Octop is a self-hosted, multi-user AI assistant that runs multiple specialized agents and connects them to chat interfaces, tools, and external services. It is for individuals, families, and teams who want a locally operated assistant with shared experts and persistent capabilities. Catalogue add-ons extend its agent and assistant workflows.
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 TencentCloud/Octop --skill stock-infogit clone --depth 1 https://github.com/TencentCloud/OctopWrote 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/tencentcloud/octop/stock-info)<a href="https://agentmods.dev/skills/tencentcloud/octop/stock-info"><img src="https://agentmods.dev/badge/skills/tencentcloud/octop/stock-info/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/tencentcloud/octop/stock-info"><img src="https://agentmods.dev/badge/skills/tencentcloud/octop/stock-info.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 | $0.00219 | $0.01937 |
| Opus 5 | $0.00110 | $0.00968 |
| Sonnet 5 | $0.00044 | $0.00387 |
| Haiku 4.5 | $0.00022 | $0.00194 |
Grade A, and why
akshare-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 4d 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 — 164 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AKShare 金融数据获取
akshare-cli 封装了 AKShare（1090+ 个函数），覆盖中国几乎所有金融数据及部分全球数据。
核心原则
- 轻量优先 — 查单只股票用
stock_individual_info_em(0.1s)，不要用stock_zh_a_spot_em(59s)。详见references/known-issues.md。 - 先查后调 — 不熟悉的函数先
--full-help看参数，再 call。 - 失败必降级 — 不要在第一次失败后就告诉用户"查不到"，走完三级降级。
- 控制输出量 — 全量接口加
--limit N --sort desc，确保拿到最新数据而非最旧数据。
工作流程：发现 → 查看 → 调用 → 降级
严格按以下步骤顺序执行，不要跳步。
第一步：发现函数
三种方式，按场景选一种：
A. 快捷命令（常用场景直接用，不需要搜索）：
akshare-cli stock hist <代码> [--period daily|weekly|monthly] [--adjust qfq|hfq]
akshare-cli stock spot [--market all|sh|sz|bj|hk|us]
akshare-cli fund etf [代码]
akshare-cli futures hist <合约>
akshare-cli bond convertible
akshare-cli macro gdp | macro cpi
akshare-cli forex spot | forex hist [货币对]
akshare-cli index spot [--market global|cn]
B. 关键词搜索（知道大致方向时用）：
akshare-cli search <关键词> # 支持中英文
英文匹配函数名（结果更全），中文匹配描述和分类路径。
| 用户意图 | 英文关键词（推荐） | 中文关键词 |
|---|---|---|
| 新闻 | news |
新闻 |
| 股票 | stock |
股票 |
| 涨停/跌停 | stock_zt |
涨停 |
| 龙虎榜 | stock_lhb |
龙虎榜 |
| 板块/概念 | stock_board |
板块 |
| 资金流向 | fund_flow |
资金流向 |
| 基金/ETF | fund |
基金 |
| 期货 | futures |
期货 |
| 债券 | bond |
债券 |
| 外汇 | forex |
外汇 |
| 宏观 | macro |
宏观 |
| 指数 | index |
指数 |
C. 按分类浏览（不确定关键词时用，按中文目录逐级查找）：
akshare-cli browse # 30 个顶级分类
akshare-cli browse 股票数据/A股/历史行情数据 # 逐级深入
akshare-cli browse --func stock_zh_a_hist # 反查函数归属
第二步：查看参数（用快捷命令时可跳过）
akshare-cli call --full-help <函数名>
akshare-cli call --full-help fn1,fn2,fn3 # 批量查询
输出包括：说明、数据源、目标地址、参数（含可选值枚举）、用法示例。
仔细看参数：不同函数参数名不同（symbol/code/indicator），有些有枚举约束，日期一般是 YYYYMMDD。
第三步：调用
akshare-cli call <函数名> [--参数 值 ...] [--json] [--limit N] [--sort desc]
查最新数据时加 --sort desc --limit N，否则 --limit 会截取最旧的数据。
第四步：失败时三级降级
AKShare 底层爬取第三方网站，上游随时可能挂。失败后必须依次尝试：
第一级：换数据源后缀
_em（东方财富）失败 → 搜索 _ths（同花顺）或 _sina（新浪）同类函数：
akshare-cli search <相似关键词>
What ships with it
2 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.
- 4d ago Changed · +9 lines 68c3cdee587f
- 11d ago First seen · 155 lines · 219 tokens per session scan A dbe826f47599
akshare-data is a skill published in the GitHub repository TencentCloud/Octop (1,513 stars, last pushed yesterday), licensed MIT. It adds 219 tokens to every session and 1,937 once invoked, about $0.0011 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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