A Share Skill MCP Server

a-share-skill

中文文档 / Chinese README: README.zh.md

A collection of A-share (China Shanghai/Shenzhen) data-analysis, trend-pullback strategy, and paper-trading skills for AI tools — built for stock analysis, quant trading, paper trading, and A-share workflows:

• a-share-data: market data query and analysis
• a-share-strategy-mainboard-multi-swing-defensive: main-board trend-pullback signals
• a-share-strategy-allmarket-multi-swing-defensive: all-market trend-pullback signals
• a-share-paper-trading: paper-trading execution and backtesting

You can simply ask your AI to:

• Look up a stock's real-time quote, historical trend, technical indicators, events, and industry info
• Scan main-board or all-market candidates and review position exit signals
• Create a calm1 paper-trading account, view account details and full trade history, and place simulated orders
• Combine the broad market, your holdings, and account status to decide whether to buy, sell, hold, or do nothing today

Paper Account: +40% in 2 Months

<table> <tr> <td align="center" valign="top"> <strong>Apr 16 — account initialized with 1,000,000</strong><br/><br/> <img width="240" alt="account init" src="https://github.com/user-attachments/assets/ef7d9b23-b9a3-4c49-afc2-3f81fd489058" /> </td> <td align="center" valign="top"> <strong>Jun 17 — intraday +39.9%</strong><br/> Current holdings: ZTE, BOE A, WUS Printed Circuit, Jiemei Technology, Yongding, Voage Optoelectronics, LION Microelectronics, Boqian New Materials<br/><br/> <img width="731" height="859" alt="image" src="https://github.com/user-attachments/assets/3ed0eb21-34fe-4442-b49c-9adbdca31858" /> </tr> </table>

Later update: The account saw a loss of about 30% during July and August, and its value fell to around 1.2 million. The figures above show the earlier June snapshot.

Four Core Skills

a-share-data

Good for questions like:

• How is this stock doing right now?
• What's the trend over the last 60 days?
• Are there any event-driven catalysts?
• How are the CSI 300, hot sectors, and northbound capital doing right now?

Capabilities:

• Real-time quotes, historical K-line, technical indicators, events, industry, index, and macro data

Docs:

• docs/A股数据安装使用文档.md (Chinese)

a-share-strategy-mainboard-multi-swing-defensive

Scans a liquid main-board stock pool for trend-pullback entry and position exit signals. See the skill guide.

a-share-strategy-allmarket-multi-swing-defensive

Uses the same signal rules across a liquid A-share pool that also includes ChiNext and STAR Market stocks. See the skill guide.

a-share-paper-trading

Good for tasks like:

• Create a calm1 paper-trading account
• View calm1 account details, positions, orders, and full trade history
• Place a simulated buy or sell order for calm1
• Run a simple backtest

Capabilities:

• Account management, order placement, cancellation, positions, orders, fills, account valuation, and backtesting

Docs:

• docs/模拟仓安装使用文档.md (Chinese)

Quickest Examples

• Query data: use a-share-data to check 600519's latest quote, the last 60 daily candles, and MACD.
• Scan trend pullbacks: run either strategy’s scripts/daily_decisions.py --json and review the filtered candidate lists.
• Manage paper trading: use a-share-paper-trading to create calm1 with an initial balance of 1000000, then view calm1's account details and full trade history.

Combined Usage

• Data analysis

  • a-share-data
  • Good for single-stock analysis, market-state monitoring, and batch data pulls

• Strategy signals

  • a-share-data + a-share-strategy-mainboard-multi-swing-defensive or a-share-data + a-share-strategy-allmarket-multi-swing-defensive
  • Good for candidate scans and position exit checks

• Paper execution

  • a-share-data + a-share-strategy-mainboard-multi-swing-defensive + a-share-paper-trading
  • Good for reviewing signals and then executing simulated trades on calm1

Installation

The examples below include all four skills.

Codex

mkdir -p ~/.agents/skills
cp -R a-share-data ~/.agents/skills/
cp -R a-share-strategy-mainboard-multi-swing-defensive ~/.agents/skills/
cp -R a-share-strategy-allmarket-multi-swing-defensive ~/.agents/skills/
cp -R a-share-paper-trading ~/.agents/skills/

Cursor

mkdir -p ~/.cursor/skills
cp -R a-share-data ~/.cursor/skills/
cp -R a-share-strategy-mainboard-multi-swing-defensive ~/.cursor/skills/
cp -R a-share-strategy-allmarket-multi-swing-defensive ~/.cursor/skills/
cp -R a-share-paper-trading ~/.cursor/skills/

Claude Code

mkdir -p ~/.claude/skills
cp -R a-share-data ~/.claude/skills/
cp -R a-share-strategy-mainboard-multi-swing-defensive ~/.claude/skills/
cp -R a-share-strategy-allmarket-multi-swing-defensive ~/.claude/skills/
cp -R a-share-paper-trading ~/.claude/skills/

Qoder

mkdir -p ~/.qoder/skills
cp -R a-share-data ~/.qoder/skills/
cp -R a-share-strategy-mainboard-multi-swing-defensive ~/.qoder/skills/
cp -R a-share-strategy-allmarket-multi-swing-defensive ~/.qoder/skills/
cp -R a-share-paper-trading ~/.qoder/skills/

If you use OpenCode, openclaw, or another AI tool that supports skills, just replace the path with that tool's skills directory.

Documentation

• A-share Data — install & usage (Chinese)
• Paper Trading — install & usage (Chinese)
• Main-board trend-pullback skill
• All-market trend-pullback skill

Other Skills

• macd-second-golden-cross

  • Good for spotting repair-type setups like "MACD bullish divergence + a second golden cross below the zero axis"

• macd-trend-resonance-stock-picker

  • Good for "moving averages set the direction, MACD sets the rhythm" trend-resonance stock picking

• tuige-shortline-trading

  • Good for short-line trigger / invalidation / risk / position_grade decisions

References

• Cursor: Agent Skills
• Claude Code: Extend Claude with skills
• Codex: Agent Skills
• Qoder: Skills

Data contract and industry updates: 数据口径与行业扩展.