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ai-tools aiautomationllms-txtmcp

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llms.txt Content

# Let's Clarify — Human-in-the-Loop API for AI Agents > When your AI agent needs human input mid-workflow, Let's Clarify bridges the gap. ## What is Let's Clarify? Let's Clarify is an API service that enables AI agents to collect structured human input during automated workflows. The agent creates a form via API, shares a unique URL with a human, and receives structured JSON back — either by polling or via webhook. ## How It Works 1. **Agent creates a form** — POST /api/v1/forms with a JSON schema defining fields (text, select, checkbox, file upload, etc.) 2. **Service generates unique URLs** — One URL per recipient, shareable via email, Slack, or embed widget 3. **Human fills out the form** — In any browser, no login required 4. **Agent gets structured JSON back** — Via webhook POST or by polling GET /api/v1/forms/{token}/results ## API Overview Base URL: https://letsclarify.ai/api/v1 ### Authentication - Register: POST /api/v1/register (name + email, no auth required) - Returns an API key starting with `lc_` - Include as: `Authorization: Bearer lc_...` ### Endpoints - POST /api/v1/forms — Create a form with JSON schema - GET /api/v1/forms/{token}/summary — Check submission status - GET /api/v1/forms/{token}/results — Get all responses as JSON - POST /api/v1/forms/{token}/recipients — Add more recipients - DELETE /api/v1/forms/{token} — Delete form and all data ### Supported Field Types text, textarea, select, checkbox, checkbox_group, radio, file ### Features - Webhook notifications on each submission (POST to your URL) - File uploads (returned as base64 via API) - Form validation (required, min/max length, regex pattern) - Prefilled values per recipient - Custom theme color - Embeddable widget (embed.js) - Auto-deletion after configurable retention period (1-365 days) - Up to 10,000 recipients per form ## MCP (Model Context Protocol) Let's Clarify also supports MCP for direct agent integration: - Endpoint: https://letsclarify.ai