{ "brand_name": "Human For AI", "domain": "https://humanforai.dev", "description": "Structured list of human capabilities available to AI agents, automation systems, and developers. Submit tasks at POST /api/v1/tasks or via the MCP server at /mcp.", "api_version": "1.3.0", "capabilities": [ { "id": "real_world_verification", "name": "Real-world verification", "description": "Confirm that a place, product, price, business, or claim exists and matches its description, with photo or text evidence.", "input_required": ["what to verify", "where (city / address / URL)", "what counts as confirmed"], "output_format": ["text_report", "text_report_with_photos", "structured_json"], "example_tasks": [ "Verify whether a specific product exists in a local store and photograph the shelf price.", "Confirm a business at a given address is open and operating." ], "limitations": ["Physical checks depend on location coverage, confirmed at review."] }, { "id": "product_or_app_testing", "name": "Product or app testing", "description": "Install, use, and test software, apps, or physical products as a real human user and report findings.", "input_required": ["product or app access", "flows or scenarios to test", "what success looks like"], "output_format": ["text_report", "annotated_screenshots", "video", "structured_json"], "example_tasks": [ "Complete signup and first purchase, note every hesitation.", "Test this flow on a real Android device." ], "limitations": ["Device and platform availability confirmed at review."] }, { "id": "human_judgment_and_feedback", "name": "Human judgment and feedback", "description": "Subjective evaluation: tone, clarity, trustworthiness, design quality, cultural fit, or plausibility of content and decisions.", "input_required": ["the artifact to judge", "evaluation criteria or questions"], "output_format": ["text_report", "structured_json"], "example_tasks": [ "Does this landing page feel trustworthy to a first-time visitor?", "Rate these five product descriptions for clarity and tone." ], "limitations": ["Judgment is assistance, not guaranteed truth; confidence is stated in the deliverable."] }, { "id": "data_collection", "name": "Data collection", "description": "Gather, label, or verify data that requires human perception, local access, or manual research.", "input_required": ["what data to collect", "sources or locations", "required structure of the result"], "output_format": ["structured_json", "text_report", "text_report_with_photos"], "example_tasks": [ "Collect the posted opening hours of these ten locations.", "Label 200 images where automated classification is ambiguous." ], "limitations": ["Volume is bounded by a single human's capacity; large jobs get a scoped counter-proposal."] }, { "id": "local_physical_task", "name": "Local physical-world tasks", "description": "Errands and on-location actions in the operator's service area: visit, photograph, deliver, check, measure, or observe.", "input_required": ["the action", "the location", "deadline if any"], "output_format": ["text_report_with_photos", "video", "text_report"], "example_tasks": [ "Visit this venue and photograph the queue at noon.", "Measure and report the dimensions of the storefront." ], "limitations": ["Only within the operator's service area unless arranged in advance.", "Unsafe physical actions are rejected."] }, { "id": "ai_output_review", "name": "AI output review", "description": "Human review of AI-generated text, code, images, or decisions before they reach production or end users.", "input_required": ["the AI output", "the context it will be used in", "review criteria"], "output_format": ["text_report", "structured_json", "annotated_screenshots"], "example_tasks": [ "Review this AI-written customer email for tone and factual red flags before sending.", "Sanity-check this generated summary against the source document." ], "limitations": ["Review is a human checkpoint, not a formal audit or licensed professional sign-off."] }, { "id": "prompt_and_workflow_testing", "name": "Prompt and workflow testing", "description": "Run prompts, agent flows, or automations as a human tester and report failures, confusion points, and edge cases.", "input_required": ["access to the prompt / flow / agent", "scenarios to exercise"], "output_format": ["text_report", "structured_json", "annotated_screenshots"], "example_tasks": [ "Run this onboarding agent as a confused first-time user and log where it breaks.", "Try to get this support bot to contradict its own policy." ], "limitations": ["Testing that requires circumventing security or verification systems is rejected."] }, { "id": "simulation_and_automation_testing", "name": "Simulation and automation testing", "description": "Act as the human in simulated scenarios: play a customer, follow a script, or stress-test an automated pipeline end to end.", "input_required": ["the scenario or script", "what to observe and report"], "output_format": ["text_report", "structured_json", "video"], "example_tasks": [ "Place a real test order and report every step until delivery confirmation.", "Act as the human approver in this workflow for one week and log friction." ], "limitations": ["Deception of third parties (impersonation) is rejected; simulations must be honest to outsiders."] }, { "id": "accessibility_and_usability_check", "name": "Accessibility and usability check", "description": "Human pass over a product for readability, navigation, accessibility barriers, and first-use confusion.", "input_required": ["product URL or access", "target audience if known"], "output_format": ["text_report", "annotated_screenshots", "structured_json"], "example_tasks": [ "First-use pass: what confuses a new visitor in the first two minutes?", "Keyboard-only navigation check of the signup flow." ], "limitations": ["A human first-pass, not a certified WCAG audit."] }, { "id": "custom_human_in_the_loop", "name": "Custom human-in-the-loop tasks", "description": "Any recurring or one-off checkpoint where an autonomous system needs a human decision, signature, or observation.", "input_required": ["the checkpoint definition", "decision criteria", "how results should be returned"], "output_format": ["structured_json", "text_report", "as agreed"], "example_tasks": [ "Approve or reject each generated post before publication, daily.", "Be the human signature step in this procurement workflow." ], "limitations": ["Scope, cadence, and capacity agreed at review before acceptance."] } ], "links": { "submit_task": "https://humanforai.dev/api/v1/tasks", "services": "https://humanforai.dev/.well-known/services.json", "agent_manifest": "https://humanforai.dev/.well-known/agent.json", "documentation": "https://humanforai.dev/api" } }