01 · MCP · Coming Q3 2026

Bring White Shoe To the AI you already use.

Your Firm IQ, playbooks, and matter repository — exposed to Claude, ChatGPT, and any MCP-compatible client. Counsel-grade context, wherever the thinking is already happening.

See pricing
Coming Q3 2026All plansNo new portal
FIG. 03 · MCP Surface

Claude. ChatGPT. Any MCP-compatible client.

02 · How It Works

Connect. Authenticate. Work.

Three movements. No new portal. The model already knows how to call a tool — we hand it the right ones.

i.
Install

Add the server in seconds

Drop the White Shoe MCP server into your AI client's config. One entry. Thirty seconds — by an admin or the lawyer themselves.

ii.
Authenticate

Sign in once

Authenticate with your workspace. Scoped OAuth tokens. The model host never sees your firm data — only the answers you authorize the server to return.

iii.
Work

Ask in your AI

Ask in Claude. Ask in ChatGPT. The model now answers with your playbooks, your matters, your firm.

03 · Specimen

A question, answered — with your Firm IQ.

Ask the question in the AI you already use. The Associate handles the rest, in the client where the lawyer already is.

04 · What It Surfaces

Four surfaces. One server.

The MCP server exposes the same intelligence that drives every White Shoe surface — packaged as tools and resources the model can call by name.

Firm IQi.

Your firm, queryable

Preferences, voice, and house rules — exposed as queryable context to any MCP client. The model stops guessing.

Playbooksii.

Positions, looked up

Negotiation positions, fallback language, and risk thresholds — looked up in plain language by the model, returned in the structure your team already uses.

Repositoryiii.

Search the archive

Semantic search across your matter archive. Source documents returned in-chat, with citations the lawyer can verify.

Associatesiv.

Workflows, as tools

Call any Associate as a tool. Redline. Triage. Draft. The same workflows that drive the platform — available wherever the model can call a tool.

05 · Why It Works

The AI you already use.

The team already knows Claude. They already use ChatGPT. The legal context should show up where the thinking is — not behind a new login.

i.

No new surface to learn.

The team already lives in their AI client. The firm's brain shows up there too — same model, same UI, more context.

ii.

The model gets smarter about your firm.

MCP gives the model access to Firm IQ, your playbooks, and your repository — so the answer isn't generic, it's yours.

iii.

Counsel-grade security.

Scoped OAuth tokens. The model host is never trained on your data. Encrypted in transit. The model sees what you authorize — nothing more.

06 · Get Early Access

Your firm's brain. In every AI you use.

Bring your own model.

Bring your own firm.

Coming Q3 2026. Available on every plan. Join the waitlist for early access — we're rolling out a private beta first to existing customers.