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Find API

🔍 Find API | 寻找可靠数据源 TRIGGERS: Use when agent needs to fetch external data, user mentions "reliable data source", "数据源", "API", or when web scraping is inef...

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name: find-api description: | 🔍 Find API | 寻找可靠数据源

TRIGGERS: Use when agent needs to fetch external data, user mentions "reliable data source", "数据源", "API", or when web scraping is inefficient/inaccurate.

A comprehensive guide to reliable data APIs across all domains. Helps agents find the best APIs instead of inefficient web scraping. Currently covers: Stock/Financial data, Weather, News, Maps, and more domains coming soon.

触发条件:Agent 需要获取外部数据、用户提到"可靠数据源"、"数据源"、"API",或网页爬取效率低/不准确时。 跨领域可靠数据 API 的综合指南。 帮助 Agent 找到最佳 API,避免低效的网页爬取。 目前覆盖:股票/金融数据、天气、新闻、地图,更多领域持续完善中。

metadata: {"clawdbot":{"emoji":"🔍","triggers":["api","数据源","data source","reliable","可靠","scrape","爬取","fetch","获取","stock","股票","weather","天气","news","新闻","map","地图","price","价格","financial","金融"],"categories":["infrastructure","data-access","efficiency"]}}

🔍 Find API | 寻找可靠数据源

The comprehensive guide to reliable data APIs. Stop scraping, start using APIs.

跨领域可靠数据 API 的综合指南。停止爬取,开始使用 API。

⚠️ Core Principle | 核心原则

API First, Scraping Last.

Priority Method When to Use 优先级 方法 何时使用
1st Official API Always check first 第一 官方 API 始终优先检查
2nd Third-party API When official API unavailable/expensive 第二 第三方 API 当官方 API 不可用/太贵
3rd Public Dataset For historical/static data 第三 公共数据集 用于历史/静态数据
4th Web Scraping Only as last resort 第四 网页爬取 仅作为最后手段

📋 Table of Contents | 目录

  1. Stock & Financial Data | 股票与金融数据
  2. Weather Data | 天气数据
  3. News & Media | 新闻与媒体
  4. Maps & Geolocation | 地图与地理定位
  5. E-commerce & Products | 电商与商品
  6. More domains coming soon... | 更多领域持续完善中...

1. Stock & Financial Data | 股票与金融数据

1.1 A股市场 / Chinese A-Share Market

API Rating Cost Auth Data Coverage
AKShare ⭐⭐⭐⭐⭐ Free None Real-time quotes, historical K-lines, financial statements, fund flows, dragon-tiger list
Tushare ⭐⭐⭐⭐⭐ Free+Paid Token Real-time quotes, historical data, financial statements, margin trading
East Money API ⭐⭐⭐⭐ Free None Real-time quotes, fund flows, research reports

Recommended: AKShare (Best for most use cases)

Installation:

pip install akshare

Quick Examples:

import akshare as ak

# 获取A股实时行情
df = ak.stock_zh_a_spot_em()

# 获取个股历史数据
df = ak.stock_zh_a_hist(symbol="000001", period="daily", adjust="qfq")

# 获取财务指标
df = ak.stock_financial_analysis_indicator(symbol="000001")

# 获取资金流向
df = ak.stock_individual_fund_flow(stock="000001")

Documentation: https://akshare.akfamily.xyz


1.2 港股市场 / Hong Kong Stock Market

API Rating Cost Auth Data Coverage
AKShare ⭐⭐⭐⭐⭐ Free None Real-time quotes, historical data
Tushare ⭐⭐⭐⭐ Free+Paid Token Hong Kong stock data

Recommended: AKShare

Quick Examples:

import akshare as ak

# 港股实时行情
df = ak.stock_hk_spot_em()

# 个股历史数据(如腾讯 00700)
df = ak.stock_hk_hist(symbol="00700", period="daily", adjust="qfq")

# 港股通资金
df = ak.stock_hk_ggt_components_em()

1.3 美股市场 / US Stock Market

API Rating Cost Auth Data Coverage
yfinance ⭐⭐⭐⭐⭐ Free None Real-time quotes, historical data, financials, options
Alpha Vantage ⭐⭐⭐⭐ Free+Paid API Key Quotes, technical indicators, forex
Polygon.io ⭐⭐⭐⭐ Free+Paid API Key Real-time data, options

