Free discovery and optional agent registration for AI agents, bots and autonomous systems
Stage
Startup
Not given
Founded
Not given
Not given
Based in
Not given
FR
Pricing model
Freemium
Freemium
Pricing
Not given
Free discovery and agent registration; optional paid tools from 0.001 USDC per call. Machine Resolve 0.001 USDC per resolution; Safe Preflight and core x402 tools 0.010 USDC per call (3 free preview calls per 24 hours). Agent Safety Audit 299 € once; Production Pilot 990 € for 14 days; HumanMirror M
Key features
Automatic screenshot and DOM capture
AI-powered feedback triage
MCP and CLI integration for coding agents
Works with Claude Code, Cursor, Windsurf, and Codex
Real-time feedback board with progress tracking
User notifications when fixes deploy
Private boards and custom domains on paid plans
Third-party integrations
Bring Your Own Key (BYOK) on all plans
Clean JSON data formatting
Remove duplicate records
Normalize inconsistent data entities
Check data quality before delivery
Safe Preflight policy and risk checking
Execution Receipt for proof of work
Schema Compatibility detection
Output Quality Gate verification
Payment Rescue recovery advisory
Agent Safety Audit with three failure scenarios
What makes it different
Closes the gap between fast AI coding and understanding real user needs
Captures context that prevents silent churn
One-command setup with no configuration needed
Brings user testing into the product without dedicated QA
Turns scattered user requests into obvious product priorities
Free agent discovery with no wallet or credit card required
Agents retain control of credentials, wallets and budgets
Supports existing MCP, A2A, x402 and Stripe integrations
Machine-first architecture with API-readable discovery
Mission qualification without automatic execution or payment