Loopuman — The Human Layer for AI
Route tasks to verified human workers when AI alone isn't enough. Workers are paid in 8 seconds via cUSD on Celo blockchain. No app download required — workers operate via Telegram and WhatsApp.
When to Use This Skill
Use Loopuman when the task requires real human judgment, perception, or local knowledge that AI cannot reliably provide:
- - Verification — "Is this business address real?" "Does this photo match this listing?"
- Translation — Nuanced, culturally-aware translation (not just word-for-word)
- Content moderation — "Is this image appropriate?" "Does this review violate guidelines?"
- Image labeling — "What objects are in this photo?" "Rate this image quality 1-10"
- Local knowledge — "What's the current price of tomatoes in Nairobi?"
- Surveys & opinions — "Which logo design is better?" "Rate this product description"
- Data collection — "Find the phone number for this restaurant"
- Quality assurance — "Does this AI-generated text sound natural?"
Do NOT use for tasks AI can handle: math, code generation, summarization, web search, file operations.
Setup
Create the config file with your Loopuman API key:
CODEBLOCK0
Get your API key (one command, no auth needed):
CODEBLOCK1
This returns your api_key (starts with lpm_). Save it immediately — it cannot be retrieved later.
Promo codes for free credits:
- -
CLAW500 — 500 VAE ($5.00) for first 10 OpenClaw testers - INLINECODE3 — 100 VAE ($1.00) for early access (50 spots)
- No code — 25 VAE ($0.25) welcome bonus
To add more funds, message @LoopumanBot on Telegram and link your account.
API Authentication
All requests use the x-api-key header:
CODEBLOCK2
Creating a Task
CODEBLOCK3
Parameters:
- -
--title — Short task title (required) - INLINECODE6 — Detailed instructions for the human worker (required, be specific!)
- INLINECODE7 — One of:
survey, labeling, translation, writing, research, content_creation, ai_training, micro, other (default: other). Note: for verification tasks use other, for moderation use other, for data collection use research. - INLINECODE21 — Payment in VAE tokens. 100 VAE = $1 USD. (default: 100)
- INLINECODE22 — Expected time for worker to complete (required for fair pay calculation, default: 120)
- INLINECODE23 — Number of workers (default: 1, max: 100)
- INLINECODE24 —
normal or high (high notifies workers immediately) - INLINECODE27 — URL for push notifications on completion
Category minimum budgets:
- -
survey, labeling, ai_training, micro: 25 VAE ($0.25) - INLINECODE32 ,
content_creation: 75 VAE ($0.75) - INLINECODE34 ,
translation: 100 VAE ($1.00)
Fair pay enforcement: Loopuman enforces a $6/hr minimum effective rate. If your budget divided by estimated time is below this, the API will suggest a higher budget.
Writing good task descriptions:
- - Be specific about what you need ("Reply YES or NO" not "verify this")
- Include all context the worker needs
- Specify the expected format of the response
- Set clear success criteria
Checking Task Status + Getting Results
CODEBLOCK4
Returns full task details including:
- -
status: active, completed, expired, INLINECODE40 - INLINECODE41 : count of approved, pendingreview, inprogress submissions
- INLINECODE42 : array of approved worker results with content
- INLINECODE43 : results awaiting your approval
Polling for Completion
For tasks that need a result before continuing:
CODEBLOCK5
Returns the result as soon as an approved submission is available.
Listing Tasks
CODEBLOCK6
Cancelling a Task
CODEBLOCK7
Refunds your balance if no workers have started.
