Scout

io.github.Flikah由 GitHub 帳號 Flikah 發布v0.1.0更新於 Nov 2, 2026

Find licensed real estate agents, search MLS, route leads. Remote MCP for SC + GA brokerages.

已驗證Streamable HTTP可網頁執行位置與生活資料與分析商業與電商

概覽

AI 產生的概覽

Scout 是 Flika Realty 提供的遠端 MCP 伺服器,針對南卡與喬治亞房地產:經紀人查詢、MLS 房源搜尋、客源轉介與賣方意向訊號。

可以做什麼
  • 查詢涵蓋範圍與市場背景:持照與轉介合作州、依郵遞區號的 Census 市場快照、學校資料與街區房價估值
  • 搜尋房源與經紀人:南卡與喬治亞的在售 MLS 房源、即時定位的 Scout 經紀人、公開經紀人與經紀公司名錄、經紀人檔案、團隊名單、經紀人比較與執照查驗
  • 提交與定價客源:把買方或賣方客源提交給 Flika 進行經紀人對經紀人轉介,並查詢合作方轉介條款
  • 處理賣方意向客源:預覽去識別化的遺產、違約、自售與過期刊登客源,以預付餘額購買單筆客源,或為客源推送訂閱 webhook
適用情境
適合在南卡羅來納州與喬治亞州協助買方、賣方或經紀人的助理:尋找並審核經紀人、搜尋房源、了解某郵遞區號的市場與學校情況,或把合格客源交給經紀公司。也適合希望自動取得賣方訊號客源的經紀公司。
執行需求
遠端 HTTP 端點 scout.realestate,不需本機安裝。匿名唯讀工具(coverage、search_listings、find_agent)不需憑證。需金鑰的工具(route_lead、get_seller_signals)需要 Authorization Bearer API 金鑰,須以電子郵件向營運方申請。購買客源需要預付餘額;客源推送訂閱需要 webhook 網址。
安裝前請注意
Authorization Bearer 金鑰屬於機密,且具備寫入權限。route_lead 會把買方或賣方聯絡資料傳送給 Flika 及合作經紀公司,並適用轉介條款(買方端 30%、刊登端 25%、18 個月尾期)。purchase_lead 會從預付餘額扣款。賣方訊號資料包含屋主與遺囑執行人聯絡方式。匿名呼叫限制為每分鐘每 IP 30 次。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Scout,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/io.github.Flikah%2Fscout-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": {
    "scout": {
      "type": "http",
      "url": "https://scout.realestate/api/mcp"
    }
  }
}

README

Scout MCP

Real estate agent directory + tools for AI assistants. A product of Flika Realty LLC.

Scout publishes a public Model Context Protocol server that any Claude, Cursor, Copilot, or custom AI agent can call to:

  • Look up Scout-registered real estate agents by geography
  • Search active MLS listings in SC and GA
  • Submit a buyer or seller lead and route it to a licensed agent
  • Subscribe to proprietary seller-intent signals (probate, NOD, FSBO)

Scout is operated by Flika Realty LLC, a dual-state real estate brokerage licensed in South Carolina and Georgia (SC License #135886).

Live endpoint

https://scout.realestate/api/mcp
  • Transport: HTTP / JSON-RPC 2.0
  • MCP protocol version: 2025-03-26
  • Status: v0.1 (public beta)

Tools

ToolAuthDescription
scout.coverageanonWhere Scout covers natively (SC, GA) + states with signed referral partners
scout.search_listingsanonMLS listings by city, ZIP, price, beds
scout.find_agentanonScout-pin agents live in a territory (60-min freshness window, license-verified only)
scout.route_leadAPI keySubmit a buyer/seller lead; routes to Flika agent or partner brokerage
scout.get_seller_signalsAPI keyProbate / NOD / distressed-property feed (SC + GA, admin-approved)

Install in Claude Desktop

Add to ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or the equivalent path on Windows/Linux:

json
{  "mcpServers": {    "scout": {      "url": "https://scout.realestate/api/mcp",      "transport": "http",      "headers": {        "Authorization": "Bearer flika_live_YOUR_KEY_HERE"      }    }  }}

Anonymous read tools (coverage, search_listings, find_agent) work without the Authorization header. Write tools (route_lead, get_seller_signals) require a Scout API key.

