time and source.
Show the latest quotes for 600519, 510300, and 000300.
Retrieve today's intraday data for 600519 and explain its movement in plain language.
Tell me when the latest 600519 quote was generated and where it came from.
Keep an SSE connection open for 600519 live quotes and print each update time.
Use one HTTP live stream for 600519, 000001, and 510300.
Show a simple SSE reconnection example without assuming that historical events can be replayed.
Show how an existing application can read the SparkData SSE quote stream.
Show the current five bid and ask levels for 600519 with their sizes and timestamp.
Explain the current difference in 600519 bid and ask sizes without predicting its price.
Compare the current five-level order books for 600519 and 000858.
Retrieve 600519 market depth and preserve its timestamp and source fields.
Organize Kweichow Moutai's latest available balance sheet, income statement, and cash-flow statement.
Compare Kweichow Moutai's revenue, net income, and ROE across the latest three periods.
Retrieve Kweichow Moutai's company profile and industry with their sources.
Retrieve the latest available major shareholders and share structure, marking missing fields clearly.
Retrieve five trading days of money-flow data for 600519 and state the methodology.
List industries with notable inflows and outflows today, including the data time.
Summarize today's market-wide money flow and separate available from unknown data.
Compare money flow for the liquor industry across the latest two trading days.
Show the CSI 300 Index's latest quote and one-month trend.
List the currently available CSI 300 constituents with the data date.
Summarize today's performance statistics for major sectors and the whole market.
Retrieve today's available margin, limit-up, and limit-down statistics, clearly marking unavailable parts.
Organize recent available trading-list and block-trade records for 600519.
Organize recent institutional research and rating changes for Kweichow Moutai with dates and sources.
Retrieve the latest available Kweichow Moutai consensus and explain each metric.
Summarize Kweichow Moutai filings and sentiment leads from the last 30 days, clearly marking uncertain information.
Calculate common technical indicators from one year of 600519 daily bars and explain them.
Analyze Kweichow Moutai with available valuation and financial data, clearly marking any gaps.
Organize the latest available macroeconomic data with release periods and sources.
Combine 600519 market data, fundamentals, and macro context into a short research brief.
Inspect the SparkData catalog and readiness first, then state what is available, unknown, and currently blocked for this research task.
Use the security-research-brief template for Kweichow Moutai and preserve operations, parameters, data time, missing evidence, and the risk notice.
Create a China A-share quality-factor definition and immutable version with its expression, dataset dependencies, and lookback window, without claiming computation or backtesting.
Create a research experiment record with template, inputs, code reference, and environment, then record its planned, running, and succeeded status with a result summary.