Software
GSLHub publishes versioned research software that connects methodological specifications, reproducible benchmarks and independently testable implementations.
Framework-independent TypeScript implementations of AIR, CR, MCP and RCR for reproducible Generative Search and GEO evaluation.
Deterministic metric calculations with explicit eligibility exclusions, numerator/denominator data and SHA-256 input/output checksums.
Specification → implementation
Normative metric definitions and synthetic validation fixtures are maintained in the public GSLHub benchmarks repository. Research protocols and coding rules are maintained separately in the research repository so methodology, software and production integration can be versioned and audited independently.