Forge Builders

AEOForge is an open-source Answer Engine Optimization and agent-readiness framework based on Meta Llama 3.2 that performs AEO auditing across the four pillars of Citability, Navigability, Protocols, and Structured Data, sets Set-of-Mark visual coordinates for the grounding of interactive elements, and injects the code of /llms.txt and Schema.org fixes right to the codebase. Quantitatively Verified Benchmarks: • 98.7% Token Elimination: Condenses DOMs of 50,000 tokens into 280-token /llms.txt and 565-token agent-spec.json manifest documents. • 0.86s Subsecond Crawl Time: Navigating 14 times faster through headless route pruning. • 100% Pixel Accuracy: Subpixel Set-of-Mark Visual Grounding for computer-assisted agents. • 0.27ms Instant AST Patch: Quick 1-click code injection of Schema.org JSON-LD and manifests. • 100% Local Sovereignty: Inference latency of 7ms(200x faster than cloud LLMs), no cloud costs, and full privacy.