AKShare股票分析

专业股票分析技能整合 akshare 数据 + 技术指标 + 板块轮动 + 持仓诊断。通过 AKShare CLI 调用A股/基金/期货实时行情数据，计算MACD/RSI/MA等技术指标，分析板块轮动趋势，诊断持仓风险与收益，输出结构化JSON结果。适用场景：股票行情查询、技术指标分析、持仓组合诊断、板块热点追踪...

Security Scan

The skill's code, runtime instructions, and requirements are consistent with a CLI wrapper around akshare and public market APIs — nothing requested is disproportionate to its stated purpose.

Purpose & Capability

Name/description (stock analysis using AKShare) align with the included CLI script: it calls akshare and public Tencent endpoints, computes indicators, and exposes diagnose/plate/summary commands. No unrelated credentials, binaries, or config paths are requested.

Instruction Scope

SKILL.md instructs installing akshare/pandas/numpy and running the included scripts; the runtime instructions only reference the CLI and public data sources. The instructions do not ask the agent to read unrelated files or exfiltrate data to unexpected endpoints.

Install Mechanism

There is no formal install spec (instruction-only), but SKILL.md asks users to pip install akshare/pandas/numpy. This is expected for a Python CLI but means installation will fetch third-party packages from PyPI — ensure you install in a trusted environment.

Credentials

The skill declares no environment variables, no credentials, and no config paths. The code likewise does not read env vars or other secrets. Required network access to public APIs is proportional to its function.

Persistence & Privilege

The skill does not request persistent/global privileges (always:false). It does not attempt to modify other skills or system-wide config.

Assessment

This skill appears coherent for its stated purpose. Before installing: 1) be aware it will pip-install akshare and related packages (install in a virtualenv or sandbox). 2) The CLI makes outbound HTTP requests to public market APIs (qt.gtimg.cn and akshare data sources) — expected for market data but note network activity. 3) The code uses broad exception handlers (bare excepts) which can hide errors; test outputs on known inputs. 4) If you supply holdings JSON, avoid passing sensitive or unrelated data. 5) If you need higher assurance, review akshare's dependencies and network behavior or run the tool in an isolated environment.

AKShare Stock Analysis Skill

基于 AKShare 实现股票/基金/期货数据查询、技术指标计算、持仓诊断等能力，通过命令行（CLI）快速调用，输出结构化 JSON 结果。

环境依赖

使用本技能前需确保已安装 akshare：

pip install akshare --upgrade
pip install pandas numpy

验证安装：

python -c "import akshare as ak; print(ak.__version__)"

核心 CLI 脚本

本技能封装了 scripts/akshare_cli.py CLI 工具，支持以下命令：

1. 实时行情查询

python scripts/akshare_cli.py spot [--code 股票代码]

• 不带 --code：返回全市场行情（前100条）
• 带 --code：返回指定股票行情

输出字段：代码、名称、最新价、涨跌幅、涨跌额、成交量、成交额、换手率、市盈率、市净率

2. 技术指标分析

python scripts/akshare_cli.py tech --code 股票代码 --start 开始日期 --end 结束日期

示例：

python scripts/akshare_cli.py tech --code 600000 --start 20240101 --end 20241231

输出指标：日期、收盘价、MA5/MA10/MA20、DIF、DEA、MACD、RSI

3. 持仓诊断

python scripts/akshare_cli.py diagnose --holdings '持仓JSON字符串'

示例：

python scripts/akshare_cli.py diagnose --holdings '[{"code":"600000","name":"浦发银行","cost":8.5,"shares":1000}]'

输出：总盈亏、各持仓明细（成本、现价、盈亏金额、盈亏比例、风险等级）

4. 热点板块

python scripts/akshare_cli.py plates

输出：涨幅前10的板块（板块名称、涨跌幅、换手率、成交额）

5. 财经数据汇总

python scripts/akshare_cli.py summary

输出：大盘指数（上证/深证/创业板）、涨跌家数、北向资金

6. 个股详情

python scripts/akshare_cli.py detail --code 股票代码

输出：个股完整行情数据（最新价、涨跌幅、成交量、成交额、换手率、市盈率、市净率、总市值、流通市值等）

7. 历史K线

python scripts/akshare_cli.py kline --code 股票代码 --start 开始日期 --end 结束日期 [--period 周期]

周期参数：daily（日线，默认）、weekly（周线）、monthly（月线）

8. 北向资金

python scripts/akshare_cli.py northbound

输出：近期北向资金净流入数据

使用场景示例

场景1：查询今日行情

用户说："今天大盘怎么样？"、"看看今日行情"

→ 调用 python scripts/akshare_cli.py summary

场景2：分析个股技术指标

用户说："分析一下600000的技术指标"、"帮我看看浦发银行的MACD"

→ 调用 python scripts/akshare_cli.py tech --code 600000 --start 20240101 --end 20241231

（日期范围根据当前日期自动推算近一年）

场景3：持仓诊断

用户说："帮我诊断一下持仓"、"我的股票收益怎么样"

→ 询问用户持仓信息，构建 JSON 后调用 diagnose 命令

场景4：热点板块

用户说："今天哪些板块涨得好？"、"热点板块有哪些？"

→ 调用 python scripts/akshare_cli.py plates

场景5：查询单只股票

用户说："600000现在多少钱？"、"浦发银行今天涨了没？"

→ 调用 python scripts/akshare_cli.py spot --code 600000

数据输出格式

所有命令输出均为 JSON 格式，便于解析和展示。

实时行情示例

[
  {
    "代码": "600000",
    "名称": "浦发银行",
    "最新价": 8.62,
    "涨跌幅": 0.23,
    "涨跌额": 0.02,
    "成交量": 12345678,
    "成交额": 106432156.96,
    "换手率": 0.08,
    "市盈率": 6.23,
    "市净率": 0.45
  }
]

技术指标示例

[
  {
    "日期": "2024-12-30",
    "收盘": 8.62,
    "MA5": 8.58,
    "MA10": 8.55,
    "MA20": 8.51,
    "DIF": 0.05,
    "DEA": 0.04,
    "MACD": 0.02,
    "RSI": 58.23
  }
]

持仓诊断示例

{
  "总盈亏": 740.0,
  "明细": [
    {
      "代码": "600000",
      "名称": "浦发银行",
      "成本": 8.5,
      "现价": 8.62,
      "盈亏": 120.0,
      "盈亏率(%)": 1.41,
      "风险等级": "低"
    }
  ]
}

错误处理

• 数据获取失败时返回 {"error": "错误信息", "code": "DATA_GET_FAILED"}
• 股票代码不存在时返回空数组或错误提示
• 网络超时默认10秒，可在脚本中调整

注意事项

1. 调用频率：避免高频调用，建议接口间隔 ≥1秒
2. 数据来源：主要来自东方财富、同花顺等公开数据源
3. 股票代码格式：使用6位纯数字（如 600000、000858、300750）
4. 交易时间：实时数据仅交易时间更新，非交易时间为收盘数据