Intelligence Engine

Domain-agnostic intelligence engine with schema-driven knowledge graphs, hybrid search, and MCP server.

Python 3.12+ Version

1261+ Tests · 15 MCP Tools · 33 REST Endpoints · 8 Languages · 2 Domains


Screenshots

   
Graph Cypher
Knowledge Graph — 5000 nodes, 7048 edges Cypher Console — 50 rows in 9ms
Timeline Health
Dashboard Timeline — indexing history Health Metrics — dead code, cycles, hubs
Compare AI Memory
Cross-Project Compare — all indexed projects AI Memory — KuzuDB + Minna browser

Architecture

Domain Schema Extractors Knowledge Graph Hybrid Search MCP / Web UI
YAML configs   Tree-sitter + Custom   KuzuDB per-domain   BM25 + Semantic + Graph   15 tools · 33 endpoints

Documentation


Interactive Demos


Highlights

  • Schema-driven domains: define entity types, relationships, and search profiles in YAML
  • Code intelligence: 8 languages parsed via Tree-sitter (Python, JS, TS/TSX, Java, Go, HTML, CSS)
  • Archaeology MVP: first non-code domain validates domain-agnostic architecture
  • Hybrid search: 3-way RRF fusion (BM25 + semantic + graph)
  • Graph visualization: React + Sigma.js force-directed explorer
  • AI integration: summaries and Q&A via Claude, OpenAI, Gemini, Ollama
  • MCP server: 15 tools for AI coding assistants
  • Multi-project: shared DB mode with cross-project Cypher queries

GitHub


This site uses Just the Docs, a documentation theme for Jekyll.