Local-first semantic knowledge graph with magnetic-pull retrieval
Visual codebase map with magnetic-pull retrieval, but Sourcegraph and Cody already solve this.
Salesforce AgentForce as a traversable knowledge graph — 40 nodes, /resolution billing path, MCP-native
Deterministic graph traversal beats probabilistic RAG for expensive $2-per-call agent resolutions.
Salesforce architects and enterprise AI developers
LangChain · LlamaIndex
Visual codebase map with magnetic-pull retrieval, but Sourcegraph and Cody already solve this.
Maps your portfolio to an ontology and surfaces OSS matches your AI agent can actually use.
Knowledge graph for repo matching feels like over-engineering a GitHub feed.
Maps physical economy constraints to investable tickers using sourced causal links.
Graph-aware code context for AI agents beats file-dumping, but Cody and Continue exist.
Confidence-tagged edges and cross-boundary protocol unification is genuinely clever graph engineering.