Agent Task Clarifier is a paid API for AI agents from agent-product-normalizer.vercel.app, paid per call via x402, $0.005/call, status unknown (last checked 2026-09-18).
Transforms a messy, ambiguous human request into a structured, execution-ready goal with constraints, ambiguity signals, and at most one clarifying question
Turn a messy human request into an execution-ready goal, constraints, ambiguity signals and one question only if needed
A structured object containing: a concise execution-ready goal statement, identified hard constraints and soft preferences, ambiguity signals indicating what information is uncertain or missing, and optionally one targeted clarifying question to ask the user if a critical unknown remains. This output is designed to be fed directly into an agent planning or execution pipeline.
GEThttps://agent-product-normalizer.vercel.app/api/v1/clarifyChoose this endpoint at the start of an agent pipeline when the user's original request is vague, multi-part, or potentially ambiguous and you need a clean, structured goal before taking action. It is especially valuable when you want to avoid costly downstream mistakes caused by misinterpreting intent, or when you need to identify whether to ask the user exactly one targeted follow-up question rather than proceeding blindly. Prefer it over prompt engineering or in-context parsing when you want a reliable, token-efficient, structured output with explicit ambiguity signaling.
| Field | Type | Description |
|---|---|---|
| inputrequired | object | |
| output | object |
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