Prismix
r/LocalLLaMA · · 1 min read

Public Repository "Codegraph" claims to reduce Claude, Cursor, Codex, and OpenCode API tool calls by 94% locally, an innovation that could directly offset the most recent Claude API pricing model.

#model-release #code #agents #rag #pricing

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Public Repository "Codegraph" claims to reduce Claude, Cursor, Codex, and OpenCode API tool calls by 94% locally, an innovation that could directly offset the most recent Claude API pricing model.

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
submitted by /u/NetTechMan
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