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letsclarify

Collect structured human input — approvals, decisions, reviews, data — via web forms. Create a form with a JSON schema, send unique URLs to humans, poll for results. Use when your workflow needs a human in the loop before proceeding.

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/heisee/letsclarify
Or

Let's Clarify Skill

Let's Clarify is a Human-in-the-Loop infrastructure service. Use it when your workflow needs structured human input — approvals, decisions, data collection, document review — before proceeding.

Base URL: https://letsclarify.ai

Integration: This skill provides both an MCP server (preferred for MCP-compatible agents) and a REST API. See MCP Server below.

Quick Start

0. Register (and Delete) an API Key

curl -X POST https://letsclarify.ai/api/v1/register \
  -H "Content-Type: application/json" \
  -d '{"name": "My Agent", "email": "[email protected]"}'

Response (201):

{
  "api_key": "lc_...",
  "key_prefix": "lc_xxxxx",
  "warning": "Store securely. Shown only once."
}

Store the api_key value securely. It is shown only once. Include it in all subsequent API calls as Authorization: Bearer lc_....

Error (422): Validation errors (e.g., missing name/email) return:

{ "error": "validation_failed", "message": "..." }

Delete your API key:

curl -X DELETE https://letsclarify.ai/api/v1/register \
  -H "Authorization: Bearer lc_..."

Response (200):

{ "deleted": true }

1. Create a Form

curl -X POST https://letsclarify.ai/api/v1/forms \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer lc_..." \
  -d '{
    "title": "Approve Budget Increase",
    "context_markdown": "## Q3 Budget\nPlease review the proposed 15% increase.",
    "recipient_count": 3,
    "retention_days": 7,
    "webhook_url": "https://your-agent.example.com/webhook",
    "schema": [
      {
        "id": "decision",
        "type": "radio",
        "label": "Your decision",
        "required": true,
        "options": [
          { "value": "approve", "label": "Approve" },
          { "value": "reject", "label": "Reject" }
        ]
      },
      {
        "id": "notes",
        "type": "textarea",
        "label": "Additional notes",
        "required": false,
        "validation": { "max_length": 1000 }
      }
    ]
  }'

Response (201):

{
  "form_token": "xK9m2...",
  "delete_token": "dT3r...",
  "base_url_template": "https://letsclarify.ai/f/xK9m2.../{recipient_uuid}",
  "poll_url": "https://letsclarify.ai/api/v1/forms/xK9m2.../results",
  "summary_url": "https://letsclarify.ai/api/v1/forms/xK9m2.../summary",
  "delete_url": "https://letsclarify.ai/api/v1/forms/xK9m2...",
  "recipients": ["uuid-1", "uuid-2", "uuid-3"]
}

recipient_count accepts 1–1,000. Use the recipients endpoint to add more (up to 10,000 total).

Advanced: Client-Provided UUIDs and Prefilled Values

Instead of (or alongside) recipient_count, pass a recipients array with optional uuid and prefill per entry:

Metadata

Author@heisee
Stars2387
Views0
Updated2026-03-09
View Author Profile
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-heisee-letsclarify": {
      "enabled": true,
      "auto_update": true
    }
  }
}
Safety NoteClawKit audits metadata but not runtime behavior. Use with caution.