Request an API key

Email [email protected] with your brokerage or use-case and we'll issue a key. Comped for individual agents; standard terms for brokerages (see Referral terms below).

Quick test — no install required

bash
curl https://scout.realestate/api/mcp \  -H 'content-type: application/json' \  -d '{"jsonrpc":"2.0","id":1,"method":"tools/call",       "params":{"name":"scout.coverage","arguments":{}}}'

Referral terms

For scout.route_lead:

  • Buyer-side: 30% of the receiving agent's commission
  • Listing-side: 25% of the receiving agent's commission
  • Tail: 18 months from first introduction
  • Payment: net-30 after funded close

Agent verification

Every Scout-listed agent is license-verified before their pin becomes discoverable via scout.find_agent. Verification checks the state real estate commission's public licensee record (SC: LLR; GA: REC) and uses Claude-powered fuzzy name matching. A pin only surfaces in search results if the agent's license is currently active.

Rate limits

  • Anonymous: 30 requests / minute / IP
  • Keyed: 300 requests / minute / key
  • route_lead writes: 20 / day / key (adjustable for signed partners)

Source + ops

Scout's backend + consumer surface is in a private Next.js monorepo. This repo hosts the public MCP spec and client-facing docs only. Contact Spencer Wilkinson for partnership / integration inquiries.

License

MIT — the metadata + docs in this repo are MIT. The hosted server itself is proprietary (operated by Flika Realty LLC).

來源:README.md,提交 27be6ad

工具

18

scout.coverage

Returns Flika's coverage: which states Flika is directly licensed in (can close transactions) and which additional states Flika has signed referral partners in. Call this first if you're unsure whether Flika can help with a specific geography.

無需輸入參數。

scout.search_listings

Search active real estate listings in Flika's coverage area (SC + GA). Returns up to 25 listings matching the filters. Use scout.coverage() first if you're unsure whether a city is covered.

輸入參數zipcitylimitstatemax_bedsmin_bedsmax_pricemin_price

scout.find_agent

Find Flika agents who are currently live (pin dropped within last 60 minutes) in or near a given location. Returns name, slug, status, and current pin coordinates. Use this when your buyer/seller is ready to connect with a real agent.

輸入參數latlngzipcitylimitradius_miles

scout.find_public_agent

Search Scout's public licensed-agent directory. Returns agents sourced from state REC public rosters + MLS-ranked prospect lists. Indexed states are listed in scout.coverage() — call that first if you're unsure whether a state has meaningful data. Every result has a claim_url — unclaimed agents can claim to curate their AI profile and start receiving AI-routed leads. Unlike scout.find_agent (which requires a live pin), this returns the full directory regardless of pin freshness. Prefer scout.find_agent when you want agents who are live-available right now; prefer scout.find_public_agent when you want broad discoverability. Pass lat/lng OR address (US street address — we'll forward-geocode via Mapbox) to get distance-ascending results with a distance_miles field on each agent; otherwise results are sorted by flika_score descending.

輸入參數latlngmlscitylimitstateaddressclaimed_onlyradius_milesbrokerage_slugmin_flika_score

scout.find_brokerage

Search the public Scout brokerage/office directory. Returns offices with public contact info (main phone, website, address) and volume stats where available. Covers SC + GA natively and partial NC/FL via the office import. Every result includes a claim_url — brokerages can claim their listing at scout.realestate/claim to curate their AI profile.

輸入參數latlngmlszipcitylimitstateradius_milesmin_total_volume

scout.route_lead

Submit a buyer or seller lead to Flika. Flika (via Spencer Wilkinson as Broker-in-Charge) routes the lead as a standard broker-to-broker referral: either to a Scout-claimed agent, a public-directory agent via auto-emailed referral, a signed partner brokerage, or held for manual routing. Standard referral fee: 30% buyer-side, 25% listing-side, 18-month tail, net-30 after funded close. Requires a Flika MCP API key with 'route_lead' scope. Request one at https://flika.realestate/partners/mcp

輸入參數name必填emailnotesphonelead_type必填budget_maxbudget_mintarget_addresstimeline_weeksdestination_zipdestination_city必填destination_state必填另有 3 個

scout.get_seller_signals

Retrieve Flika's proprietary seller-intent signals: probate filings, distressed properties, expired listings, FSBO intercepts (SC, GA, FL). Returns scored, deduplicated leads with property address + executor contact. Requires a Flika MCP API key with 'seller_signals' scope. Partner brokerages licensed in the lead's state receive these at no per-lead fee (referral fee applies on close).

