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 a-share-research-red-teamgit 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/a-share-research-red-team)<a href="https://agentmods.dev/skills/cyijun/china-financial-services/a-share-research-red-team"><img src="https://agentmods.dev/badge/skills/cyijun/china-financial-services/a-share-research-red-team/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/a-share-research-red-team"><img src="https://agentmods.dev/badge/skills/cyijun/china-financial-services/a-share-research-red-team.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 | $0.00082 | $0.00571 |
| Opus 5 | $0.00041 | $0.00285 |
| Sonnet 5 | $0.00016 | $0.00114 |
| Haiku 4.5 | $0.00008 | $0.00057 |
Grade A, and why
a-share-research-red-team 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
A股研究红队
工作流
- 冻结研究问题、
as_of、证据包、核心结论、关键假设和估值版本；不得先改写证据适配反方。 - 记录审阅上下文：同一Agent/同一对话只能称
structured challenge；分离上下文、未见原推理链且可独立取证时才称independent review。 - 审计
china-market-data元信息，检查是否发生不安全降级、未来行泄漏、当前成员回填或数据源口径混合。 - 检查龙头、语言、叙事、确认、近因、幸存者和权威偏差。
- 把核心结论改写成可证伪句子；无法证伪本身就是缺陷。
- 从需求、供给/竞争、产能、资产负债表、政策、治理、会计、技术替代和价格隐含预期构造失败路径。
- 每条路径记录因果链、已有证据、反证、触发器、时间尺度、影响和区分证据。未知不能填成低概率。
- 构造能与原结论竞争的最强替代解释，并指出最小判别数据。
- 输出原论点最强部分、最强反方、未知、需降级结论和下一步取证。
硬约束
- 不为形式平衡制造无机制的反方。
- 不引用“大师会怎么做”作为结论，不做框架投票。
- 不给失败路径主观精确概率。
- 区分永久损失、暂时波动、估值压缩和论点推翻。
- 只分析，不给交易或仓位动作。
输出契约
输出冻结快照、数据链审计、偏差检查、失败路径矩阵、最强替代解释、框架适用性、应保留/降级部分、未知和最小新增取证计划。
需要挑战卡时读取references/red-team-cards.md。
What ships with it
1 file 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 · 33 lines · 82 tokens per session scan A c556580864bc
a-share-research-red-team is a skill published in the GitHub repository cyijun/china-financial-services (19 stars, last pushed 18d ago), licensed Apache-2.0. It adds 82 tokens to every session and 571 once invoked, about $0.0004 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-futures
A command-line data source for public futures-market information, including contracts, positions, warehouse receipts, basis, trading schedules, and price charts. Futures are agreements to buy or sell an asset at a set future date.