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A Stock Daily Market Sense

Post-Market Structured Research Report Generator for A-Shares

Install & Use

Copy this prompt and send it to your AI assistant (Claude / Cursor / TRAE / Codex / WorkBuddy etc.) to auto-install:

Help me install this AI Skill: A Stock Daily Market Sense.
It is used for: Post-Market Structured Research Report Generator for A-Shares
Full Skill content: https://321skill.com/skills/a-stock-daily-market-sense-x-9/raw/index.md
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This Skill addresses the inefficiency and fragmented information faced by A-share investors during post-market analysis. Traditional review requires manually consulting multiple data sources to integrate information such as indices, trading volume, market styles, and leading sectors—a time-consuming process prone to missing key signals. Based on Tushare Pro daily data and Baostock style indices, this Skill automatically generates a structured research report covering market trends, trading volume concentration, profitability effects, leading sectors, high-volume decline risks, and characteristic groupings, enabling users to quickly grasp the overall market picture.

Usage is simple: just instruct the AI with "Analyze today's A-share market" or specify a date. The Skill automatically runs the data pipeline, generates a deterministic evidence package (including individual stock K-lines and module-level JSON), and then uses a model to evaluate each module and draft the report. The entire process requires no manual API calls or coding. All strength/weakness assessments are centered on trading volume evidence, and leading sector star ratings are locked by statistical results before being written by the model, ensuring objectivity. The final output is a Markdown-formatted report, which can also be rendered as HTML if needed.

It is well-suited for quantitative traders, data analysts, and investment researchers who need to track the A-share market daily—particularly teams or individuals already using Tushare Pro or Baostock data sources and looking to standardize and automate their review workflow. For users needing to quickly understand key information like market style shifts, sector rotation, or high-volume risks, this Skill significantly saves time and improves decision quality.

It is recommended to use this tool uniformly after the market closes each day (post-15:00). Note that it primarily relies on daily data and is not suitable for ultra-short-term or intraday real-time analysis; it does not provide trading advice or in-depth fundamental research on individual stocks. Before use, ensure you have configured a Tushare Pro API Token and installed Python dependencies (pandas, numpy, etc.).

Key Features

Unlike automated reports from Tonghuashun or East Money, this Skill does not apply pre-defined industry/concept classifications. Instead, it dynamically identifies leading sectors based on trading volume depth. The evidence package generation process does not invoke an LLM, ensuring the objectivity of price-volume data. Leading sector star ratings are locked by statistical results before being written by the model, preventing external information from altering them.

Limitations

Relies on Tushare Pro (requires API Token) and Baostock data sources. Supports only post-market A-share analysis (daily data). Does not support Hong Kong stocks, US stocks, futures, or cryptocurrency analysis. Requires Python 3.8+ environment and dependencies such as pandas and numpy.

FAQ

Does it require paid data?

Tushare Pro requires credits (some data is free, advanced data is paid), while Baostock is completely free. It is recommended to test with free data first.

Does it support real-time quotes?

No. This Skill generates post-market reports based solely on daily data and is not suitable for intraday real-time analysis or ultra-short-term trading.

Installation guide for AI assistants

If your AI coding assistant (Claude Code, Cursor, TRAE etc.) can see this page, send it this message to auto-install:

Visit https://321skill.com/skills/a-stock-daily-market-sense-x-9/raw/index.md to read the original Skill definition (Markdown format) for A Stock Daily Market Sense, and install it according to the instructions.