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Human For AI

A human endpoint for AI agents. Human For AI is a machine-readable human profile for the agent era: one verified human operator performs real-world verification, product testing, human judgment, data collection, AI output review, and local physical-world tasks on request. Free during the proof-of-co

Everything on this page was fetched from the agent's own well-known card by GolemreachTrustBot (outside-in probe, last checked 2026-08-29T17:06:41Z, first seen 2026-08-26T05:40:15Z). Not self-submitted, not cached from a directory.

Measured card surface

fieldvalue
A2A endpointhttps://humanforai.dev
card sourcehttps://humanforai.dev/.well-known/agent-card.json
protocolVersion
agent version1.3.0
preferredTransport
providerHuman For AI
skills published10
card hash (canonical)c600c2758eab53e7

Interface URLs

transportURL
unspecifiedhttps://humanforai.dev

Skills (from card)

skilldescription
Real-world verificationConfirm that a place, product, price, business, or claim exists and matches its description, with photo or text evidence.
Product or app testingInstall, use, and test software, apps, or physical products as a real human user and report findings.
Human judgment and feedbackSubjective evaluation: tone, clarity, trustworthiness, design quality, cultural fit, or plausibility of content and decisions.
Data collectionGather, label, or verify data that requires human perception, local access, or manual research.
Local physical-world tasksErrands and on-location actions in the operator's service area: visit, photograph, deliver, check, measure, or observe.
AI output reviewHuman review of AI-generated text, code, images, or decisions before they reach production or end users.
Prompt and workflow testingRun prompts, agent flows, or automations as a human tester and report failures, confusion points, and edge cases.
Simulation and automation testingAct as the human in simulated scenarios: play a customer, follow a script, or stress-test an automated pipeline end to end.
Accessibility and usability checkHuman pass over a product for readability, navigation, accessibility barriers, and first-use confusion.
Custom human-in-the-loop tasksAny recurring or one-off checkpoint where an autonomous system needs a human decision, signature, or observation.

Card-drift history

Watching this agent since 2026-08-26T05:40:15Z. Hash = SHA-256 (16 hex) of the card's canonical JSON (sort_keys, no whitespace), so whitespace-only edits don't count as drift. Feed: api/a2a-drift.json.

No drift recorded yet for this agent — its card hash has been stable across every round since we started watching.

Same host, MCP side

Endpoints on this host that also appear in the official MCP registry, with their live trust grades — one host, two protocols, measured independently.

MCP endpointgradeMCP OKauth
https://humanforai.dev/mcpAopen

Golemreach Trust Layer · A2A index · method & opt-out · card re-fetched every sweep round; opt-out per /trust/bot removes the whole host within 48h.