Model Context Protocol
Connect Claude, ChatGPT, Cursor to ValiFit
Any MCP-aware AI client can call ValiFit's real-estate intelligence surface directly inside its conversation — agent lookups, town fit scoring, semantic search across all 35,000 US municipalities.
Standalone (local)
For Claude Desktop, Cursor, Cline, Continue, or any stdio-MCP client. Runs on your machine, no setup.
{
"mcpServers": {
"valifit": {
"command": "npx",
"args": ["-y", "@valifit/mcp"]
}
}
}Add this block to your claude_desktop_config.json / Cursor MCP settings. Requires Node 20+.
Hosted (web)
For Claude.ai web app, ChatGPT custom GPTs, browser-based MCP clients. No install — point your client at our endpoint.
Endpoint: https://valifit.com/api/mcp Transport: HTTP (Streamable HTTP, MCP 2024-11-05) Method: POST (JSON-RPC 2.0) Auth: Optional Bearer (vfk_...) CORS: enabled (*)
CORS open for any origin. Public-tier rate limit 60 req/min/IP.
Available tools
get_agentLook up a public real-estate agent profile by slug. Returns Schema.org RealEstateAgent JSON-LD with AQS, brokerage, license, service area. Strict no-PII.
get_healthAPI liveness + deployment metadata (git commit, region, DB ping).
get_chartersReturn the 6 ValiFit Constitutional Charters — public commitments that govern scoring, lead routing, citation, and bias auditing.
search_semanticNatural-language search across all 35,000 US municipalities. Returns top-N most similar towns with composite scores.Example queries: “quiet suburban town with great schools near a major hospital”, “affordable mid-sized city in Texas with strong appreciation”.
Try the hosted endpoint
Quick smoke test from your terminal:
curl -X POST https://valifit.com/api/mcp \
-H 'Content-Type: application/json' \
-d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}'Compliance
The MCP server is constrained by the same 6 constitutional charters that govern the ValiFit web platform. The get_charters tool returns them verbatim so LLMs can cite the principle + enforcement when answering compliance questions about ValiFit.
- FHA-Safe Methodology — no protected class in scoring
- Lead-Routing Neutrality — agent ranking by AQS, never payment
- Citation Density — every fact carries a federal source
- Source Sovereignty — all data traces to authoritative open sources
- Algorithmic Transparency — all scoring formulas public
- Public Bias Audit — quarterly statistical audit, stream-only
Resources
- /api/v1 OpenAPI 3.1 spec — the underlying REST surface that MCP tools call
- /knowledge-graph.jsonld — single-doc Schema.org @graph of the entire ValiFit knowledge graph
- Source code (GitHub)
- Partner API key request: [email protected]