Intent Cloak: query-intent privacy for agents

By TextForAgents LLC. Every query your agent sends is a disclosure: what its principal is buying, building, or investigating, handed to a counterparty who can price against it, log it for a competitor, or answer differently because of who is asking. The cloak treats intent as a protected asset at query time.

A sensitive task's information need is decomposed into constructed subneed queries placed across independent providers under a hard threshold — no provider's share of the task's sensitive entities exceeds 0.5, and no provider ever receives both the goal and the target — with answers reassembled client-side by per-field quality selection; if no legal placement exists, the cloak refuses to send rather than leaking. A synthetic-task probe (never your real query — probing with it would itself be the leak) measures whether a provider prices differently for revealed intent and raises the decoy ratio automatically when it does. Every task returns a signed exposure receipt: a record of what was NOT disclosed, per provider, with the real-vs-decoy spend split stated honestly.

Stated plainly: whether real providers exploit intent today is unmeasured — the $9 exposure audit on the hosted API is the canary that answers it on your own providers. The threshold bounds content reconstructability per provider; it is not a guarantee against account-level linkability (a shared authenticated account links queries regardless of content). Total task spend is higher cloaked — decoys and fragmentation multiply your own underlying provider queries — disclosed per task on the receipt.

Forms

• This package (client-side): fragmentation and reassembly happen in your own environment; includes a real MCP stdio server (intent-cloak-mcp, tools cloak_run + exposure_receipt).
• Hosted API: https://textforagents.com/products/intent-cloak-query-privacy/ — Cloak API $0.02/cloaked query (x402) · Operator $19/mo per operator (to 2,000 cloaked queries/mo) · Exposure audit $9/task-set. First 100 cloaked queries free, one time per operator (hosted surfaces).

Quickstart

from intent_cloak.core import run_task
from intent_cloak.tasks import TASKS
out = run_task(TASKS[0], "exploitative")
print(out["answers"], out["receipt"]["reconstructability_max"])

Support: support@textforagents.com