Recommended: yfinance (Best free option for US stocks)

Installation:

pip install yfinance

Quick Examples:

import yfinance as yf

# 获取股票信息
stock = yf.Ticker("AAPL")

# 历史数据
hist = stock.history(period="1mo")

# 财务报表
financials = stock.financials
balance_sheet = stock.balance_sheet
cashflow = stock.cashflow

# 股息信息
dividends = stock.dividends

# 推荐分析师评级
recommendations = stock.recommendations

Documentation: https://github.com/ranaroussi/yfinance


1.4 期货与衍生品 / Futures & Derivatives

API Rating Cost Auth Data Coverage
AKShare ⭐⭐⭐⭐⭐ Free None Domestic futures, international futures
Tushare ⭐⭐⭐⭐ Free+Paid Token Futures data

Quick Examples:

import akshare as ak

# 国内期货主力合约
df = ak.futures_zh_main_sina()

# 国际期货
df = ak.futures_foreign_hist(symbol="CL")  # 原油

1.5 基金数据 / Fund Data

API Rating Cost Auth Data Coverage
AKShare ⭐⭐⭐⭐⭐ Free None Open-end funds, ETFs, money funds
East Money API ⭐⭐⭐⭐ Free None Fund rankings, holdings

Quick Examples:

import akshare as ak

# 开放式基金列表
df = ak.fund_open_fund_info_em(fund="000001")

# ETF实时行情
df = ak.fund_etf_spot_em()

# 基金持仓
df = ak.fund_portfolio_em(fund="000001")

2. Weather Data | 天气数据

API Rating Cost Auth Data Coverage
OpenWeatherMap ⭐⭐⭐⭐⭐ Free+Paid API Key Current weather, forecast, historical
WeatherAPI.com ⭐⭐⭐⭐ Free+Paid API Key Weather, astronomy, sports
QWeather 和风天气 ⭐⭐⭐⭐ Free+Paid API Key 中国地区天气数据

Recommended: OpenWeatherMap (Global coverage)

Quick Examples:

import requests

api_key = "YOUR_API_KEY"
city = "Beijing"

# 当前天气
url = f"https://api.openweathermap.org/data/2.5/weather?q={city}&appid={api_key}&units=metric"
response = requests.get(url)
data = response.json()

print(f"Temperature: {data['main']['temp']}°C")
print(f"Weather: {data['weather'][0]['description']}")

Get API Key: https://openweathermap.org/api


3. News & Media | 新闻与媒体

API Rating Cost Auth Data Coverage
NewsAPI ⭐⭐⭐⭐⭐ Free+Paid API Key Global news articles
GNews ⭐⭐⭐⭐ Free+Paid API Key News articles, search
MediaStack ⭐⭐⭐⭐ Free+Paid API Key News data

Recommended: NewsAPI

Quick Examples:

import requests

api_key = "YOUR_API_KEY"

# 获取头条新闻
url = f"https://newsapi.org/v2/top-headlines?country=us&apiKey={api_key}"
response = requests.get(url)
articles = response.json()['articles']

for article in articles[:5]:
    print(article['title'])

Get API Key: https://newsapi.org


4. Maps & Geolocation | 地图与地理定位

API Rating Cost Auth Data Coverage
OpenStreetMap Nominatim ⭐⭐⭐⭐⭐ Free None Geocoding, reverse geocoding
高德地图 API ⭐⭐⭐⭐⭐ Free+Paid API Key 中国地区地图、导航、POI
百度地图 API ⭐⭐⭐⭐ Free+Paid API Key 中国地区地图、导航
Google Maps API ⭐⭐⭐⭐ Paid API Key Global maps, places, routes

