Tushare

**Judgement:** This skill is a high-functionality wrapper around the Tushare ecosystem, excellent for data-rich quantitative and macro analysis, especially for China-related markets. It is best suited for users who already have (or can obtain) a Tushare token and are comfortable working with Python/pandas-style DataFrame outputs. **Key strengths** - Extremely broad data coverage across equities (CN/HK/US), funds, bonds, futures, options, macroeconomics, sector indices, and various specialty/alternative datasets. - Standardized API design (token-based, tabular outputs) that fits systematic research, screening, and reporting workflows. - Offers both historical and various levels of real-time or near-real-time data (daily, intraday/minute, and some specialized real-time endpoints). **Main risks & limitations** - **External dependency:** Requires an external Tushare account and token. If the token is missing, misconfigured (env var `TUSHARE_TOKEN`), or rate-limited, the skill will fail at runtime. - **Licensing and usage constraints:** Some datasets (e.g., derived from 同花顺/东方财富 or certain bond/cb data) explicitly prohibit or restrict commercial use. Any production or commercial deployment must carefully review Tushare’s and each upstream provider’s terms. - **Runtime constraints:** Heavy or frequent calls (e.g., large intraday/minute histories, factor panels) may hit Tushare rate limits or cause latency within an agent workflow. - **Language/UX:** Documentation and many field descriptions are in Chinese, which may reduce usability for non-Chinese-speaking users and for agents expecting English metadata. **Recommended scenarios** - Research agents or tools focused on China A-share markets, sector rotations, or cross-market (CN–HK–US) equity analysis. - Quant and data-science pipelines that need standardized tabular financial data for backtesting, factor construction, and risk modeling. - Macro/industry analysis agents that combine economic indicators, policy text, and market data into reports or dashboards. - Internal, non-commercial analytics where licensing constraints around certain datasets (e.g., 同花顺/东方财富 data) are acceptable under Tushare’s terms. Use this skill when you need **rich, structured financial and macro data**, especially for Chinese markets, and you can manage an external Tushare token plus licensing considerations.