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 duolongworld/AI_Renaissance --skill akshare_fundflow_snapshotgit clone --depth 1 https://github.com/duolongworld/AI_RenaissanceWrote 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/duolongworld/ai_renaissance/akshare_fundflow_snapshot)<a href="https://agentmods.dev/skills/duolongworld/ai_renaissance/akshare_fundflow_snapshot"><img src="https://agentmods.dev/badge/skills/duolongworld/ai_renaissance/akshare_fundflow_snapshot/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/duolongworld/ai_renaissance/akshare_fundflow_snapshot"><img src="https://agentmods.dev/badge/skills/duolongworld/ai_renaissance/akshare_fundflow_snapshot.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 | $0.00067 | $0.01464 |
| Opus 5 | $0.00034 | $0.00732 |
| Sonnet 5 | $0.00013 | $0.00293 |
| Haiku 4.5 | $0.00007 | $0.00146 |
Grade A, and why
akshare-fundflow-snapshot 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 11d 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 — 154 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AkShare 资金流全景数据契约 Skill
1. 适用范围
适用任务:
- 为
agents/fundflow/agent.py提供一份可直接消费的资金流全景快照 - 同时获取个股基础信息、个股主力资金流向、相关行业 / 概念板块资金、大盘主力资金、北向资金概览
- 避免把资金流分析依赖拆成多个零散 Skill,降低调用复杂度
边界说明:
- 本 Skill 只描述数据契约,不直接产出投资判断
- 底层仍由多个 AkShare 接口拼装,但对上层只暴露一个统一入口
data_sources/akshare.py已对 AkShare 1.18.x 中失效的东方财富push2/push2hisHTTPS 访问做兼容:基础信息/板块榜使用可用的push2delay,历史资金流使用 HTTPpush2his,调用方无需感知底层端点差异- 某个子模块失败时,顶层结果仍可能返回
success,调用方需要检查各子模块自己的status
2. 执行数据源
真实数据获取逻辑位于:
data_sources/akshare.py
推荐调用方式:
from data_sources import AkshareDataSource
source = AkshareDataSource()
data = source.get_fundflow_snapshot(
stock_code="600519",
indicator="今日",
flow_limit=10,
sector_top_n=10,
concept_limit=10,
)
3. 输入参数
必填参数
| 参数 | 类型 | 说明 | 示例 |
|---|---|---|---|
| stock_code | string | 6 位 A 股股票代码,支持 SH/SZ/BJ 前缀 |
"600519" |
可选参数
| 参数 | 类型 | 默认值 | 说明 |
|---|---|---|---|
| indicator | string | "今日" |
板块资金口径,仅支持 今日 / 5日 / 10日 |
| flow_limit | int | 20 | 个股资金流与大盘主力资金返回最近多少条记录;底层通常可提供约 120 个交易日历史,实际条数以接口返回为准 |
| sector_top_n | int | 20 | 行业 / 概念资金榜返回前多少条 |
| concept_limit | int | 10 | 个股概念标签最多返回多少条 |
4. 输出格式
{
"status": "success",
"source": "akshare",
"dataset": "fundflow_snapshot",
"fetch_time": "2026年06月09日",
"stock_code": "600519",
"basic_info": {
"status": "success",
"profile": {
"股票代码": "600519",
"股票名称": "贵州茅台",
"总市值": 1734131271029.85,
"所属行业": "白酒Ⅱ"
}
},
"stock_fund_flow": {
"status": "success",
"total": 120,
"latest": {
"日期": "2026年06月09日",
"主力净流入-净额": -200521888.0
},
"summary": {
"最新主力净流入": -200521888.0,
"近5日主力净流入": -2068522512.0
}
},
"sector_fund_flow": {
"status": "success",
"stock_context": {
"stock_code": "600519",
"stock_name": "贵州茅台",
"industry": "白酒Ⅱ",
"concepts": ["白酒", "超级品牌"]
}
},
"market_fund_flow": {
"status": "success",
"northbound": {
"trade_date": "2026年06月09日",
"northbound_net_buy": 0.0
}
}
}
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.
- 11d ago First seen · 154 lines · 67 tokens per session scan A 94276122f8d7
akshare-fundflow-snapshot is a skill published in the GitHub repository duolongworld/AI_Renaissance (59 stars, last pushed 14d ago), licensed Apache-2.0. It adds 67 tokens to every session and 1,464 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.
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