Agent skill

Tushare Data

by zillionare in zillionare/zillionare

面向中文自然语言的 Tushare 数据研究技能。用于把“看看这只股票最近怎么样”“帮我查财报趋势”“最近哪个板块最强”“北向资金在买什么”“给我导出一份行情数据”这类请求,转成可执行的数据获取、清洗、对比、筛选、导出与简要分析流程。适用于 A 股、指数、ETF/基金、财务、估值、资金流、公告新闻、板块概念与宏观数据等研究场景。

No licenceAuto-check passedBusiness, Finance & HR

Install Tushare Data

skills CLI
$ npx skills add zillionare/zillionare --skill tushare-data -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install zillionare/zillionare tushare-data --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/zillionare/zillionare.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.github/skills/tushare-data .claude/skills/tushare-data && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
tushare-data
GitHub stars
321
Used in
2 other repos
Token cost
~2.3k tokens
SKILL.md length
886 words
Files
5 (incl. scripts, references)
Skills in repo
2
Repo updated
First seen
Licence
None found

At a glance

面向中文自然语言的 Tushare 数据研究技能。用于把“看看这只股票最近怎么样”“帮我查财报趋势”“最近哪个板块最强”“北向资金在买什么”“给我导出一份行情数据”这类请求,转成可执行的数据获取、清洗、对比、筛选、导出与简要分析流程。适用于 A 股、指数、ETF/基金、财务、估值、资金流、公告新闻、板块概念与宏观数据等研究场景。

  • Works in 12 steps: 行情 / 趋势 → 基本资料 / 标的识别 → 财务 / 公司质量 → …
  • Tasks that involve Stock and market analysis
  • SKILL.md covers What this skill is for, When to use, What this skill is NOT for and Natural-language trigger guide, plus 3 more sections
  • Runs Python scripts from its folder; needs TUSHARE_TOKEN

What it does

Tushare Data is an agent skill from zillionare/zillionare. 面向中文自然语言的 Tushare 数据研究技能。用于把“看看这只股票最近怎么样”“帮我查财报趋势”“最近哪个板块最强”“北向资金在买什么”“给我导出一份行情数据”这类请求,转成可执行的数据获取、清洗、对比、筛选、导出与简要分析流程。适用于 A 股、指数、ETF/基金、财务、估值、资金流、公告新闻、板块概念与宏观数据等研究场景。

Its SKILL.md is about 2.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `_meta.json`, `references/数据接口.md` and `scripts/fund_data_demo.py`).

It sits in Business, Finance & HR, covering Stock and market analysis and Trading and backtesting. It works with Python, NumPy and pandas. The repository describes itself as: 量化资源和教程请访问 ke.quantide.cn 和公众号🫶Quantide.

When your agent uses it

  • Tasks that involve Stock and market analysis
  • Tasks that involve Trading and backtesting

Example prompts

  • “看看这只股票最近怎么样”
  • “帮我查财报趋势”
  • “最近哪个板块最强”
  • “/tushare-data”

Requirements

  • Python 3
  • A credential in TUSHARE_TOKEN

Workflow steps

12 steps, taken from the step headings in SKILL.md.

  1. 行情 / 趋势
  2. 基本资料 / 标的识别
  3. 财务 / 公司质量
  4. 估值 / 基本面指标
  5. 资金流 / 市场行为
  6. 板块 / 指数 / 主题
  7. 打板 / 情绪 / 活跃度
  8. 公告 / 新闻 / 研报 / 政策
  9. 宏观 / 跨市场
  10. 导出 / 研究准备
  11. 单标的行情分析
  12. 多标的横向对比

What it can do on your machine

Read from SKILL.md and the folder at commit f4bcea1. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 2 files in scripts/ (Python), which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • TUSHARE_TOKEN

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Tushare Data loads about 2.3k tokens when it runs, and up to ~24k if it reads all its reference files. Until then it costs about 45 tokens; SKILL.md has 886 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~45
When it runs · the whole SKILL.md, loaded when a task matches
~2.3k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~24k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 886 words (~2,294 tokens).

name
tushare-data
author
tushare.pro
version
1.1.10
requirements.python
3.7+
requirements.network_access
true

Read the full SKILL.md on GitHub

Files

SKILL.md and 4 other files (scripts, references) in .github/skills/tushare-data of zillionare/zillionare.

