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Install in OpenClaw
/install quantflow-skill
Description
面向中文自然语言的量化金融数据研究技能。用于把"看看这只股票最近怎么样""帮我查财报趋势""最近哪个板块最强""北向资金在买什么""给我导出一份行情数据"这类请求，转成可执行的数据获取、清洗、对比、筛选、导出与简要分析流程。适用于 A 股、指数、ETF/基金、财务、估值、资金流、公告新闻、板块概念与宏观数据等研究...
Usage Guidance
This skill appears coherent and focused on fetching market/macroeconomic data and running backtests with Akshare/AKQuant. Before installing: (1) confirm you trust akshare and akquant from PyPI and keep them up to date; (2) run the example scripts in a sandbox environment (no production brokerage credentials) — AKQuant can support live execution if configured, so do not provide any broker API keys or trading credentials unless you intentionally want live trading; (3) expect the skill to perform network requests to public data sources; (4) if you only want read-only analysis, avoid connecting any live-execution plugins or credentials.
Capability Analysis
Type: OpenClaw Skill
Name: quantflow-skill
Version: 1.1.1
The quantflow-skill bundle is a comprehensive toolkit for quantitative financial research using the akshare and akquant libraries. The SKILL.md file provides structured instructions for an AI agent to translate natural language financial queries into data processing workflows, including safety constraints against automated trading. The included Python scripts (e.g., akquant_strategies.py, stock_data_demo.py) implement standard trading strategies and data retrieval methods without any evidence of malicious intent, data exfiltration, or unauthorized system access.
Capability Assessment
Purpose & Capability
Name and description (quantitative research, data fetching, cleaning, export, AKQuant backtests) match the declared requirements (akshare, akquant, network access) and the included scripts which call akshare/akquant APIs. There are no unrelated credentials, binaries, or configuration paths requested.
Instruction Scope
SKILL.md stays on-topic (data workflows, interface names, caching, output formats). The repository includes example scripts that implement backtests and call buy/sell methods (AKQuant Strategy classes) — appropriate for backtesting demos but worth noting: if AKQuant is later configured for live execution, similar code could be repurposed to place orders. The skill does not instruct reading unrelated local files or exfiltrating data.
Install Mechanism
No install spec; SKILL.md recommends pip installs for akshare and akquant which is proportionate. There are no downloads from untrusted URLs or archive extracts. Example code is included but not automatically installed.
Credentials
The skill requests no environment variables or credentials. Network access is declared and justified because akshare fetches market data. There are no unexplained secret requests or cross-service credentials.
Persistence & Privilege
always is false and the skill does not ask to modify other skills or system-wide config. Autonomous invocation is allowed by platform default but not combined with other red flags here.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install quantflow-skill - After installation, invoke the skill by name or use
/quantflow-skill - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.1.1
quantflow-skill 1.1.1
- 增加了详细的 SKILL.md 文档，明确了适用场景、默认行为、接口分类、数据处理规范和错误处理策略。
- 优化了自然语言财经数据请求到 Akshare 数据工作流的映射规则。
- 定义了任务类型、实体解析、数据获取与标准输出流程，提升了稳定性和易用性。
- 加强了缓存、异常、数据质量管理和回测支持的说明。
- 提供了推荐核心接口集和最佳实践参考。
Metadata
Frequently Asked Questions
What is Quantflow Skill?
面向中文自然语言的量化金融数据研究技能。用于把"看看这只股票最近怎么样""帮我查财报趋势""最近哪个板块最强""北向资金在买什么""给我导出一份行情数据"这类请求，转成可执行的数据获取、清洗、对比、筛选、导出与简要分析流程。适用于 A 股、指数、ETF/基金、财务、估值、资金流、公告新闻、板块概念与宏观数据等研究... It is an AI Agent Skill for Claude Code / OpenClaw, with 140 downloads so far.
How do I install Quantflow Skill?
Run "/install quantflow-skill" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Quantflow Skill free?
Yes, Quantflow Skill is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Quantflow Skill support?
Quantflow Skill is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Quantflow Skill?
It is built and maintained by yejinlei (@yejinlei); the current version is v1.1.1.
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