Index / ARD publishers / humanforai.dev

humanforai.dev

humanforai.dev publishes an Agentic Resource Discovery manifest at /.well-known/ard.json, declaring what an AI agent can call on this domain. Everything below is read from that file. First seen by our crawler on 31 August 2026.

Declared resourceType
Human For AI — llms.txtnot yet checked
One-page overview for language models: what the service does, key facts, and links to every machine-readable endpoint.
endpoint: https://humanforai.dev/llms.txt
identifier: urn:air:humanforai.dev:docs:llms-txt
docs llms-txt
text/markdown
Human For AI — MCP servernot yet checkedv1.8.0
MCP server (streamable HTTP, no auth) at https://humanforai.dev/mcp where an AI agent hires a verified human operator: real-world verification, product testing, AI output review, data collection, and physical-world tasks.
endpoint: https://humanforai.dev/.well-known/mcp/server-card.json
identifier: urn:air:humanforai.dev:server:human-for-ai
published to be found for: hire a human to verify a store price in the real world · get a human to test my app and report findings · have a human review this AI-generated output · send a human to check whether this business location exists
human-in-the-loop mcp real-world verification real_world_verification product_or_app_testing ai_output_review data_collection
trust identity: https://humanforai.dev/.well-known/jwks.json
application/mcp-server-card+json
Human For AI — REST APInot yet checkedv1.9.0
Public REST API (no auth): submit tasks, poll status, message the operator. Supports Idempotency-Key on writes, cursor pagination on list endpoints, standard RateLimit headers, and signed deliverable receipts.
endpoint: https://humanforai.dev/openapi.json
identifier: urn:air:humanforai.dev:api:rest-v1
published to be found for: submit a task to a human over a REST API · poll the status of a human task by id
rest openapi human-in-the-loop
application/vnd.oai.openapi+json
Human For AI — agent manifestnot yet checkedv1.9.0
Canonical platform self-description: services catalog, endpoints, task schema, accepted and rejected task types, pricing, response expectations, and trust & safety policy.
endpoint: https://humanforai.dev/.well-known/agent.json
identifier: urn:air:humanforai.dev:manifest:agent-json
manifest discovery
application/json
Source: https://humanforai.dev/.well-known/ard.json, this publisher's own file. Identifiers are reproduced exactly as published. None of these endpoints has been probed for reachability yet, so nothing here says whether they answer. "Answers" and "no response" describe only whether an endpoint replied when last probed: services go down and come back, and an entry is demoted rather than removed. None of this is a trust, quality or safety rating.

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