trading

Automate quantitative stock analysis and risk management using AKShare data and MiniMax LLM.

Updated May 1, 2026

Search Tags:#stock-analysis #quantitative-trading #akshare #dca #automated-trading #position-management #risk-alert

Ready to run

npx skills add https://github.com/xiaoquqi/hermes-agent-skills --skill trading-xiaoquqi

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: trading
Source: https://github.com/xiaoquqi/hermes-agent-skills/tree/main/trading
Command: npx skills add https://github.com/xiaoquqi/hermes-agent-skills --skill trading-xiaoquqi

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires akshare, openai, and includes scripts (resource) components.

What problem does it solve?

This skill bundle reduces the manual effort of building and running quantitative trading workflows by integrating data analysis, risk checks, portfolio sizing, and automated investment plans.

Core Features & Use Cases

Automated Risk Alerts: Trigger risk warnings when selected holdings meet protective thresholds.
Position Sizing & Management: Propose scalable allocations based on risk preference (conservative, neutral, aggressive) for a diversified portfolio.
Dollar-Cost Averaging (DCA): Plan and monitor periodic investments with stop-loss and take-profit controls.
Use Case: A fund manager wants to run daily stock analyses (A股/港股/美股) and receive actionable guidance on entries, exits, and allocations.

Quick Start

Analyze a ticker (e.g., NVDA) and generate a risk alert, a position sizing recommendation, and a monthly DCA plan.

Frequently Asked Questions about trading

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I automate quantitative stock analysis and risk alerts for A-share, HK, and US equities?▼

Automated quantitative stock analysis integrates AKShare market data with LLM processing to generate actionable risk alerts for A-share, HK, and US equities. It triggers protective threshold warnings automatically, reducing manual monitoring effort.

Can I use AKShare data for position sizing and portfolio allocation management?▼

AKShare data supports position sizing and portfolio allocation management by feeding into configurable risk preference profiles. You receive scalable allocation proposals for conservative, neutral, or aggressive diversified portfolios.

How to create a Dollar-Cost Averaging (DCA) plan with stop-loss and take-profit controls?▼

DCA plan creation involves configuring periodic investment schedules with integrated stop-loss and take-profit controls. The system monitors these automated investment plans continuously, triggering exits when specified thresholds are met.

Does this quantitative trading workflow require configuring specific data sources and environment setup?▼

Quantitative trading workflow execution requires configuring specific AKShare data sources and completing environment setup. You establish data connections and trigger commands before running modular scripts for risk alerts and position management.

What is the best way to manage risk alerts and position sizing for a diversified equity portfolio?▼

Managing risk alerts and position sizing for a diversified portfolio is best handled through modular automated scripts. This approach proposes scalable allocations and triggers warnings when selected holdings meet protective thresholds.