Enhance AI coding tools with surgical project understanding and optimized context management.
Sponsored
C3 is a local code-intelligence layer designed to give AI coding tools precise project understanding, eliminating the need for brute-force file reads. It dramatically reduces token usage, extends AI session lengths, and improves the quality of AI-generated answers by offloading heavy analysis locally. Featuring a sophisticated three-tier local intelligence system powered by Ollama, C3 uses models for intent classification, Q&A, summarization, and complex code analysis, all while employing advanced optimizations like real-time streaming, semantic caching, and dynamic context control for maximum efficiency.
主な機能
01Dynamic context control and token optimization for AI coding tools
02Tiered Local AI powered by Ollama for specialized analysis (Nano, Micro, Base models)
03Semantic caching for instant retrieval of repeated LLM results
04Surgical code retrieval (e.g., c3_search, c3_read) and file mapping
05Local offloading for heavy non-editing analysis (c3_delegate)
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ユースケース
01Optimizing AI coding assistant interactions for accuracy and efficiency
02Reducing token consumption for large language model (LLM) based development workflows
03Improving context management and relevance for AI-generated code suggestions and analysis
