What is tushare-data?

A data tool for retrieving Chinese A-share stock prices, financial statements, valuation measures and shareholder information through the Tushare Pro service.

Use it to get daily or weekly prices, profit and loss figures, PE/PB/PS ratios, shareholder changes and earnings forecasts. It requires a Tushare Pro account token and suitable access points.

It avoids manually collecting investment data from different places and provides a repeatable way to fetch it.

tushare-data — Skill for Claude Code by Haochenhust/ch-skills

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent

npx skills add Haochenhust/ch-skills --skill tushare-data

Clone the repo

git clone --depth 1 https://github.com/Haochenhust/ch-skills

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/haochenhust/ch-skills/tushare-data/github.svg)](https://agentmods.dev/skills/haochenhust/ch-skills/tushare-data)

Your own site

<a href="https://agentmods.dev/skills/haochenhust/ch-skills/tushare-data"><img src="https://agentmods.dev/badge/skills/haochenhust/ch-skills/tushare-data/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/haochenhust/ch-skills/tushare-data"><img src="https://agentmods.dev/badge/skills/haochenhust/ch-skills/tushare-data.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 109 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,593 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00109	$0.01593
Opus 5.5	$0.00044	$0.00637
Sonnet 5.5	$0.00022	$0.00319
Haiku 4.5	$0.00011	$0.00159

Measured 2mo ago against content hash db8cb77351ed, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

tushare-data scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/fetch_tushare.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/tushare-data/SKILL.md · 130 lines

How it starts

The opening of the file, as written. The whole thing — 130 lines — stays where its author put it; the contents beside it link to each section on GitHub.

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

Read the full file on GitHub · 130 lines

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 130 lines · 109 tokens per session scan A db8cb77351ed

Subscribe to this mod's changes

tushare-data is a skill published in the GitHub repository Haochenhust/ch-skills (9 stars, last pushed 3mo ago), licensed MIT. It adds 109 tokens to every session and 1,593 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Analytics and metrics Claude Code Finance and fintech claude-skills meta-prompt prompt-engineering

tushare-data next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
tushare-dataHaochenhust/ch-skills	Skill	9	3mo ago	MIT	A	109	Claude Code
rugpull-detectorDjordjeMojsilovic/Djordjes-Claude-Setup	Skill	4	3mo ago	none	A	205	Claude Code, Codex
ma-playbookalirezarezvani/claude-skills	Skill	29k	yesterday	MIT	A	29	Claude Code
fiscalisteromainsimon/paperasse	Skill	2.6k	yesterday	MIT	A	320	Claude Code, Codex
comptableromainsimon/paperasse	Skill	2.6k	yesterday	MIT	A	153	Claude Code, Codex
syndicromainsimon/paperasse	Skill	2.6k	yesterday	MIT	A	204	Claude Code, Codex
prompt-masternidhinjs/prompt-master	Skill	16k	15d ago	MIT	B	78	Claude Code, Codex