Vercel's AI SDK 7 adds scoped tool context: a tool can declare a contextSchema
, while the caller supplies per-tool values through toolsContext
. The purpose is practical—third-party tools do not need to receive every secret or configuration value held by an agent.
Primary source: Vercel, “AI SDK 7 is now available”.
Let's turn that feature into a tiny security exercise. We will create two tools:
lookupOrder
may receive an internal order-service URL;createTicket
may receive a support token;Use a fresh project and pin the versions you actually install in your lockfile:
mkdir scoped-tools && cd scoped-tools
npm init -y
npm install ai zod
npm install -D typescript tsx @types/node
Create demo.ts
:
import { tool } from 'ai';
import { z } from 'zod';
const lookupOrder = tool({
description: 'Read the status of one order',
inputSchema: z.object({ orderId: z.string().min(1) }),
contextSchema: z.object({ baseUrl: z.string().url() }),
execute: async ({ orderId }, { context }) => ({
orderId,
source: new URL(`/orders/${orderId}`, context.baseUrl).toString(),
status: 'demo-only',
}),
});
const createTicket = tool({
description: 'Create a support ticket',
inputSchema: z.object({ subject: z.string().min(3) }),
contextSchema: z.object({ supportToken: z.string().min(12) }),
execute: async ({ subject }, { context }) => ({
subject,
accepted: context.supportToken.startsWith('support_'),
}),
});
const tools = { lookupOrder, createTicket };
const toolsContext = {
lookupOrder: { baseUrl: 'https://orders.invalid' },
createTicket: { supportToken: 'support_demo_token' },
};
async function run() {
const order = await lookupOrder.execute!(
{ orderId: 'A-17' },
{ context: toolsContext.lookupOrder } as never,
);
const ticket = await createTicket.execute!(
{ subject: 'Order is delayed' },
{ context: toolsContext.createTicket } as never,
);
console.log(JSON.stringify({ order, ticket }, null, 2));
}
run().catch((error) => {
console.error(error);
process.exitCode = 1;
});
The exact execution callback types may evolve with SDK releases, so use the current AI SDK 7 documentation and your lockfile as the source of truth. The important shape is the boundary: each context object is validated for one tool.
Run it:
npx tsx demo.ts
Expected output is shaped like:
{
"order": {
"orderId": "A-17",
"source": "https://orders.invalid/orders/A-17",
"status": "demo-only"
},
"ticket": {
"subject": "Order is delayed",
"accepted": true
}
}
No network request is made; this lesson tests data flow, not an external service.
Now deliberately provide the wrong context:
const wrong = { supportToken: 'support_demo_token' };
const parsed = z.object({ baseUrl: z.string().url() }).safeParse(wrong);
console.log(parsed.success); // false
The desired result is rejection before tool execution. If your orchestration layer silently supplies a global environment object, both tools may see both secrets and the exercise has failed.
Create this table during review:
| Tool | Allowed context | Forbidden context | Missing-context behavior |
|---|---|---|---|
| lookupOrder | base URL | support token | reject before call |
| createTicket | support token | order URL, database credentials | reject before call |
process.env
? This is convenient but dangerous:
// Avoid this pattern
execute(input, { context: process.env })
It makes a future tool change an implicit privilege expansion. A package that only needed a weather API key could suddenly read database, deployment, and payment credentials.
Scoped context gives code reviewers a visible capability list. It does not encrypt secrets, prevent a permitted tool from leaking its own token, or replace sandboxing. You still need log redaction, outbound network controls, token rotation, and tests.
Add a sendEmail
tool with only:
{ senderId: string; allowedDomains: string[] }
Then test three cases:
allowedDomains
field fails schema validation.Print structured evidence for all three. Do not use a real email credential.
The broader lesson is that an AI tool is a capability boundary. AI SDK 7 makes that boundary easier to express, but the developer still decides whether the context is narrow, validated, and observable.
Which value in your current agent's global environment would be easiest to remove from most tool calls?