APIs constrain the agent
Endpoints force agents into the narrow workflows you guessed ahead of time. Real questions rarely fit the shape of an API you designed last quarter.
Agent-native data access
UNLEASH
Your customers' agents are caged by your API. Letting them run arbitrary SQL on shared data is a liability. UnleashDB ends the tradeoff. By design.
Early access, architecture notes, and private beta invites.
Per-user database instancesRead-only by constructionOAuth-ready MCP layer
Why this existsAgents should explore data,
Agents should explore data,
not wait for another endpoint.
The moment a customer's AI agent wants to ask a question you didn't anticipate, the cracks show. There are three of them.
Shared databases create blast radius
One bad query, one tenant bug, one permission mistake — and data lives behind shared infrastructure, so the blast radius is every other customer.
MCP needs a safer data plane
Agents are most useful when they roam freely. That freedom needs physical isolation underneath it — not one more fragile policy layer to misconfigure.
How it works
A managed MCP data plane for read-only databases.
You keep building your product. UnleashDB runs the agent-facing SQL surface, OAuth access, and a physically isolated database per customer.
01
Sync read-only data
Send UnleashDB the customer-specific data you'd otherwise expose through a narrow API or a shared reporting layer.
02
Isolate each customer
Every customer's data lands in a dedicated database instance — no shared tenant table to accidentally cross.
03
Expose it through MCP
Your customers authorize their agent once, then query and deep-dive their own data with arbitrary SQL.
acme · agent
find overdue invoices
db.acme — isolated
orbit · agent
list open tickets by sev
db.orbit — isolated
northstar · agent
rank churned accounts
db.northstar — isolated
vela · agent
join 9 tables, group by…
db.vela — isolated
Safe by design
Physical isolation replaces fragile tenant filtering.
UnleashDB is built for the moment agents stop asking pre-approved questions and start investigating. The safety boundary is the database instance itself.
-- agent explores freely, sandboxed to one tenant
sql> SELECT name, mrr, status FROM accounts
WHERE status = 'overdue' ORDER BY mrr DESC;
name
mrr
status
Northwind Co
$4,200
overdue
Globex
$3,100
overdue
Initech
$1,750
overdue
No cross-customer reads
There is no query path from one user's MCP server to another user's database instance. None.
No noisy-neighbor slowdown
Expensive exploration is contained to that user's instance — never anyone else's workload.
Read-only by construction
Built for safe data exposure — not mutation, admin actions, or operational writes.
USAGE-BASED PRICING PLANNEDUnleash your customers' agents.
Unleash your customers' agents.
Behind a fence.
Join the early list if your product has customer data that should be explorable by Claude, ChatGPT, Cursor, Codex, or any MCP-compatible agent.