  • SKILL.md
  • _meta.json
  • references/数据接口.md
  • scripts/fund_data_demo.py
  • scripts/stock_data_demo.py

Open the folder on GitHubat commit f4bcea1

Used in 2 other repositories

We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in zillionare/zillionare, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Tushare Data next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Tushare Data compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Tushare Data this skillzillionare/zillionare3212 repos~2.3kAutomated safety check: PassNone
Elliott Wave Signal EngineHKUDS/Vibe-Trading35k—~482Automated safety check: PassMIT
Candlestick Pattern SignalsHKUDS/Vibe-Trading35k—~468Automated safety check: PassMIT
Ichimoku Kinko Hyo SignalsHKUDS/Vibe-Trading35k—~417Automated safety check: PassMIT
Multi-Factor Stock RankingHKUDS/Vibe-Trading35k—~1kAutomated safety check: PassMIT
Chanlun Pattern RecognitionHKUDS/Vibe-Trading35k—~658Automated safety check: PassMIT

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More from zillionare/zillionare

  • Quant Blog Writing

    zillionare/zillionare

    撰写文笔精炼、富有深度的量化交易博文,论点清晰、证据确凿、叙事层次更加丰富。适用于量化交易博文、因子研究、回测复盘、数据源排查、市场微观结构、策略原理、风险控制、职业观察、量化人物故事等选题。文章将聚焦具体角度,提供详实的大纲、证据规划及成稿,力求内容兼具思想深度与诚实性,而非单纯口号式宣传;同时,通过人物经历、引言、贡献及行业背景的融入,让文章更具可读性和吸引力。

    321 GitHub stars~895 tokensUpdated today
    Auto-check passed

Questions about Tushare Data

What does Tushare Data do?

面向中文自然语言的 Tushare 数据研究技能。用于把“看看这只股票最近怎么样”“帮我查财报趋势”“最近哪个板块最强”“北向资金在买什么”“给我导出一份行情数据”这类请求,转成可执行的数据获取、清洗、对比、筛选、导出与简要分析流程。适用于 A 股、指数、ETF/基金、财务、估值、资金流、公告新闻、板块概念与宏观数据等研究场景。. Tushare Data is an agent skill from zillionare/zillionare.

When should I use Tushare Data?

Tushare Data fits situations like: tasks that involve Stock and market analysis; tasks that involve Trading and backtesting.

How do I install Tushare Data in Claude Code?

Run `npx skills add zillionare/zillionare --skill tushare-data -a claude-code`. Or copy the skill folder (.github/skills/tushare-data in zillionare/zillionare) into .claude/skills/tushare-data in your project. Claude Code loads it when a task matches its description.

How do I install Tushare Data in Codex?

Run `npx skills add zillionare/zillionare --skill tushare-data -a codex`. Or copy the skill folder (.github/skills/tushare-data in zillionare/zillionare) into .agents/skills/tushare-data in your project. Codex loads it when a task matches its description.

Can I use Tushare Data in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add zillionare/zillionare --skill tushare-data -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tushare-data, .gemini/skills/tushare-data, .github/skills/tushare-data and .opencode/skills/tushare-data in your project.

What does Tushare Data need to run?

Going by SKILL.md and its folder, Tushare Data needs Python for the scripts in its folder and credentials named TUSHARE_TOKEN. Our summary lists: Python 3; A credential in TUSHARE_TOKEN.

Does Tushare Data access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Tushare Data safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Tushare Data use?

No licence was found for Tushare Data or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Tushare Data use?

About 2.3k tokens (SKILL.md is roughly 9.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 21k tokens, read only when the agent opens those files.

What are the alternatives to Tushare Data?

Skills that share tags, products or a category with Tushare Data: Elliott Wave Signal Engine (HKUDS/Vibe-Trading, 35k stars), Candlestick Pattern Signals (HKUDS/Vibe-Trading, 35k stars), Ichimoku Kinko Hyo Signals (HKUDS/Vibe-Trading, 35k stars) and Multi-Factor Stock Ranking (HKUDS/Vibe-Trading, 35k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Tushare Data?

zillionare (a GitHub user) maintains it in zillionare/zillionare, which has 321 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on October 8, 2026.

Source: zillionare/zillionare on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.