Free discovery and optional agent registration for AI agents, bots and autonomous systems
Agent optimization layer that automatically optimizes agent workloads to extend context windows and reduce costs
Stage
Not given
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Founded
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Based in
FR
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Pricing model
Freemium
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Pricing
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
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Key features
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
Automatically removes redundant and stale context from agent workflows in real time
Reduces token usage by 37–67% across agent workloads
Maintains baseline pass rates and success rates without code changes
Extends context windows for longer-running workflows
Zero code changes required for integration
Continually monitors and learns agent workloads
What makes it different
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
Reduces agent inference costs by 37–67% while maintaining the same success rates
Works transparently with zero code changes required
Focuses optimization on removing wasted tokens while keeping success rates high
Enables teams to take on more ambitious problems with the same resources