Works with Claude, GPT-4o, Gemini, Llama, Mistral — and any tool that speaks MCP. Set one env var. Unlock everything.
xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx.
.env:
list_domains — all 85 domains appear. No reinstall, no version change.
MCP (Model Context Protocol) is an open standard — ckg-mcp plugs into any client that supports it. One pip install, one env var, any model.
| Metric | RAG | CKG (this tool) | Improvement |
|---|---|---|---|
| Macro-F1 accuracy | 0.123 | 0.471 | 4× more accurate |
| Tokens / query | 2,982 | 269 | 11× fewer tokens |
| Cost / correct answer | $0.013 | $0.0005 | 26× cheaper per hit |
| 5-hop reasoning F1 | 0.170 | 0.772 | 4.5× on hard queries |
Benchmark v0.6.2 · 45 domains · 7,928 queries · open methodology · read the paper →