AKShare Financial Data
HKUDS/Vibe-Trading
Pulls free market data from the AKShare Python library: A-share, US and Hong Kong prices, futures, China macro series and forex, with notes on symbol formats and Chinese column names.
AKShare财经数据接口库封装，提供股票、期货、期权、基金、外汇、债券、指数、加密货币等金融产品的基本面数据、实时和历史行情数据、衍生数据。
Apache-2.0Auto-check passed
Install Akshare Finance
$ npx skills add aifinlab/FinClaw --skill akshare-finance -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aifinlab/FinClaw akshare-finance --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aifinlab/FinClaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/akshare-finance .claude/skills/akshare-finance && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "akshare-finance" agent skill from https://github.com/aifinlab/FinClaw/tree/main/skills/akshare-finance into .claude/skills/akshare-finance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "akshare-finance", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aifinlab/FinClaw/tree/main/skills/akshare-financeType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aifinlab/FinClaw --skill akshare-finance -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aifinlab/FinClaw akshare-finance --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aifinlab/FinClaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/akshare-finance .agents/skills/akshare-finance && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "akshare-finance" agent skill from https://github.com/aifinlab/FinClaw/tree/main/skills/akshare-finance into .agents/skills/akshare-finance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "akshare-finance", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aifinlab/FinClaw --skill akshare-finance -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aifinlab/FinClaw akshare-finance --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aifinlab/FinClaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/akshare-finance .cursor/skills/akshare-finance && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "akshare-finance" agent skill from https://github.com/aifinlab/FinClaw/tree/main/skills/akshare-finance into .cursor/skills/akshare-finance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "akshare-finance", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aifinlab/FinClaw.git --path skills/akshare-finance--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aifinlab/FinClaw --skill akshare-finance -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aifinlab/FinClaw akshare-finance --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aifinlab/FinClaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/akshare-finance .gemini/skills/akshare-finance && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "akshare-finance" agent skill from https://github.com/aifinlab/FinClaw/tree/main/skills/akshare-finance into .gemini/skills/akshare-finance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "akshare-finance", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aifinlab/FinClaw akshare-financeInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aifinlab/FinClaw --skill akshare-finance -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aifinlab/FinClaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/akshare-finance .github/skills/akshare-finance && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "akshare-finance" agent skill from https://github.com/aifinlab/FinClaw/tree/main/skills/akshare-finance into .github/skills/akshare-finance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "akshare-finance", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aifinlab/FinClaw --skill akshare-finance -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aifinlab/FinClaw akshare-finance --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aifinlab/FinClaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/akshare-finance .opencode/skills/akshare-finance && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "akshare-finance" agent skill from https://github.com/aifinlab/FinClaw/tree/main/skills/akshare-finance into .opencode/skills/akshare-finance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "akshare-finance", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
akshare-finance- GitHub stars
- 255
- Token cost
- ~657 tokens
- SKILL.md length
- 44 words
- Files
- 6 (incl. scripts, references)
- Skills in repo
- 74
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
AKShare财经数据接口库封装，提供股票、期货、期权、基金、外汇、债券、指数、加密货币等金融产品的基本面数据、实时和历史行情数据、衍生数据。
- Works in 5 steps: 股票行情 → 宏观经济 → 加密货币 → …
- SKILL.md covers 快速开始, 核心功能, 常用组合 and 注意事项, plus 3 more sections
- Runs Python scripts from its folder; calls python and pip
What it does
Akshare Finance is an agent skill from aifinlab/FinClaw. AKShare财经数据接口库封装，提供股票、期货、期权、基金、外汇、债券、指数、加密货币等金融产品的基本面数据、实时和历史行情数据、衍生数据。
Its SKILL.md is about 660 tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts and reference files (for example `_meta.json`, `references/README.md` and `scripts/crypto_price.py`).
The licence is Apache-2.0.
