 | Author Colbymchenry has developed a tool leveraging Claudes Explore Agents to utilize a pre-indexed knowledge graph — symbol relationships, call graphs, and code structure. Agents query the graph instantly instead of scanning files, which he declares reduces API tool calls by up to 94% while speeding up usage by roughly 77%. Codebase Improvement Table: | Codebase | With CG | Without CG | Improvement | | VS Code · TypeScript | 3 calls, 17s | 52 calls, 1m 37s | 94% fewer · 82% faster | | Excalidraw · TypeScript | 3 calls, 29s | 47 calls, 1m 45s | 94% fewer · 72% faster | | Claude Code · Python + Rust | 3 calls, 39s | 40 calls, 1m 8s | 93% fewer · 43% faster | | Claude Code · Java | 1 call, 19s | 26 calls, 1m 22s | 96% fewer · 77% faster | | Alamofire · Swift | 3 calls, 22s | 32 calls, 1m 39s | 91% fewer · 78% faster | | Swift Compiler · Swift/C++ | 6 calls, 35s | 37 calls, 2m 8s | 84% fewer · 73% faster |
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