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 jwangkun/claude-for-financial-services-cn --skill china-market-datagit clone --depth 1 https://github.com/jwangkun/claude-for-financial-services-cnWrote 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/jwangkun/claude-for-financial-services-cn/china-market-data)<a href="https://agentmods.dev/skills/jwangkun/claude-for-financial-services-cn/china-market-data"><img src="https://agentmods.dev/badge/skills/jwangkun/claude-for-financial-services-cn/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/jwangkun/claude-for-financial-services-cn/china-market-data"><img src="https://agentmods.dev/badge/skills/jwangkun/claude-for-financial-services-cn/china-market-data.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00101 | $0.02830 |
| Opus 5 | $0.00051 | $0.01415 |
| Sonnet 5 | $0.00020 | $0.00566 |
| Haiku 4.5 | $0.00010 | $0.00283 |
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 13d 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 — 230 lines — stays where its author put it; the contents beside it link to each section on GitHub.
china-market-data
Data sources (multi-tier)
Tier 0 — 万得 Wind（最全面付费数据）
- 覆盖：A股/港美股/基金/指数/债券/宏观/研报/分析（44个工具）
- MCP 服务：
wind-mcp（需WIND_API_KEY密钥，以ak_开头） - 优势：全市场覆盖面最广、数据最全面、包含研报和量化分析
- 密钥申请：https://aifinmarket.wind.com.cn/#/home
Tier 1 — 同花顺 iFind（付费精确数据）
- 覆盖：股票、基金、宏观经济、新闻公告、债券、港美股、指数板块
- MCP 服务：
ifind-mcp（需IFIND_AUTH_TOKEN密钥） - 优势：精确财务数据、一致预期、ESG评级、债券详情、港美股、宏观行业指标
- 并发限制：免费版 2/s，个人版 5/s，企业版 10/s
Tier 2 — AkShare（免费开源数据）
- 覆盖：A 股行情、财报、行业分类、指数
- MCP 服务：
akshare-mcp（无需密钥，直接启动） - 优势：无并发限制，适合高频批量查询
Tier 3 — 新闻公告（免费）
- MCP 服务：
china-news-mcp - 覆盖：个股新闻、市场头条
数据源优先级策略
| 场景 | Wind (Tier-0) | iFind (Tier-1 首选) | AkShare (Tier-2 备选) |
|---|---|---|---|
| 股票财务报表（利润表/资产负债表） | wind_get_stock_fundamentals |
ifind_get_stock_financials |
get_financials |
| 股票基本面/行情 | wind_get_stock_basicinfo |
ifind_get_stock_info |
get_stock_info / get_quote |
| 股票行情快照（实时行情） | wind_get_stock_price_indicators |
ifind_get_stock_info |
get_quote |
| 股票K线（OHLCV历史） | wind_get_stock_kline |
— | get_historical_data |
| 股票技术指标 | wind_get_stock_technicals |
— | — |
| 智能选股 | wind_search_stocks |
ifind_search_stocks |
search_stock（仅关键词） |
| 股东/股本结构 | wind_get_stock_equity_holders |
ifind_get_stock_shareholders |
— |
| 一致预期/估值 | wind_get_stock_consensus |
— | — |
| 风险指标（夏普/Beta/波动率） | wind_get_risk_metrics |
ifind_get_risk_indicators |
— |
| ESG 评级 | — | ifind_get_esg_data |
— |
| 基金资料/行情/持仓 | wind_get_fund_* |
ifind_search_funds / ifind_get_fund_* |
get_fund_data |
| 宏观经济指标 | wind_get_economic_data |
ifind_search_edb → ifind_get_edb_data |
— |
| 债券基本信息 | wind_get_bond_basicinfo |
ifind_bond_basic_info |
— |
| 债券行情数据 | wind_get_bond_market_data |
ifind_bond_market_data |
— |
| 港美股基本面 | wind_get_global_stock_fundamentals |
ifind_global_stock_financial |
— |
| 港美股基本信息 | wind_get_global_stock_basicinfo |
ifind_global_stock_profile |
— |
| 指数/板块 | wind_get_index_constituents |
ifind_index_data / ifind_sector_data |
get_index_data |
| 新闻/公告 | wind_get_announcements |
ifind_search_news / ifind_search_notice |
get_stock_news |
| 财经新闻 | wind_get_financial_news |
ifind_search_trending_news |
get_market_headlines |
| 公司公告 | wind_get_company_announcements |
ifind_search_notice |
— |
| 行业分类/成分股 | wind_get_index_constituents |
ifind_sector_data |
get_industry_stocks |
| 市场概览（涨跌幅榜） | — | — | get_market_overview |
| 研报搜索 | wind_search_research |
— | — |
| 因子/策略分析 | wind_factor_analysis / wind_backtest |
— | — |
| 兜底取数（通用数据查询） | wind_get_financial_data |
— | — |
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.
- 13d ago First seen · 230 lines · 101 tokens per session scan A 5a6dc22cf58d
china-market-data is a skill published in the GitHub repository jwangkun/claude-for-financial-services-cn (744 stars, last pushed 3mo ago), licensed Apache-2.0. It adds 101 tokens to every session and 2,830 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
sector-rotation
An analysis framework for comparing industries in the Chinese A-share stock market, using business conditions, price momentum, valuation, and money flows. It produces rankings and higher- or lower-allocation suggestions.
strategy-pivot-designer
Detect backtest iteration stagnation and generate structurally different strategy pivot proposals when parameter tuning reaches a local optimum.
twitter-reader
Read Twitter/X for financial research using opencli (read-only). Use this skill whenever the user wants to read their Twitter feed, search for financial tweets, view bookmarks, look up user profiles, or gather market sentiment from Twitter/X. Triggers include: "check my feed", "search Twitter for", "show my…
chenhao-limit-up
A framework for judging Chinese A-share stocks that have reached the daily price-rise limit, using market mood, sector leadership, and trading momentum.
furusato
A Japanese hometown-tax donation manager for furusato nozei, a system where donations to municipalities can qualify for an income-tax or local-tax deduction. It reads donation receipts, stores donation records, and calculates deduction limits.
reading-receipt
An image-reading workflow for extracting structured information from receipts, invoices, and hometown-tax donation certificates. It can first extract text from PDFs and otherwise read their images.