# llms.txt — Graphify.md # graphifymd.com — The knowledge layer your agents are missing # DOMAIN KNOWLEDGE — full typed CKG (42 nodes · 51 edges · v1.1.0) CKG-Endpoint: https://graphifymd.com/graphifymd-ckg.md # WHAT GRAPHIFY.MD DOES # Builds Compact Knowledge Graphs (CKGs) — typed domain knowledge layers for AI agents # Phase 3 of LLM visibility: answer accuracy after findability and corpus presence # Benchmark: 0.857 BERT F1 · 42x token reduction · 0% hallucination by construction # 53 pre-built domains · 8,121 benchmark queries · open dataset # BENCHMARK # github.com/Yarmoluk/ckg-benchmark (CC BY 4.0) # dataset: huggingface.co/datasets/danyarm/ckg-benchmark # BERT F1: CKG 0.857 vs RAG 0.817 vs GraphRAG 0.825 # Token reduction: 42x vs RAG · 11x fewer LLM calls # Hallucination rate: 0% by construction # MCP SERVER — install in any MCP-compatible agent # pip install ckg-mcp # pypi.org/project/ckg-mcp/ # github.com/Yarmoluk/ckg-mcp # Tools: query_ckg · get_prerequisites · search_concepts · list_domains # 53 domains: life sciences · software · AI/data science · STEM · business # LIVE DEMO # huggingface.co/spaces/danyarm/ckg-demo # COMMERCIAL # Channel partner wholesale: $500 file package + $500/month maintenance # Enterprise pilot: $14,000 (custom domain CKG + integration + benchmark) # Platform license: $75,000–$150,000/year # CONTACT # graphifymd@protonmail.com # graphifymd.com