Lotlytics — US Real Estate Market Data & Investment Analytics

us.lotlytics由 lotlytics.us 发布v1.0.0更新于 Oct 24, 2026

US real estate market data for AI agents: prices, yields, forecasts and scores for 894 markets.

已验证Streamable HTTP可网页运行金融数据与分析

概览

AI 生成的概览

远程 MCP 服务器,为助手提供美国房地产市场数据:房价、租金收益率、增值、人口迁移和投资健康评分。

可以做什么
  • 列出并按州筛选可查询的美国都会区市场
  • 读取单个城市的完整市场报告:中位价、增值、租金收益率、动能、人口迁移
  • 获取投资健康评分,含评级标签及其依据信号
  • 并排比较两个市场在价格、收益率和增值上的表现
  • 按最高价格、最低租金收益率等投资条件对市场排名
适用场景
当用户询问某个美国城市是否适合投资、想比较两个都会区的租赁投资前景,或想按价格和收益率筛选市场时适用。适合希望直接在对话中查看市场数据而非表格的房产投资者和分析人员。
运行要求
需要远程 streamable HTTP 端点,无需本地安装。免费层无需账号,仅限前 50 个都会区,每个 IP 每天 20 次请求。Investor 付费方案通过 X-API-Key 请求头开放全部 895 个市场,每天 1,000 次请求。文档也提供本地 Python 运行方式。
安装前请注意
高级工具需要付费的 Investor 订阅和 X-API-Key 请求头,该密钥需妥善保管。无密钥时数据仅限前 50 个都会区,且按 IP 限流。数据为市场估算,仅供参考,不构成投资建议。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Lotlytics — US Real Estate Market Data & Investment Analytics,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Web executable,通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体,或 SourceWeft 对话中。智能体会读取该服务器的安装指南,先向你展示发布者、端点和登录方式,经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/us.lotlytics%2Flotlytics-mcp/install.md,并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前,先告诉我它的发布者、端点和登录方式,等我确认。不要把 API 密钥写进命令或我会提交的文件;问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

{
  "mcpServers": {
    "lotlytics-us-real-estate-market-data-inv": {
      "type": "http",
      "url": "https://lotlytics-mcp-production.up.railway.app/mcp"
    }
  }
}

README

Lotlytics MCP Server

Real estate market data for any MCP-compatible AI assistant — Claude, Cursor, Windsurf, and more.

Ask your AI questions like:

  • "Is Nashville a good market to invest in right now?"
  • "Compare Austin vs Charlotte for rental investing"
  • "Find markets in Texas under $300k with yield above 5%"
  • "What's the investment health score for Phoenix AZ?"

Quick Start — Free, No Account Needed

Add to your Claude Desktop config:

Mac: ~/Library/Application Support/Claude/claude_desktop_config.json
Windows: %APPDATA%\Claude\claude_desktop_config.json

json
{  "mcpServers": {    "lotlytics": {      "type": "streamable-http",      "url": "https://lotlytics-mcp-production.up.railway.app/mcp"    }  }}

Restart Claude Desktop. Look for the 🔌 plugin icon. Done.


Premium — Investor Plan (All 895 Markets)

Same URL, just add your API key as a header:

json
{  "mcpServers": {    "lotlytics": {      "type": "streamable-http",      "url": "https://lotlytics-mcp-production.up.railway.app/mcp",      "headers": {        "X-API-Key": "YOUR_API_KEY"      }    }  }}

Get your API key at lotlytics.us/settings/api-keys after upgrading to Investor ($79/mo).


Free vs Premium

FreePremium (Investor $79/mo)
API key requiredNoYes (X-API-Key header)
MarketsTop 50 US metrosAll 895 US metros
Requests/day20 per IP1,000 per key

Tools

Free tier (top 50 markets, no key needed)

ToolDescription
get_market_healthInvestment health score (1–10) with key signals
get_market_summaryPrices, appreciation, rental yield, mortgage estimate, momentum
list_marketsList available markets, filterable by state

Premium tier (all 895 markets, requires X-API-Key)

ToolDescription
get_market_summaryEverything above + HUD Fair Market Rents, percentile rankings, full migration data
compare_marketsSide-by-side comparison of two cities across 10+ metrics
search_marketsFilter 895 markets by price, yield, appreciation, affordability

Running Locally

bash
git clone https://github.com/daejung83/lotlytics-mcpcd lotlytics-mcppip install -r requirements.txtpython server.py --transport streamable-http --port 8080

Or use the hosted endpoint above — no local setup needed.


Links


License

MIT

来源:README.md,提交 1cad63e

工具

5

get_market_summary

Market summary for a US city

Full market report for one US city or metro. Example: city='Austin', state='TX' returns Austin's median price, appreciation, rental yield, momentum and migration.

输入参数city必填state必填

list_markets

List available markets

List the US markets this server can report on, optionally filtered to one state. Example: state='TX'

输入参数state

get_market_health

Investment health score (1-10)

Investment health score (1-10) for a US market, with a label (Strong Buy / Favorable / Neutral / Caution / Avoid) and the signals behind it. Example: city='Tampa', state='FL'

输入参数city必填state必填

compare_markets

Compare two markets head-to-head

Compare two US markets side by side, with a winner marked on price, yield and appreciation. Requires API key (Investor plan) — https://www.lotlytics.us/pricing ; key at https://www.lotlytics.us/settings/api-keys Example: city_a='Austin', state_a='TX', city_b='Nashville', state_b='TN'

输入参数city_a必填city_b必填state_a必填state_b必填

search_markets

Search markets by investment criteria

Rank US markets by investment criteria; no filters returns the top-ranked markets nationally. Requires API key (Investor plan) — https://www.lotlytics.us/pricing ; key at https://www.lotlytics.us/settings/api-keys Example: state='TX', max_price=300000, min_rental_yield=6

输入参数limitstatemax_pricemin_appreciationmin_rental_yieldmax_price_to_income

版本历史

1
  1. v1.0.0最新Sep 16, 2026

评分

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