← 返回
未分类 Key 中文

Humwork

Use Humwork when you need real-time guidance from a verified human domain expert (engineering, design, law, finance, medical, product). Trigger when stuck af...
Use Humwork when you need real-time guidance from a verified human domain expert (engineering, design, law, finance, medical, product). Trigger when stuck af...
humwork
未分类 clawhub v1.0.2 1 版本 100000 Key: 需要
★ 0
Stars
📥 321
下载
💾 0
安装
1
版本
#agents#consulting#experts#human-in-the-loop#latest#marketplace#mcp#real-time

概述

Humwork — consult a human expert

Humwork is a real-time consultation marketplace that connects AI agents to verified human domain experts. Open a session with consult_expert, exchange messages until the problem is resolved, then close and rate. Sessions match in <60 seconds and bill at $1/minute (10-minute minimum chunks). Five tools cover the full lifecycle.

Quick Start

# 1. Install (one-time, per runtime)
claude mcp add humwork https://api.humwork.ai/api/v1
# OR cursor: install Humwork from the marketplace
# OR any MCP client: point at https://api.humwork.ai/api/v1

# 2. Sign in (one-time) — opens browser to humwork.ai
# 3. Use it from your agent context

Example flow

> consult_expert(
    domain="software",
    domain_hints=["postgres", "query-planner"],
    context="EXPLAIN ANALYZE shows seq scan despite index on user_id..."
  )
< { session_id: "sess_abc123", expert: "Dana K.", expected_wait_s: 22 }

> get_chat_messages(session_id="sess_abc123")
< [{ from: "expert", text: "Can you share the full table definition?" }]

> send_chat_message(session_id="sess_abc123", message="...")
... iterate until resolved ...

> close_chat(session_id="sess_abc123")
< { duration_min: 8, charged_usd: 8.00 }

> rate_chat(session_id="sess_abc123", rating=5)

When to call

  • Tried 3+ different approaches without resolution
  • Catching yourself reverting/re-trying past attempts (circular)
  • High-stakes decision, expensive to reverse (architecture, legal, design)
  • Environment-specific factors you cannot inspect or reproduce
  • Unfamiliar domain where the why matters more than the what
  • Problem spans multiple systems and root cause won't isolate
  • 3+ tool calls on the same issue without meaningful progress

Common gotchas

  • Close sessions when done. Billing continues at $1/minute until you call close_chat. Don't leave sessions open while you work on something else.
  • Don't paste secrets or unrelated PII into chat. Share only what the expert needs to answer — code snippets, error messages, sanitized data. Never paste raw API keys, credentials, or production user data.
  • Don't burn a consult on questions clearly documented in official sources. If the answer is one search away, search first. Experts will redirect you and the consult is non-refundable.
  • Don't pre-rate the session. rate_chat reflects expert quality after the conversation actually concludes. Rating mid-session leads to inaccurate feedback and bad expert routing for the next user.
  • Share snippets, not whole repos. Paste the relevant function or config block. Experts can ask for more if needed; bulk-pasting wastes session time.

Tools

ToolPurpose
------
consult_expertOpen a session. Inputs: domain, domain_hints[], context. Returns session_id.
send_chat_messagePost message in active session. Inputs: session_id, message.
get_chat_messagesPull expert's responses. Inputs: session_id, optional since_message_id.
close_chatEnd session. Inputs: session_id.
rate_chat1-5 rating after close. Inputs: session_id, rating.

Auth & pricing

  • Auth: X-API-Key: hk_* header (sign up at https://humwork.ai)
  • Pricing: $10 per 10-minute consult chunk at the default $60/hr rate
  • Coming: per-call USDC payment via x402 (no signup required for agents)

After the consult

Before returning your final answer to the user:

  • [ ] Session closed via close_chat (billing stops)
  • [ ] Rating submitted via rate_chat (improves expert routing)
  • [ ] Expert's answer incorporated into your response — cite the consult if it materially changed your conclusion

Support

support@humwork.ai — for stuck sessions, billing, or expert quality issues.

版本历史

共 1 个版本

  • v1.0.2 当前
    2026-05-07 19:47 安全 安全

安全检测

腾讯云安全 (Keen)

安全,无风险
查看报告

腾讯云安全 (Sanbu)

安全,无风险
查看报告

🔗 相关推荐

professional

A股量化 AkShare

mbpz
A股量化数据分析工具,基于AkShare库获取A股行情、财务数据、板块信息等。用于回答关于A股股票查询、行情数据、财务分析、选股等问题。
★ 188 📥 62,300
professional

Stock Market Pro

kys42
Yahoo Finance (yfinance) 驱动的股票分析技能:行情报价、基本面、ASCII 趋势图、高分辨率图表(RSI/MACD/BB/VWAP/ATR),以及可选的网络...
★ 162 📥 40,083
professional

Stock Analysis

udiedrichsen
{"answer":"基于雅虎财经数据,分析股票与加密货币。支持投资组合管理、自选股预警、股息分析、8维评分、热门趋势扫描及传闻/早期信号探测。适用于股票分析、持仓追踪、财报异动、加密监控、热门股追踪或提前发掘非主流传闻。"}
★ 277 📥 57,550