akshare

**资源分享**：对于想了解更多财经数据与量化投研的小伙伴，推荐一个专注于财经数据和量化研究的知识社区。
该社区提供相关文档和视频学习资源，汇集了各类财经数据源和量化投研工具的使用经验。
有兴趣深入学习的朋友可点此[了解更多](https://t.zsxq.com/ZCxUG)，也推荐大家关注微信公众号【数据科学实战】。

**重磅推荐**：AKQuant 是一款专为 **量化投研 (Quantitative Research)** 打造的高性能量化回测框架。它以 Rust 铸造极速撮合内核，
以 Python 链接数据与 AI 生态，旨在为量化投资者提供可靠高效的量化投研解决方案。参见[AKQuant](https://github.com/akfamily/akquant)

**工具推荐**：期魔方是一款本地化期货量化分析工具，适合数据分析爱好者使用。无需复杂部署，支持数据分析和机器学习功能，研究功能免费开放。
如需了解更多信息可访问[期魔方](https://qmfquant.com)。

![AKShare Logo](https://raw.githubusercontent.com/akfamily/akshare/main/assets/images/akshare_logo.jpg)

[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/akshare.svg)](https://pypi.org/project/akshare/)
[![PyPI](https://img.shields.io/pypi/v/akshare.svg)](https://pypi.org/project/akshare/)
[![PyPI Downloads](https://static.pepy.tech/personalized-badge/akshare?period=total&units=INTERNATIONAL_SYSTEM&left_color=BLACK&right_color=GREEN&left_text=downloads)](https://pepy.tech/projects/akshare)
[![Documentation Status](https://img.shields.io/readthedocs/akshare/latest)](https://akshare.akfamily.xyz/)
[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
[![akshare](https://img.shields.io/badge/Data%20Science-AKShare-green)](https://github.com/akfamily/akshare)
[![Checks Status](https://github.com/akfamily/akshare/actions/workflows/main_dev_check.yml/badge.svg)](https://github.com/akfamily/akshare/actions/workflows/main_dev_check.yml)
[![Release Status](https://github.com/akfamily/akshare/actions/workflows/release_and_deploy.yml/badge.svg)](https://github.com/akfamily/akshare/actions/workflows/release_and_deploy.yml)
[![MIT Licence](https://img.shields.io/badge/license-MIT-blue)](https://github.com/akfamily/akshare/blob/main/LICENSE)
[![](https://img.shields.io/github/forks/akfamily/akshare)](https://github.com/akfamily/akshare)
[![](https://img.shields.io/github/stars/akfamily/akshare)](https://github.com/akfamily/akshare)
[![](https://img.shields.io/github/issues/akfamily/akshare)](https://github.com/akfamily/akshare)

## Overview

[AKShare](https://github.com/akfamily/akshare) requires Python(64 bit) 3.11 or higher and
aims to simplify the process of fetching financial data.

**Write less, get more!**

- Documentation: [中文文档](https://akshare.akfamily.xyz/)
- **MCP server for AI assistants**: [AKTools](https://github.com/akfamily/aktools) lets Claude, Cursor and other MCP clients fetch AKShare data in natural language — see [AI Assistants (MCP)](#ai-assistants-mcp)
- HTTP API: [AKTools](https://aktools.akfamily.xyz/) also serves AKShare over HTTP for other programming languages

## AI Assistants (MCP)

AKShare is a Python library and does not run an MCP server itself. Its companion
project [AKTools](https://github.com/akfamily/aktools) ships one — registered in
the [official MCP Registry](https://registry.modelcontextprotocol.io/v0.1/servers?search=io.github.akfamily/aktools)
as `io.git