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.
npx skills add cyijun/china-financial-services --skill china-market-datagit clone --depth 1 https://github.com/cyijun/china-financial-servicesWrote 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.
[](https://agentmods.dev/skills/cyijun/china-financial-services/china-market-data)<a href="https://agentmods.dev/skills/cyijun/china-financial-services/china-market-data"><img src="https://agentmods.dev/badge/skills/cyijun/china-financial-services/china-market-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.
<a href="https://agentmods.dev/skills/cyijun/china-financial-services/china-market-data"><img src="https://agentmods.dev/badge/skills/cyijun/china-financial-services/china-market-data.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00106 | $0.01399 |
| Opus 5 | $0.00053 | $0.00700 |
| Sonnet 5 | $0.00021 | $0.00280 |
| Haiku 4.5 | $0.00011 | $0.00140 |
Grade A, and why
china-market-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 12d ago.
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.
How it starts
The opening of the file, as written. The whole thing — 57 lines — stays where its author put it; the contents beside it link to each section on GitHub.
中国市场数据路由
先确定研究问题和可得时点要求，再选择数据接口。不要从“哪个接口方便”倒推研究口径。
数据源策略
- 法定披露与交易所原文是高影响事实的最终依据。
- Tushare Pro 是结构化主源。本项目按6000积分规划，但每次真实任务仍以运行时返回的权限为准。
- AKShare 是补充源，适合公开网页行情、当前股票/行业列表和交叉核对；其上游网页、字段和可用性可能变化。
MockProvider只用于显式离线测试，绝不能作为生产自动降级。
工作流
- 把请求规范化为数据集、标的、期间、字段、
as_of、是否严格PIT及预期行数。 - 读取 references/provider-matrix.md 选择主接口与备选接口；涉及历史研究或回测时同时读取 references/point-in-time-contract.md。涉及中国国债曲线、宏观期限结构或DCF无风险利率时读取 references/china-yield-curve.md。
- 先调用Tushare。跨全市场财务截面在6000积分规划下使用
income_vip、balancesheet_vip、cashflow_vip、fina_indicator_vip、forecast_vip或express_vip。 - 只有主源发生依赖、网络、权限、限流或服务错误时才考虑AKShare；参数、schema和代码错误不得触发降级，主源返回空表也不自动等于失败。
- 若请求
require_pit=true，备用接口没有公告可得时点或历史成员区间时必须停止，不得静默降级。 - 清洗后执行schema、主键、日期、数值、非负、重复、版本、空值和行数检查。完整抽取优先显式设置
paginate=true；达到接口上限但未证明分页完成时标记partial，require_complete=true则失败关闭。 - 输出数据及元信息：provider、interface、原始请求、实际接口参数、抓取时间、
as_of、PIT等级、过滤行数、分页完成度、响应SHA-256、权限是否真实验证和降级链。
中国市场不变量
- 财务报表按
ann_date/f_ann_date或可核验实际披露时间生效。只有日期无时刻时，路由器保守地从上海时区次日00:00起可用；这仍不能证明完整修订历史。 disclosure_date是披露计划，不等于实际发布时刻。- 回测用价格默认取不复权日线和复权因子分别保存；不得用今天计算的前复权序列污染历史决策。
- 历史股票池必须处理上市/退市/过会未发行状态、ST、停牌、涨跌停、指数/行业成分进出和
920xxx.BJ等北交所代码。 - 历史基金池同时获取
fund_basic的L/D/I状态并按上市/摘牌区间过滤；摘牌日按区间终点含当日处理。ETF日线与基金净值不得混用，净值按ann_date而非仅nav_date进入严格PIT研究。fund_share.trade_date只有份额变动日、没有官方日内发布时间，不能单独满足严格PIT。 - Tushare的同花顺板块接口在当前文档中要求6000积分，但版权与商业使用边界仍需遵守。
- AKShare财务报表若没有可靠公告日期，只能用于当前研究或交叉核对，不能进入严格PIT回测。
china_yield_curve必须显式指定curve_type=0（到期）或curve_type=1（即期）。数据层的yield单位固定为百分数；DCF的risk_free_rate固定为小数，两者之间必须有可核验的除以100换算。
脚本
scripts/china_market_data.py 提供：
capabilities：输出6000积分规划矩阵，不访问网络；fetch：显式选择tushare、akshare、auto或mock；adjust：只用截止as_of已存在的不复权行情和复权因子构造qfq/hfq序列，未来因子不会改变历史输出；- Tushare优先、AKShare有条件降级；
- 日期或ISO-8601时刻级
as_of过滤、Token进程内读取、显式limit/offset分页、schema/单位契约、质量门禁、截断检测和可审计元数据。
What ships with it
4 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.
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.
- 12d ago First seen · 57 lines · 106 tokens per session scan A eaac53b6a471
china-market-data is a skill published in the GitHub repository cyijun/china-financial-services (19 stars, last pushed 18d ago), licensed Apache-2.0. It adds 106 tokens to every session and 1,399 once invoked, about $0.0005 per session on Opus 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 2026-08-30.
Other skills, from other repositories
hithink-finance
A routing guide for accessing Chinese A-share financial data, including prices, company reports, valuations, funds, indices, sectors, and local data storage.
hithink-finance-fund
A command-line guide for querying fund information, including profiles, managers, holdings, prices, returns, financial data, news, and exchange-traded fund snapshots. A command-line tool is a program controlled by typed terminal commands.
hithink-finance-data
A local data-management skill for the HiThink Finance command-line tool and its DuckDB database. DuckDB is a database stored in a local file.
hithink-finance-market
A command-line tool entry for retrieving ordinary Chinese A-share market data, including snapshots, historical price bars, trading calendars, adjustment factors, and company actions.
hithink-finance-special-data
A command-line tool entry for retrieving special Chinese market lists and event data, such as limit-up stocks, limit-down stocks, unusual moves, hot stocks, and Dragon-Tiger records.
hithink-finance-financials
A command-line tool entry for querying Chinese A-share income statements, balance sheets, cash-flow statements, and financial indicators for selected reporting periods.