HaochenhustHaochenhust/ch-skills/skills/tushare-data/SKILL.md

tushare-data

Skill9 starsChanged 4 months agoMITView on GitHub

This skill should be used when the user asks '查一下XX的行情', '拉一下财务数据', '估值数据', 'PE/PB多少', '股东变化', '业绩预告', or when any analysis/research task needs A-share market data, financial statements, valuation metrics, or shareholder data. Tushare Pro is the PRIMARY structured data source — more stable and comprehensive than AKShare. Requires a TUSHARE_TOKEN env var (your own Tushare Pro token).

Installs packages

1 other project uses a version of this.

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agentscope-ai/ReMetheir own version, first seen Aug 20, 2026

Other versions1 project uses a version of this.
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How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository14 other files it gives its agents.
- catalyst-trackerSkill
- company-analyzerSkill
- financial-data-fetcherSkill
- industry-chain-mapperSkill
- industry-chain-researchSkill
- intrinsic-value-analysisSkill
- marxist-method-for-actionSkill
- meta-promptSkill
- news-scannerSkill
- stock-analyzerSkill
- stock-market-dataSkill
- technical-analyzerSkill
- valuation-calculatorSkill
- wechat-feedsSkill

The file

We split this skill into the rules it gives an agent

1 rule. About 0 are common, 0 are distinctive, and 1 is very specific to this project.

≈0
Common · estimate
Many files like this have a rule of this kind.
≈0
Distinctive · estimate
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.

Common
Distinctive
Very specific

Very specific:
Always set TUSHARE_TOKEN env var: before calling the script — never hard-code it
line 125

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.

Files

SKILL.md

Tushare Data

Primary structured data source for A-share investment research via the Tushare Pro API. A thin CLI wrapper (scripts/fetch_tushare.py) over the tushare Python SDK.

When to Use

Any task needing stock fundamentals, valuation, or financial statements
Preferred over AKShare for: financial statements, PE/PB/PS, shareholder data, earnings forecasts
AKShare remains preferred for: ETF data, sector fund flows, northbound capital (Tushare needs higher points)

Setup

Get a token: register at https://tushare.pro and copy your API token from the user center. Financial-statement interfaces need ~2000 points.
Install deps and export your token:

python3 -m venv .venv
.venv/bin/pip install tushare pandas
export TUSHARE_TOKEN=<your Tushare Pro token>      # never hard-code this
PY=.venv/bin/python3

The script reads the token from the TUSHARE_TOKEN env var (or a --token flag). Keep it in your shell profile or a secret manager, not in the skill.

Available Interfaces

Market Data

Mode	Description	Key Fields
`daily`	Daily OHLCV	open, high, low, close, vol, pct_chg
`weekly`	Weekly OHLCV	Same as daily
`monthly`	Monthly OHLCV	Same as daily
`daily_basic`	Daily valuation	PE, PE_TTM, PB, PS, turnover, total_mv, circ_mv, dv_ratio
`adj_factor`	Adjustment factor	For computing forward/backward adjusted prices
`stock_basic`	Stock list	ts_code, name, industry, area, list_date, act_name
`trade_cal`	Trading calendar	cal_date, is_open, pretrade_date

Financial Statements

Mode	Description	Key Fields
`income`	Income statement	revenue, total_revenue, n_income, basic_eps, ebit, ebitda
`balancesheet`	Balance sheet	total_assets, total_liab, total_hldr_eqy, inventories
`cashflow`	Cash flow	n_cashflow_act, n_cashflow_inv_act, free_cashflow
`fina_indicator`	Financial ratios	ROE, ROA, grossprofit_margin, netprofit_margin, current_ratio, debt_to_assets, netprofit_yoy

Earnings & Dividends

Mode	Description	Key Fields
`forecast`	Earnings forecast	type (预增/预减/扭亏/首亏), net_profit_min/max, p_change_min/max
`express`	Earnings express	Quick earnings release before full report
`dividend`	Dividends	cash_div, stk_div, record_date, ex_date

Shareholder & Capital

Mode	Description	Key Fields
`top10_holders`	Top 10 shareholders	holder_name, hold_amount, hold_ratio, hold_change
`stk_holdernumber`	Shareholder count	Tracks concentration/dilution
`moneyflow`	Capital flow	Net inflow by trade size
`margin`	Margin trading	Market-wide margin data

Index & Fund

Mode	Description	Key Fields
`index_daily`	Index OHLCV	Same as daily for indices
`index_weight`	Index components	con_code, weight
`fund_basic`	Fund list	name, fund_type, management
`concept`	Concept themes	Thematic stock groups
`concept_detail`	Concept members	Stocks in each concept

Command Reference

# Stock info
$PY scripts/fetch_tushare.py --mode stock_basic --symbols 002463.SZ

# Daily price (date range)
$PY scripts/fetch_tushare.py --mode daily --symbols 002463.SZ --start 20260101 --end 20260317

# Daily valuation (PE/PB/turnover/market cap)
$PY scripts/fetch_tushare.py --mode daily_basic --symbols 002463.SZ --start 20260301

# Income statement / ratios / balance sheet / cash flow
$PY scripts/fetch_tushare.py --mode income --symbols 002463.SZ
$PY scripts/fetch_tushare.py --mode fina_indicator --symbols 002463.SZ
$PY scripts/fetch_tushare.py --mode balancesheet --symbols 002463.SZ
$PY scripts/fetch_tushare.py --mode cashflow --symbols 002463.SZ

# Earnings forecast / dividends / shareholders
$PY scripts/fetch_tushare.py --mode forecast --symbols 002463.SZ
$PY scripts/fetch_tushare.py --mode dividend --symbols 002463.SZ
$PY scripts/fetch_tushare.py --mode top10_holders --symbols 002463.SZ
$PY scripts/fetch_tushare.py --mode stk_holdernumber --symbols 002463.SZ

# Index components (CSI 300) / concept themes
$PY scripts/fetch_tushare.py --mode index_weight --symbols 000300.SH
$PY scripts/fetch_tushare.py --mode concept

Tushare vs AKShare Decision Guide

Need	Use Tushare	Use AKShare
Daily OHLCV	✅ More stable	Backup
PE/PB/PS valuation	✅ daily_basic	Limited
Financial statements	✅ Structured, typed	Basic summary
Earnings forecast	✅ forecast/express	Not available
Shareholder data	✅ top10_holders	Not available
Dividend data	✅ dividend	Not available
ETF search/data	Use AKShare	✅ Better coverage
Northbound capital	Use AKShare	✅ Free
Sector fund flows	Use AKShare	✅ Free
Limit-up/down pool	Use AKShare	✅ Free

(For AKShare-based fetching, see the sibling stock-market-data and financial-data-fetcher skills.)

Rules

Always set TUSHARE_TOKEN env var before calling the script — never hard-code it
Tushare stock codes use suffix: .SZ (Shenzhen), .SH (Shanghai), .BJ (Beijing)
Date format: YYYYMMDD (no dashes)
Rate limit: ~50 requests/minute at 2000 points level
Financial data lag: statements available after company announces (check ann_date)

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