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-macro-overviewgit 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-macro-overview)<a href="https://agentmods.dev/skills/cyijun/china-financial-services/china-macro-overview"><img src="https://agentmods.dev/badge/skills/cyijun/china-financial-services/china-macro-overview/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-macro-overview"><img src="https://agentmods.dev/badge/skills/cyijun/china-financial-services/china-macro-overview.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 | $0.00070 | $0.00592 |
| Opus 5 | $0.00035 | $0.00296 |
| Sonnet 5 | $0.00014 | $0.00118 |
| Haiku 4.5 | $0.00007 | $0.00059 |
Grade A, and why
china-macro-overview 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.
What it actually says
中国宏观环境分析
工作流
- 明确
as_of、研究频率、数据截止期和允许的发布滞后，保存每个序列的发布日期与版本。 - 原始统计优先国家统计局、人民银行、财政部、海关总署和交易所；Tushare只作结构化便利层。
- 分别检查增长、价格、信用、流动性、财政、地产、外贸、汇率和市场定价，不用单一指标概括周期。
- 区分水平、同比/环比、趋势、预期差和基数效应；季调、名义/实际、存量/流量不得混用。
- 利率分别获取：
shibor、shibor_lpr以及china-market-data的china_yield_curve。国债曲线优先yc_cb；无权限时，到期收益率标准期限可降级到AKSharebond_china_yield，近3个月即期或非标准期限可用bond_china_close_return。LPR、SHIBOR和美国国债收益率不能替代中国长期无风险利率。 - 写出政策工具到实体/行业的因果链、时滞、支持证据、替代解释和最小验证数据。
- 构造基础、偏弱、偏强情景，列驱动和可观察触发器，不赋精确概率，不自动映射行业涨跌。
数据边界
yc_cb、公告全文等接口可能有单独权限；6000积分不是实时权限证明。- 每次曲线请求显式指定到期或即期口径；标准历史AKShare接口没有即期曲线，不能静默替代。
- 只使用当时已发布的统计批次；后续修订必须作为新版本保留。
- 来源冲突先核对定义、季调、单位、频率和发布日期，不做多源平均。
输出
输出研究时点、数据日历、增长/通胀/信用/流动性诊断、政策传导、行业暴露、情景、反证和待验证项。每个数字附来源、期间、发布日期和抓取时间；不提供超配/低配、久期或交易动作。
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 · 28 lines · 70 tokens per session scan A 3d6d9e99735a
china-macro-overview is a skill published in the GitHub repository cyijun/china-financial-services (19 stars, last pushed 18d ago), licensed Apache-2.0. It adds 70 tokens to every session and 592 once invoked, about $0.0003 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.