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Scout

flikah/scout-mcp
3 toolsauthHTTPregistry active
Summary

Connects Claude to real estate data and lead routing for South Carolina and Georgia. You get read access to MLS listings, agent lookups by territory with live license verification, and coverage maps. With an API key you can route buyer and seller leads directly to Flika Realty or their referral network, plus subscribe to distressed property signals like probate and NOD filings. Useful if you're building agent-facing tools or want to let an AI assistant handle real estate search and lead handoff without leaving the conversation. Operated by a licensed brokerage, so leads go to verified agents only.

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Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
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Agent, run crypto. Access onchain data & trade routes via 1inch.
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Tools

Public tool metadata for what this MCP can expose to an agent.

3 tools
brand_lookupLook up brand data from the Optimly AI Brand Directory. Search by slug (exact match), name (fuzzy), or category. Returns brand name, archetype, BAI score/tier, category, sentiment, AI readiness, and more. Unauthenticated callers get a slim response with gated fields; authentic...3 params

Look up brand data from the Optimly AI Brand Directory. Search by slug (exact match), name (fuzzy), or category. Returns brand name, archetype, BAI score/tier, category, sentiment, AI readiness, and more. Unauthenticated callers get a slim response with gated fields; authentic...

Parameters* required
namestring
Brand name to search for (e.g. 'Salesforce'). Fuzzy match.
slugstring
Brand slug for exact match (e.g. 'stripe', 'hal9'). Preferred lookup method.
categorystring
Filter brands by category (e.g. 'Fintech', 'E-commerce Platform')
category_browseBrowse the Optimly AI Brand Directory taxonomy. Use action='list' to see all 40+ categories with brand counts, or action='detail' with a slug to explore a specific category and its top brands. Free tier returns category overview with top 5 brands; authenticate for complete bra...2 params

Browse the Optimly AI Brand Directory taxonomy. Use action='list' to see all 40+ categories with brand counts, or action='detail' with a slug to explore a specific category and its top brands. Free tier returns category overview with top 5 brands; authenticate for complete bra...

Parameters* required
slugstring
Category slug (required for action='detail'). Get valid slugs from action='list'. Example: 'fintech-financial-services', 'saas-cloud-software'
actionstring
'list' to see all categories, 'detail' to explore a specific categoryone of list · detail
discovery_intentTell Optimly Scout what your user is researching — which brands they're comparing, what problem they're solving, what category they're exploring. Use action='start' to get the structured questionnaire, then action='submit' with answers to get matched brands and categories from...8 params

Tell Optimly Scout what your user is researching — which brands they're comparing, what problem they're solving, what category they're exploring. Use action='start' to get the structured questionnaire, then action='submit' with answers to get matched brands and categories from...

Parameters* required
actionstring
'start' to get the intent questionnaire, 'submit' to send answers and get recommendationsone of start · submit
use_casestring
What's the specific use case?
agent_contextstring
What is your agent doing with this information? (e.g., building a comparison, making a recommendation)
buyer_personastring
Who is the buyer or decision-maker?
problem_spacestring
What problem is the user trying to solve?
category_soughtstring
What category or market segment is being explored?
brands_mentionedarray
Which brands has the user mentioned or is comparing?
comparison_criteriaarray
What criteria matter most for this decision?

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:

{
  "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 spencer@flikah.com 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

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.

  • Consumer site: scout.realestate
  • Brokerage (operator): flika.realestate
  • Contact: spencer@flikah.com

License

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

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Categories
Search & Web Crawling
Registryactive
TransportHTTP
AuthRequired
UpdatedApr 21, 2026
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