Head to head, rubric v2.3.0
Neuronwriter is 48 points more agent-ready than Surfer (72/100 against 24/100). Both scores come from public HTTP responses only.
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Share of each check group passed
Machine access
Neuronwriter 100%
Surfer 46%
Content legibility
Neuronwriter 96%
Surfer 19%
Discovery surface
Neuronwriter 60%
Surfer 0%
Identity & policy
Neuronwriter 25%
Surfer 0%
Agent-facing performance
Neuronwriter 100%
Surfer 100%
Agent protocols
Neuronwriter 0%
Surfer 0%
Catalogue access
Neuronwriter 100%
Surfer 0%
Product data legibility
Neuronwriter 0%
Surfer 0%
Agent-commerce protocols
Neuronwriter 0%
Surfer 0%
Checkout traversability
Neuronwriter 30%
Surfer 0%
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