Task Types and Pricing
| Category | Description | Min Budget (VAE) | Typical Completion |
|---|
| INLINECODE44 | Quick responses, opinions | 25 ($0.25) | 1-5 min |
| INLINECODE45 |
Tag images, categorize content | 25 ($0.25) | 1-5 min |
|
micro | 5-second microtasks | 25 ($0.25) | <1 min |
|
ai_training | RLHF, preference ranking | 25 ($0.25) | 1-5 min |
|
research | Find info, investigate | 75 ($0.75) | 5-20 min |
|
content_creation | Creative work | 75 ($0.75) | 5-20 min |
|
writing | Articles, descriptions | 100 ($1.00) | 10-30 min |
|
translation | Language translation | 100 ($1.00) | 5-15 min |
|
other | Custom tasks | 25 ($0.25) | Varies |
Examples
Verify an address:
"Create a Loopuman task to verify if '456 Kenyatta Ave, Nairobi' is a real business address"
→ INLINECODE53
Translate with cultural context:
"Use Loopuman to translate 'We're excited to launch' into Swahili naturally"
→ INLINECODE54
Get a human opinion:
"Ask a real person which logo looks more professional"
→ INLINECODE55
Check AI output:
"Have a human verify this AI-generated product description"
→ INLINECODE56
Error Handling
| HTTP Code | Meaning | Fix |
|---|
| 401 | Invalid API key | Check x-api-key in config.json |
| 400 |
Missing fields or invalid category | Check required params |
| 402 | Insufficient VAE balance | Top up via @LoopumanBot |
| 404 | Task not found | Verify task ID |
| 429 | Rate limit exceeded | Wait and retry |
Links
- - Website: https://loopuman.com
- Telegram Bot: https://t.me/LoopumanBot
- ERC-8004 Agent: https://www.8004scan.io/agents/celo/17
- MCP: https://api.loopuman.com/.well-known/mcp.json
- A2A: https://api.loopuman.com/.well-known/agent-card.json
⚠️ Budget Safety: Tasks are paid to workers upon completion. Start with small budgets (25-50 VAE) when testing. Loopuman charges 20% commission on top of the budget you set.
Loopuman — AI的人工智能层
当仅靠AI不足时,将任务路由给经过验证的人类工作者。工作者通过Celo区块链上的cUSD在8秒内获得报酬。无需下载应用程序——工作者通过Telegram和WhatsApp操作。
何时使用此技能
当任务需要真实的人类判断、感知或本地知识而AI无法可靠提供时,请使用Loopuman:
- - 验证 — 这个商业地址是真实的吗? 这张照片与这个列表匹配吗?
- 翻译 — 细致入微、具有文化意识的翻译(不仅仅是逐字翻译)
- 内容审核 — 这张图片合适吗? 这条评论违反规定吗?
- 图像标注 — 这张照片中有哪些物体? 给这张图片质量评分1-10
- 本地知识 — 内罗毕西红柿当前价格是多少?
- 调查与意见 — 哪个标志设计更好? 评价这个产品描述
- 数据收集 — 找到这家餐厅的电话号码
- 质量保证 — 这段AI生成的文本听起来自然吗?
不要用于AI可以处理的任务:数学、代码生成、摘要、网络搜索、文件操作。
设置
使用您的Loopuman API密钥创建配置文件:
bash
mkdir -p ~/.openclaw/skills/loopuman
cat > ~/.openclaw/skills/loopuman/config.json << EOF
{
apiKey: YOURAPIKEY,
apiUrl: https://api.loopuman.com
}
EOF
获取您的API密钥(一条命令,无需认证):
bash
curl -X POST https://api.loopuman.com/api/v1/register \
-H Content-Type: application/json \
-d {email: you@example.com, companyname: Your Name, promocode: LOBSTER}
这将返回您的apikey(以lpm开头)。请立即保存——之后无法找回。
免费积分促销代码:
- - CLAW500 — 前10名OpenClaw测试者获得500 VAE($5.00)
- LOBSTER — 早期访问获得100 VAE($1.00)(50个名额)
- 无代码 — 25 VAE($0.25)欢迎奖励
要添加更多资金,请在Telegram上联系@LoopumanBot并关联您的账户。
API认证
所有请求使用x-api-key标头:
x-api-key: YOURAPIKEY
创建任务
bash
scripts/loopuman.sh create \
--title 验证商业地址 \
--description 检查此地址是否存在于Google Maps上:肯尼亚内罗毕主街123号。回复YES/NO并附上截图。 \
--category other \
--budget 50 \
--estimated-seconds 120
参数:
- - --title — 简短任务标题(必填)
- --description — 给人类工作者的详细说明(必填,请具体说明!)
