nCino, Inc. (NASDAQ: NCNO), a platform for agentic AI banking, has announced new capabilities enabling lenders to connect MCP-compatible AI agents directly to the nCino Mortgage Suite. The integration leverages Model Context Protocol (MCP), an open-source protocol introduced by Anthropic in late 2024 that functions as a universal connector between AI agents and external platforms, standardizing how AI applications securely access data and tools across disparate enterprise systems.

Mortgage teams frequently lose productive time navigating multiple screens simply to access information or complete routine tasks. Mortgage MCP addresses this challenge by allowing an AI agent to execute tasks on the user's behalf — eliminating the need to click through menus or toggle between separate tools — while operating within the organization's existing governance and permission settings. For regulated industries like mortgage lending, where compliance and audit trails are mandatory, the ability to layer AI-driven automation on top of existing permission frameworks rather than bypassing them addresses one of the key barriers to enterprise AI adoption.

Mortgage MCP currently ships with two pre-built tools designed for teams that want to begin work immediately:

Admin MCP

Mortgage systems administrators — the internal "product owners" responsible for managing a lender's loan origination system (LOS), point-of-sale system (POS), and other critical mortgage technologies — typically spend dozens of hours each month on tasks such as user and role management, system configuration, and integration maintenance.

The Admin MCP enables administrators to handle these responsibilities through natural language conversation, without needing to log into the nCino console. In a single conversational session, an administrator can onboard a new loan officer, add state licenses, assign the officer to a branch, restructure organizational hierarchies, perform compliance tasks, and generate reports on loan officer performance.

Loan Officer MCP

Loan officers often move quickly between checking loan status, triaging their pipeline, managing borrower records, and triggering income and asset verifications — spending a significant portion of their day navigating screens rather than engaging with borrowers.

The Loan Officer MCP provides loan officers with a single conversational interface to manage these tasks, reducing the screen-switching that slows origination workflows and helping them maintain focus on borrower relationships. Additional supported use cases include running AUS, drafting disclosures, partner onboarding, loan briefings, guidance on prioritization, and task reminders.

"With Mortgage MCP, administrative workflows that used to consume hours become a five-minute conversation," said Casey Williams, General Manager of Global Mortgage at nCino. "We're building for a world where lending teams state intent and the system acts, replacing clicks with commands and dashboards with answers. Admins can connect the AI agent they already use directly into the nCino Mortgage Suite, and it only ever acts within their existing permissions, with every action logged."

Mortgage MCP is built on nCino's existing permissioning and audit-logging framework. Actions taken through the nCino Mortgage Suite are recorded with a timestamp, action, and outcome within the nCino system. The framework supports configurable controls for high-impact actions, such as archiving a loan officer or restructuring a branch, including a requirement for human confirmation before execution. Customers have the flexibility to configure these controls to align with their own approval workflows and operational environment. As MCP adoption broadens across enterprise software, the extensibility of this approach means nCino customers can connect a range of current and future AI agents without waiting for bespoke integrations, positioning the Mortgage Suite within a wider ecosystem of interoperable AI-enabled enterprise tools.