Example prompts
- “/akshare-finance”
Requirements
- Python 3
Workflow steps
5 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 9e62862. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 3 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
pythonpip
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
akshare.akfamily.xyzgithub.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Akshare Finance loads about 657 tokens when it runs, and up to ~991 if it reads all its reference files. Until then it costs about 22 tokens; SKILL.md has 44 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
The full file from aifinlab/FinClaw at commit 9e62862, republished under its Apache-2.0 licence (© aifinlab). 44 words, ~657 tokens.
Download SKILL.mdSave it as
.claude/skills/akshare-finance/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.- name
- akshare-finance
- description
- AKShare财经数据接口库封装，提供股票、期货、期权、基金、外汇、债券、指数、加密货币等金融产品的基本面数据、实时和历史行情数据、衍生数据。
- keywords
- 股票, 财经, 行情, 加密货币, 宏观经济, AKShare
AKShare财经数据技能
快速开始
# 安装依赖
pip install akshare pandas
# 测试安装
python -c "import akshare; print(akshare.__version__)"核心功能
1. 股票行情
import akshare as ak
# A股实时行情
stock_zh_a_spot_em() # 东方财富A股
# 股票K线数据
stock_zh_kline(symbol="000001", period="daily", adjust="qfq")
# 港股行情
stock_hk_spot_em() # 港股实时
# 美股
stock_us_spot() # 美股实时2. 宏观经济
# GDP数据
macro_china_gdp() # 中国GDP
# CPI通胀
macro_china_cpi() # 中国CPI
# PMI采购经理指数
macro_china_pmi() # 中国PMI
# 货币供应量
macro_china_m2() # M2广义货币3. 加密货币
# 币种列表
crypto_binance_symbols() # 币安交易对
# 实时价格
crypto_binance_btc_usdt_spot() # BTC/USDT
# K线数据
crypto_binance_btc_usdt_kline(period="daily")4. 外汇贵金属
# 外汇汇率
forex_usd_cny() # 美元兑人民币
# 贵金属
metals_shibor() # 上海银行间拆借利率
# 金银价格
metals_gold() # 国际金价5. 财务数据
# 股票基本面
stock_fundamental(symbol="000001") # 基本面数据
# 估值指标
stock_valuation(symbol="000001") # PE、PB等
# 盈利能力
stock_profit_em(symbol="000001")常用组合
投资组合监控
import akshare as ak
import pandas as pd
# 监控自选股
tickers = ["000001", "000002", "600519"]
for ticker in tickers:
df = ak.stock_zh_kline(symbol=ticker, period="daily", adjust="qfq", start_date="20240101")
latest = df.iloc[-1]
print(f"{ticker}: 收盘价={latest['close']}, 涨跌幅={latest['pct_chg']}%")市场概览
# A股大盘
index_zh_a_spot() # 大盘指数
# 涨跌幅排行
stock_zh_a_spot_em()[['代码', '名称', '涨跌幅']].sort_values('涨跌幅', ascending=False)注意事项
- 数据来源: 公开财经网站，仅用于学术研究
- 商业风险: 投资有风险，决策需谨慎
- 更新频率: 实时数据可能有延迟
- 数据验证: 建议多数据源交叉验证
输出格式
默认返回Pandas DataFrame，可直接处理：
df = ak.stock_zh_a_spot_em()
print(df.head()) # 查看前5行
print(df.columns) # 查看列名
df.to_csv("data.csv") # 保存CSV参考文档
- AKShare文档: https://akshare.akfamily.xyz/
- GitHub: https://github.com/akfamily/akshare
使用示例
示例 1: 基本使用
# 调用 skill
result = run_skill({
"param1": "value1",
"param2": "value2"
})示例 2: 命令行使用
python scripts/run_skill.py --input data.json© aifinlab, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 5 other files (scripts, references) in skills/akshare-finance of aifinlab/FinClaw.