Recommended: Nominatim (Free, no auth) | 高德地图 (中国地区)

Nominatim Quick Examples:

import requests

# 地理编码(地址转坐标)
address = "Beijing, China"
url = f"https://nominatim.openstreetmap.org/search?q={address}&format=json"
response = requests.get(url, headers={'User-Agent': 'AgentApp'})
data = response.json()

print(f"Lat: {data[0]['lat']}, Lon: {data[0]['lon']}")

高德地图 Quick Examples:

import requests

api_key = "YOUR_API_KEY"
address = "北京市朝阳区"

# 地理编码
url = f"https://restapi.amap.com/v3/geocode/geo?address={address}&key={api_key}"
response = requests.get(url)
data = response.json()

print(data['geocodes'][0]['location'])

Get 高德 API Key: https://lbs.amap.com


5. E-commerce & Products | 电商与商品

API Rating Cost Auth Data Coverage
淘宝开放平台 ⭐⭐⭐⭐ Free+Paid OAuth 商品搜索, 订单
京东开放平台 ⭐⭐⭐⭐ Free+Paid OAuth 商品, 订单, 物流
Barcode Lookup ⭐⭐⭐ Free+Paid API Key Product info by barcode

Note: 电商API通常需要商家认证,普通用户可考虑爬取商品页面或使用第三方服务。


6. More domains coming soon... | 更多领域持续完善中

Planned additions:

  • Social Media APIs (Twitter, Weibo, Reddit)
  • Translation APIs
  • Image & Video APIs
  • Scientific & Research Data APIs
  • Government & Public Data APIs
  • Real Estate Data APIs
  • Job & Recruitment APIs

Contribute: If you know reliable APIs in other domains, help expand this skill!


🔄 Decision Flow | 决策流程

用户需要获取外部数据
    ↓
Step 1: 确定数据类型
├── 股票/金融 → 查看本 Skill 第1节
├── 天气 → 查看本 Skill 第2节
├── 新闻 → 查看本 Skill 第3节
├── 地图/位置 → 查看本 Skill 第4节
├── 电商/商品 → 查看本 Skill 第5节
└── 其他 → 搜索 RapidAPI / Public APIs
    ↓
Step 2: 选择合适的 API
├── 考虑因素:成本、认证难度、数据覆盖、稳定性
└── 优先选择免费/免认证的 API
    ↓
Step 3: 检查环境
├── Python库是否安装?→ pip install xxx
└── API Key是否获取?→ 引导用户注册
    ↓
Step 4: 调用 API 获取数据
    ↓
Step 5: 返回结构化结果

📊 Before vs After Comparison | 效果对比

Metric Web Scraping Using API
Speed 30-60 seconds 1-3 seconds
Token Cost High (entire HTML) Low (JSON only)
Accuracy Low (parsing errors) High (structured data)
Reliability Low (anti-scraping) High (stable API)
Maintenance High (page changes) Low (stable API)
指标 网页爬取 使用 API
速度 30-60 秒 1-3 秒
Token 成本 高(整个页面) 低(仅 JSON)
准确性 低(解析错误) 高(结构化数据)
稳定性 低(反爬机制) 高(稳定接口)
维护成本 高(页面变化) 低(稳定接口)

🔧 General Setup | 通用安装

Most APIs in this skill require Python. Basic setup:

# 常用数据获取库
pip install akshare yfinance requests pandas

# 可选:更多数据源
pip install tushare

🔍 External Resources | 外部资源

If the data type is not covered in this skill, search these directories:

Resource URL Description
RapidAPI https://rapidapi.com/hub Largest API marketplace
Public APIs https://github.com/public-apis/public-apis Free public APIs list
ProgrammableWeb https://www.programmableweb.com API directory

📝 Version | 版本

  • Version: 1.0.0
  • Created: 2026-03-13
  • Last Updated: 2026-03-13
  • Maintainer: Community
  • Contribution: Welcome to add more reliable data sources

Remember: API First, Scraping Last.

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Free

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