Lotlytics — US Real Estate Market Data & Investment Analytics

us.lotlytics由 lotlytics.us 發布v1.0.0更新於 Oct 24, 2026

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

已驗證Streamable HTTP可網頁執行金融資料與分析

概覽

AI 產生的概覽

遠端 MCP 伺服器,讓助理取得美國房地產市場資料:房價、租金報酬率、增值、人口遷移與投資健康評分。

可以做什麼
  • 列出並依州篩選可查詢的美國都會區市場
  • 讀取單一城市的完整市場報告:中位價、增值、租金報酬率、動能、人口遷移
  • 取得投資健康評分,含評級標籤與其依據訊號
  • 並排比較兩個市場在價格、報酬率與增值上的表現
  • 依最高價格、最低租金報酬率等投資條件排序市場
適用情境
適合使用者詢問某個美國城市現在是否適合投資、想比較兩個都會區的租賃投資前景,或想依價格與報酬率篩選市場時使用。適合希望在對話中直接查看市場數據、而非另開試算表的房產投資人與分析人員。
執行需求
需要遠端 streamable HTTP 端點,不必在本機安裝。免費方案不需帳號,僅限前 50 個都會區,每個 IP 每天 20 次請求。Investor 付費方案以 X-API-Key 標頭開放全部 895 個市場,每天 1,000 次請求。文件亦提供本機 Python 執行方式。
安裝前請注意
進階工具需要付費的 Investor 訂閱與 X-API-Key 標頭,該金鑰應妥善保管。沒有金鑰時資料僅限前 50 個都會區,且依 IP 限流。數據為市場估算,僅供參考,不構成投資建議。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Lotlytics — US Real Estate Market Data & Investment Analytics,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。

交給代理程式安裝

把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式,或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南,先向你展示發布者、端點和登入方式,經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。

閱讀 https://sourceweft.com/mcp/us.lotlytics%2Flotlytics-mcp/install.md,並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前,先告訴我它的發布者、端點和登入方式,等我確認。不要把 API 金鑰寫進命令或我會提交的檔案;問我金鑰應從哪裡取得。

檢視代理程式所依據的安裝指南

其他 MCP 客戶端

把它新增到你客戶端的 mcpServers 設定中。

{
  "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

來源: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.

輸入參數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'

輸入參數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'

輸入參數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'

輸入參數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

輸入參數limitstatemax_pricemin_appreciationmin_rental_yieldmax_price_to_income

版本歷史

1
  1. v1.0.0最新Sep 16, 2026

評分

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  • 近 30 天內可連通必需25 分
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  • 描述必需15 分
  • 圖示10 分
  • 文件15 分
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