MCP tool
match_lenders_to_buyer
Match lenders to buyer
Match the authenticated buyer and a target acquisition to SBA lenders using Capbench lender activity by state, industry, and loan size, weighted by the buyer's saved geography and target industries. Informational — does not guarantee lender interest or approval.
Input
| Field | Type | Notes |
|---|---|---|
| loan_amount | number | Approximate SBA loan amount. |
| state | string | Two-letter US state code. |
| industry | string | Industry or business type. |
Example call
Which lenders fit this buyer's deal?
{
"jsonrpc": "2.0",
"id": 1,
"method": "tools/call",
"params": {
"name": "match_lenders_to_buyer",
"arguments": {
"loan_amount": 800000,
"state": "TX",
"industry": "restaurants"
}
}
}POST to https://www.capbench.com/api/mcp.
Output
Personalized results computed from the authenticated user's own saved Capbench buyer profile (and any deal facts passed). Read tools return analysis; write tools confirm the change. Until the user connects Capbench, the tool returns an authentication/connect prompt instead.
Example response
Every result is wrapped in the standard CapBench envelope — same canonical_url, data_freshness, methodology, source_summary, caveats, and citation as the REST API.
{
"ok": true,
"canonical_url": "https://www.capbench.com/lenders",
"data_freshness": {
"sba_records_through": "2026-05-31",
"fdic_records_through": "2026-03-31",
"dealroom_last_updated": "2026-06-21",
"timezone": "America/Chicago"
},
"methodology": {
"label": "Match lenders to buyer methodology",
"url": "https://www.capbench.com/methodology/lender-rankings"
},
"source_summary": [
"Public SBA 7(a) loan records",
"FDIC institution data",
"CapBench lender and franchise enrichment"
],
"results": null,
"caveats": [
"CapBench data is market intelligence, not a credit decision or SBA eligibility determination."
],
"citation": {
"label": "CapBench SBA Intelligence",
"url": "https://www.capbench.com/lenders",
"source_type": "CapBench Data"
}
}Caveats
- Requires the user to connect Capbench in ChatGPT (OAuth). Write tools also require explicit user confirmation (user_confirmed: true).
- Estimates are heuristics from public SBA benchmarks plus the buyer's profile — not a credit decision or SBA eligibility determination.
Continuation URL
If the user isn't connected, the result asks them to connect Capbench in ChatGPT; if connected without a profile, it routes them to create one.
Lead & consent
Lender introductions and profile writes require explicit confirmation; sharing a profile with lenders is a separate, logged consent.