- --category — 以下之一:survey、labeling、translation、writing、research、contentcreation、aitraining、micro、other(默认:other)。注意:验证任务使用other,审核使用other,数据收集使用research。
- --budget — VAE代币支付。100 VAE = $1美元。(默认:100)
- --estimated-seconds — 工作者完成任务的预期时间(公平薪酬计算必填,默认:120)
- --max-workers — 工作者数量(默认:1,最大:100)
- --priority — normal或high(高优先级立即通知工作者)
- --webhook — 完成时推送通知的URL
类别最低预算:
- - survey、labeling、aitraining、micro:25 VAE($0.25)
- research、contentcreation:75 VAE($0.75)
- writing、translation:100 VAE($1.00)
公平薪酬执行: Loopuman强制执行$6/小时的最低有效费率。如果您的预算除以预计时间低于此值,API将建议更高的预算。
编写好的任务描述:
- - 具体说明您需要什么(回复YES或NO而不是验证这个)
- 包含工作者所需的所有上下文
- 指定预期的回复格式
- 设定明确的成功标准
检查任务状态 + 获取结果
bash
scripts/loopuman.sh status --task-id
返回完整任务详情,包括:
- - status:active、completed、expired、cancelled
- progress:已批准、待审核、进行中的提交数量
- submissions:已批准工作者结果及其内容的数组
- pending_submissions:等待您批准的结果
轮询完成状态
对于需要结果才能继续的任务:
bash
每30秒轮询一次,10分钟后超时
scripts/loopuman.sh wait --task-id
--interval 30 --timeout 600
一旦有已批准的提交可用,立即返回结果。
列出任务
bash
scripts/loopuman.sh list
取消任务
bash
scripts/loopuman.sh cancel --task-id
如果没有工作者开始,将退款到您的余额。
任务类型和定价
| 类别 | 描述 | 最低预算(VAE) | 典型完成时间 |
|---|
| survey | 快速回复、意见 | 25($0.25) | 1-5分钟 |
| labeling |
标记图像、分类内容 | 25($0.25) | 1-5分钟 |
| micro | 5秒微任务 | 25($0.25) | <1分钟 |
| ai_training | RLHF、偏好排序 | 25($0.25) | 1-5分钟 |
| research | 查找信息、调查 | 75($0.75) | 5-20分钟 |
| content_creation | 创意工作 | 75($0.75) | 5-20分钟 |
| writing | 文章、描述 | 100($1.00) | 10-30分钟 |
| translation | 语言翻译 | 100($1.00) | 5-15分钟 |
| other | 自定义任务 | 25($0.25) | 视情况而定 |
示例
验证地址:
创建一个Loopuman任务来验证肯尼亚内罗毕肯雅塔大道456号是否为真实商业地址
→ create --title 验证地址 --description 检查Google Maps上肯尼亚内罗毕肯雅塔大道456号。回复YES/NO并附截图。 --category other --budget 30 --estimated-seconds 120
具有文化背景的翻译:
使用Loopuman将Were excited to launch自然地翻译成斯瓦希里语
→ create --title 翻译成斯瓦希里语 --description 翻译成斯瓦希里语。使其听起来自然而非机械:Were excited to launch our new product --category translation --budget 100 --estimated-seconds 180
获取人类意见:
询问真人哪个标志看起来更专业
→ create --title 标志比较 --description 哪个标志看起来更专业?A还是B?用2句话解释原因。 --category survey --budget 25 --estimated-seconds 60
检查AI输出:
让人类验证这段AI生成的产品描述
→ create --title AI文本质量检查 --description 这听起来自然准确吗?标记任何问题:[粘贴文本] --category other --budget 30 --estimated-seconds 90
错误处理
| HTTP代码 | 含义 | 修复方法 |
|---|
| 401 | 无效的API密钥 | 检查config.json中的x-api-key |
| 400 |
缺少字段或无效类别 | 检查必填参数 |
| 402 | VAE余额不足 | 通过@LoopumanBot充值 |
| 404 | 任务未找到 | 验证任务ID |
| 429 | 超出速率限制 | 等待后重试 |
链接
- - 网站:https://loopuman.com
- Telegram机器人:https://t.me/LoopumanBot
- ERC-8004代理:https://www.8004scan.io/agents/celo/17
- MCP:https://api.loopuman.com/.well-known/mcp.json
- A2A:https://api.loopuman.com/.well-known/agent-card.json
⚠️ 预算安全: 任务完成后向工作者支付报酬。