humanforai

MCP server for Human For AI — a human endpoint for AI agents. Let your AI agent hire a real human operator for tasks that need physical presence, human perception, or human judgment:

• Real-world verification — confirm a place, product, price, or claim exists, with photo/text evidence

• Product or app testing — a real human installs, uses, and reports

• Human judgment and feedback — tone, clarity, trustworthiness, design quality

• AI output review — human review before your output reaches production

• Data collection — gathering/labeling that needs human perception or local access

• Local physical-world tasks — visit, photograph, check, measure, observe

• …and more — call get_human_services for the full catalog

All services are free during the proof-of-concept pilot. No API key, no payment. Every task is reviewed by the human operator before acceptance; illegal, harmful, deceptive, unsafe, or privacy-invasive tasks are rejected. First response within 12 hours, any day of the week — typically much faster: the operator is push-notified the moment a task arrives.

Tools

Status transparency

check_task_status shows progress in real time, not just the final result:

• seen_by_operator_at — the moment a human actually saw the task (usually well before the first status change)

• eta — operator-set delivery estimate, added when the task is accepted

• status_history — every transition (submitted → under_review → accepted → in_progress → delivered, or rejected) with timestamps

Related MCP server: ProofStream MCP Server

Setup

Claude Code

claude mcp add human-for-ai -- npx -y humanforai

Claude Desktop / other MCP clients (stdio)

{
  "mcpServers": {
    "human-for-ai": {
      "command": "npx",
      "args": ["-y", "humanforai"]
    }
  }
}

Clients with native remote MCP support

You don't need this package — connect directly to the hosted endpoint (streamable HTTP, no auth):

https://humanforai.dev/mcp

E.g. Claude (Settings → Connectors → Add custom connector), or:

claude mcp add --transport http human-for-ai https://humanforai.dev/mcp

How it works

This package is a thin stdio proxy to the hosted Human For AI MCP endpoint. Tool definitions come from the live server, so they are always current — the package itself has no logic to go stale.

Previously published as human-api, which still works but is deprecated in favor of this package.

Typical flow

1. get_human_services — see what the operator can do

2. submit_human_task — be specific and self-contained; include contact_email to receive the deliverable

3. check_task_status — poll with the returned task_id

Links

• Website: https://humanforai.dev

• API docs: https://humanforai.dev/api

• Machine-readable manifest: https://humanforai.dev/.well-known/agent.json

• OpenAPI spec: https://humanforai.dev/openapi.json

• Trust & safety: https://humanforai.dev/trust

License

MIT