agenticx-query-data-source
ResearchUse when the user asks about verifiable quantitative facts (stock prices, financial indicators, macro data, company registry, academic metrics, legal statutes) that must come from a live data source rather than training memory.
How to use this skill
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Query Data Source
When to use
- Any question about stock price, financial indicators, macro economic data, company registry, academic citation counts, or legal statute text that has a real, checkable current value.
- Do NOT answer from training memory for these categories — training data is stale and the user can verify against a real source.
- Call
list_data_sourcesfirst when unsure which plugin or API fits (optionaldomain:finance/macro/academic/enterprise/legal).
How to call
list_data_sources(domain="finance")— discover enabled plugins andapi_namevalues.query_data_source(data_source_name=..., api_name=..., params={...})— fetch structured JSON.- Default chart window:
days: 60(≈3 个月交易日). A candlestick chart with only 5–10 bars looks sparse/empty in the chat widget, so this is the default for any "走势/行情/表现如何" style question — including casual phrasing like "最近一周走势" (interpret as "show me how it's been doing lately", not literally 5 trading days). - Only request a shorter window when the user gives an unambiguous analytical ask for an
exact short range (e.g. "对比昨天和前天的收盘价" or "最近3个交易日的具体数字"). Map common asks:
1个月→days:20,3个月→days:60(默认),6个月→days:120,1年→days:250.
- Default chart window:
- For time-series results (price history, macro trend), must follow with
show_widget:- Prefer structured JSON (Desktop renders via ECharts):
- The top-level
"type": "stock_chart"field is MANDATORY. Omitting it makes the Desktop client treat the payload as a generic HTML widget and render the raw JSON text instead of a chart — always double-check this field is present before callingshow_widget.
Single stock:
{
"type": "stock_chart",
"title": "火炬电子 603678",
"chart_type": "candlestick",
"data_source_label": "获取数据 | AkShare(免费行情)",
"points": [
{"date": "2026-07-01", "open": 80, "high": 90, "low": 78, "close": 85, "volume": 120000}
],
"attribution": "数据来源:AkShare"
}
Multiple focused stocks (Kimi-style tabs — user can switch 火炬电子 / 祥鑫科技 / 天齐锂业):
{
"type": "stock_chart",
"data_source_label": "获取数据 | AkShare(免费行情)",
"attribution": "数据来源:AkShare",
"watchlist": [
{
"symbol": "603678.SH",
"name": "火炬电子",
"chart_type": "candlestick",
"points": [{"date": "2026-07-03", "open": 81.26, "high": 89.4, "low": 77.93, "close": 85.48, "volume": 42942215}]
},
{
"symbol": "002965.SZ",
"name": "祥鑫科技",
"chart_type": "candlestick",
"points": [...]
},
{
"symbol": "002466.SZ",
"name": "天齐锂业",
"chart_type": "candlestick",
"points": [...]
}
]
}
When the user mentions several tickers they are tracking, fetch each via query_data_source and pass one show_widget with a watchlist array — do not render three separate widgets.
CRITICAL — never hand-roll HTML/ECharts for stock charts. Always pass the structured
stock_chartJSON (singlepointsorwatchlist). The Desktop client has a dedicated, theme-awareStockChartWidget(dark/light adaptive tabs, 红涨绿跌, quote header). Hand-written<div>+ECharts<script>HTML produces broken results (e.g. white tab text on white background, sparse charts) and must not be used for stock/candlestick data.Copy the OHLCV rows from the
query_data_sourceresult verbatim intopoints— the result is already trimmed todate/open/high/low/close/volumeand the full window (e.g. 60 rows) fits, so there is no need to re-query with a smallerdays. If a result ever looks truncated, use whatever rows you have; do NOT loop re-querying the same symbol.
- Macro trends: same shape with
"chart_type": "line"and points like{"date": "2021", "value": 8.1}.
- Workflow (same as show_widget discipline): 1–3 sentences visible intro →
query_data_source→show_widget→ interpret numbers from tool output only.
Example calls
| User intent | data_source_name | api_name | params notes |
|---|---|---|---|
| A-share K-line / recent trend | akshare | stock_price_history | symbol: 6-digit code without exchange suffix (e.g. 603678, not 603678.SH); market: a; days: 60 default (3 个月), 20/120/250 for 1mo/6mo/1yr |
| A-share snapshot | akshare | stock_realtime_quote | symbol: 603678 |
| China / global macro | world_bank | see list_data_sources | country/indicator codes from API schema |
| IMF indicators | imf | see list_data_sources | per plugin schema |
| Tushare (needs MCP) | tushare | per MCP tools | requires connected tushareMcp in settings |
| iFinD (enterprise) | ifind | per plugin | credential-gated; often unavailable on desktop |
Map query_data_source OHLCV rows to stock_chart.points (normalize date/open/high/low/close/volume field names from the JSON).
Fallback discipline
- MissingCredentialError or connection failure on
ifind/tushare→ try free sources (akshare,world_bank,imf) before giving up. - Tushare without MCP → tell user to connect
tushareMcpin Desktop settings; do not invent prices. - If all applicable sources fail: say explicitly 「当前数据源暂不可用,无法核实最新数据」. Never substitute a remembered or guessed number.
Known plugins (authoritative list: list_data_sources)
| domain | plugin | notes |
|---|---|---|
| finance | akshare | free, no credential, A/HK/US history & A-share quote |
| finance | tushare | requires connected tushareMcp |
| finance | ifind | enterprise-only, credential-gated |
| macro | world_bank | free, global development indicators |
| macro | imf | free macro indicators |