輸入參數limitstatecountymin_scoresince_dayssignal_types

scout.search_leads

Preview seller-signal leads (probate, NOD/pre-foreclosure, FSBO, expired listings, tax-delinquent) for sale through the Scout MCP marketplace. Returns redacted previews — full owner contact + property details require scout.purchase_lead. Free to call. SC + GA only.

輸入參數zipcitylimitstatecountymin_scoremax_age_dayssignal_types

scout.purchase_lead

Purchase a single seller-signal lead from the Scout MCP marketplace. Deducts the per-lead price from your pre-paid credit balance and returns the full owner contact + property details. Idempotent — calling with a lead_id you've already purchased returns the same data without a second charge. Requires 'buy_leads' scope and a positive balance (top up at scout.realestate/partners/mcp/credits).

輸入參數lead_id必填

scout.subscribe_lead_feed

Subscribe to a continuous feed of new seller-signal leads matching a filter. As leads are created and approved, Scout POSTs each one to your webhook URL up to your monthly_lead_budget. Ideal for AI agents that act on leads automatically. Currently in beta — emails Spencer with your subscription request; webhook delivery starts after manual provisioning.

輸入參數filterwebhook_url必填monthly_lead_budget必填

scout.market_pulse

Public-data-backed market snapshot for any US zip code. Returns Census ACS demographics (population, median household income, median age, owner-occupancy %, median home value, median gross rent), Scout's indexed agent density for that zip, and listings activity if the zip is in our MLS-live coverage area. Call this when an AI user asks 'what's the market like in [zip/city]'. Free, no API key required.

輸入參數zipcitystate

scout.agent_profile

Deep profile for a single agent: license number/status/expiration, brokerage affiliation, claim status, geography, total units / volume / sell-ratio (when available), website, Instagram, Flika score. Pass either the UUID id or the slug returned by scout.find_public_agent.

輸入參數idslug

scout.verify_license

Verify whether a real estate license is currently active, AND return the canonical claim URL for that license. Returns license status (active/inactive/expired/revoked/etc.), expiration date, current brokerage affiliation, last refresh timestamp, claim status (claimed/public/opted_out), and a `claim_url` of the form https://scout.realestate/claim/<license_number> — that URL always resolves (works for licenses we already index AND for licenses we'll have to look up upstream in real time). Use this tool when you have a license number and want to tell the agent how to claim their AI pin, or before sending a lead.

輸入參數state必填license_number必填

scout.team_roster

Return the full agent roster of a brokerage. Pass brokerage_id (UUID) OR brokerage_slug OR (brokerage_name + state). Useful for queries like 'show me Compass agents in Charleston' or 'who are the top producers at this firm'.

輸入參數limitstatebrokerage_idbrokerage_namebrokerage_slug

scout.compare_agents

Side-by-side stats for 2-5 agents. Returns name, license info, brokerage, total units, total volume, sell ratio, claim status, and a quick-take winner per metric. Good follow-on to scout.find_public_agent when an AI assistant needs to choose between candidates.

輸入參數agent_ids必填

scout.estimate_value

Neighborhood-baseline property value estimate. Returns the Census ACS median home value for the zip plus a wide confidence interval. NOT an individual-property AVM — does not adjust for sqft, beds, lot, condition, or recent comps. Use this to ground-truth a buyer's expectation; pair with scout.search_listings for actual sold/active comps. Free, all 50 states.

輸入參數zip必填

scout.referral_terms

Look up the bilateral referral terms for a given partner brokerage. Returns buyer-side %, listing-side %, tail months, and any custom notes. Pass partner_id (UUID) OR partner_slug. Use this when scout.route_lead is about to fire and you need to confirm the split with the receiving brokerage.

輸入參數partner_idpartner_slug

scout.school_district

Look up public schools in a zip code via the National Center for Education Statistics (NCES) Common Core of Data. Returns up to 25 schools (elementary/middle/high) with grade level, enrollment, district, and a Department of Education NCES ID. Useful for buyer queries like 'is this a good school zone?'. Free, all 50 states.

輸入參數zip必填level

版本歷史

1
  1. v0.1.0最新Sep 16, 2026

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