- SKILL.md
- _meta.json
- references/README.md
- scripts/crypto_price.py
- scripts/macro_data.py
- scripts/stock_price.py
Open the folder on GitHubat commit 9e62862
Compare with similar skills
Akshare Finance next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Akshare Finance this skillaifinlab/FinClaw | 255 | — | ~657 | Automated safety check: Pass | Apache-2.0 | |
| AKShare Financial DataHKUDS/Vibe-Trading | 35k | — | ~777 | Automated safety check: Pass | MIT | |
| Aksharelzwme/finance-quant-skills | 441 | — | ~1.1k | Automated safety check: Pass | None | |
| Akshare Online AlphaLeoYeAI/openclaw-master-skills | 2.2k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Akshare Finance Datawentorai/research-plugins | 298 | 1 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Mootdx A-Share DataHKUDS/Vibe-Trading | 35k | — | ~1.2k | Automated safety check: Pass | MIT |
Similar skills
Akshare
lzwme/finance-quant-skills
AKShare 开源金融数据接口库，提供股票、期货、期权、基金、外汇、债券、指数、加密货币等全品类金融数据；当用户需要获取各类金融市场数据时使用
Akshare Online Alpha
LeoYeAI/openclaw-master-skills
Run Wyckoff master-style analysis from stock codes, holdings (symbol/cost/qty), cash, CSV data, and optional chart images.
Akshare Finance Data
wentorai/research-plugins
Access Chinese and global financial data using the AkShare Python library
Mootdx A-Share Data
HKUDS/Vibe-Trading
Pulls A-share price data from 通达信 (TDX) servers through the mootdx library over TCP, free and without an API key, as a stable fallback when akshare scraping is throttled.
Backtrader
lzwme/finance-quant-skills
Backtrader 开源量化回测框架，支持多数据源、多策略、多周期回测与实盘交易，纯Python实现。当用户需要开发量化策略、进行回测分析、编写交易逻辑、回测参数优化，或提及 backtrader、量化回测框架时使用。若用户仅需数据获取而无回测需求，引导使用 baostock/akshare/tushare 等数据 Skill。
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Questions about Akshare Finance
What does Akshare Finance do?
AKShare财经数据接口库封装，提供股票、期货、期权、基金、外汇、债券、指数、加密货币等金融产品的基本面数据、实时和历史行情数据、衍生数据。. Akshare Finance is an agent skill from aifinlab/FinClaw.
How do I install Akshare Finance in Claude Code?
Run `npx skills add aifinlab/FinClaw --skill akshare-finance -a claude-code`. Or copy the skill folder (skills/akshare-finance in aifinlab/FinClaw) into .claude/skills/akshare-finance in your project. Claude Code loads it when a task matches its description.
How do I install Akshare Finance in Codex?
Run `npx skills add aifinlab/FinClaw --skill akshare-finance -a codex`. Or copy the skill folder (skills/akshare-finance in aifinlab/FinClaw) into .agents/skills/akshare-finance in your project. Codex loads it when a task matches its description.
Can I use Akshare Finance in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aifinlab/FinClaw --skill akshare-finance -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/akshare-finance, .gemini/skills/akshare-finance, .github/skills/akshare-finance and .opencode/skills/akshare-finance in your project.
What does Akshare Finance need to run?
Going by SKILL.md and its folder, Akshare Finance needs Python for the scripts in its folder and the command-line tools its instructions call (python and pip). Our summary lists: Python 3.
Does Akshare Finance access the network?
SKILL.md names 2 domains. As links in the text: akshare.akfamily.xyz and github.com. This is read from the text; nothing was executed.
Is Akshare Finance safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Akshare Finance use?
Akshare Finance is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Akshare Finance use?
About 657 tokens (SKILL.md is roughly 2.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 334 tokens, read only when the agent opens those files.
What are the alternatives to Akshare Finance?
Skills that share tags, products or a category with Akshare Finance: AKShare Financial Data (HKUDS/Vibe-Trading, 35k stars), Akshare (lzwme/finance-quant-skills, 441 stars), Akshare Online Alpha (LeoYeAI/openclaw-master-skills, 2.2k stars) and Akshare Finance Data (wentorai/research-plugins, 298 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Akshare Finance?
aifinlab (a GitHub user) maintains it in aifinlab/FinClaw, which has 255 GitHub stars. The repository holds 74 skills in this directory. The repository was last updated on May 13, 2026.
Source: aifinlab/FinClaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.