laborany
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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.
请根据来源仓库和你的 AI 工具说明安装此技能。先阅读技能文件和依赖要求,再添加到工作流。
SkillHub CLI
skillhub install heisee/letsclarify打开来源仓库,查看说明和兼容环境后,按来源提供的命令或步骤安装。
将来源链接提供给你的 Agent,让它先读取说明、核对依赖,并向你说明将执行的安装步骤。
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.
curl -X POST https://letsclarify.ai/api/v1/register \
-H "Content-Type: application/json" \
-d '{"name": "My Agent", "email": "agent@example.com"}'
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 }
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",...
这些信息来自收录时的来源分析,可能滞后;使用前请核对最新来源文件。
# 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](#mcp-server-remote) below.
## Quick Start
### 0. Register (and Delete) an API Key
```bash
curl -X POST https://letsclarify.ai/api/v1/register \
-H "Content-Type: application/json" \
-d '{"name": "My Agent", "email": "agent@example.com"}'
```
**Response (201):**
```json
{
"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:
```json
{ "error": "validation_failed", "message": "..." }
```
**Delete your API key:**
```bash
curl -X DELETE https://letsclarify.ai/api/v1/register \
-H "Authorization: Bearer lc_..."
```
**Response (200):**
```json
{ "deleted": true }
```
### 1. Create a Form
```bash
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",...基于 Claude Code 的桌面 AI 工作力平台 — 支持飞书/QQ 远程调度、技能创建、定时任务。OpenClaw 的桌面实现,零代码养好你的 AI 🦞 Desktop AI workforce platform built on Claude Code. Feishu/QQ bot integration, skill c...
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